diff --git a/README.md b/README.md index d195aade..d6343b96 100644 --- a/README.md +++ b/README.md @@ -32,15 +32,18 @@ To install the development version use `@develop` instead of `@master`. ## Run -To run the program for a disease map that uses circuits from the preprocessed `KEGG` pathways and the `KDT` standard list, construct an environment file (e.g. `disease.env`) using the following template: +To run the program for a disease map that uses circuits from the preprocessed `KEGG` pathways and the `KDT` standard list, construct an environment file (e.g. `disease.env`): + +- using the following template if you have a set of seed genes (comma-separated): + +``` +seed_genes=2175,2176,2189 +``` + +- using the following template if you know which circuits to include (the disease map): ``` -gene_exp=$default$ -pathvals=$default$ circuits=circuits.tsv.gz -circuits_column=in_disease -genes=$default$ -genes_column=approved_targets ``` The `TSV` file `circuits.tsv` has the following format (tab delimited): @@ -67,10 +70,14 @@ P-hsa03320-28 1 where: * `index`: Hipathia circuit id -* `in_disease`: boolean if a given circuit is part of the disease +* `in_disease`: (boolean) True/1 if a given circuit is part of the disease + +Note that in all cases you can restrict the circuits to the physiological list by setting `use_physio=true` in the `env` file. + +To run the experiment using 10 CPU cores and 0 GPUs, run the following command within an activated environment: ``` -conda run -n drexml drexml run --n-gpus 0 --n-cpus 10 $DISEASE_PATH +drexml run --n-gpus 0 --n-cpus 10 $DISEASE_PATH ``` where: @@ -84,11 +91,12 @@ Note that the first time that the full program is run, it will take longer as it https://doi.org/10.5281/zenodo.6020480 + ## Contribute to development The recommended setup is: - setup `pipx` -- setup `miniconda` +- setup `miniforge` - use `pipx` to install `poetry` - use `pipx` to install `nox` and inject `nox-poetry` into `nox` - run `make`, if you want to use a CUDA enabled GPU, use `make gpu=1` diff --git a/drexml/cli/cli.py b/drexml/cli/cli.py index 65f3c6d4..67b44832 100644 --- a/drexml/cli/cli.py +++ b/drexml/cli/cli.py @@ -29,13 +29,13 @@ "ignore", module="shap", category=NumbaPendingDeprecationWarning ) +from drexml.datasets import get_data from drexml.plotting import plot_metrics from drexml.utils import ( - get_data, + check_gputree_availability, get_number_cuda_devices, get_out_path, get_version, - rename_results, ) FNAME_DICT = { @@ -158,8 +158,11 @@ def build_ctx(ctx, step=None): ctx_new["mode"] = "final" if "n_gpus" in ctx_new.keys(): - if ctx_new["n_gpus"] < 0: - ctx_new["n_gpus"] = get_number_cuda_devices() + if check_gputree_availability(): + if ctx_new["n_gpus"] < 0: # pragma: no cover + ctx_new["n_gpus"] = get_number_cuda_devices() + else: + ctx_new["n_gpus"] = 0 # pragma: no cover if "n_cpus" in ctx_new.keys(): if ctx_new["n_cpus"] < 0: ctx_new["n_cpus"] = multiprocessing.cpu_count() @@ -218,11 +221,12 @@ def main(): def orchestrate(**kwargs): """Orchestrate the drexml procedure. Entry point for multi-disease workflows.""" - print(f"running drexml explainer v {get_version()}") + click.echo(f"running drexml explainer v {get_version()}") ctx = build_ctx(kwargs) # Load data gene_xpr, pathvals, _, _ = get_data(ctx["disease_path"], ctx["debug"]) + click.echo(ctx["data_folder"].joinpath("features.jbl")) joblib.dump(gene_xpr, ctx["data_folder"].joinpath("features.jbl")) joblib.dump(pathvals, ctx["data_folder"].joinpath("target.jbl")) @@ -248,8 +252,6 @@ def stability(**kwargs): current_step = "stab-explain" elif kwargs["mode"].lower() == "score": current_step = "stab-score" - else: - sys.exit("Unknown stability analysis step.") click.echo(f"Running drexml {current_step} v {get_version()}") @@ -258,7 +260,7 @@ def stability(**kwargs): run_cmd(ctx) if ctx["mode"].lower() == "score": - fnames = ["stability_results.tsv"] + fnames = ["stability_results.tsv", "stability_results_symbol.tsv"] copy_files(ctx, fnames) @@ -277,7 +279,12 @@ def explain(**kwargs): run_cmd(ctx) - fnames = ["shap_selection.tsv", "shap_summary.tsv"] + fnames = [ + "shap_selection.tsv", + "shap_summary.tsv", + "shap_selection_symbol.tsv", + "shap_summary_symbol.tsv", + ] copy_files(ctx, fnames) @@ -312,15 +319,5 @@ def plot(ctx, stab_path): plot_metrics(stab_path) -@main.command() -@click.argument("results-folder", type=click.Path(exists=True)) -@click.version_option(get_version()) -@click.pass_context -def rename(ctx, results_folder): - """Plot the stability results""" - - rename_results(results_folder) - - if __name__ == "__main__": - main() + main() # pragma: no cover diff --git a/drexml/cli/stab_explainer.py b/drexml/cli/stab_explainer.py index 4692b6b2..c9eabb99 100644 --- a/drexml/cli/stab_explainer.py +++ b/drexml/cli/stab_explainer.py @@ -26,7 +26,7 @@ from drexml.explain import compute_shap_fs, compute_shap_relevance, compute_shap_values_ from drexml.models import get_model -from drexml.utils import parse_stab +from drexml.utils import convert_names, parse_stab if __name__ == "__main__": import sys @@ -165,8 +165,30 @@ def runner(model, bkg, new, check_add, use_gpu): shap_relevances.to_csv(shap_summary_fpath, sep="\t") print(f"Shap summary results saved to: {shap_summary_fpath}") + shap_summary_renamed = convert_names( + shap_relevances.set_index(shap_relevances.columns[0]), + ["circuits", "genes"], + axis=[0, 1], + ) + shap_summary_renamed.to_csv( + shap_summary_fpath.absolute().parent.joinpath( + f"{shap_summary_fpath.stem}_symbol.tsv" + ), + sep="\t", + index_label="circuit_name", + ) + # Save results fs_fname = "shap_selection.tsv" fs_fpath = data_folder.joinpath(fs_fname) (filt_i * 1).to_csv(fs_fpath, sep="\t") print(f"Shap selection results saved to: {fs_fpath}") + + fs_renamed = convert_names( + filt_i.set_index(filt_i.columns[0]), ["circuits", "genes"], axis=[0, 1] + ) + fs_renamed.to_csv( + fs_fpath.absolute().parent.joinpath(f"{fs_fpath.stem}_symbol.tsv"), + sep="\t", + index_label="circuit_name", + ) diff --git a/drexml/cli/stab_scorer.py b/drexml/cli/stab_scorer.py index 8a6119f4..706c6310 100644 --- a/drexml/cli/stab_scorer.py +++ b/drexml/cli/stab_scorer.py @@ -13,7 +13,7 @@ from drexml.explain import build_stability_dict from drexml.pystab import nogueria_test -from drexml.utils import get_stab, parse_stab +from drexml.utils import convert_names, get_stab, parse_stab if __name__ == "__main__": import sys @@ -130,3 +130,13 @@ def stab_i(estimator, X, Y, split_id, this_split): stability_results_df.to_csv( data_folder.joinpath("stability_results.tsv"), sep="\t", index_label="name" ) + + stability_results_renamed_df = convert_names( + stability_results_df, ["circuits"], axis=[0] + ) + + stability_results_renamed_df.to_csv( + data_folder.joinpath("stability_results_symbol.tsv"), + sep="\t", + index_label="name", + ) diff --git a/drexml/config.py b/drexml/config.py new file mode 100644 index 00000000..d4f9c3ee --- /dev/null +++ b/drexml/config.py @@ -0,0 +1,34 @@ +# -*- coding: utf-8 -*- +""" +Config module. +""" + + +DEFAULT_DICT = { + "seed_genes": None, + "use_physio": "true", + "gene_exp": None, + "gene_exp_zenodo": False, + "pathvals": None, + "pathvals_zenodo": False, + "circuits": None, + "circuits_zenodo": False, + "genes": None, + "genes_zenodo": False, + "circuits_column": "in_disease", + "genes_column": "drugbank_approved_targets", + "GTEX_VERSION": "v8", + "MYGENE_VERSION": "v20230220", + "DRUGBANK_VERSION": "v050110", + "HIPATHIA_VERSION": "v2-14-0", + "EDGER_VERSION": "v3-40-0", +} + + +VERSION_DICT = { + "GTEX_VERSION": ["v8"], + "MYGENE_VERSION": ["v20230220"], + "DRUGBANK_VERSION": ["v050110"], + "HIPATHIA_VERSION": ["v2-14-0"], + "EDGER_VERSION": ["v3-40-0"], +} diff --git a/drexml/datasets.py b/drexml/datasets.py index 543f4e9b..8cc4abbc 100644 --- a/drexml/datasets.py +++ b/drexml/datasets.py @@ -5,52 +5,62 @@ import pathlib import pandas as pd -from dotenv.main import dotenv_values from pandas.errors import ParserError from requests.exceptions import ConnectTimeout from zenodo_client import Zenodo -DEFAULT_STR = "$default$" -DEBUG_NAMES = { - "gene_exp": "gene_exp.tsv.gz", - "pathvals": "pathvals.tsv.gz", - "circuits": "circuits.tsv.gz", - "genes": "genes.tsv.gz", -} +from drexml.utils import get_resource_path, read_disease_config -PRODUCTION_NAMES = { - "gene_exp": "expreset_Hinorm_gtexV8.rds.feather", - "pathvals": "expreset_pathvals_gtexV8.rds.feather", - "genes": "genes.tsv.gz", -} +RECORD_ID = "6020480" -NAMES = {True: DEBUG_NAMES, False: PRODUCTION_NAMES} -RECORD_ID = "7737166" +def load_physiological_circuits(): + fpath = get_resource_path("circuit_names.tsv.gz") + circuit_names = pd.read_csv(fpath, sep="\t").set_index("circuit_id") + circuit_names.index = circuit_names.index.str.replace("-", ".").str.replace( + " ", "." + ) + return circuit_names.index[circuit_names["is_physiological"]].tolist() + + +def fetch_file(disease, key, env, version="latest"): + """ + Retrieve data. + + Parameters: + + - disease (str): The name of the disease. + - key (str): The key associated with the data. + - env (Union[str, pathlib.Path]): The environment variable or path containing the data. + - version (str, optional): The version of the data to retrieve (default: "latest"). + - debug (bool, optional): Whether to enable debug mode (default: False). + Returns: + - frame (np.ndarray): The preprocessed data frame. + + Raises: + - ConnectTimeout: If a connection timeout occurs during retrieval. + + """ -def fetch_file(disease, key, env, version="latest", debug=False): - """Retrieve data.""" print(f"Retrieving {key}") experiment_env_path = pathlib.Path(disease) - env = dotenv_values(experiment_env_path) - if env[key].lower() == DEFAULT_STR: + env = read_disease_config(experiment_env_path) + if env[key + "_zenodo"]: # pragma: no cover if version == "latest": try: zenodo = Zenodo() - path = zenodo.download_latest(RECORD_ID, NAMES[debug][key], force=False) + path = zenodo.download_latest(RECORD_ID, env[key], force=False) except (ConnectTimeout) as err: print(err) path = pathlib.Path.home().joinpath( - ".data", "zenodo", RECORD_ID, "20230315" + ".data", "zenodo", RECORD_ID, "20230612" ) else: - data_path = pathlib.Path(env["data_path"]).absolute() - print(data_path) - if data_path.name.lower() == DEFAULT_STR: - print(disease, env[key], data_path) - data_path = experiment_env_path.parent - path = data_path.joinpath(env[key]) + + path = env[key] + + print(key, path) frame = load_df(path, key) frame = preprocess_frame(frame, env, key) @@ -89,8 +99,7 @@ def load_df(path, key=None): res = pd.read_feather(path).set_index("index", drop=True) except (ParserError, KeyError) as new_err: print("Error found while trying to load a Feather.") - print(new_err) - res = pd.DataFrame() + raise new_err if res.shape[0] == 0: raise NotImplementedError("Format not implemented yet.") @@ -126,7 +135,7 @@ def get_index_name_options(key): """ if key == "circuits": - return ["hipathia_id", "hipathia", "circuits_id", "index"] + return ["hipathia_id", "hipathia", "circuits_id", "index", "circuit_id"] elif key == "genes": return ["entrezs", "entrez", "entrez_id", "index"] else: @@ -165,7 +174,9 @@ def preprocess_frame(res, env, key): elif key == "pathvals": return preprocess_activities(res) elif key == "circuits": - return preprocess_map(res, env["circuits_column"]) + return preprocess_map( + res, env["seed_genes"], env["circuits_column"], env["use_physio"] + ) elif key == "genes": return preprocess_genes(res, env["genes_column"]) @@ -228,14 +239,15 @@ def preprocess_activities(frame): Notes ----- - This function replaces hyphens and spaces in the column names of the input data frame with periods and returns the resulting data frame. + This function replaces hyphens and spaces in the column names of the input data + frame with periods and returns the resulting data frame. """ frame.columns = frame.columns.str.replace("-", ".").str.replace(" ", ".") return frame -def preprocess_map(frame, circuits_column): +def preprocess_map(frame, disease_seed_genes, circuits_column, use_physio): """ Preprocesses a map data frame. @@ -243,34 +255,41 @@ def preprocess_map(frame, circuits_column): ---------- frame : pandas.DataFrame The map data frame to preprocess. + disease_seed_genes : str + The comma separated list of disease seed genes. circuits_column : str The name of the column containing circuit information. Returns ------- - pandas.DataFrame - The preprocessed map data frame. + list of str + The list of circuits. Examples -------- >>> import pandas as pd - >>> df = pd.DataFrame({"-": [1, 2], "Activity 1": [3, 4]}, index=["A-B", "C-D"]) - >>> preprocess_map(df, "Activity 1") - . Activity.1 - A.B 3 - C.D 4 + >>> df = pd.DataFrame({"in_disease": [True, False], "hipathia": ["A", "B"]}) + >>> preprocess_map(df, "A,B", "in_disease") + ['A', 'B'] Notes ----- - This function replaces hyphens and spaces in the index labels of the input data - frame with periods and converts the values in the specified circuits column to - boolean values. It then returns the resulting data frame. - + This function replaces hyphens and spaces in the index names of the input data frame + with periods and returns the resulting list of circuits. """ - frame.index = frame.index.str.replace("-", ".").str.replace(" ", ".") - frame[circuits_column] = frame[circuits_column].astype(bool) - return frame + if disease_seed_genes: + disease_seed_genes = frame.columns.intersection(disease_seed_genes) + circuits = frame.index[frame[disease_seed_genes].any(axis=1)].tolist() + else: + frame[circuits_column] = frame[circuits_column].astype(bool) + circuits = frame.index[frame[circuits_column]].tolist() + + if use_physio: + physio_lst = load_physiological_circuits() + circuits = [c for c in circuits if c in physio_lst] + + return circuits def preprocess_genes(frame, genes_column): @@ -301,14 +320,15 @@ def preprocess_genes(frame, genes_column): Notes ----- - This function selects rows from the input data frame based on the values in the specified genes column and returns the resulting data frame. - + This function selects rows from the input data frame based on the values in the + specified genes column and returns the resulting data frame. """ + frame = frame.loc[frame[genes_column]] return frame -def get_disease_data(disease, debug): +def get_disease_data(disease): """Get data for a disease. Parameters @@ -330,20 +350,12 @@ def get_disease_data(disease, debug): # Load data experiment_env_path = pathlib.Path(disease) - env = dotenv_values(experiment_env_path) - genes_column = env["genes_column"] - circuits_column = env["circuits_column"] + env = read_disease_config(experiment_env_path) - gene_exp = fetch_file( - disease, key="gene_exp", env=env, version="latest", debug=debug - ) - pathvals = fetch_file( - disease, key="pathvals", env=env, version="latest", debug=debug - ) - circuits = fetch_file( - disease, key="circuits", env=env, version="latest", debug=debug - ) - genes = fetch_file(disease, key="genes", env=env, version="latest", debug=debug) + gene_exp = fetch_file(disease, key="gene_exp", env=env, version="latest") + pathvals = fetch_file(disease, key="pathvals", env=env, version="latest") + circuits = fetch_file(disease, key="circuits", env=env, version="latest") + genes = fetch_file(disease, key="genes", env=env, version="latest") # gene_exp = gene_exp[genes.index[genes[genes_column]]] @@ -355,6 +367,43 @@ def get_disease_data(disease, debug): usable_genes = genes.index.intersection(gtex_entrez) gene_exp = gene_exp[usable_genes] - pathvals = pathvals[circuits.index[circuits[circuits_column]]] + pathvals = pathvals[circuits] + + print(pathvals.shape) return gene_exp, pathvals, circuits, genes + + +def get_data(disease, debug): + """Load disease data and metadata. + + Parameters + ---------- + disease : path-like + Path to disease config file. + debug : bool + _description_, by default False. + scale : bool, optional + _description_, by default False. + + Returns + ------- + pandas.DataFrame + Gene expression data. + pandas.DataFrame + Circuit activation data (hipathia). + pandas.DataFrame + Circuit definition binary matrix. + pandas.DataFrame + KDT definition binary matrix. + """ + gene_xpr, pathvals, circuits, genes = get_disease_data(disease) + + print(gene_xpr.shape, pathvals.shape) + + if debug: + size = 9 + gene_xpr = gene_xpr.sample(n=size, random_state=0) + pathvals = pathvals.loc[gene_xpr.index, :] + + return gene_xpr, pathvals, circuits, genes diff --git a/drexml/explain.py b/drexml/explain.py index eccb2e6e..ca128207 100644 --- a/drexml/explain.py +++ b/drexml/explain.py @@ -46,7 +46,25 @@ def matcorr(O, P): def compute_shap_values_(x, explainer, check_add, gpu_id=None): - """Partial function to compute the shap values.""" + """ + Partial function to compute the SHAP values. + + Parameters + ---------- + x : ndarray [n_samples, n_features] + The feature dataset. + explainer : shap.TreeExplainer or shap.GPUTreeExplainer + The SHAP explainer. + check_add : bool + Check if the SHAP values add up to the model output. + gpu_id : int + The GPU ID. + + Returns + ------- + shap_values : ndarray [n_samples, n_features, n_tasks] + The SHAP values. + """ os.environ["CUDA_VISIBLE_DEVICES"] = str(gpu_id) shap_values = np.array(explainer.shap_values(x, check_additivity=check_add)) @@ -199,8 +217,9 @@ def compute_shap_fs(relevances, model=None, X=None, Y=None, q="r2", by_circuit=F Returns ------- - [type] - [description] + pandas.Series [n_features] + The feature selection scores. + """ if q == "r2": q = get_quantile_by_circuit(model, X, Y) diff --git a/drexml/models.py b/drexml/models.py index 72ec822e..cc25b0e2 100644 --- a/drexml/models.py +++ b/drexml/models.py @@ -3,136 +3,11 @@ Model definition. """ -import copy - import numpy as np from sklearn.ensemble import RandomForestRegressor -class AutoMORF(RandomForestRegressor): - def __init__( - self, - n_estimators_min=50, - n_estimators_max=1000, - tol=1e-3, - patience=50, - n_estimators=100, - *, - criterion="squared_error", - max_depth=None, - min_samples_split=2, - min_samples_leaf=1, - min_weight_fraction_leaf=0.0, - max_features=1.0, - max_leaf_nodes=None, - min_impurity_decrease=0.0, - bootstrap=True, - oob_score=False, - n_jobs=None, - random_state=None, - verbose=0, - warm_start=False, - ccp_alpha=0.0, - max_samples=None, - ): - """Extension of RandomForestRegressor that automatically selects the number of - trees using an early stopping criterion and warm starting. Note that we want to - minimize the model memory fingerprint when using SHAP, GPUs and big datasets. - - Parameters - ---------- - mtry_min : int, optional - _description_, by default 2 - mtry_max : int, optional - _description_, by default 100 - tol : _type_, optional - _description_, by default 1e-3 - patience : int, optional - _description_, by default 50 - """ - super().__init__( - n_estimators=100, - criterion="squared_error", - max_depth=None, - min_samples_split=2, - min_samples_leaf=1, - min_weight_fraction_leaf=0.0, - max_features=1.0, - max_leaf_nodes=None, - min_impurity_decrease=0.0, - bootstrap=True, - oob_score=False, - n_jobs=None, - random_state=None, - verbose=0, - warm_start=False, - ccp_alpha=0.0, - max_samples=None, - ) - - self.n_estimators_min = n_estimators_min - self.n_estimators_max = n_estimators_max - self.tol = tol - self.patience = patience - - def fit(self, X, y, sample_weight=None, X_val=None, y_val=None): - """_summary_ - - Parameters - ---------- - X : array-like of shape (n_samples, n_features) - The input samples. Internally, it will be converted to - ``dtype=np.float32`` and if a sparse matrix is provided - to a sparse ``csr_matrix``. - y : array-like of shape (n_samples,) - Target values (strings or integers in classification, real numbers - in regression) - For classification, labels must correspond to classes. - sample_weight : array-like of shape (n_samples,), default=None - Sample weights. If None, then samples are equally weighted. Splits - that would create child nodes with net zero or negative weight are - ignored while searching for a split in each node. In the case of - classification, splits are also ignored if they would result in any - single class carrying a negative weight in either child node.ptional - _description_, by default None - X_val : array-like of shape (n_samples, n_features), optional - feature validation matrix, by default None - y_val : array-like of shape (n_samples, n_targets), optional - Target validation matrix, by default None - - Returns - ------- - self : object - Fitted estimator. - """ - super().fit(X, y, sample_weight) - - if X_val.shape[1] > 1e6: - estimators = copy.deepcopy(self.estimators_) - error_rate = [0] - diffs = [0] - n_ok = 0 - for i in range(self.n_estimators_min, self.n_estimators_max): - self.n_estimators = i - self.estimators_ = copy.deepcopy(estimators[0:i]) - - # basic early stopping after `patience` iterations under tol - error_rate.append(1 - self.score(X_val, y_val)) - diffs.append(np.abs(error_rate[-1] - error_rate[-2])) - if diffs[-1] < self.tol: - n_ok += 1 - else: - n_ok = 0 - if n_ok > self.patience: - break - - # self.n_estimators = len(self.estimators_) - self.warm_start = False - print(len(self.estimators_), self.n_estimators) - return self - - -def get_model(n_features, n_targets, n_jobs, debug, n_iters=None): +def get_model(n_features, n_targets, n_jobs, debug, n_iters=0): """Create a model. Parameters @@ -153,39 +28,34 @@ def get_model(n_features, n_targets, n_jobs, debug, n_iters=None): sklearn.ensemble.RandomForestRegressor The model to be fitted. """ + this_seed = 275 - mtry = int(np.sqrt(n_features) + 20) + if debug: + max_features = 1.0 + else: + max_features = int(np.sqrt(n_features) + 20) if debug: n_estimators = 2 - n_estimators_min = 10 - n_estimators_max = 20 - patience = 5 + max_depth = 2 else: - n_estimators = max(201, int((n_features + n_targets) * 201 / 700)) - # n_estimators = int(1.5 * (n_features + n_targets)) - # n_estimators = np.log2() - n_estimators_min = 100 - n_estimators_max = n_estimators - patience = 100 - - model = AutoMORF( - n_jobs=n_jobs, - n_estimators=n_estimators, - n_estimators_min=n_estimators_min, - n_estimators_max=n_estimators_max, - patience=patience, - max_depth=8, - max_features=mtry, - ) + n_estimators = 200 + max_depth = 8 model = RandomForestRegressor( n_jobs=n_jobs, - n_estimators=200, - max_depth=8, - max_features=mtry, + n_estimators=n_estimators, + max_depth=max_depth, + min_samples_split=2, + min_samples_leaf=1, + max_features=max_features, + bootstrap=True, + criterion="squared_error", random_state=this_seed, ) - print(n_estimators) + if n_iters != 0: + raise NotImplementedError("Hyperparameter optimization disabled since v0.2 .") + + print(f"Predicting {n_targets} circuits with {n_features} KDTs") return model diff --git a/drexml/plotting.py b/drexml/plotting.py index fcba6442..63e3ba72 100644 --- a/drexml/plotting.py +++ b/drexml/plotting.py @@ -9,174 +9,23 @@ import seaborn as sns -def preprocess_data(input_path): - """Read and preprocess results.""" - - data = pd.read_csv(input_path, sep="\t") - if "stability_upper_95ci" not in data.columns: - data["stability_upper_95ci"] = data["upper"] - data["stability_error"] = data["stability_upper_95ci"] - data["stability"] - - data = data.sort_values(by="stability", ascending=False) - data = data.replace({"circuit_name": {"map": "Disease Map"}}) - data = data.reset_index(drop=True) - query = data["circuit_name"] == "Disease Map" - iquery = data.index[query] - ilow = data.index[iquery - 1] - iup = data.index[iquery + 1] - - data["r2_error"] = 1.96 * data.r2_std / 2 - - return data, ilow, iup - - -def plot_stability_ax(ax, data, ilow, iup): - """Plot stability axis.""" - label_font_size = 10 - axis_font = {"size": f"{label_font_size}"} - scatter_size = 10 - lw = 1 - - x = data.stability - y = data.circuit_name - xerr = data.stability_error - yerr = None - - # pylint: disable=E1121 - sns.scatterplot( - x, - y, - s=scatter_size, - ax=ax, - color="k", - marker="+", - label="Stability", - legend=False, - alpha=0.5, - ) - # pylint: enable=E1121 - ax.grid(axis="x") - ax.errorbar( - x, y, yerr=yerr, xerr=xerr, ls="", color="k", lw=lw, label="CI", alpha=0.5 - ) - # Get the first two and last y-tick positions. - if ilow == iup: - miny, nexty = ax.get_yticks() - maxy = nexty - else: - miny, nexty, *_, maxy = ax.get_yticks() - - # Compute half the y-tick interval (for example). - eps = (nexty - miny) / 2 # <-- Your choice. - - # Adjust the limits. - ax.set_ylim(maxy + eps, miny - eps) - ax.set_xlim(-0.05, 1.05) - # ax.axvline(0.4, color="r", linestyle="--") - # ax.axvline(0.75, color="b", linestyle="--") - # ax.axhspan("Disease Map", color="k", linestyle="--") - if ilow != iup: - ax.axhspan(ilow + 0.5, iup - 0.5, color="gray", alpha=0.2) - - ax.axvspan(0, 0.4, color="red", alpha=0.2) - ax.axvspan(0.4, 0.75, color="y", alpha=0.2) - ax.axvspan(0.75, 1.0, color="g", alpha=0.2) - ax.set_xticks([0, 0.4, 0.75, 1]) - - sns.despine(left=True, right=True, top=True, bottom=True) - ax.set_xlabel("Nogueria Stability Stimate with 95% CI", **axis_font) - ax.set_ylabel("Circuit Name", **axis_font) - - return ax - - -def plot_r2_ax(ax_right, data): - """Plot R2 axis.""" - - label_font_size = 10 - axis_font = {"size": f"{label_font_size}"} - lw = 1 - scatter_size = 10 - - x = data["r2_mean"] - xerr = data["r2_error"] - y = data.circuit_name - yerr = None - - # pylint: disable=E1121 - sns.scatterplot( - x, - y, - s=scatter_size, - ax=ax_right, - color="b", - marker="x", - label=r"$R^2$", - legend=False, - alpha=0.5, - ) - # pylint: enable=E1121 - ax_right.errorbar( - x, y, yerr=yerr, xerr=xerr, ls="", color="b", lw=lw, label="CI", alpha=0.5 - ) - ax_right.set_xlabel(r"$R^2$ score mean and 95% CI", **axis_font) - ax_right.grid(axis="x") - ax_right.set_xlim(-0.05, 1.05) - - return ax_right - - -def plot_stability(input_path, output_path=None): - """Plot the stability results.""" - - print(input_path) - print(output_path) - input_path = pathlib.Path(input_path) - if output_path is None: - output_path = input_path.parent - else: - output_path = pathlib.Path(output_path) - print(output_path) - - data, ilow, iup = preprocess_data(input_path) - print(data) - print(f"{ilow=}") - print(f"{iup=}") - - font_scale = 0.4 - this_figsize = (5 / 2.0, 30 / 2.0) - - sns.set_style("whitegrid") - sns.set_context("paper", font_scale=font_scale) - fig, ax = plt.subplots(1, 1, figsize=this_figsize) - ax = plot_stability_ax(ax, data, ilow, iup) - - ax_right = ax.twiny() - ax_right = plot_r2_ax(ax_right, data) - - # added these three lines - # ask matplotlib for the plotted objects and their labels - # lines, labels = ax.get_legend_handles_labels() - # lines2, labels2 = ax_right.get_legend_handles_labels() - # ax_right.legend(lines + lines2, labels + labels2, loc="upper left") - fig.legend( - ncol=2, - loc="upper left", - bbox_to_anchor=(-0.3, 1.035), - bbox_transform=ax.transAxes, - fontsize="large", - ) - - # plt.tight_layout() - fig.set_size_inches(8.27 / 2, 11.69) - plt.savefig( - output_path.joinpath(f"{input_path.stem}.png"), dpi=300, bbox_inches="tight" - ) - plt.savefig(output_path.joinpath(f"{input_path.stem}.pdf"), bbox_inches="tight") - - def plot_metrics(input_path, output_folder=None, width=2.735): - """Plot stability versus R^2 with 95% CI""" + """ + Read the drexml results TSV file and plot it. The R^2 confidence interval for the + mean go to y-axis, whereas the x-axis shows the 95% interval for the Nogueiras's + stability stimate. + + Parameters + ---------- + input_path : str + Path to the input file. + output_folder : str, optional + Path to the output folder. If None, the output folder is the same + as the input folder. + width : float, optional + Width of the plot. + + """ input_path = pathlib.Path(input_path).absolute() if output_folder is None: @@ -230,6 +79,6 @@ def plot_metrics(input_path, output_folder=None, width=2.735): fig.tight_layout() fig.set_size_inches(width, (width * 3) / 4) - fname = "stability_results_symbol" + fname = input_path.stem plt.savefig(output_folder.joinpath(f"{fname}.png"), dpi=300, bbox_inches="tight") plt.savefig(output_folder.joinpath(f"{fname}.pdf"), bbox_inches="tight") diff --git a/drexml/resources/circuit_names.tsv b/drexml/resources/circuit_names.tsv deleted file mode 100644 index 425cc15b..00000000 --- a/drexml/resources/circuit_names.tsv +++ /dev/null @@ -1,1869 +0,0 @@ -hipathia_id name -P-hsa03320-37 PPAR signaling pathway: HMGCS2 -P-hsa03320-61 PPAR signaling pathway: APOA1 -P-hsa03320-46 PPAR signaling pathway: APOA2 -P-hsa03320-57 PPAR signaling pathway: APOC3 -P-hsa03320-64 PPAR signaling pathway: APOA5 -P-hsa03320-47 PPAR signaling pathway: PLTP -P-hsa03320-65 PPAR signaling pathway: ME1 -P-hsa03320-55 PPAR signaling pathway: SCD -P-hsa03320-56 PPAR signaling pathway: FADS2 -P-hsa03320-33 PPAR signaling pathway: CYP7A1 -P-hsa03320-58 PPAR signaling pathway: CYP8B1 -P-hsa03320-59 PPAR signaling pathway: NR1H3 -P-hsa03320-63 PPAR signaling pathway: DBI -P-hsa03320-44 PPAR signaling pathway: FABP1 -P-hsa03320-36 PPAR signaling pathway: SLC27A4 -P-hsa03320-30 PPAR signaling pathway: LPL -P-hsa03320-28 PPAR signaling pathway: ACSL1 -P-hsa03320-25 PPAR signaling pathway: EHHADH -P-hsa03320-21 PPAR signaling pathway: ACAA1 -P-hsa03320-20 PPAR signaling pathway: SCP2 -P-hsa03320-42 PPAR signaling pathway: ACOX1 -P-hsa03320-27 PPAR signaling pathway: CPT1C -P-hsa03320-26 PPAR signaling pathway: CPT2 -P-hsa03320-22 PPAR signaling pathway: ACADM -P-hsa03320-41 PPAR signaling pathway: ANGPTL4 -P-hsa03320-66 PPAR signaling pathway: UCP1 -P-hsa03320-60 PPAR signaling pathway: CYP27A1 -P-hsa03320-31 PPAR signaling pathway: CD36 -P-hsa03320-29 PPAR signaling pathway: OLR1 -P-hsa03320-10 PPAR signaling pathway: PLIN1 -P-hsa03320-40 PPAR signaling pathway: FABP4 -P-hsa03320-53 PPAR signaling pathway: ADIPOQ -P-hsa03320-38 PPAR signaling pathway: SORBS1 -P-hsa03320-39 PPAR signaling pathway: MMP1 -P-hsa03320-9 PPAR signaling pathway: PCK1 -P-hsa03320-7 PPAR signaling pathway: AQP7 -P-hsa03320-8 PPAR signaling pathway: GK -P-hsa03320-32 PPAR signaling pathway: FABP3 -P-hsa03320-23 PPAR signaling pathway: ACADL -P-hsa03320-43 PPAR signaling pathway: ILK -P-hsa03320-45 PPAR signaling pathway: PDPK1 -P-hsa03320-62 PPAR signaling pathway: UBC -P-hsa03460-48 Fanconi anemia pathway: RAD51 -P-hsa03460-25 40 Fanconi anemia pathway: MLH1 PMS2 -P-hsa03460-28 Fanconi anemia pathway: RAD51C -P-hsa03460-7 Fanconi anemia pathway: FANCI -P-hsa03460-27 Fanconi anemia pathway: BRCA1 -P-hsa03460-16 49 Fanconi anemia pathway: FANCM C19orf40 -P-hsa03460-16 34 Fanconi anemia pathway: FANCM STRA13 -P-hsa04010-15 MAPK signaling pathway: NFKB1 -P-hsa04010-61 MAPK signaling pathway: ATF4 -P-hsa04010-79 MAPK signaling pathway: HSPB1 -P-hsa04010-68 MAPK signaling pathway: ATF2 -P-hsa04010-67 MAPK signaling pathway: ELK1 -P-hsa04010-66 MAPK signaling pathway: TP53 -P-hsa04010-65 MAPK signaling pathway: ELK4 -P-hsa04010-64 MAPK signaling pathway: DDIT3 -P-hsa04010-63 MAPK signaling pathway: MAX -P-hsa04010-62 MAPK signaling pathway: MEF2C -P-hsa04010-58 MAPK signaling pathway: CDC25B -P-hsa04010-57 MAPK signaling pathway: NLK -P-hsa04010-134 MAPK signaling pathway: ATF4* -P-hsa04010-129 MAPK signaling pathway: FOS -P-hsa04010-14 MAPK signaling pathway: MAPT -P-hsa04010-13 MAPK signaling pathway: STMN1 -P-hsa04010-12 MAPK signaling pathway: PLA2G4B -P-hsa04010-131 MAPK signaling pathway: MYC -P-hsa04010-118 MAPK signaling pathway: JUN -P-hsa04010-117 MAPK signaling pathway: JUND -P-hsa04010-120 MAPK signaling pathway: NFATC1 -P-hsa04010-119 MAPK signaling pathway: NFATC3 -P-hsa04010-54 MAPK signaling pathway: NR4A1 -P-hsa04010-78 MAPK signaling pathway: MAP3K4 -P-hsa04010-107 MAPK signaling pathway: MAP3K2 -P-hsa04010-87 MAPK signaling pathway: STK3 -P-hsa04010-88 92 MAPK signaling pathway: ECSIT TRAF6 -P-hsa04010-86 MAPK signaling pathway: MAP4K2 -P-hsa04012-23 ErbB signaling pathway: RPS6KB1 -P-hsa04012-22 ErbB signaling pathway: EIF4EBP1 -P-hsa04012-31 ErbB signaling pathway: BAD -P-hsa04012-21 ErbB signaling pathway: GSK3B -P-hsa04012-25 ErbB signaling pathway: CDKN1B -P-hsa04012-24 ErbB signaling pathway: CDKN1A -P-hsa04012-57 ErbB signaling pathway: ABL1 -P-hsa04012-65 ErbB signaling pathway: MYC -P-hsa04012-3 ErbB signaling pathway: ELK1 -P-hsa04012-48 ErbB signaling pathway: CAMK2A -P-hsa04012-47 ErbB signaling pathway: PRKCA -P-hsa04012-43 ErbB signaling pathway: PTK2 -P-hsa04012-29 ErbB signaling pathway: STAT5A* -P-hsa04012-56 ErbB signaling pathway: JUN -P-hsa04012-40 ErbB signaling pathway: ELK1* -P-hsa04012-35 ErbB signaling pathway: CBLC -P-hsa04012-8 ErbB signaling pathway: STAT5A -P-hsa04012-37 7 ErbB signaling pathway: ERBB3 ERBB3 -P-hsa04014-42 Ras signaling pathway: PLA2G4B -P-hsa04014-43 Ras signaling pathway: ELK1 -P-hsa04014-44 Ras signaling pathway: ETS1 -P-hsa04014-33 Ras signaling pathway: BCL2L1 -P-hsa04014-35 Ras signaling pathway: NFKB1 -P-hsa04014-37 Ras signaling pathway: FASLG -P-hsa04014-97 Ras signaling pathway: PAK4 -P-hsa04014-54 Ras signaling pathway: RHOA -P-hsa04014-38 Ras signaling pathway: MAPK8 -P-hsa04014-41 Ras signaling pathway: RAC1* -P-hsa04014-100 Ras signaling pathway: REL -P-hsa04014-24 Ras signaling pathway: PLD1 -P-hsa04014-26 Ras signaling pathway: PRKCA -P-hsa04014-30 Ras signaling pathway: D-myo-Inositol 1,4,5-trisphosphate -P-hsa04014-27 Ras signaling pathway: ABL1 -P-hsa04014-45 Ras signaling pathway: RAB5A -P-hsa04014-61 Ras signaling pathway: RAP1A -P-hsa04014-79 Ras signaling pathway: RAC1** -P-hsa04014-103 Ras signaling pathway: KSR2 -P-hsa04014-58 59 Ras signaling pathway: STK4 STK4 -P-hsa04014-55 Ras signaling pathway: MLLT4 -P-hsa04014-62 Ras signaling pathway: RASSF5 -P-hsa04014-63 Ras signaling pathway: TIAM1* -P-hsa04014-64 Ras signaling pathway: PIK3R5* -P-hsa04014-65 Ras signaling pathway: MLLT4* -P-hsa04014-66 Ras signaling pathway: RAF1* -P-hsa04014-104 Ras signaling pathway: BRAP* -P-hsa04014-68 Ras signaling pathway: RALGDS* -P-hsa04014-69 Ras signaling pathway: PLCE1* -P-hsa04014-70 Ras signaling pathway: RIN1* -P-hsa04014-67 Ras signaling pathway: RAPGEF5* -P-hsa04014-76 Ras signaling pathway: RALBP1* -P-hsa04015-17 Rap1 signaling pathway: ACTB -P-hsa04015-82 Rap1 signaling pathway: ITGA2B -P-hsa04015-27 Rap1 signaling pathway: RALA -P-hsa04015-11 Rap1 signaling pathway: RAC1 -P-hsa04015-30 Rap1 signaling pathway: ITGAL -P-hsa04015-14 Rap1 signaling pathway: MAPK14 -P-hsa04015-3 Rap1 signaling pathway: MAPK1 -P-hsa04015-18 Rap1 signaling pathway: CDH1 -P-hsa04015-67 Rap1 signaling pathway: AKT3 -P-hsa04015-95 Rap1 signaling pathway: THBS1 -P-hsa04015-100 101 48 Rap1 signaling pathway: PRKCI PARD6A PARD3 -P-hsa04015-96 Rap1 signaling pathway: PLCE1 -P-hsa04015-63 Rap1 signaling pathway: GNAI1 -P-hsa04015-92 Rap1 signaling pathway: Calcium cation* -P-hsa04020-64 Calcium signaling pathway: Sodium cation* -P-hsa04020-12 Calcium signaling pathway: Sodium cation -P-hsa04020-18 Calcium signaling pathway: ATP -P-hsa04020-17 Calcium signaling pathway: NADH -P-hsa04020-15 Calcium signaling pathway: Nicotinic acid adenine dinucleotide phosphate -P-hsa04020-22 Calcium signaling pathway: 3,5-Cyclic AMP -P-hsa04020-16 Calcium signaling pathway: Sphingosine 1-phosphate -P-hsa04020-42 Calcium signaling pathway: MYLK4 -P-hsa04020-8 Calcium signaling pathway: PDE1A -P-hsa04020-7 Calcium signaling pathway: ADCY1 -P-hsa04022-3 cGMP-PKG signaling pathway: MYL9 -P-hsa04022-23 cGMP-PKG signaling pathway: CACNA1C -P-hsa04022-9 cGMP-PKG signaling pathway: ITPR1 -P-hsa04022-43 cGMP-PKG signaling pathway: MAPK1 -P-hsa04022-39 cGMP-PKG signaling pathway: KCNJ8 -P-hsa04022-48 cGMP-PKG signaling pathway: SLC8A2 -P-hsa04022-49 cGMP-PKG signaling pathway: ATP1B4 -P-hsa04022-50 cGMP-PKG signaling pathway: ATP2B1 -P-hsa04022-51 cGMP-PKG signaling pathway: GTF2I -P-hsa04022-45 cGMP-PKG signaling pathway: CREB3 -P-hsa04022-44 cGMP-PKG signaling pathway: BAD -P-hsa04022-46 cGMP-PKG signaling pathway: VASP -P-hsa04022-58 cGMP-PKG signaling pathway: MYH7 -P-hsa04022-59 cGMP-PKG signaling pathway: NPPB -P-hsa04022-60 cGMP-PKG signaling pathway: TRPC6* -P-hsa04022-37 38 cGMP-PKG signaling pathway: ATP2A1 PLN -P-hsa04022-19 cGMP-PKG signaling pathway: CNGB1 -P-hsa04022-65 cGMP-PKG signaling pathway: PDE2A -P-hsa04022-57 cGMP-PKG signaling pathway: GMP -P-hsa04022-66 cGMP-PKG signaling pathway: PDE3A -P-hsa04022-63 cGMP-PKG signaling pathway: 3,5-Cyclic AMP -P-hsa04022-71 cGMP-PKG signaling pathway: PPIF -P-hsa04024-109 cAMP signaling pathway: BDNF -P-hsa04024-110 cAMP signaling pathway: FOS -P-hsa04024-111 cAMP signaling pathway: JUN -P-hsa04024-44 67 cAMP signaling pathway: CREB3 CREBBP -P-hsa04024-118 cAMP signaling pathway: MYL9 -P-hsa04024-112 cAMP signaling pathway: GLI1 -P-hsa04024-113 cAMP signaling pathway: PTCH1 -P-hsa04024-114 cAMP signaling pathway: HHIP -P-hsa04024-116 cAMP signaling pathway: ACOX1 -P-hsa04024-115 cAMP signaling pathway: F2R -P-hsa04024-108 cAMP signaling pathway: AMH -P-hsa04024-93 cAMP signaling pathway: ORAI1 -P-hsa04024-62 cAMP signaling pathway: BAD -P-hsa04024-107 64 cAMP signaling pathway: NFKBIA NFKB1 -P-hsa04024-24 cAMP signaling pathway: PLN -P-hsa04024-3 cAMP signaling pathway: RYR2 -P-hsa04024-92 cAMP signaling pathway: GRIN3A -P-hsa04024-91 cAMP signaling pathway: GRIA1 -P-hsa04024-25 cAMP signaling pathway: CFTR -P-hsa04024-12 cAMP signaling pathway: SLC9A1 -P-hsa04024-34 cAMP signaling pathway: ATP2B1 -P-hsa04024-2 cAMP signaling pathway: CACNA1C -P-hsa04024-60 cAMP signaling pathway: PDE3A -P-hsa04024-78 cAMP signaling pathway: LIPE -P-hsa04024-7 cAMP signaling pathway: TNNI3 -P-hsa04024-9 95 cAMP signaling pathway: ATP1B4 FXYD1 -P-hsa04024-21 cAMP signaling pathway: AKT3 -P-hsa04024-77 cAMP signaling pathway: RHOA* -P-hsa04024-31 cAMP signaling pathway: Diacylglycerol -P-hsa04024-32 cAMP signaling pathway: D-myo-Inositol 1,4,5-trisphosphate -P-hsa04024-123 cAMP signaling pathway: PAK1 -P-hsa04024-59 cAMP signaling pathway: AFDN -P-hsa04024-76 cAMP signaling pathway: Phosphatidate -P-hsa04024-43 cAMP signaling pathway: MAPK8 -P-hsa04024-101 cAMP signaling pathway: HCN4 -P-hsa04062-43 Chemokine signaling pathway: STAT1 -P-hsa04062-25 Chemokine signaling pathway: ROCK1 -P-hsa04062-42 Chemokine signaling pathway: PAK1 -P-hsa04062-33 Chemokine signaling pathway: WAS -P-hsa04062-35 36 37 Chemokine signaling pathway: PARD3 PRKCZ TIAM1 -P-hsa04062-53 Chemokine signaling pathway: NFKB1 -P-hsa04062-60 Chemokine signaling pathway: GSK3A -P-hsa04062-59 Chemokine signaling pathway: FOXO3 -P-hsa04062-44 Chemokine signaling pathway: MAPK1 -P-hsa04062-8 41 Chemokine signaling pathway: PXN PTK2B -P-hsa04062-22 41 Chemokine signaling pathway: CRK PTK2B -P-hsa04062-38 Chemokine signaling pathway: NCF1 -P-hsa04062-40 Chemokine signaling pathway: PRKACA -P-hsa04064-113 NF-kappa B signaling pathway: CFLAR -P-hsa04064-4 NF-kappa B signaling pathway: BIRC2 -P-hsa04064-115 NF-kappa B signaling pathway: XIAP -P-hsa04064-2 NF-kappa B signaling pathway: BCL2L1 -P-hsa04064-3 NF-kappa B signaling pathway: BCL2 -P-hsa04064-116 NF-kappa B signaling pathway: GADD45B -P-hsa04064-52 NF-kappa B signaling pathway: TRAF1 -P-hsa04064-114 NF-kappa B signaling pathway: BCL2A1* -P-hsa04064-142 NF-kappa B signaling pathway: NFKB2* -P-hsa04064-53 NF-kappa B signaling pathway: CXCL8 -P-hsa04064-128 NF-kappa B signaling pathway: IL1B* -P-hsa04064-130 NF-kappa B signaling pathway: TNF* -P-hsa04064-51 NF-kappa B signaling pathway: TNFAIP3 -P-hsa04064-50 NF-kappa B signaling pathway: NFKBIA* -P-hsa04064-129 NF-kappa B signaling pathway: PTGS2 -P-hsa04064-131 NF-kappa B signaling pathway: CCL4L1 -P-hsa04064-133 NF-kappa B signaling pathway: CXCL2 -P-hsa04064-132 NF-kappa B signaling pathway: VCAM1 -P-hsa04064-25 NF-kappa B signaling pathway: NFKB2 -P-hsa04064-36 NF-kappa B signaling pathway: PLCG1 -P-hsa04064-93 NF-kappa B signaling pathway: PLAU -P-hsa04064-94 NF-kappa B signaling pathway: BCL2L1* -P-hsa04064-95 NF-kappa B signaling pathway: BCL2L1** -P-hsa04064-96 NF-kappa B signaling pathway: BCL2A1 -P-hsa04064-54 NF-kappa B signaling pathway: CCL13 -P-hsa04064-135 NF-kappa B signaling pathway: CCL19 -P-hsa04064-134 NF-kappa B signaling pathway: CCL21 -P-hsa04064-55 NF-kappa B signaling pathway: CXCL12 -P-hsa04064-136 NF-kappa B signaling pathway: TNFSF13B* -P-hsa04064-137 NF-kappa B signaling pathway: ICAM1 -P-hsa04064-97 NF-kappa B signaling pathway: PLCG2 -P-hsa04066-63 HIF-1 signaling pathway: TIMP1* -P-hsa04066-64 HIF-1 signaling pathway: LTBR -P-hsa04066-49 HIF-1 signaling pathway: EPO -P-hsa04066-50 HIF-1 signaling pathway: TF -P-hsa04066-51 HIF-1 signaling pathway: TFRC -P-hsa04066-5 HIF-1 signaling pathway: VEGFA -P-hsa04066-52 HIF-1 signaling pathway: FLT1 -P-hsa04066-53 HIF-1 signaling pathway: EGF* -P-hsa04066-54 HIF-1 signaling pathway: SERPINE1 -P-hsa04066-55 HIF-1 signaling pathway: ANGPT1 -P-hsa04066-56 HIF-1 signaling pathway: TEK -P-hsa04066-57 HIF-1 signaling pathway: TIMP1 -P-hsa04066-58 HIF-1 signaling pathway: EDN1 -P-hsa04066-59 HIF-1 signaling pathway: NOS2 -P-hsa04066-60 HIF-1 signaling pathway: NOS3 -P-hsa04066-61 HIF-1 signaling pathway: HMOX1 -P-hsa04066-62 HIF-1 signaling pathway: NPPA -P-hsa04066-11 HIF-1 signaling pathway: SLC2A1 -P-hsa04066-30 HIF-1 signaling pathway: PDK1 -P-hsa04066-42 HIF-1 signaling pathway: HK1 -P-hsa04066-43 HIF-1 signaling pathway: PFKL -P-hsa04066-44 HIF-1 signaling pathway: GAPDH -P-hsa04066-45 HIF-1 signaling pathway: ALDOA -P-hsa04066-47 HIF-1 signaling pathway: PGK1 -P-hsa04066-48 HIF-1 signaling pathway: PFKFB3 -P-hsa04066-29 HIF-1 signaling pathway: LDHA -P-hsa04066-88 HIF-1 signaling pathway: BCL2 -P-hsa04066-89 HIF-1 signaling pathway: CDKN1A -P-hsa04066-46 HIF-1 signaling pathway: ENO1 -P-hsa04066-26 HIF-1 signaling pathway: D-myo-Inositol 1,4,5-trisphosphate -P-hsa04066-37 HIF-1 signaling pathway: PDHA1 -P-hsa04068-39 FoxO signaling pathway: CCNB3 -P-hsa04068-40 FoxO signaling pathway: CCND1 -P-hsa04068-96 FoxO signaling pathway: CCNG2 -P-hsa04068-41 FoxO signaling pathway: CDKN2B -P-hsa04068-42 FoxO signaling pathway: CDKN2D -P-hsa04068-43 FoxO signaling pathway: CDKN1A -P-hsa04068-44 FoxO signaling pathway: CDKN1B -P-hsa04068-45 FoxO signaling pathway: RBL2 -P-hsa04068-46 FoxO signaling pathway: PLK4 -P-hsa04068-47 FoxO signaling pathway: GADD45G -P-hsa04068-48 FoxO signaling pathway: FASLG -P-hsa04068-49 FoxO signaling pathway: BCL2L11 -P-hsa04068-50 FoxO signaling pathway: TNFSF10 -P-hsa04068-51 FoxO signaling pathway: BCL6 -P-hsa04068-66 FoxO signaling pathway: BNIP3 -P-hsa04068-68 FoxO signaling pathway: ATG12 -P-hsa04068-67 FoxO signaling pathway: GABARAP -P-hsa04068-52 FoxO signaling pathway: CAT -P-hsa04068-53 FoxO signaling pathway: SOD2 -P-hsa04068-54 FoxO signaling pathway: GADD45G* -P-hsa04068-55 FoxO signaling pathway: ATM -P-hsa04068-13 FoxO signaling pathway: PCK1 -P-hsa04068-14 FoxO signaling pathway: G6PC -P-hsa04068-56 FoxO signaling pathway: BCL6* -P-hsa04068-57 FoxO signaling pathway: IL7R -P-hsa04068-58 FoxO signaling pathway: KLF2 -P-hsa04068-59 FoxO signaling pathway: S1PR1 -P-hsa04068-60 FoxO signaling pathway: RAG1 -P-hsa04068-88 FoxO signaling pathway: FBXO32 -P-hsa04068-72 FoxO signaling pathway: SMAD2 -P-hsa04071-89 Sphingolipid signaling pathway: Nitric oxide -P-hsa04071-69 Sphingolipid signaling pathway: RAC1 -P-hsa04071-1 Sphingolipid signaling pathway: MAPK1 -P-hsa04071-11 Sphingolipid signaling pathway: PRKCA -P-hsa04071-66 Sphingolipid signaling pathway: D-myo-Inositol 1,4,5-trisphosphate -P-hsa04071-24 Sphingolipid signaling pathway: PTEN -P-hsa04071-68 Sphingolipid signaling pathway: NFKB1 -P-hsa04071-65 Sphingolipid signaling pathway: BAX* -P-hsa04071-57 Sphingolipid signaling pathway: BAX -P-hsa04071-59 60 Sphingolipid signaling pathway: TP53 BCL2 -P-hsa04071-48 Sphingolipid signaling pathway: SMPD1 -P-hsa04072-3 Phospholipase D signaling pathway: MAPK1 -P-hsa04072-57 Phospholipase D signaling pathway: Sphingosine 1-phosphate -P-hsa04072-36 Phospholipase D signaling pathway: MTOR -P-hsa04072-27 Phospholipase D signaling pathway: D-myo-Inositol 1,4,5-trisphosphate -P-hsa04110-46 Cell cycle: RB1 -P-hsa04110-96 97 Cell cycle: TFDP1 E2F4 -P-hsa04110-60 10 11 12 13 14 9 Cell cycle: CDC6 ORC3 ORC5 ORC4 ORC2 ORC1 ORC6 -P-hsa04110-48 Cell cycle: RB1* -P-hsa04110-43 83 84 85 Cell cycle: SMC1B SMC3 STAG1 RAD21 -P-hsa04110-59 15 16 17 18 19 20 Cell cycle: CDC45 MCM7 MCM6 MCM5 MCM4 MCM3 MCM2 -P-hsa04110-10 11 12 13 14 9 15 16 17 18 19 20 Cell cycle: ORC3 ORC5 ORC4 ORC2 ORC1 ORC6 MCM7 MCM6 MCM5 MCM4 MCM3 MCM2 -P-hsa04114-59 Oocyte meiosis: REC8* -P-hsa04114-56 Oocyte meiosis: REC8 -P-hsa04114-80 Oocyte meiosis: CDC25C* -P-hsa04115-43 57 p53 signaling pathway: CDK1 CCNB3 -P-hsa04115-29 p53 signaling pathway: IGF1 -P-hsa04115-52 53 p53 signaling pathway: CDK4 CCND1 -P-hsa04115-11 12 p53 signaling pathway: CDK2 CCNE1 -P-hsa04115-58 p53 signaling pathway: CASP3 -P-hsa04115-9 p53 signaling pathway: RPRM -P-hsa04115-38 p53 signaling pathway: GTSE1 -P-hsa04115-37 p53 signaling pathway: FAS -P-hsa04115-40 p53 signaling pathway: PIDD1 -P-hsa04115-39 p53 signaling pathway: BAX -P-hsa04115-64 p53 signaling pathway: PMAIP1 -P-hsa04115-36 p53 signaling pathway: EI24 -P-hsa04115-55 p53 signaling pathway: SHISA5 -P-hsa04115-54 p53 signaling pathway: PERP -P-hsa04115-34 p53 signaling pathway: ZMAT3 -P-hsa04115-30 p53 signaling pathway: SERPINE1 -P-hsa04115-31 p53 signaling pathway: ADGRB1 -P-hsa04115-25 p53 signaling pathway: CD82 -P-hsa04115-27 p53 signaling pathway: THBS1 -P-hsa04115-24 p53 signaling pathway: SERPINB5 -P-hsa04115-21 p53 signaling pathway: DDB2 -P-hsa04115-20 p53 signaling pathway: RRM2B -P-hsa04115-3 p53 signaling pathway: GADD45G -P-hsa04115-56 p53 signaling pathway: SESN3 -P-hsa04115-23 p53 signaling pathway: PTEN -P-hsa04115-15 p53 signaling pathway: TSC2 -P-hsa04115-2 p53 signaling pathway: IGFBP3 -P-hsa04115-22 p53 signaling pathway: STEAP3 -P-hsa04115-49 p53 signaling pathway: MDM2* -P-hsa04115-19 p53 signaling pathway: RFWD2 -P-hsa04115-50 p53 signaling pathway: RCHY1 -P-hsa04115-18 p53 signaling pathway: CCNG1 -P-hsa04115-1 p53 signaling pathway: SIAH1 -P-hsa04115-16 p53 signaling pathway: PPM1D -P-hsa04115-17 p53 signaling pathway: TP73 -P-hsa04150-31 mTOR signaling pathway: EIF4E -P-hsa04150-56 mTOR signaling pathway: EIF4B -P-hsa04150-33 mTOR signaling pathway: RPS6 -P-hsa04151-34 PI3K-Akt signaling pathway: GYS1 -P-hsa04151-24 PI3K-Akt signaling pathway: MYC -P-hsa04151-35 PI3K-Akt signaling pathway: CCND1 -P-hsa04151-25 PI3K-Akt signaling pathway: CDKN1B -P-hsa04151-26 PI3K-Akt signaling pathway: RBL2 -P-hsa04151-36 PI3K-Akt signaling pathway: PCK1 -P-hsa04151-37 PI3K-Akt signaling pathway: G6PC -P-hsa04151-27 PI3K-Akt signaling pathway: FASLG -P-hsa04151-28 PI3K-Akt signaling pathway: BCL2L11 -P-hsa04151-32 PI3K-Akt signaling pathway: BCL2L1 -P-hsa04151-103 PI3K-Akt signaling pathway: BCL2* -P-hsa04151-33 PI3K-Akt signaling pathway: TP53 -P-hsa04151-98 PI3K-Akt signaling pathway: BCL2L1* -P-hsa04151-99 PI3K-Akt signaling pathway: MYB -P-hsa04151-105 62 PI3K-Akt signaling pathway: CCND1 CDK2 -P-hsa04151-73 PI3K-Akt signaling pathway: MAPK1 -P-hsa04151-96 PI3K-Akt signaling pathway: BCL2 -P-hsa04151-97 PI3K-Akt signaling pathway: MCL1 -P-hsa04151-109 PI3K-Akt signaling pathway: RXRA -P-hsa04151-110 PI3K-Akt signaling pathway: BCL2** -P-hsa04151-2 PI3K-Akt signaling pathway: EIF4E -P-hsa04151-5 PI3K-Akt signaling pathway: EIF4B -P-hsa04151-4 PI3K-Akt signaling pathway: RPS6 -P-hsa04151-51 PI3K-Akt signaling pathway: NOS3 -P-hsa04151-63 PI3K-Akt signaling pathway: CASP9 -P-hsa04151-100 PI3K-Akt signaling pathway: PRKCA -P-hsa04151-101 PI3K-Akt signaling pathway: PKN3 -P-hsa04151-102 PI3K-Akt signaling pathway: C8orf44-SGK3 -P-hsa04152-61 AMPK signaling pathway: RPS6KB1 -P-hsa04152-63 AMPK signaling pathway: PPARG -P-hsa04152-62 AMPK signaling pathway: EIF4EBP1 -P-hsa04152-103 AMPK signaling pathway: ULK1 -P-hsa04152-15 AMPK signaling pathway: FOXO1 -P-hsa04152-33 AMPK signaling pathway: CPT1C -P-hsa04152-38 AMPK signaling pathway: PFKL -P-hsa04152-41 AMPK signaling pathway: FBP1 -P-hsa04152-24 AMPK signaling pathway: SIRT1 -P-hsa04152-54 AMPK signaling pathway: SLC2A4* -P-hsa04152-53 AMPK signaling pathway: G6PC -P-hsa04152-52 AMPK signaling pathway: PCK1 -P-hsa04152-56 AMPK signaling pathway: FASN -P-hsa04152-57 AMPK signaling pathway: ACACA* -P-hsa04152-58 AMPK signaling pathway: SCD -P-hsa04152-60 AMPK signaling pathway: EEF2 -P-hsa04152-44 AMPK signaling pathway: SLC2A4 -P-hsa04152-77 AMPK signaling pathway: CCND1 -P-hsa04152-78 AMPK signaling pathway: CCNA2 -P-hsa04152-68 AMPK signaling pathway: PPARGC1A** -P-hsa04152-35 AMPK signaling pathway: PFKFB1 -P-hsa04152-94 AMPK signaling pathway: MLYCD -P-hsa04152-49 AMPK signaling pathway: GYS1 -P-hsa04152-81 AMPK signaling pathway: LIPE -P-hsa04152-82 AMPK signaling pathway: HMGCR -P-hsa04152-64 AMPK signaling pathway: ACACB -P-hsa04152-30 AMPK signaling pathway: ACACA -P-hsa04152-87 AMPK signaling pathway: CD36 -P-hsa04152-89 AMPK signaling pathway: CFTR -P-hsa04210-57 Apoptosis: BAK1 -P-hsa04210-56 Apoptosis: BAX -P-hsa04210-102 Apoptosis: PIDD1 -P-hsa04210-58 Apoptosis: BID* -P-hsa04210-61 Apoptosis: APAF1 -P-hsa04210-62 Apoptosis: TP53AIP1 -P-hsa04210-63 Apoptosis: FAS* -P-hsa04210-64 Apoptosis: TNFRSF10D* -P-hsa04210-60 Apoptosis: BBC3 -P-hsa04210-59 Apoptosis: PMAIP1 -P-hsa04210-52 Apoptosis: PARP2 -P-hsa04210-105 Apoptosis: ACTB -P-hsa04210-50 Apoptosis: SPTA1 -P-hsa04210-4 Apoptosis: DFFA -P-hsa04210-51 Apoptosis: LMNA -P-hsa04210-74 Apoptosis: BAX* -P-hsa04210-75 Apoptosis: BAK1* -P-hsa04210-69 Apoptosis: PTPN13 -P-hsa04210-70 Apoptosis: CFLAR* -P-hsa04210-10 Apoptosis: BIRC2 -P-hsa04210-71 Apoptosis: GADD45G -P-hsa04210-73 Apoptosis: TRAF1 -P-hsa04210-3 Apoptosis: BCL2L1 -P-hsa04210-72 Apoptosis: BCL2A1 -P-hsa04210-119 Apoptosis: BCL2* -P-hsa04210-83 Apoptosis: TP53* -P-hsa04210-84 Apoptosis: FAS** -P-hsa04210-85 Apoptosis: FASLG* -P-hsa04210-86 Apoptosis: BCL2L11 -P-hsa04210-114 Apoptosis: HRK -P-hsa04210-99 Apoptosis: BID** -P-hsa04210-106 Apoptosis: TUBA1B -P-hsa04210-107 Apoptosis: MCL1 -P-hsa04211-23 Longevity regulating pathway - mammal: SOD2 -P-hsa04211-56 Longevity regulating pathway - mammal: CAT -P-hsa04211-57 Longevity regulating pathway - mammal: ATG5 -P-hsa04211-29 Longevity regulating pathway - mammal: EIF4E -P-hsa04211-2 Longevity regulating pathway - mammal: RPS6KB1 -P-hsa04211-43 59 60 61 Longevity regulating pathway - mammal: ULK3 RB1CC1 ATG13 ATG101 -P-hsa04211-62 Longevity regulating pathway - mammal: EHMT2 -P-hsa04211-42 Longevity regulating pathway - mammal: PPARGC1A -P-hsa04211-38 Longevity regulating pathway - mammal: BAX -P-hsa04211-39 Longevity regulating pathway - mammal: TP53* -P-hsa04211-51 Longevity regulating pathway - mammal: NFKB1 -P-hsa04211-52 Longevity regulating pathway - mammal: PPARG -P-hsa04211-50 Longevity regulating pathway - mammal: PPARGC1A* -P-hsa04213-52 Longevity regulating pathway - multiple species: SOD2 -P-hsa04213-60 Longevity regulating pathway - multiple species: CAT -P-hsa04213-61 Longevity regulating pathway - multiple species: ATG5 -P-hsa04213-2 Longevity regulating pathway - multiple species: RPS6KB1 -P-hsa04213-53 Longevity regulating pathway - multiple species: SOD1 -P-hsa04213-55 Longevity regulating pathway - multiple species: CRYAB -P-hsa04213-13 Longevity regulating pathway - multiple species: RPS6KB1* -P-hsa04213-54 Longevity regulating pathway - multiple species: SOD2* -P-hsa04213-62 Longevity regulating pathway - multiple species: CAT* -P-hsa04213-71 Longevity regulating pathway - multiple species: SIRT1** -P-hsa04261-8 38 Adrenergic signaling in cardiomyocytes: ATP2A2 PLN -P-hsa04261-39 Adrenergic signaling in cardiomyocytes: SCN1B -P-hsa04261-3 Adrenergic signaling in cardiomyocytes: RYR2 -P-hsa04261-15 17 Adrenergic signaling in cardiomyocytes: ACTC1 MYH6 -P-hsa04261-15 16 Adrenergic signaling in cardiomyocytes: ACTC1 TPM1 -P-hsa04261-20 Adrenergic signaling in cardiomyocytes: ATP1B4 -P-hsa04261-23 Adrenergic signaling in cardiomyocytes: SLC9A1 -P-hsa04261-73 Adrenergic signaling in cardiomyocytes: KCNE1 -P-hsa04261-72 Adrenergic signaling in cardiomyocytes: ATP2B1 -P-hsa04261-4 Adrenergic signaling in cardiomyocytes: SLC8A1 -P-hsa04261-37 Adrenergic signaling in cardiomyocytes: CREB3 -P-hsa04261-14 16 Adrenergic signaling in cardiomyocytes: TNNI3 TPM1 -P-hsa04261-52 Adrenergic signaling in cardiomyocytes: MAPK14 -P-hsa04261-34 Adrenergic signaling in cardiomyocytes: AKT3 -P-hsa04261-36 Adrenergic signaling in cardiomyocytes: MAPK1 -P-hsa04261-62 Adrenergic signaling in cardiomyocytes: BCL2 -P-hsa04261-66 Adrenergic signaling in cardiomyocytes: D-myo-Inositol 1,4,5-trisphosphate -P-hsa04270-10 3 71 Vascular smooth muscle contraction: ACTA2 MYL9 MYH11 -P-hsa04270-24 Vascular smooth muscle contraction: ACTA2 -P-hsa04270-46 Vascular smooth muscle contraction: ITPR1* -P-hsa04270-48 Vascular smooth muscle contraction: KCNMB2* -P-hsa04270-65 Vascular smooth muscle contraction: NPR2 -P-hsa04270-17 Vascular smooth muscle contraction: ITPR1 -P-hsa04270-28 Vascular smooth muscle contraction: KCNMB2 -P-hsa04310-13 Wnt signaling pathway: NFATC1 -P-hsa04310-16 Wnt signaling pathway: CAMK2A -P-hsa04310-14 Wnt signaling pathway: PRKCA -P-hsa04310-20 Wnt signaling pathway: MAPK8 -P-hsa04310-22 Wnt signaling pathway: ROCK2 -P-hsa04310-36 Wnt signaling pathway: MYC -P-hsa04310-35 Wnt signaling pathway: JUN -P-hsa04310-34 Wnt signaling pathway: FOSL1 -P-hsa04310-33 Wnt signaling pathway: CCND1 -P-hsa04310-32 Wnt signaling pathway: PPARD -P-hsa04310-31 Wnt signaling pathway: MMP7 -P-hsa04310-57 Wnt signaling pathway: SIAH1 -P-hsa04330-12 Notch signaling pathway: HES1 -P-hsa04330-11 Notch signaling pathway: PTCRA -P-hsa04330-19 Notch signaling pathway: DTX2 -P-hsa04340-13 Hedgehog signaling pathway: GLI1* -P-hsa04340-14 Hedgehog signaling pathway: PTCH1 -P-hsa04340-15 Hedgehog signaling pathway: HHIP -P-hsa04340-49 Hedgehog signaling pathway: CCND1 -P-hsa04340-50 Hedgehog signaling pathway: BCL2 -P-hsa04340-17 Hedgehog signaling pathway: SMO -P-hsa04340-26 Hedgehog signaling pathway: PTCH1** -P-hsa04340-31 Hedgehog signaling pathway: GLI1*** -P-hsa04340-32 Hedgehog signaling pathway: PTCH1*** -P-hsa04340-33 Hedgehog signaling pathway: HHIP* -P-hsa04340-51 Hedgehog signaling pathway: CCND1* -P-hsa04340-52 Hedgehog signaling pathway: BCL2* -P-hsa04340-46 Hedgehog signaling pathway: PRKACA -P-hsa04340-20 22 Hedgehog signaling pathway: GLI1 SUFU* -P-hsa04340-40 Hedgehog signaling pathway: SUFU -P-hsa04350-32 TGF-beta signaling pathway: RPS6KB1 -P-hsa04350-34 TGF-beta signaling pathway: ROCK1 -P-hsa04350-21 TGF-beta signaling pathway: CDKN2B -P-hsa04350-10 TGF-beta signaling pathway: SMAD4 -P-hsa04350-11 TGF-beta signaling pathway: SMAD4* -P-hsa04350-41 TGF-beta signaling pathway: SMAD4*** -P-hsa04360-19 Axon guidance: CDC42 -P-hsa04360-131 Axon guidance: RAC1**** -P-hsa04360-31 Axon guidance: CDC42* -P-hsa04360-20 Axon guidance: ROCK1 -P-hsa04360-59 Axon guidance: MAPK1* -P-hsa04360-123 Axon guidance: ENAH -P-hsa04360-29 Axon guidance: RASA1 -P-hsa04360-51 Axon guidance: FYN -P-hsa04360-6 Axon guidance: MAPK1 -P-hsa04360-58 Axon guidance: PLXNC1 -P-hsa04360-108 Axon guidance: CFL1 -P-hsa04360-111 Axon guidance: RHOA*** -P-hsa04360-21 Axon guidance: PAK4 -P-hsa04360-114 Axon guidance: RAF1 -P-hsa04360-4 Axon guidance: GNAI1* -P-hsa04360-3 Axon guidance: GNAI1 -P-hsa04360-82 Axon guidance: ILK -P-hsa04360-81 Axon guidance: FYN* -P-hsa04360-96 Axon guidance: GSK3B -P-hsa04360-89 Axon guidance: CAMK2A -P-hsa04360-101 103 Axon guidance: DPYSL2 DPYSL5 -P-hsa04360-125 Axon guidance: ENAH* -P-hsa04360-40 142 Axon guidance: UNC5D PTPN11 -P-hsa04360-40 139 Axon guidance: UNC5D DCC -P-hsa04360-11 Axon guidance: NFATC2 -P-hsa04360-145 Axon guidance: ABLIM3 -P-hsa04360-33 134 Axon guidance: NCK1 PAK4 -P-hsa04360-35 Axon guidance: ROCK1* -P-hsa04360-18 Axon guidance: PTK2 -P-hsa04360-117 Axon guidance: CFL1* -P-hsa04360-122 Axon guidance: CFL1** -P-hsa04370-16 VEGF signaling pathway: HSPB1 -P-hsa04370-36 VEGF signaling pathway: NOS3 -P-hsa04370-37 VEGF signaling pathway: CASP9 -P-hsa04370-38 VEGF signaling pathway: BAD -P-hsa04370-39 VEGF signaling pathway: RAC1 -P-hsa04370-14 VEGF signaling pathway: PTGS2 -P-hsa04370-15 VEGF signaling pathway: PLA2G4B -P-hsa04370-28 VEGF signaling pathway: SHC2 -P-hsa04370-23 VEGF signaling pathway: PTK2 -P-hsa04370-25 VEGF signaling pathway: PXN -P-hsa04380-32 Osteoclast differentiation: AKT3 -P-hsa04380-72 Osteoclast differentiation: MAPK1 -P-hsa04380-69 Osteoclast differentiation: NFKB2 -P-hsa04380-38 Osteoclast differentiation: FOS -P-hsa04380-16 Osteoclast differentiation: NFKB1 -P-hsa04380-20 Osteoclast differentiation: MAP2K1 -P-hsa04380-48 Osteoclast differentiation: NFATC1 -P-hsa04380-51 Osteoclast differentiation: FOS* -P-hsa04380-68 Osteoclast differentiation: TGFBR1 -P-hsa04390-17 51 Hippo signaling pathway: YWHAQ YAP1 -P-hsa04390-14 Hippo signaling pathway: AREG -P-hsa04390-13 Hippo signaling pathway: BIRC5 -P-hsa04390-95 Hippo signaling pathway: AFP -P-hsa04390-52 Hippo signaling pathway: ITGB2 -P-hsa04390-96 Hippo signaling pathway: FGF1 -P-hsa04390-90 Hippo signaling pathway: BBC3 -P-hsa04390-12 Hippo signaling pathway: CTGF -P-hsa04390-94 Hippo signaling pathway: GLI2 -P-hsa04390-58 Hippo signaling pathway: SMAD7 -P-hsa04390-59 Hippo signaling pathway: SERPINE1 -P-hsa04390-60 Hippo signaling pathway: CTGF* -P-hsa04390-88 Hippo signaling pathway: ID1 -P-hsa04390-89 Hippo signaling pathway: ID2 -P-hsa04390-74 Hippo signaling pathway: AXIN1 -P-hsa04390-75 Hippo signaling pathway: NKD1 -P-hsa04390-76 Hippo signaling pathway: MYC -P-hsa04390-77 Hippo signaling pathway: CCND1 -P-hsa04390-78 Hippo signaling pathway: SOX2 -P-hsa04390-79 Hippo signaling pathway: SNAI2 -P-hsa04390-80 Hippo signaling pathway: BIRC2 -P-hsa04390-18 Hippo signaling pathway: MOB1A -P-hsa04390-5 Hippo signaling pathway: SAV1 -P-hsa04510-20 69 Focal adhesion: VASP ACTB -P-hsa04510-24 69 Focal adhesion: ZYX ACTB -P-hsa04510-47 Focal adhesion: CCND1 -P-hsa04510-42 Focal adhesion: BIRC2 -P-hsa04510-44 Focal adhesion: BCL2 -P-hsa04510-43 Focal adhesion: BAD -P-hsa04510-19 23 Focal adhesion: VCL TLN1 -P-hsa04510-23 4 5 Focal adhesion: TLN1 ITGB1 ITGA11 -P-hsa04510-19 26 Focal adhesion: VCL ACTN4 -P-hsa04510-6 4 5 Focal adhesion: FLNA ITGB1 ITGA11 -P-hsa04510-20 4 5 Focal adhesion: VASP ITGB1 ITGA11 -P-hsa04510-26 4 5 Focal adhesion: ACTN4 ITGB1 ITGA11 -P-hsa04520-69 Adherens junction: IQGAP1** -P-hsa04520-9 57 Adherens junction: LEF1 CTNNB1 -P-hsa04520-58 Adherens junction: CDH1* -P-hsa04520-10 Adherens junction: NLK -P-hsa04520-4 Adherens junction: CTNND1 -P-hsa04520-17 Adherens junction: SNAI1 -P-hsa04520-1 13 Adherens junction: SMAD4 SMAD2 -P-hsa04520-18 Adherens junction: SNAI2 -P-hsa04520-7 68 Adherens junction: CDH1 CTNNB1 -P-hsa04520-44 52 45 Adherens junction: ACTB ACTN4 CTNNA1 -P-hsa04520-64 Adherens junction: CTNND1** -P-hsa04520-44 49 Adherens junction: ACTB VCL -P-hsa04520-44 47 Adherens junction: ACTB TJP1 -P-hsa04520-34 Adherens junction: RHOA -P-hsa04520-43 Adherens junction: ACTB -P-hsa04520-73 Adherens junction: PARD3 -P-hsa04530-20 22 Tight junction: ACTB MYL12B -P-hsa04530-22 33 Tight junction: MYL12B CGN -P-hsa04530-11 20 16 Tight junction: TJP1 ACTB CTTN -P-hsa04530-13 45 20 Tight junction: EPB41 TJP2 ACTB -P-hsa04530-14 20 43 Tight junction: CTNNA1 ACTB ACTN4 -P-hsa04530-20 37 Tight junction: ACTB TJP3 -P-hsa04530-20 31 Tight junction: ACTB MLLT4 -P-hsa04530-20 62 Tight junction: ACTB SHROOM1 -P-hsa04530-1 5 Tight junction: IGSF5 IGSF5 -P-hsa04530-5 11 31 Tight junction: IGSF5 TJP1 MLLT4 -P-hsa04530-5 10 Tight junction: IGSF5 MAGI1 -P-hsa04530-5 15 Tight junction: IGSF5 MPDZ -P-hsa04530-4 37 11 Tight junction: OCLN TJP3 TJP1 -P-hsa04530-6 11 45 Tight junction: CLDN24 TJP1 TJP2 -P-hsa04530-11 36 14 Tight junction: TJP1 CTNNB1 CTNNA1 -P-hsa04530-11 24 23 Tight junction: TJP1 YBX3 CDK4 -P-hsa04530-11 33 Tight junction: TJP1 CGN -P-hsa04530-11 13 Tight junction: TJP1 EPB41 -P-hsa04530-11 43 Tight junction: TJP1 ACTN4 -P-hsa04530-11 62 Tight junction: TJP1 SHROOM1 -P-hsa04530-4 53 Tight junction: OCLN OCLN -P-hsa04530-4 45 Tight junction: OCLN TJP2 -P-hsa04530-8 Tight junction: LLGL2 -P-hsa04530-7 52 Tight junction: PARD6A MPP5 -P-hsa04530-30 Tight junction: AKT3 -P-hsa04540-18 19 Gap junction: GJA1 GJA1*** -P-hsa04540-14 16 Gap junction: GJA1 GJA1 -P-hsa04540-14 15 Gap junction: GJA1 GJA1* -P-hsa04540-14 31 Gap junction: GJA1 TJP1 -P-hsa04540-16 17 Gap junction: GJA1 GJA1** -P-hsa04550-101 Signaling pathways regulating pluripotency of stem cells: ESRRB -P-hsa04550-9 Signaling pathways regulating pluripotency of stem cells: HNF1A -P-hsa04550-66 Signaling pathways regulating pluripotency of stem cells: MYC -P-hsa04550-17 Signaling pathways regulating pluripotency of stem cells: AKT3 -P-hsa04550-22 Signaling pathways regulating pluripotency of stem cells: SMAD2 -P-hsa04550-69 Signaling pathways regulating pluripotency of stem cells: ID1 -P-hsa04550-25 Signaling pathways regulating pluripotency of stem cells: MAPK1 -P-hsa04550-60 Signaling pathways regulating pluripotency of stem cells: MAPK14 -P-hsa04550-53 64 Signaling pathways regulating pluripotency of stem cells: SMAD1 SMAD4 -P-hsa04550-34 Signaling pathways regulating pluripotency of stem cells: MAPK1* -P-hsa04550-36 Signaling pathways regulating pluripotency of stem cells: AKT3* -P-hsa04550-62 63 Signaling pathways regulating pluripotency of stem cells: SMAD2 SMAD4 -P-hsa04550-47 Signaling pathways regulating pluripotency of stem cells: CTNNB1* -P-hsa04550-67 Signaling pathways regulating pluripotency of stem cells: MYC* -P-hsa04610-7 Complement and coagulation cascades: Fibrin -P-hsa04610-17 Complement and coagulation cascades: PLG -P-hsa04610-57 Complement and coagulation cascades: PLAUR -P-hsa04610-11 Complement and coagulation cascades: F2R -P-hsa04610-58 Complement and coagulation cascades: F2RL2 -P-hsa04610-52 Complement and coagulation cascades: CPB2 -P-hsa04610-46 Complement and coagulation cascades: C2 -P-hsa04610-45 Complement and coagulation cascades: C4A -P-hsa04610-23 Complement and coagulation cascades: BDKRB1 -P-hsa04610-44 Complement and coagulation cascades: C3 -P-hsa04611-7 Platelet activation: ITPR1 -P-hsa04611-92 Platelet activation: RHOA* -P-hsa04611-34 Platelet activation: Thromboxane A2* -P-hsa04611-43 Platelet activation: MYL12B -P-hsa04611-25 Platelet activation: ORAI1 -P-hsa04612-17 28 Antigen processing and presentation: CD4 HLA-DMA -P-hsa04612-18 Antigen processing and presentation: KIR2DS2 -P-hsa04612-39 Antigen processing and presentation: PSME3 -P-hsa04620-19 Toll-like receptor signaling pathway: CXCL10 -P-hsa04620-18 Toll-like receptor signaling pathway: CXCL11 -P-hsa04620-77 Toll-like receptor signaling pathway: CXCL9 -P-hsa04620-21 Toll-like receptor signaling pathway: IFNA1 -P-hsa04620-20 Toll-like receptor signaling pathway: IFNB1* -P-hsa04620-46 Toll-like receptor signaling pathway: TNF -P-hsa04620-34 Toll-like receptor signaling pathway: IL1B -P-hsa04620-39 Toll-like receptor signaling pathway: IL6 -P-hsa04620-86 Toll-like receptor signaling pathway: IL12A -P-hsa04620-29 Toll-like receptor signaling pathway: CXCL8 -P-hsa04620-40 Toll-like receptor signaling pathway: CCL5 -P-hsa04620-76 Toll-like receptor signaling pathway: CCL3L3 -P-hsa04620-87 Toll-like receptor signaling pathway: CCL4L1 -P-hsa04620-12 Toll-like receptor signaling pathway: NFKB1 -P-hsa04620-23 Toll-like receptor signaling pathway: CD40 -P-hsa04620-48 Toll-like receptor signaling pathway: CD80 -P-hsa04620-22 Toll-like receptor signaling pathway: CD86 -P-hsa04620-66 Toll-like receptor signaling pathway: CASP8 -P-hsa04621-6 NOD-like receptor signaling pathway: NFKB1 -P-hsa04621-4 7 8 NOD-like receptor signaling pathway: IKBKG CHUK IKBKB -P-hsa04621-43 NOD-like receptor signaling pathway: MAPK1 -P-hsa04621-42 NOD-like receptor signaling pathway: MAPK8 -P-hsa04621-44 NOD-like receptor signaling pathway: MAPK14 -P-hsa04621-28 NOD-like receptor signaling pathway: CASP8 -P-hsa04621-33 35 NOD-like receptor signaling pathway: NLRC4 PYCARD -P-hsa04621-34 35 NOD-like receptor signaling pathway: CASP1 PYCARD -P-hsa04621-21 30 NOD-like receptor signaling pathway: NLRP3 PYCARD -P-hsa04621-30 32 NOD-like receptor signaling pathway: PYCARD CASP1 -P-hsa04621-23 NOD-like receptor signaling pathway: CASP1 -P-hsa04621-29 NOD-like receptor signaling pathway: CASP5 -P-hsa04621-21 31 41 NOD-like receptor signaling pathway: NLRP3 CARD8 CASP1 -P-hsa04622-6 RIG-I-like receptor signaling pathway: NFKB1 -P-hsa04622-45 RIG-I-like receptor signaling pathway: MAPK14 -P-hsa04622-44 RIG-I-like receptor signaling pathway: MAPK8 -P-hsa04622-21 22 23 RIG-I-like receptor signaling pathway: CHUK IKBKB IKBKG -P-hsa04622-11 RIG-I-like receptor signaling pathway: IRF7 -P-hsa04622-9 35 RIG-I-like receptor signaling pathway: IRF3 PIN1 -P-hsa04622-5 33 RIG-I-like receptor signaling pathway: MAVS TMEM173 -P-hsa04623-8 Cytosolic DNA-sensing pathway: TBK1 -P-hsa04623-9 Cytosolic DNA-sensing pathway: IKBKE -P-hsa04623-25 Cytosolic DNA-sensing pathway: NFKB1* -P-hsa04623-17 Cytosolic DNA-sensing pathway: NFKB1 -P-hsa04630-35 Jak-STAT signaling pathway: MTOR -P-hsa04630-33 Jak-STAT signaling pathway: RAF1 -P-hsa04630-7 Jak-STAT signaling pathway: BCL2 -P-hsa04630-31 Jak-STAT signaling pathway: BCL2L1 -P-hsa04630-1 Jak-STAT signaling pathway: MYC -P-hsa04630-30 Jak-STAT signaling pathway: CDKN1A -P-hsa04630-34 Jak-STAT signaling pathway: AOX1 -P-hsa04630-36 Jak-STAT signaling pathway: GFAP -P-hsa04630-24 Jak-STAT signaling pathway: MCL1 -P-hsa04630-27 Jak-STAT signaling pathway: PIM1 -P-hsa04630-28 Jak-STAT signaling pathway: CCND1 -P-hsa04650-15 Natural killer cell mediated cytotoxicity: TNF -P-hsa04650-14 Natural killer cell mediated cytotoxicity: CSF2 -P-hsa04650-16 Natural killer cell mediated cytotoxicity: PRKCA -P-hsa04650-39 Natural killer cell mediated cytotoxicity: FAS -P-hsa04650-40 Natural killer cell mediated cytotoxicity: TNFRSF10D -P-hsa04650-36 Natural killer cell mediated cytotoxicity: CASP3 -P-hsa04650-35 Natural killer cell mediated cytotoxicity: BID -P-hsa04650-25 Natural killer cell mediated cytotoxicity: SH2D1B -P-hsa04650-110 111 Natural killer cell mediated cytotoxicity: ITGAL ITGB2 -P-hsa04650-119 Natural killer cell mediated cytotoxicity: KLRC4-KLRK1 -P-hsa04650-116 Natural killer cell mediated cytotoxicity: FCGR3A -P-hsa04660-14 T cell receptor signaling pathway: NFKB1 -P-hsa04660-35 T cell receptor signaling pathway: NFATC1 -P-hsa04660-26 T cell receptor signaling pathway: GRB2 -P-hsa04660-30 T cell receptor signaling pathway: CD40LG -P-hsa04660-43 T cell receptor signaling pathway: RHOA -P-hsa04660-34 T cell receptor signaling pathway: FOS -P-hsa04660-44 T cell receptor signaling pathway: PAK4 -P-hsa04660-40 41 T cell receptor signaling pathway: LAT GRAP2 -P-hsa04660-41 46 T cell receptor signaling pathway: GRAP2 LCP2 -P-hsa04660-56 T cell receptor signaling pathway: CD3E -P-hsa04662-10 B cell receptor signaling pathway: GSK3B -P-hsa04662-6 B cell receptor signaling pathway: NFKB1 -P-hsa04662-16 B cell receptor signaling pathway: VAV3 -P-hsa04662-24 B cell receptor signaling pathway: FOS -P-hsa04662-27 B cell receptor signaling pathway: NFATC1 -P-hsa04662-29 B cell receptor signaling pathway: RAC1 -P-hsa04662-32 51 B cell receptor signaling pathway: BLNK GRB2 -P-hsa04662-36 B cell receptor signaling pathway: CD79A -P-hsa04662-35 B cell receptor signaling pathway: CD79B -P-hsa04664-3 4 5 Fc epsilon RI signaling pathway: FCER1G MS4A2 FCER1A -P-hsa04664-23 Fc epsilon RI signaling pathway: AKT3 -P-hsa04664-30 Fc epsilon RI signaling pathway: PRKCA -P-hsa04664-47 Fc epsilon RI signaling pathway: MAPK8 -P-hsa04664-25 Fc epsilon RI signaling pathway: MAPK14 -P-hsa04664-46 Fc epsilon RI signaling pathway: PLA2G4B -P-hsa04666-27 Fc gamma R-mediated phagocytosis: ARPC5 -P-hsa04666-38 Fc gamma R-mediated phagocytosis: CFL1 -P-hsa04666-29 Fc gamma R-mediated phagocytosis: WAS -P-hsa04666-30 44 Fc gamma R-mediated phagocytosis: 1-Phosphatidyl-D-myo-inositol 4,5-bisphosphate GSN -P-hsa04666-49 Fc gamma R-mediated phagocytosis: ARF6* -P-hsa04666-20 Fc gamma R-mediated phagocytosis: PLA2G4B -P-hsa04666-41 Fc gamma R-mediated phagocytosis: MARCKS -P-hsa04666-40 Fc gamma R-mediated phagocytosis: PLA2G6 -P-hsa04666-51 Fc gamma R-mediated phagocytosis: NCF1 -P-hsa04666-23 Fc gamma R-mediated phagocytosis: RPS6KB1 -P-hsa04666-42 Fc gamma R-mediated phagocytosis: MYO10 -P-hsa04666-50 52 Fc gamma R-mediated phagocytosis: DNM2 AMPH -P-hsa04668-20 TNF signaling pathway: IKBKG -P-hsa04668-47 TNF signaling pathway: CASP7 -P-hsa04668-48 TNF signaling pathway: CASP3 -P-hsa04668-40 TNF signaling pathway: JUN -P-hsa04668-36 TNF signaling pathway: CREB3 -P-hsa04668-38 TNF signaling pathway: CEBPB -P-hsa04668-128 TNF signaling pathway: CHUK* -P-hsa04668-111 TNF signaling pathway: BAG4 -P-hsa04668-153 TNF signaling pathway: MAPK14* -P-hsa04668-102 TNF signaling pathway: AKT3 -P-hsa04668-138 TNF signaling pathway: NFKB1* -P-hsa04668-141 TNF signaling pathway: JUN* -P-hsa04668-120 TNF signaling pathway: DNM1L -P-hsa04668-116 TNF signaling pathway: PGAM5 -P-hsa04670-18 Leukocyte transendothelial migration: CDH5 -P-hsa04670-15 Leukocyte transendothelial migration: PECAM1 -P-hsa04670-28 41 49 Leukocyte transendothelial migration: ACTB CTNNA1 CTNNB1 -P-hsa04670-35 Leukocyte transendothelial migration: PTK2 -P-hsa04670-45 Leukocyte transendothelial migration: PXN -P-hsa04670-10 Leukocyte transendothelial migration: BCAR1 -P-hsa04670-14 Leukocyte transendothelial migration: SIPA1 -P-hsa04670-86 Leukocyte transendothelial migration: ACTB -P-hsa04670-55 Leukocyte transendothelial migration: RAC2 -P-hsa04670-76 Leukocyte transendothelial migration: CDC42 -P-hsa04670-54 Leukocyte transendothelial migration: RAC1* -P-hsa04670-2 Leukocyte transendothelial migration: MMP2 -P-hsa04670-39 Leukocyte transendothelial migration: MAPK14 -P-hsa04670-73 Leukocyte transendothelial migration: MYL12B* -P-hsa04710-11 Circadian rhythm: CRY1 -P-hsa04710-7 Circadian rhythm: PER1 -P-hsa04710-23 Circadian rhythm: BHLHE41 -P-hsa04710-5 Circadian rhythm: RORA -P-hsa04713-14 Circadian entrainment: PRKCA -P-hsa04713-60 Circadian entrainment: PER1 -P-hsa04713-61 Circadian entrainment: FOS -P-hsa04713-56 Circadian entrainment: KCNJ3 -P-hsa04720-4 15 Long-term potentiation: CREBBP ATF4 -P-hsa04720-32 Long-term potentiation: ITPR1 -P-hsa04722-38 Neurotrophin signaling pathway: ATF4 -P-hsa04722-37 Neurotrophin signaling pathway: NFKB1 -P-hsa04722-35 Neurotrophin signaling pathway: FOXO3 -P-hsa04722-33 Neurotrophin signaling pathway: BAD -P-hsa04722-34 Neurotrophin signaling pathway: GSK3B -P-hsa04722-46 Neurotrophin signaling pathway: ATF4* -P-hsa04722-85 Neurotrophin signaling pathway: BAX -P-hsa04722-53 Neurotrophin signaling pathway: JUN -P-hsa04722-50 Neurotrophin signaling pathway: RHOA -P-hsa04722-73 77 Neurotrophin signaling pathway: NGFRAP1 YWHAE -P-hsa04722-70 Neurotrophin signaling pathway: ZNF274 -P-hsa04722-84 Neurotrophin signaling pathway: NFKB1* -P-hsa04723-7 Retrograde endocannabinoid signaling: ITPR1 -P-hsa04723-9 Retrograde endocannabinoid signaling: PRKCA -P-hsa04723-42 Retrograde endocannabinoid signaling: KCNJ3 -P-hsa04723-73 Retrograde endocannabinoid signaling: MAPK14* -P-hsa04723-10 Retrograde endocannabinoid signaling: CACNA1A -P-hsa04723-46 Retrograde endocannabinoid signaling: ADCY1 -P-hsa04723-67 Retrograde endocannabinoid signaling: PRKACA -P-hsa04723-21 Retrograde endocannabinoid signaling: CACNA1A* -P-hsa04723-68 Retrograde endocannabinoid signaling: MAPK14 -P-hsa04723-50 Retrograde endocannabinoid signaling: KCNJ3* -P-hsa04723-40 Retrograde endocannabinoid signaling: GRIA1 -P-hsa04724-66 Glutamatergic synapse: PLA2G4B -P-hsa04724-67 Glutamatergic synapse: PLD1 -P-hsa04724-68 Glutamatergic synapse: MAPK1 -P-hsa04724-26 Glutamatergic synapse: PRKACA -P-hsa04724-33 70 69 Glutamatergic synapse: ITPR1 HOMER3 HOMER3 -P-hsa04724-5 71 Glutamatergic synapse: GRIN3A DLG4 -P-hsa04724-36 Glutamatergic synapse: TRPC1 -P-hsa04724-44 Glutamatergic synapse: PRKACA* -P-hsa04724-52 Glutamatergic synapse: CACNA1A -P-hsa04724-51 Glutamatergic synapse: ADRBK1 -P-hsa04724-13 Glutamatergic synapse: GRM5 -P-hsa04724-65 Glutamatergic synapse: GRM3 -P-hsa04724-3 Glutamatergic synapse: GRIK1 -P-hsa04724-4 Glutamatergic synapse: GRIA1 -P-hsa04725-20 Cholinergic synapse: PRKCA -P-hsa04725-50 Cholinergic synapse: BCL2 -P-hsa04725-18 Cholinergic synapse: ITPR1 -P-hsa04725-43 Cholinergic synapse: CREB3 -P-hsa04725-61 Cholinergic synapse: FOS -P-hsa04725-64 Cholinergic synapse: KCNJ3 -P-hsa04725-25 Cholinergic synapse: CACNA1A -P-hsa04725-53 Cholinergic synapse: CHRNA7 -P-hsa04725-54 Cholinergic synapse: CHRM1* -P-hsa04726-18 Serotonergic synapse: PRKCA -P-hsa04726-10 Serotonergic synapse: PRKACA -P-hsa04726-64 Serotonergic synapse: CASP3 -P-hsa04726-71 Serotonergic synapse: CACNA1A -P-hsa04726-72 Serotonergic synapse: KCNJ3 -P-hsa04726-16 Serotonergic synapse: ITPR1 -P-hsa04726-38 Serotonergic synapse: PLA2G4B -P-hsa04726-39 Serotonergic synapse: CACNA1C -P-hsa04726-41 Serotonergic synapse: HTR3C -P-hsa04726-45 Serotonergic synapse: TRPC1 -P-hsa04726-46 Serotonergic synapse: ITPR1* -P-hsa04727-26 GABAergic synapse: KCNJ6 -P-hsa04727-47 GABAergic synapse: CACNA1A* -P-hsa04727-8 GABAergic synapse: ADCY1 -P-hsa04727-35 GABAergic synapse: PRKACA -P-hsa04727-13 GABAergic synapse: CACNA1A -P-hsa04727-49 GABAergic synapse: GABRR3 -P-hsa04727-17 37 GABAergic synapse: GABRA1 GPHN -P-hsa04728-68 Dopaminergic synapse: CACNA1C -P-hsa04728-74 Dopaminergic synapse: GRIN2A -P-hsa04728-70 73 Dopaminergic synapse: KIF5A GRIA1 -P-hsa04728-44 Dopaminergic synapse: FOS -P-hsa04728-32 Dopaminergic synapse: CREB3 -P-hsa04728-64 Dopaminergic synapse: SCN1A -P-hsa04728-54 Dopaminergic synapse: CAMK2A -P-hsa04728-61 Dopaminergic synapse: KCNJ3 -P-hsa04728-60 Dopaminergic synapse: CACNA1A -P-hsa04728-71 72 Dopaminergic synapse: CLOCK ARNTL -P-hsa04728-36 Dopaminergic synapse: TH -P-hsa04728-24 Dopaminergic synapse: SLC6A3 -P-hsa04730-20 Long-term depression: L-Glutamate -P-hsa04730-8 Long-term depression: GNA13* -P-hsa04730-7 Long-term depression: GNA13 -P-hsa04730-30 Long-term depression: L-Glutamate* -P-hsa04740-10 Olfactory transduction: ANO2 -P-hsa04740-37 Olfactory transduction: CNGB1* -P-hsa04740-39 Olfactory transduction: PRKG1* -P-hsa04740-33 Olfactory transduction: CNGA3* -P-hsa04740-42 Olfactory transduction: PDE2A -P-hsa04740-21 Olfactory transduction: PDE1A -P-hsa04740-16 Olfactory transduction: PRKG1 -P-hsa04740-13 Olfactory transduction: CNGA3 -P-hsa04742-4 Taste transduction: TRPM5 -P-hsa04742-8 Taste transduction: PLCB2 -P-hsa04742-67 Taste transduction: PRKACA -P-hsa04742-18 Taste transduction: PDE1A -P-hsa04742-34 Taste transduction: GRM1 -P-hsa04742-27 Taste transduction: CALHM1 -P-hsa04742-23 45 Taste transduction: PKD1L3 PKD2L1 -P-hsa04742-31 Taste transduction: Calcium cation* -P-hsa04742-48 Taste transduction: GABBR1 -P-hsa04742-47 Taste transduction: GABRA1 -P-hsa04742-57 Taste transduction: HTR3C -P-hsa04742-49 Taste transduction: HTR1A -P-hsa04742-54 Taste transduction: P2RX2* -P-hsa04742-55 Taste transduction: P2RX3 -P-hsa04742-40 Taste transduction: P2RX2 -P-hsa04742-46 Taste transduction: P2RY1 -P-hsa04742-37 Taste transduction: P2RY4 -P-hsa04750-7 Inflammatory mediator regulation of TRP channels: TRPV1 -P-hsa04750-39 Inflammatory mediator regulation of TRP channels: D-myo-Inositol 1,4,5-trisphosphate* -P-hsa04750-40 Inflammatory mediator regulation of TRP channels: Arachidonate -P-hsa04750-53 Inflammatory mediator regulation of TRP channels: TRPM8 -P-hsa04750-44 Inflammatory mediator regulation of TRP channels: TRPA1 -P-hsa04750-51 Inflammatory mediator regulation of TRP channels: TRPV4 -P-hsa04750-8 Inflammatory mediator regulation of TRP channels: ASIC2 -P-hsa04750-58 Inflammatory mediator regulation of TRP channels: TRPV1** -P-hsa04750-61 Inflammatory mediator regulation of TRP channels: TRPV4* -P-hsa04750-62 Inflammatory mediator regulation of TRP channels: TRPM8* -P-hsa04750-63 Inflammatory mediator regulation of TRP channels: TRPA1* -P-hsa04750-59 Inflammatory mediator regulation of TRP channels: TRPV2 -P-hsa04750-60 Inflammatory mediator regulation of TRP channels: TRPV3 -P-hsa04750-90 Inflammatory mediator regulation of TRP channels: D-myo-Inositol 1,4,5-trisphosphate** -P-hsa04810-82 83 Regulation of actin cytoskeleton: ACTB ARPC5 -P-hsa04810-21 82 Regulation of actin cytoskeleton: CFL1 ACTB -P-hsa04810-35 81 80 Regulation of actin cytoskeleton: MYL12B MYH9 ACTB -P-hsa04810-32 Regulation of actin cytoskeleton: PXN -P-hsa04810-48 Regulation of actin cytoskeleton: IQGAP2 -P-hsa04810-26 80 Regulation of actin cytoskeleton: PFN3 ACTB -P-hsa04810-30 Regulation of actin cytoskeleton: VCL* -P-hsa04810-29 Regulation of actin cytoskeleton: ACTN4 -P-hsa04810-31 Regulation of actin cytoskeleton: MSN -P-hsa04810-23 Regulation of actin cytoskeleton: GSN -P-hsa04810-8 79 Regulation of actin cytoskeleton: ARPC5 ACTB -P-hsa04810-8 82 Regulation of actin cytoskeleton: ARPC5 ACTB* -P-hsa04910-32 Insulin signaling pathway: EIF4E -P-hsa04910-26 Insulin signaling pathway: RPS6 -P-hsa04910-24 Insulin signaling pathway: ACACA -P-hsa04910-12 Insulin signaling pathway: FASN -P-hsa04910-20 Insulin signaling pathway: PKLR -P-hsa04910-57 Insulin signaling pathway: GCK -P-hsa04910-17 Insulin signaling pathway: D-Glucose -P-hsa04910-14 Insulin signaling pathway: Starch -P-hsa04910-48 Insulin signaling pathway: PPARGC1A -P-hsa04910-43 Insulin signaling pathway: G6PC -P-hsa04910-46 Insulin signaling pathway: FBP1 -P-hsa04910-42 Insulin signaling pathway: PCK1 -P-hsa04910-18 Insulin signaling pathway: LIPE -P-hsa04910-39 Insulin signaling pathway: BAD -P-hsa04910-9 Insulin signaling pathway: ELK1 -P-hsa04911-24 Insulin secretion: INS -P-hsa04911-4 Insulin secretion: CACNA1C -P-hsa04911-31 Insulin secretion: CAMK2A -P-hsa04911-41 Insulin secretion: ABCC8 -P-hsa04911-54 Insulin secretion: RAB3A -P-hsa04911-56 Insulin secretion: CAMK2A* -P-hsa04911-35 Insulin secretion: TRPM4 -P-hsa04911-25 Insulin secretion: PRKCA -P-hsa04912-17 GnRH signaling pathway: MAPK14 -P-hsa04912-46 GnRH signaling pathway: JUN -P-hsa04912-33 GnRH signaling pathway: ELK1 -P-hsa04912-19 GnRH signaling pathway: MAPK7 -P-hsa04912-20 GnRH signaling pathway: PLA2G4B -P-hsa04912-26 GnRH signaling pathway: PLD1 -P-hsa04912-43 GnRH signaling pathway: PTK2B -P-hsa04912-15 GnRH signaling pathway: CAMK2A -P-hsa04912-14 GnRH signaling pathway: ATF4 -P-hsa04913-19 Ovarian steroidogenesis: STAR -P-hsa04913-21 Ovarian steroidogenesis: CYP17A1 -P-hsa04913-12 Ovarian steroidogenesis: HSD3B1 -P-hsa04913-22 Ovarian steroidogenesis: CYP17A1* -P-hsa04913-64 Ovarian steroidogenesis: PLA2G4B -P-hsa04913-45 Ovarian steroidogenesis: ACOT2 -P-hsa04913-36 Ovarian steroidogenesis: CYP19A1 -P-hsa04913-35 Ovarian steroidogenesis: HSD17B2 -P-hsa04913-37 Ovarian steroidogenesis: CYP19A1* -P-hsa04913-40 Ovarian steroidogenesis: HSD17B1 -P-hsa04913-47 Ovarian steroidogenesis: INSR -P-hsa04913-51 Ovarian steroidogenesis: INSR* -P-hsa04914-42 Progesterone-mediated oocyte maturation: ARAF -P-hsa04914-23 Progesterone-mediated oocyte maturation: PRKACA -P-hsa04914-11 Progesterone-mediated oocyte maturation: CDK1 -P-hsa04914-15 Progesterone-mediated oocyte maturation: ANAPC10 -P-hsa04914-30 Progesterone-mediated oocyte maturation: CDK1* -P-hsa04914-29 Progesterone-mediated oocyte maturation: CDK2 -P-hsa04914-39 Progesterone-mediated oocyte maturation: PIK3R5 -P-hsa04914-34 Progesterone-mediated oocyte maturation: MAPK14 -P-hsa04915-40 Estrogen signaling pathway: CREB3** -P-hsa04915-58 Estrogen signaling pathway: CREB3*** -P-hsa04915-21 Estrogen signaling pathway: CREB3 -P-hsa04915-3 11 Estrogen signaling pathway: ESR1 Estradiol-17beta -P-hsa04915-12 14 Estrogen signaling pathway: ESR1 FOS -P-hsa04915-12 13 Estrogen signaling pathway: ESR1 Estradiol-17beta* -P-hsa04915-66 Estrogen signaling pathway: AKT3* -P-hsa04915-28 Estrogen signaling pathway: KCNJ3 -P-hsa04915-30 Estrogen signaling pathway: CREB3* -P-hsa04916-8 Melanogenesis: TYR* -P-hsa04916-7 Melanogenesis: TYRP1 -P-hsa04916-6 Melanogenesis: DCT -P-hsa04916-15 Melanogenesis: MITF* -P-hsa04916-4 Melanogenesis: TYR -P-hsa04916-10 Melanogenesis: CAMK2A -P-hsa04916-9 Melanogenesis: PRKACA -P-hsa04917-68 Prolactin signaling pathway: CCND1 -P-hsa04917-37 Prolactin signaling pathway: TNFSF11 -P-hsa04917-34 Prolactin signaling pathway: ELF5 -P-hsa04917-33 Prolactin signaling pathway: CSN2 -P-hsa04917-56 Prolactin signaling pathway: LHCGR -P-hsa04917-57 Prolactin signaling pathway: ESR1 -P-hsa04917-38 Prolactin signaling pathway: IRF1 -P-hsa04917-40 Prolactin signaling pathway: TH -P-hsa04917-44 Prolactin signaling pathway: PRLR** -P-hsa04917-45 Prolactin signaling pathway: SLC2A2 -P-hsa04917-46 Prolactin signaling pathway: GCK -P-hsa04917-48 Prolactin signaling pathway: CCND2 -P-hsa04917-47 Prolactin signaling pathway: INS -P-hsa04917-71 Prolactin signaling pathway: CCND1* -P-hsa04917-31 Prolactin signaling pathway: GALT -P-hsa04917-65 Prolactin signaling pathway: CYP17A1 -P-hsa04917-75 Prolactin signaling pathway: CCND1** -P-hsa04918-10 Thyroid hormone synthesis: TG -P-hsa04918-14 Thyroid hormone synthesis: DUOX2 -P-hsa04919-11 Thyroid hormone signaling pathway: CTNNB1 -P-hsa04919-84 Thyroid hormone signaling pathway: TP53* -P-hsa04919-25 Thyroid hormone signaling pathway: MTOR -P-hsa04919-43 Thyroid hormone signaling pathway: TBC1D4 -P-hsa04919-44 Thyroid hormone signaling pathway: PFKFB2 -P-hsa04919-87 Thyroid hormone signaling pathway: BAD -P-hsa04919-88 Thyroid hormone signaling pathway: FOXO1 -P-hsa04919-89 Thyroid hormone signaling pathway: CASP9 -P-hsa04919-46 Thyroid hormone signaling pathway: ATP1B4 -P-hsa04919-18 Thyroid hormone signaling pathway: STAT1 -P-hsa04919-38 Thyroid hormone signaling pathway: TP53 -P-hsa04919-39 Thyroid hormone signaling pathway: ESR1 -P-hsa04919-26 Thyroid hormone signaling pathway: THRB -P-hsa04919-45 Thyroid hormone signaling pathway: SLC9A1 -P-hsa04919-103 Thyroid hormone signaling pathway: CCND1 -P-hsa04919-27 Thyroid hormone signaling pathway: GATA4 -P-hsa04919-28 Thyroid hormone signaling pathway: RCAN1 -P-hsa04919-29 Thyroid hormone signaling pathway: HIF1A -P-hsa04919-104 Thyroid hormone signaling pathway: MYC -P-hsa04919-30 Thyroid hormone signaling pathway: MYH6 -P-hsa04919-31 Thyroid hormone signaling pathway: ATP2A2 -P-hsa04919-32 Thyroid hormone signaling pathway: PLN -P-hsa04919-99 Thyroid hormone signaling pathway: WNT4 -P-hsa04919-100 Thyroid hormone signaling pathway: CTNNB1* -P-hsa04919-42 Thyroid hormone signaling pathway: SLC2A1 -P-hsa04919-91 Thyroid hormone signaling pathway: PFKP -P-hsa04919-40 Thyroid hormone signaling pathway: RCAN2 -P-hsa04919-21 53 Thyroid hormone signaling pathway: THRA Triiodothyronine -P-hsa04919-101 Thyroid hormone signaling pathway: NOTCH1 -P-hsa04919-102 Thyroid hormone signaling pathway: BMP4 -P-hsa04919-49 Thyroid hormone signaling pathway: ACTB -P-hsa04920-43 Adipocytokine signaling pathway: Fatty acid -P-hsa04920-2 Adipocytokine signaling pathway: Long-chain fatty acid -P-hsa04920-28 Adipocytokine signaling pathway: SLC2A1 -P-hsa04920-10 Adipocytokine signaling pathway: PCK1 -P-hsa04920-9 Adipocytokine signaling pathway: G6PC -P-hsa04920-6 Adipocytokine signaling pathway: PTPN11 -P-hsa04920-37 Adipocytokine signaling pathway: IRS1 -P-hsa04920-31 Adipocytokine signaling pathway: AGRP -P-hsa04920-26 Adipocytokine signaling pathway: NPY -P-hsa04920-16 Adipocytokine signaling pathway: POMC -P-hsa04920-40 Adipocytokine signaling pathway: PPARGC1A -P-hsa04920-5 Adipocytokine signaling pathway: NFKBIA -P-hsa04920-12 Adipocytokine signaling pathway: Diacylglycerol -P-hsa04920-3 Adipocytokine signaling pathway: 9-cis-Retinoic acid -P-hsa04920-1 Adipocytokine signaling pathway: N-Acylsphingosine -P-hsa04921-23 Oxytocin signaling pathway: Arachidonate -P-hsa04921-41 Oxytocin signaling pathway: PTGS2 -P-hsa04921-58 Oxytocin signaling pathway: MEF2C -P-hsa04921-56 Oxytocin signaling pathway: JUN -P-hsa04921-59 Oxytocin signaling pathway: CCND1 -P-hsa04921-57 Oxytocin signaling pathway: FOS -P-hsa04921-60 Oxytocin signaling pathway: ELK1 -P-hsa04921-28 Oxytocin signaling pathway: EEF2 -P-hsa04921-65 Oxytocin signaling pathway: TRPM2 -P-hsa04921-67 Oxytocin signaling pathway: RYR1 -P-hsa04921-34 35 Oxytocin signaling pathway: MYL9 ACTB -P-hsa04921-33 Oxytocin signaling pathway: 3,5-Cyclic GMP -P-hsa04921-48 Oxytocin signaling pathway: PRKAG2 -P-hsa04921-55 Oxytocin signaling pathway: PTGS2* -P-hsa04921-53 Oxytocin signaling pathway: RGS2 -P-hsa04921-54 Oxytocin signaling pathway: RCAN1 -P-hsa04921-80 Oxytocin signaling pathway: KCNJ2 -P-hsa04921-11 Oxytocin signaling pathway: PRKACA -P-hsa04921-76 Oxytocin signaling pathway: CDKN1A -P-hsa04921-77 Oxytocin signaling pathway: KCNJ3 -P-hsa04921-43 Oxytocin signaling pathway: CACNG3 -P-hsa04921-46 Oxytocin signaling pathway: 3,5-Cyclic GMP* -P-hsa04922-51 Glucagon signaling pathway: G6PC -P-hsa04922-50 Glucagon signaling pathway: PCK1 -P-hsa04922-59 Glucagon signaling pathway: CPT1C -P-hsa04922-78 Glucagon signaling pathway: ACACA -P-hsa04922-37 Glucagon signaling pathway: PYGB -P-hsa04922-70 Glucagon signaling pathway: PFKFB1 -P-hsa04922-36 Glucagon signaling pathway: GYS1 -P-hsa04922-17 Glucagon signaling pathway: PKM -P-hsa04922-24 Glucagon signaling pathway: PFKL -P-hsa04922-67 Glucagon signaling pathway: FBP1 -P-hsa04922-60 Glucagon signaling pathway: CPT1C* -P-hsa04923-16 Regulation of lipolysis in adipocytes: PLIN1 -P-hsa04923-66 Regulation of lipolysis in adipocytes: LIPE -P-hsa04923-31 Regulation of lipolysis in adipocytes: PRKACA* -P-hsa04923-38 Regulation of lipolysis in adipocytes: PDE3B -P-hsa04923-43 Regulation of lipolysis in adipocytes: Arachidonate -P-hsa04923-52 53 Regulation of lipolysis in adipocytes: PNPLA2 ABHD5* -P-hsa04923-26 27 Regulation of lipolysis in adipocytes: PNPLA2 ABHD5 -P-hsa04924-34 Renin secretion: REN -P-hsa04924-47 Renin secretion: KCNMA1 -P-hsa04924-30 Renin secretion: PDE3A -P-hsa04924-23 Renin secretion: ITPR1 -P-hsa04924-31 Renin secretion: Angiotensin II -P-hsa04924-58 Renin secretion: PPP3CA -P-hsa04924-49 Renin secretion: PDE1A -P-hsa04924-52 Renin secretion: KCNJ2 -P-hsa04925-33 Aldosterone synthesis and secretion: CYP11B2 -P-hsa04925-34 Aldosterone synthesis and secretion: STAR -P-hsa04925-3 Aldosterone synthesis and secretion: ITPR1 -P-hsa04925-5 Aldosterone synthesis and secretion: KCNK3 -P-hsa04925-18 Aldosterone synthesis and secretion: PDE2A -P-hsa04930-3 Type II diabetes mellitus: SLC2A4 -P-hsa04930-15 Type II diabetes mellitus: D-Glucose* -P-hsa04930-26 Type II diabetes mellitus: INS* -P-hsa04930-13 Type II diabetes mellitus: Fatty acid -P-hsa04930-8 Type II diabetes mellitus: Pyruvate -P-hsa04930-10 Type II diabetes mellitus: D-Glucose -P-hsa04930-7 Type II diabetes mellitus: ATP -P-hsa04930-9 Type II diabetes mellitus: Potassium cation -P-hsa04931-40 Insulin resistance: PRKCZ -P-hsa04931-35 Insulin resistance: Starch -P-hsa04931-13 Insulin resistance: AKT2 -P-hsa04931-104 Insulin resistance: Starch* -P-hsa04931-46 Insulin resistance: PIK3R5* -P-hsa04931-61 Insulin resistance: ACACB -P-hsa04931-151 Insulin resistance: CPT1A -P-hsa04931-67 Insulin resistance: IKBKB** -P-hsa04931-47 Insulin resistance: AKT2* -P-hsa04931-77 Insulin resistance: PPP2R4** -P-hsa04931-87 Insulin resistance: D-Glucose* -P-hsa04931-29 Insulin resistance: CPT1B -P-hsa04931-144 Insulin resistance: Nitric oxide* -P-hsa04931-124 Insulin resistance: FOXO1* -P-hsa04931-135 Insulin resistance: SREBF1** -P-hsa04931-137 Insulin resistance: MLXIP* -P-hsa04931-140 Insulin resistance: G00369 -P-hsa04931-149 Insulin resistance: ACACB* -P-hsa04932-28 Non-alcoholic fatty liver disease (NAFLD): GSK3A -P-hsa04932-14 Non-alcoholic fatty liver disease (NAFLD): PKLR -P-hsa04932-35 Non-alcoholic fatty liver disease (NAFLD): PRKAG2 -P-hsa04932-31 133 Non-alcoholic fatty liver disease (NAFLD): PPARA RXRA -P-hsa04932-58 Non-alcoholic fatty liver disease (NAFLD): BAX -P-hsa04932-95 Non-alcoholic fatty liver disease (NAFLD): IL1A -P-hsa04932-96 Non-alcoholic fatty liver disease (NAFLD): IL6* -P-hsa04932-97 Non-alcoholic fatty liver disease (NAFLD): TNF* -P-hsa04932-55 Non-alcoholic fatty liver disease (NAFLD): CASP3 -P-hsa04932-56 Non-alcoholic fatty liver disease (NAFLD): CASP7 -P-hsa04932-138 Non-alcoholic fatty liver disease (NAFLD): CEBPA -P-hsa04932-7 Non-alcoholic fatty liver disease (NAFLD): SREBF1 -P-hsa04933-21 AGE-RAGE signaling pathway in diabetic complications: SMAD4 -P-hsa04933-43 AGE-RAGE signaling pathway in diabetic complications: CASP3 -P-hsa04933-52 AGE-RAGE signaling pathway in diabetic complications: FOXO1 -P-hsa04933-35 AGE-RAGE signaling pathway in diabetic complications: CCND1 -P-hsa04933-65 AGE-RAGE signaling pathway in diabetic complications: COL1A1 -P-hsa04933-56 AGE-RAGE signaling pathway in diabetic complications: NFATC1 -P-hsa04933-62 AGE-RAGE signaling pathway in diabetic complications: AGER** -P-hsa04933-57 AGE-RAGE signaling pathway in diabetic complications: FIGF -P-hsa04933-58 AGE-RAGE signaling pathway in diabetic complications: CCL2 -P-hsa04933-59 AGE-RAGE signaling pathway in diabetic complications: SERPINE1 -P-hsa04933-63 AGE-RAGE signaling pathway in diabetic complications: SELE -P-hsa04933-28 AGE-RAGE signaling pathway in diabetic complications: VCAM1 -P-hsa04933-29 AGE-RAGE signaling pathway in diabetic complications: ICAM1 -P-hsa04933-61 AGE-RAGE signaling pathway in diabetic complications: MMP2 -P-hsa04933-25 AGE-RAGE signaling pathway in diabetic complications: IL1A -P-hsa04933-26 AGE-RAGE signaling pathway in diabetic complications: IL6 -P-hsa04933-30 AGE-RAGE signaling pathway in diabetic complications: CXCL8 -P-hsa04933-27 AGE-RAGE signaling pathway in diabetic complications: TNF -P-hsa04933-23 AGE-RAGE signaling pathway in diabetic complications: F3 -P-hsa04933-22 AGE-RAGE signaling pathway in diabetic complications: EDN1 -P-hsa04933-24 AGE-RAGE signaling pathway in diabetic complications: THBD -P-hsa04933-78 AGE-RAGE signaling pathway in diabetic complications: TGFB1 -P-hsa04933-19 AGE-RAGE signaling pathway in diabetic complications: TGFBR2 -P-hsa04933-12 AGE-RAGE signaling pathway in diabetic complications: EGR1 -P-hsa04950-31 Maturity onset diabetes of the young: NKX6-1* -P-hsa04950-30 Maturity onset diabetes of the young: PAX6* -P-hsa04950-16 Maturity onset diabetes of the young: PAX4 -P-hsa04950-8 Maturity onset diabetes of the young: NEUROD1 -P-hsa04950-1 Maturity onset diabetes of the young: HNF1B -P-hsa04950-21 Maturity onset diabetes of the young: PKLR -P-hsa04950-18 Maturity onset diabetes of the young: SLC2A2 -P-hsa04950-20 Maturity onset diabetes of the young: NKX6-1 -P-hsa04950-13 Maturity onset diabetes of the young: INS -P-hsa04950-5 Maturity onset diabetes of the young: GCK -P-hsa04950-15 Maturity onset diabetes of the young: IAPP -P-hsa04950-11 Maturity onset diabetes of the young: HNF4G -P-hsa04950-7 Maturity onset diabetes of the young: FOXA3 -P-hsa04950-22 Maturity onset diabetes of the young: NR5A2 -P-hsa04960-3 Aldosterone-regulated sodium reabsorption: SCNN1A -P-hsa04960-27 Aldosterone-regulated sodium reabsorption: KCNJ1 -P-hsa04960-13 Aldosterone-regulated sodium reabsorption: FXYD4 -P-hsa04960-4 Aldosterone-regulated sodium reabsorption: ATP1B4 -P-hsa04960-15 Aldosterone-regulated sodium reabsorption: Cortisone -P-hsa04961-5 Endocrine and other factor-regulated calcium reabsorption: TRPV5 -P-hsa04961-20 Endocrine and other factor-regulated calcium reabsorption: CALB1* -P-hsa04961-12 Endocrine and other factor-regulated calcium reabsorption: SLC8A1 -P-hsa04961-26 Endocrine and other factor-regulated calcium reabsorption: TRPV5* -P-hsa04961-17 Endocrine and other factor-regulated calcium reabsorption: CALB1 -P-hsa04961-13 Endocrine and other factor-regulated calcium reabsorption: ATP2B1 -P-hsa04962-10 Vasopressin-regulated water reabsorption: AQP2 -P-hsa04962-22 Vasopressin-regulated water reabsorption: ARHGDIA -P-hsa04970-32 Salivary secretion: RYR3 -P-hsa04970-28 Salivary secretion: AQP5 -P-hsa04970-39 Salivary secretion: KCNN4 -P-hsa04970-45 Salivary secretion: KCNMA1 -P-hsa04970-12 Salivary secretion: BEST2 -P-hsa04970-18 Salivary secretion: VAMP2 -P-hsa04970-21 Salivary secretion: ITPR1 -P-hsa04970-27 Salivary secretion: PRKCA -P-hsa04971-39 Gastric acid secretion: EZR -P-hsa04971-37 Gastric acid secretion: KCNQ1 -P-hsa04971-49 Gastric acid secretion: KCNJ1 -P-hsa04971-56 Gastric acid secretion: CAMK2A -P-hsa04971-55 Gastric acid secretion: MYLK4 -P-hsa04971-52 53 Gastric acid secretion: EZR ACTB -P-hsa04972-21 Pancreatic secretion: KCNQ1 -P-hsa04972-51 Pancreatic secretion: CLCA1 -P-hsa04972-23 Pancreatic secretion: KCNMA1 -P-hsa04972-18 Pancreatic secretion: PRKCA -P-hsa04972-39 Pancreatic secretion: KCNMA1* -P-hsa04972-42 Pancreatic secretion: CFTR -P-hsa04973-5 Carbohydrate digestion and absorption: SLC2A5 -P-hsa04973-36 Carbohydrate digestion and absorption: SLC2A2 -P-hsa04976-16 Bile secretion: CFTR -P-hsa04976-41 Bile secretion: CYP7A1 -P-hsa04976-34 Bile secretion: SLCO1B1 -P-hsa04976-36 Bile secretion: SLC10A1 -P-hsa04976-37 Bile secretion: ABCB11 -P-hsa04976-38 Bile secretion: ABCC2 -P-hsa04976-59 Bile secretion: ABCB4 -P-hsa04976-95 96 Bile secretion: SLC51A SLC51B -P-hsa05010-12 Alzheimer's disease: CASP3 -P-hsa05010-49 Alzheimer's disease: EIF2AK3 -P-hsa05010-50 Alzheimer's disease: ERN1 -P-hsa05010-51 Alzheimer's disease: ATF6 -P-hsa05010-37 Alzheimer's disease: MAPT -P-hsa05010-47 Alzheimer's disease: Nitric oxide -P-hsa05010-59 Alzheimer's disease: LRP1 -P-hsa05010-61 Alzheimer's disease: GAPDH -P-hsa05012-57 Parkinson's disease: CASP3 -P-hsa05012-70 Parkinson's disease: PRKACA -P-hsa05012-71 Parkinson's disease: PRKACA* -P-hsa05014-13 Amyotrophic lateral sclerosis (ALS): CASP3 -P-hsa05014-54 Amyotrophic lateral sclerosis (ALS): PPP3CA -P-hsa05014-2 Amyotrophic lateral sclerosis (ALS): SLC1A2 -P-hsa05014-5 Amyotrophic lateral sclerosis (ALS): TOMM40 -P-hsa05014-51 Amyotrophic lateral sclerosis (ALS): DERL1 -P-hsa05014-31 34 Amyotrophic lateral sclerosis (ALS): NEFL PRPH -P-hsa05014-32 34 Amyotrophic lateral sclerosis (ALS): NEFM PRPH -P-hsa05014-33 34 Amyotrophic lateral sclerosis (ALS): NEFH PRPH -P-hsa05014-49 Amyotrophic lateral sclerosis (ALS): H2O -P-hsa05014-53 Amyotrophic lateral sclerosis (ALS): RAB5A -P-hsa05016-12 Huntington's disease: REST -P-hsa05016-55 Huntington's disease: TGM2 -P-hsa05016-22 9 Huntington's disease: DLG4 HTT -P-hsa05016-60 Huntington's disease: CASP3* -P-hsa05016-52 Huntington's disease: CASP3 -P-hsa05016-48 Huntington's disease: HIP1 -P-hsa05016-46 Huntington's disease: HTT** -P-hsa05020-24 Prion diseases: PRNP* -P-hsa05020-26 Prion diseases: PRNP** -P-hsa05020-59 Prion diseases: CCL5 -P-hsa05020-62 Prion diseases: NOTCH1 -P-hsa05020-25 8 Prion diseases: PRNP PRNP* -P-hsa05020-10 34 Prion diseases: PRNP PRNP*** -P-hsa05020-46 Prion diseases: PRKACA -P-hsa05020-52 Prion diseases: FYN -P-hsa05020-48 Prion diseases: SOD1 -P-hsa05020-49 Prion diseases: BAX -P-hsa05030-37 Cocaine addiction: PRKACA -P-hsa05030-76 Cocaine addiction: PDYN -P-hsa05030-77 Cocaine addiction: BDNF -P-hsa05030-13 Cocaine addiction: SLC6A3 -P-hsa05030-69 Cocaine addiction: PRKACA** -P-hsa05030-80 81 Cocaine addiction: GRIN3A DLG4 -P-hsa05030-78 Cocaine addiction: GRIA2 -P-hsa05030-73 Cocaine addiction: NFKB1 -P-hsa05031-15 Amphetamine addiction: MAOA -P-hsa05031-8 Amphetamine addiction: DRD1 -P-hsa05031-12 Amphetamine addiction: GRIA1 -P-hsa05031-11 Amphetamine addiction: GRIN3A -P-hsa05031-77 Amphetamine addiction: MAOA* -P-hsa05031-96 Amphetamine addiction: PDYN -P-hsa05031-97 Amphetamine addiction: ARC -P-hsa05031-98 Amphetamine addiction: FOS -P-hsa05031-10 Amphetamine addiction: CACNA1C -P-hsa05031-101 Amphetamine addiction: FOS* -P-hsa05031-54 Amphetamine addiction: GRIN3A* -P-hsa05031-53 Amphetamine addiction: CACNA1C* -P-hsa05031-55 Amphetamine addiction: GRIA1* -P-hsa05031-59 Amphetamine addiction: PPP3CA -P-hsa05032-81 Morphine addiction: KCNJ6 -P-hsa05032-31 Morphine addiction: GABRR3 -P-hsa05032-91 Morphine addiction: KCNJ6** -P-hsa05032-33 Morphine addiction: GABRR3* -P-hsa05032-13 Morphine addiction: PRKACA -P-hsa05032-37 Morphine addiction: KCNJ3 -P-hsa05032-4 Morphine addiction: ADCY1 -P-hsa05032-38 Morphine addiction: CACNA1A -P-hsa05032-30 Morphine addiction: ADORA1 -P-hsa05032-85 Morphine addiction: KCNJ6* -P-hsa05032-55 Morphine addiction: GABRR3** -P-hsa05032-25 Morphine addiction: 3,5-Cyclic AMP* -P-hsa05034-99 Alcoholism: PDYN -P-hsa05034-61 Alcoholism: CRH -P-hsa05034-62 Alcoholism: NPY -P-hsa05034-84 Alcoholism: FOSB -P-hsa05034-7 Alcoholism: GRIN3A -P-hsa05034-75 Alcoholism: SLC29A1 -P-hsa05100-24 Bacterial invasion of epithelial cells: ACTB -P-hsa05100-15 Bacterial invasion of epithelial cells: CTNNA1 -P-hsa05100-33 Bacterial invasion of epithelial cells: DNM1 -P-hsa05100-55 Bacterial invasion of epithelial cells: ACTB* -P-hsa05110-12 Vibrio cholerae infection: H+ -P-hsa05110-51 Vibrio cholerae infection: PDIA4 -P-hsa05110-52 Vibrio cholerae infection: ADCY3 -P-hsa05110-17 Vibrio cholerae infection: Cl-* -P-hsa05110-14 Vibrio cholerae infection: Potassium cation* -P-hsa05110-15 Vibrio cholerae infection: Sodium cation -P-hsa05110-16 Vibrio cholerae infection: Cl- -P-hsa05110-13 Vibrio cholerae infection: Potassium cation -P-hsa05110-46 Vibrio cholerae infection: PLCG1 -P-hsa05110-50 Vibrio cholerae infection: ACTB -P-hsa05120-20 Epithelial cell signaling in Helicobacter pylori infection: CXCL8 -P-hsa05120-19 Epithelial cell signaling in Helicobacter pylori infection: CXCL1 -P-hsa05120-35 Epithelial cell signaling in Helicobacter pylori infection: H+ -P-hsa05120-18 Epithelial cell signaling in Helicobacter pylori infection: CCL5 -P-hsa05120-50 Epithelial cell signaling in Helicobacter pylori infection: EGFR -P-hsa05120-52 Epithelial cell signaling in Helicobacter pylori infection: LYN -P-hsa05120-53 Epithelial cell signaling in Helicobacter pylori infection: GIT1 -P-hsa05130-9 Pathogenic Escherichia coli infection: TLR4 -P-hsa05130-28 Pathogenic Escherichia coli infection: ROCK1 -P-hsa05130-55 Pathogenic Escherichia coli infection: ACTB -P-hsa05130-26 Pathogenic Escherichia coli infection: CTNNB1 -P-hsa05131-12 Shigellosis: ARPC5 -P-hsa05131-38 Shigellosis: CXCL8 -P-hsa05132-13 Salmonella infection: FOS -P-hsa05132-6 Salmonella infection: NFKB1 -P-hsa05132-20 Salmonella infection: ACTB -P-hsa05132-8 Salmonella infection: TJP1 -P-hsa05132-41 Salmonella infection: ACTB* -P-hsa05132-48 Salmonella infection: KLC3 -P-hsa05132-68 Salmonella infection: NOS2 -P-hsa05132-86 Salmonella infection: MYH9 -P-hsa05132-55 Salmonella infection: IL18 -P-hsa05132-54 Salmonella infection: IL1B -P-hsa05133-46 Pertussis: CFL1 -P-hsa05133-73 Pertussis: FOS -P-hsa05133-27 Pertussis: IRF3 -P-hsa05133-24 Pertussis: NFKB1 -P-hsa05133-30 Pertussis: NOS2 -P-hsa05133-59 Pertussis: C3 -P-hsa05133-60 Pertussis: C5 -P-hsa05133-94 Pertussis: IL12A -P-hsa05133-96 Pertussis: IL1B -P-hsa05134-7 Legionellosis: IL18 -P-hsa05134-6 Legionellosis: IL1B -P-hsa05134-9 Legionellosis: CASP7 -P-hsa05134-10 Legionellosis: NFKB1 -P-hsa05134-35 Legionellosis: CASP3 -P-hsa05134-59 Legionellosis: HSPA1A -P-hsa05134-68 Legionellosis: TNF -P-hsa05134-69 Legionellosis: IL1B* -P-hsa05134-70 Legionellosis: IL6 -P-hsa05134-72 Legionellosis: IL12A -P-hsa05134-71 Legionellosis: CXCL8 -P-hsa05134-73 Legionellosis: CXCL1 -P-hsa05140-21 Leishmaniasis: NFKB1 -P-hsa05140-26 Leishmaniasis: Nitric oxide -P-hsa05140-37 Leishmaniasis: ELK1 -P-hsa05140-55 Leishmaniasis: JUN -P-hsa05140-16 Leishmaniasis: STAT1 -P-hsa05140-41 57 Leishmaniasis: NOS2 CYBA -P-hsa05140-62 Leishmaniasis: Prostaglandin E2 -P-hsa05140-43 Leishmaniasis: MAPK14 -P-hsa05142-21 Chagas disease (American trypanosomiasis): TICAM1 -P-hsa05142-29 Chagas disease (American trypanosomiasis): NOS2 -P-hsa05142-7 Chagas disease (American trypanosomiasis): C1QA -P-hsa05142-18 Chagas disease (American trypanosomiasis): FOS -P-hsa05142-44 Chagas disease (American trypanosomiasis): PLCB1 -P-hsa05142-49 Chagas disease (American trypanosomiasis): ADCY1 -P-hsa05142-53 Chagas disease (American trypanosomiasis): AKT3 -P-hsa05142-64 Chagas disease (American trypanosomiasis): CASP8 -P-hsa05142-67 Chagas disease (American trypanosomiasis): IFNGR1* -P-hsa05142-84 Chagas disease (American trypanosomiasis): NFKB1* -P-hsa05142-36 Chagas disease (American trypanosomiasis): SMAD2 -P-hsa05145-8 Toxoplasmosis: NFKB1 -P-hsa05145-11 Toxoplasmosis: MAPK14 -P-hsa05145-10 Toxoplasmosis: MAPK8 -P-hsa05145-9 Toxoplasmosis: MAPK1 -P-hsa05145-29 Toxoplasmosis: Lipoxin A4 -P-hsa05145-23 Toxoplasmosis: CIITA -P-hsa05145-35 Toxoplasmosis: CASP3 -P-hsa05145-67 Toxoplasmosis: BAD -P-hsa05145-13 Toxoplasmosis: GNAI1 -P-hsa05145-4 5 Toxoplasmosis: MAP3K7 TAB1 -P-hsa05145-33 Toxoplasmosis: STAT3 -P-hsa05150-69 Staphylococcus aureus infection: FPR2 -P-hsa05150-14 Staphylococcus aureus infection: FPR1 -P-hsa05150-13 Staphylococcus aureus infection: C5AR1 -P-hsa05150-48 Staphylococcus aureus infection: C3AR1 -P-hsa05150-1 2 3 Staphylococcus aureus infection: CFD C3 CFB -P-hsa05150-40 Staphylococcus aureus infection: FCGR1A -P-hsa05150-35 Staphylococcus aureus infection: FCAR -P-hsa05150-66 Staphylococcus aureus infection: IL10 -P-hsa05152-6 Tuberculosis: IL10 -P-hsa05152-120 Tuberculosis: TGFB1 -P-hsa05152-15 Tuberculosis: CTSD -P-hsa05152-9 Tuberculosis: TCIRG1 -P-hsa05152-13 Tuberculosis: LAMP1 -P-hsa05152-23 Tuberculosis: PPP3CA -P-hsa05152-69 Tuberculosis: HLA-DMA -P-hsa05152-68 Tuberculosis: CD74 -P-hsa05152-126 Tuberculosis: NOS2 -P-hsa05152-112 Tuberculosis: IFNGR1 -P-hsa05152-76 Tuberculosis: TNF* -P-hsa05152-82 Tuberculosis: IL6 -P-hsa05152-77 Tuberculosis: IL12A -P-hsa05152-97 Tuberculosis: IL18 -P-hsa05152-98 Tuberculosis: IL23A -P-hsa05152-78 Tuberculosis: IL1A -P-hsa05152-94 Tuberculosis: CAMP -P-hsa05152-51 Tuberculosis: CASP3 -P-hsa05152-20 Tuberculosis: FCGR1A -P-hsa05152-81 Tuberculosis: IFNA1 -P-hsa05152-129 Tuberculosis: IFNB1 -P-hsa05152-90 Tuberculosis: CR1 -P-hsa05152-88 89 Tuberculosis: ITGAX ITGB2 -P-hsa05152-24 25 Tuberculosis: ITGB2 ITGAM -P-hsa05160-7 Hepatitis C: IRF3 -P-hsa05160-12 13 14 Hepatitis C: IKBKG CHUK IKBKB -P-hsa05160-15 16 Hepatitis C: TRAF6 RIPK1 -P-hsa05160-8 Hepatitis C: NFKB1 -P-hsa05160-22 23 Hepatitis C: STAT1 IRF9 -P-hsa05160-37 Hepatitis C: STAT3 -P-hsa05160-54 Hepatitis C: IRF1 -P-hsa05160-53 Hepatitis C: EIF2S1 -P-hsa05160-55 Hepatitis C: MAPK14 -P-hsa05160-58 Hepatitis C: EIF3E -P-hsa05160-66 Hepatitis C: GSK3B -P-hsa05160-85 Hepatitis C: BAD -P-hsa05160-70 Hepatitis C: CDKN1A -P-hsa05160-56 Hepatitis C: MAPK1 -P-hsa05160-71 Hepatitis C: MAPK8 -P-hsa05160-77 Hepatitis C: NFKB1* -P-hsa05161-48 Hepatitis B: STAT1 -P-hsa05161-44 Hepatitis B: CXCL8 -P-hsa05161-45 Hepatitis B: PCNA -P-hsa05161-68 Hepatitis B: JUN -P-hsa05161-69 Hepatitis B: SMAD4 -P-hsa05161-57 Hepatitis B: STAT3* -P-hsa05161-78 Hepatitis B: TNF -P-hsa05161-10 Hepatitis B: CASP3 -P-hsa05161-29 Hepatitis B: NFKB1 -P-hsa05161-26 Hepatitis B: MMP9 -P-hsa05161-30 Hepatitis B: MYC -P-hsa05161-31 Hepatitis B: ELK1 -P-hsa05161-32 Hepatitis B: STAT3 -P-hsa05161-66 67 Hepatitis B: NFKB1 NFKBIA -P-hsa05161-92 Hepatitis B: NFKBIA -P-hsa05161-100 Hepatitis B: MMP9* -P-hsa05161-97 Hepatitis B: BCL2 -P-hsa05161-125 Hepatitis B: CDKN1A -P-hsa05161-126 Hepatitis B: MYC* -P-hsa05161-130 Hepatitis B: FASLG* -P-hsa05161-188 Hepatitis B: IFNB1 -P-hsa05161-227 Hepatitis B: MYD88* -P-hsa05161-194 Hepatitis B: TNF* -P-hsa05161-195 Hepatitis B: IL6 -P-hsa05161-213 Hepatitis B: E2F1 -P-hsa05161-207 Hepatitis B: CDK2 -P-hsa05161-219 Hepatitis B: CDK2* -P-hsa05161-214 Hepatitis B: CDKN1B -P-hsa05162-13 Measles: IRF7 -P-hsa05162-20 Measles: NFKB1 -P-hsa05162-23 Measles: IRF3 -P-hsa05162-27 28 Measles: STAT1 IRF9 -P-hsa05162-27 70 Measles: STAT1 GNB2L1 -P-hsa05162-25 70 Measles: IFNAR1 GNB2L1 -P-hsa05162-28 34 Measles: IRF9 STAT1 -P-hsa05162-105 Measles: GSK3B -P-hsa05162-58 Measles: STAT3 -P-hsa05162-74 Measles: EIF2S1 -P-hsa05162-78 Measles: FAS -P-hsa05162-81 Measles: TNFRSF10D -P-hsa05162-62 Measles: IL12A -P-hsa05162-93 Measles: TP53 -P-hsa05162-101 Measles: CDKN1B -P-hsa05162-44 Measles: PRKCQ -P-hsa05164-19 Influenza A: NFKB1 -P-hsa05164-23 Influenza A: IRF3 -P-hsa05164-53 Influenza A: MAPK14 -P-hsa05164-20 Influenza A: ATF2 -P-hsa05164-41 42 Influenza A: STAT1 IRF9 -P-hsa05164-77 Influenza A: CASP9 -P-hsa05164-78 Influenza A: GSK3B -P-hsa05164-24 Influenza A: IRF7 -P-hsa05164-34 Influenza A: IL1B -P-hsa05164-35 Influenza A: IL18 -P-hsa05164-36 Influenza A: IL33 -P-hsa05164-31 32 33 Influenza A: NLRP3 PYCARD CASP1 -P-hsa05164-68 Influenza A: EIF2S1 -P-hsa05164-65 66 Influenza A: DNAJC3 HSPA1A -P-hsa05164-70 Influenza A: RNASEL -P-hsa05164-90 Influenza A: MAPK1 -P-hsa05164-99 Influenza A: FDPS -P-hsa05164-47 Influenza A: CIITA -P-hsa05166-34 35 36 HTLV-I infection: MYC TRRAP KAT5 -P-hsa05166-39 HTLV-I infection: RRAS2 -P-hsa05166-53 146 HTLV-I infection: CREB1 CRTC2 -P-hsa05166-5 HTLV-I infection: SLC2A1 -P-hsa05166-60 HTLV-I infection: POLD3 -P-hsa05166-65 HTLV-I infection: PTTG2 -P-hsa05166-64 HTLV-I infection: CCNB2 -P-hsa05166-83 HTLV-I infection: NFKB2 -P-hsa05166-89 90 HTLV-I infection: CHUK IKBKG -P-hsa05166-74 HTLV-I infection: NFKB1 -P-hsa05166-114 112 113 HTLV-I infection: DLG1 CTNNB1 APC2 -P-hsa05166-99 HTLV-I infection: JUN -P-hsa05166-120 HTLV-I infection: E2F1 -P-hsa05166-132 136 HTLV-I infection: CREBBP TP53 -P-hsa05166-136 139 HTLV-I infection: TP53 TBPL2 -P-hsa05166-62 63 HTLV-I infection: ANAPC10 CDC20 -P-hsa05166-32 HTLV-I infection: STAT5A -P-hsa05166-33 HTLV-I infection: HLA-A -P-hsa05166-26 HTLV-I infection: NFATC1 -P-hsa05168-10 Herpes simplex infection: FOS -P-hsa05168-29 Herpes simplex infection: IKBKG -P-hsa05168-27 Herpes simplex infection: IRF3 -P-hsa05168-9 Herpes simplex infection: NFKB1 -P-hsa05168-138 Herpes simplex infection: CHUK -P-hsa05168-79 Herpes simplex infection: EIF2S1 -P-hsa05168-83 Herpes simplex infection: RNASEL -P-hsa05168-106 134 Herpes simplex infection: SRSF8 C1QBP -P-hsa05168-39 40 Herpes simplex infection: POU2F3 HCFC2 -P-hsa05168-122 Herpes simplex infection: CASP3 -P-hsa05168-123 Herpes simplex infection: CYCS -P-hsa05168-91 92 Herpes simplex infection: STAT1 IRF9 -P-hsa05168-92 93 Herpes simplex infection: IRF9 STAT1 -P-hsa05169-32 Epstein-Barr virus infection: CR2 -P-hsa05169-29 Epstein-Barr virus infection: FCER2 -P-hsa05169-30 Epstein-Barr virus infection: FGR -P-hsa05169-31 Epstein-Barr virus infection: MYC -P-hsa05169-11 Epstein-Barr virus infection: HLA-A -P-hsa05169-45 Epstein-Barr virus infection: RB1 -P-hsa05169-117 Epstein-Barr virus infection: CDKN1A -P-hsa05169-118 Epstein-Barr virus infection: MDM2 -P-hsa05169-64 Epstein-Barr virus infection: NFKB2 -P-hsa05169-60 Epstein-Barr virus infection: NFKB1 -P-hsa05169-83 Epstein-Barr virus infection: GSK3B -P-hsa05169-79 Epstein-Barr virus infection: ATF2 -P-hsa05169-93 Epstein-Barr virus infection: PLCG1 -P-hsa05169-103 Epstein-Barr virus infection: NFKB1* -P-hsa05169-104 Epstein-Barr virus infection: IRF3 -P-hsa05169-125 Epstein-Barr virus infection: STAT3 -P-hsa05200-5 Pathways in cancer: CASP3* -P-hsa05200-189 Pathways in cancer: BIRC5 -P-hsa05200-190 Pathways in cancer: MYC* -P-hsa05200-191 Pathways in cancer: CCND1* -P-hsa05200-192 Pathways in cancer: PTGS2 -P-hsa05200-193 Pathways in cancer: NOS2 -P-hsa05200-194 Pathways in cancer: BCL2 -P-hsa05200-195 Pathways in cancer: BIRC8 -P-hsa05200-198 Pathways in cancer: BCL2L1* -P-hsa05200-196 Pathways in cancer: TRAF1 -P-hsa05200-197 Pathways in cancer: CCND1** -P-hsa05200-53 Pathways in cancer: BCL2L1 -P-hsa05200-80 Pathways in cancer: TP53 -P-hsa05200-49 Pathways in cancer: CASP9 -P-hsa05200-227 Pathways in cancer: FOXO1 -P-hsa05200-52 Pathways in cancer: CDKN1B -P-hsa05200-226 Pathways in cancer: CDKN1A* -P-hsa05200-48 Pathways in cancer: MTOR -P-hsa05200-199 Pathways in cancer: BCL2L1** -P-hsa05200-209 Pathways in cancer: FIGF** -P-hsa05200-211 Pathways in cancer: CXCL8 -P-hsa05200-210 Pathways in cancer: MMP1 -P-hsa05200-212 Pathways in cancer: CCND1*** -P-hsa05200-207 Pathways in cancer: CDK4 -P-hsa05200-76 Pathways in cancer: RAC1 -P-hsa05200-96 Pathways in cancer: Phosphatidate -P-hsa05200-75 Pathways in cancer: MAPK8 -P-hsa05200-65 Pathways in cancer: STK4 -P-hsa05200-66 Pathways in cancer: CCND1 -P-hsa05200-200 Pathways in cancer: FIGF -P-hsa05200-188 Pathways in cancer: KLK3 -P-hsa05200-121 122 Pathways in cancer: SMAD2 SMAD4 -P-hsa05200-222 Pathways in cancer: CASP9* -P-hsa05200-129 130 Pathways in cancer: CTBP1 HDAC1 -P-hsa05200-205 Pathways in cancer: SLC2A1 -P-hsa05200-202 Pathways in cancer: FIGF* -P-hsa05200-201 Pathways in cancer: PDGFB -P-hsa05200-204 Pathways in cancer: TGFB1* -P-hsa05200-203 Pathways in cancer: TGFA* -P-hsa05200-146 147 Pathways in cancer: RARB RXRA -P-hsa05200-225 Pathways in cancer: PPARD -P-hsa05200-224 Pathways in cancer: MYC*** -P-hsa05200-223 Pathways in cancer: CCND1**** -P-hsa05200-173 Pathways in cancer: CCNA1 -P-hsa05200-214 Pathways in cancer: CSF3R -P-hsa05200-213 Pathways in cancer: CSF2RA -P-hsa05200-215 Pathways in cancer: CSF1R -P-hsa05200-218 Pathways in cancer: CSF3R* -P-hsa05200-216 Pathways in cancer: IL6 -P-hsa05200-217 Pathways in cancer: E2F1* -P-hsa05200-219 Pathways in cancer: MYC** -P-hsa05200-220 Pathways in cancer: CSF1R* -P-hsa05200-168 Pathways in cancer: E2F1 -P-hsa05200-183 Pathways in cancer: BMP2 -P-hsa05200-184 Pathways in cancer: GLI1 -P-hsa05200-187 Pathways in cancer: WNT16* -P-hsa05200-185 Pathways in cancer: HHIP -P-hsa05200-186 Pathways in cancer: PTCH1* -P-hsa05205-81 Proteoglycans in cancer: CTTN -P-hsa05205-113 Proteoglycans in cancer: TP53 -P-hsa05205-220 Proteoglycans in cancer: FAS -P-hsa05205-109 Proteoglycans in cancer: SMAD2 -P-hsa05205-120 Proteoglycans in cancer: PLAU -P-hsa05205-121 Proteoglycans in cancer: PLAUR -P-hsa05205-233 234 Proteoglycans in cancer: ITGA2 Heparan sulfate -P-hsa05205-318 Proteoglycans in cancer: HSPB2 -P-hsa05205-324 Proteoglycans in cancer: KDR* -P-hsa05205-319 Proteoglycans in cancer: KDR -P-hsa05205-400 Proteoglycans in cancer: ITGA2* -P-hsa05205-236 Proteoglycans in cancer: ITGAV -P-hsa05205-256 Proteoglycans in cancer: ACTB -P-hsa05205-352 Proteoglycans in cancer: ITGA5* -P-hsa05205-304 Proteoglycans in cancer: MAPK1***** -P-hsa05205-337 Proteoglycans in cancer: CTNNB1** -P-hsa05205-415 Proteoglycans in cancer: MAPK1****** -P-hsa05205-142 Proteoglycans in cancer: CTNNB1 -P-hsa05205-30 Proteoglycans in cancer: FLNA -P-hsa05205-45 46 Proteoglycans in cancer: PAK1 FLNA -P-hsa05205-17 Proteoglycans in cancer: AKT3 -P-hsa05205-34 Proteoglycans in cancer: SLC9A1 -P-hsa05205-22 Proteoglycans in cancer: PPP1R12A -P-hsa05205-69 Proteoglycans in cancer: MAPK1* -P-hsa05205-91 Proteoglycans in cancer: RAC1* -P-hsa05205-103 Proteoglycans in cancer: CCND1 -P-hsa05205-369 Proteoglycans in cancer: HOXD10 -P-hsa05205-77 Proteoglycans in cancer: MIR21 -P-hsa05205-158 Proteoglycans in cancer: PDCD4 -P-hsa05205-431 Proteoglycans in cancer: CDKN1A* -P-hsa05205-434 Proteoglycans in cancer: CASP3 -P-hsa05205-188 Proteoglycans in cancer: TNF -P-hsa05205-189 Proteoglycans in cancer: IL12B -P-hsa05205-195 Proteoglycans in cancer: CDKN1A -P-hsa05205-183 Proteoglycans in cancer: VEGFA* -P-hsa05205-422 Proteoglycans in cancer: CD63 -P-hsa05205-451 Proteoglycans in cancer: KDR** -P-hsa05205-215 216 Proteoglycans in cancer: EIF4B RPS6 -P-hsa05205-129 Proteoglycans in cancer: AKT3* -P-hsa05205-140 Proteoglycans in cancer: MAPK1*** -P-hsa05205-270 Proteoglycans in cancer: MAPK1**** -P-hsa05205-284 Proteoglycans in cancer: PRKCA* -P-hsa05205-146 Proteoglycans in cancer: PTK2 -P-hsa05205-150 Proteoglycans in cancer: PRKCA -P-hsa05205-144 Proteoglycans in cancer: NUDT16L1 -P-hsa05205-145 Proteoglycans in cancer: PXN -P-hsa05205-238 Proteoglycans in cancer: ITGAV* -P-hsa05210-7 Colorectal cancer: CASP3* -P-hsa05210-21 Colorectal cancer: BIRC5 -P-hsa05210-22 Colorectal cancer: MYC -P-hsa05210-23 Colorectal cancer: CCND1 -P-hsa05210-39 Colorectal cancer: BAD -P-hsa05210-40 Colorectal cancer: CASP9 -P-hsa05210-53 Colorectal cancer: CCND1* -P-hsa05210-16 Colorectal cancer: MAPK8 -P-hsa05210-31 Colorectal cancer: BCL2 -P-hsa05210-9 11 Colorectal cancer: SMAD2 SMAD4 -P-hsa05211-12 Renal cell carcinoma: EGLN2 -P-hsa05211-40 Renal cell carcinoma: PAK4 -P-hsa05211-42 Renal cell carcinoma: SLC2A1* -P-hsa05211-27 Renal cell carcinoma: VEGFA* -P-hsa05211-21 Renal cell carcinoma: TGFB1* -P-hsa05211-41 Renal cell carcinoma: PDGFB* -P-hsa05211-49 Renal cell carcinoma: TGFA* -P-hsa05211-31 Renal cell carcinoma: SOS1 -P-hsa05211-45 Renal cell carcinoma: ETS1 -P-hsa05211-48 Renal cell carcinoma: JUN -P-hsa05211-43 Renal cell carcinoma: RAP1A -P-hsa05211-46 Renal cell carcinoma: AKT3 -P-hsa05211-4 Renal cell carcinoma: SLC2A1 -P-hsa05211-3 Renal cell carcinoma: VEGFA -P-hsa05211-2 Renal cell carcinoma: TGFB1 -P-hsa05211-23 Renal cell carcinoma: PDGFB -P-hsa05211-22 Renal cell carcinoma: TGFA -P-hsa05212-14 Pancreatic cancer: MAPK1 -P-hsa05212-19 Pancreatic cancer: MAPK8 -P-hsa05212-31 Pancreatic cancer: RAC1* -P-hsa05212-54 Pancreatic cancer: Phosphatidate -P-hsa05212-8 Pancreatic cancer: NFKB1 -P-hsa05212-10 Pancreatic cancer: BCL2L1 -P-hsa05212-12 Pancreatic cancer: CASP9 -P-hsa05212-29 Pancreatic cancer: VEGFA -P-hsa05212-27 Pancreatic cancer: BCL2L1* -P-hsa05212-34 Pancreatic cancer: E2F1 -P-hsa05212-38 39 Pancreatic cancer: SMAD2 SMAD4 -P-hsa05213-13 Endometrial cancer: CASP9 -P-hsa05213-12 Endometrial cancer: BAD -P-hsa05213-11 Endometrial cancer: FOXO3 -P-hsa05213-27 Endometrial cancer: ELK1 -P-hsa05213-31 Endometrial cancer: MYC -P-hsa05213-29 Endometrial cancer: CCND1 -P-hsa05214-23 Glioma: MAPK1 -P-hsa05214-27 Glioma: MTOR -P-hsa05214-56 Glioma: MAPK1* -P-hsa05214-48 Glioma: MTOR* -P-hsa05214-35 Glioma: E2F1 -P-hsa05214-52 Glioma: E2F1* -P-hsa05215-8 Prostate cancer: NFKBIA -P-hsa05215-13 Prostate cancer: BCL2 -P-hsa05215-43 Prostate cancer: Phosphatidylinositol-3,4,5-trisphosphate -P-hsa05215-30 Prostate cancer: TP53 -P-hsa05215-14 Prostate cancer: CCND1 -P-hsa05215-46 Prostate cancer: MTOR -P-hsa05215-35 Prostate cancer: CASP9 -P-hsa05215-34 Prostate cancer: BAD -P-hsa05215-25 Prostate cancer: FOXO1 -P-hsa05215-24 Prostate cancer: CDKN1A -P-hsa05215-9 Prostate cancer: CDKN1B -P-hsa05215-12 Prostate cancer: KLK3 -P-hsa05215-39 Prostate cancer: RB1 -P-hsa05215-22 Prostate cancer: 2-Amino-1-methyl-6-phenylimidazo[4,5-b]pyridine -P-hsa05216-5 Thyroid cancer: MAPK1 -P-hsa05216-14 Thyroid cancer: MAPK1* -P-hsa05216-11 Thyroid cancer: MYC -P-hsa05216-15 Thyroid cancer: CCND1 -P-hsa05216-12 Thyroid cancer: CDH1 -P-hsa05217-10 Basal cell carcinoma: PTCH1* -P-hsa05217-22 Basal cell carcinoma: LEF1 -P-hsa05217-5 Basal cell carcinoma: BMP2 -P-hsa05217-19 Basal cell carcinoma: HHIP -P-hsa05217-3 Basal cell carcinoma: GLI1 -P-hsa05217-4 Basal cell carcinoma: PTCH1 -P-hsa05218-9 Melanoma: CCND1 -P-hsa05218-8 Melanoma: CDK4 -P-hsa05218-14 Melanoma: BAD -P-hsa05218-21 Melanoma: RB1 -P-hsa05219-27 Bladder cancer: RPS6KA5 -P-hsa05219-19 Bladder cancer: TP53 -P-hsa05219-21 Bladder cancer: RB1 -P-hsa05219-12 Bladder cancer: ERBB2 -P-hsa05219-10 Bladder cancer: EGFR -P-hsa05220-12 13 Chronic myeloid leukemia: HDAC1 CTBP1 -P-hsa05220-3 Chronic myeloid leukemia: BCL2L1 -P-hsa05220-50 Chronic myeloid leukemia: MAPK1 -P-hsa05220-6 Chronic myeloid leukemia: TP53 -P-hsa05220-21 Chronic myeloid leukemia: NFKBIA -P-hsa05220-25 Chronic myeloid leukemia: BCL2L1* -P-hsa05220-22 Chronic myeloid leukemia: CDKN1B -P-hsa05220-4 Chronic myeloid leukemia: PTPN11 -P-hsa05220-15 Chronic myeloid leukemia: MYC -P-hsa05220-19 41 Chronic myeloid leukemia: SMAD4 SMAD3 -P-hsa05220-40 Chronic myeloid leukemia: RB1 -P-hsa05221-17 Acute myeloid leukemia: CCND1 -P-hsa05221-12 Acute myeloid leukemia: MYC -P-hsa05221-11 Acute myeloid leukemia: PPARD -P-hsa05221-16 Acute myeloid leukemia: CCNA1 -P-hsa05221-21 Acute myeloid leukemia: PIM1 -P-hsa05221-27 Acute myeloid leukemia: PIM2 -P-hsa05221-13 Acute myeloid leukemia: NFKB1 -P-hsa05221-29 Acute myeloid leukemia: RPS6KB1 -P-hsa05221-35 Acute myeloid leukemia: EIF4EBP1 -P-hsa05221-26 Acute myeloid leukemia: BAD -P-hsa05221-41 Acute myeloid leukemia: MAPK1 -P-hsa05221-6 Acute myeloid leukemia: CEBPA -P-hsa05221-5 Acute myeloid leukemia: SPI1 -P-hsa05222-14 15 Small cell lung cancer: RXRA RARB -P-hsa05222-19 Small cell lung cancer: CASP9 -P-hsa05222-34 Small cell lung cancer: CCND1 -P-hsa05222-32 Small cell lung cancer: BIRC8 -P-hsa05222-39 Small cell lung cancer: BCL2L1 -P-hsa05222-40 Small cell lung cancer: TRAF1 -P-hsa05222-36 Small cell lung cancer: PTGS2 -P-hsa05222-35 Small cell lung cancer: NOS2 -P-hsa05222-44 Small cell lung cancer: RB1 -P-hsa05223-37 Non-small cell lung cancer: CCND1* -P-hsa05223-29 34 Non-small cell lung cancer: RARB RXRA -P-hsa05223-28 Non-small cell lung cancer: RB1 -P-hsa05223-22 Non-small cell lung cancer: BAD* -P-hsa05223-23 Non-small cell lung cancer: CASP9* -P-hsa05223-21 Non-small cell lung cancer: FOXO3* -P-hsa05223-9 Non-small cell lung cancer: BAD -P-hsa05223-8 Non-small cell lung cancer: CASP9 -P-hsa05223-7 Non-small cell lung cancer: FOXO3 -P-hsa05223-14 Non-small cell lung cancer: CCND1 -P-hsa05223-24 Non-small cell lung cancer: STK4 -P-hsa05231-38 Choline metabolism in cancer: RPS6KB1 -P-hsa05231-39 Choline metabolism in cancer: EIF4EBP1 -P-hsa05231-34 Choline metabolism in cancer: PLD1 -P-hsa05231-18 Choline metabolism in cancer: CHKA -P-hsa05231-21 Choline metabolism in cancer: PCYT1A -P-hsa05231-59 Choline metabolism in cancer: PLA2G4B -P-hsa05231-60 Choline metabolism in cancer: PRKCA -P-hsa05231-48 Choline metabolism in cancer: WAS -P-hsa05231-50 Choline metabolism in cancer: WASF2 -P-hsa05231-17 Choline metabolism in cancer: SLC44A3 -P-hsa05321-83 Inflammatory bowel disease (IBD): IL2 -P-hsa05321-46 Inflammatory bowel disease (IBD): IFNG* -P-hsa05321-19 Inflammatory bowel disease (IBD): TNF -P-hsa05321-92 Inflammatory bowel disease (IBD): IL17F -P-hsa05321-94 Inflammatory bowel disease (IBD): IL22 -P-hsa05321-95 Inflammatory bowel disease (IBD): SMAD2 -P-hsa05321-122 Inflammatory bowel disease (IBD): IL4** -P-hsa05321-123 Inflammatory bowel disease (IBD): IL5* -P-hsa05321-55 Inflammatory bowel disease (IBD): IL4* -P-hsa05321-74 Inflammatory bowel disease (IBD): IL5 -P-hsa05321-81 Inflammatory bowel disease (IBD): IL13 -P-hsa05321-138 Inflammatory bowel disease (IBD): IFNG** -P-hsa05321-75 Inflammatory bowel disease (IBD): IL10 -P-hsa05321-152 Inflammatory bowel disease (IBD): FOXP3* diff --git a/drexml/resources/circuit_names.tsv.gz b/drexml/resources/circuit_names.tsv.gz new file mode 100644 index 00000000..c36e67b1 Binary files /dev/null and b/drexml/resources/circuit_names.tsv.gz differ diff --git a/drexml/resources/circuits.tsv.gz b/drexml/resources/circuits.tsv.gz deleted file mode 100644 index 0145db67..00000000 Binary files a/drexml/resources/circuits.tsv.gz and /dev/null differ diff --git a/drexml/resources/circuits2genes_gtex-v8_hipathia-v2-14-0.tsv.gz b/drexml/resources/circuits2genes_gtex-v8_hipathia-v2-14-0.tsv.gz new file mode 100644 index 00000000..46c1dda1 Binary files /dev/null and b/drexml/resources/circuits2genes_gtex-v8_hipathia-v2-14-0.tsv.gz differ diff --git a/drexml/resources/entrez_sym-table.tsv b/drexml/resources/entrez_sym-table.tsv deleted file mode 100644 index 6c5ad995..00000000 --- a/drexml/resources/entrez_sym-table.tsv +++ /dev/null @@ -1,23567 +0,0 @@ -entrez symbol -1 A1BG -2 A2M -3 A2MP1 -9 NAT1 -10 NAT2 -13 AADAC -14 AAMP -15 AANAT -16 AARS1 -18 ABAT -19 ABCA1 -20 ABCA2 -21 ABCA3 -22 ABCB7 -23 ABCF1 -24 ABCA4 -25 ABL1 -26 AOC1 -27 ABL2 -28 ABO -29 ABR -30 ACAA1 -31 ACACA -32 ACACB -33 ACADL -34 ACADM -35 ACADS -36 ACADSB -37 ACADVL -38 ACAT1 -39 ACAT2 -40 ASIC2 -41 ASIC1 -43 ACHE -47 ACLY -48 ACO1 -49 ACR -50 ACO2 -51 ACOX1 -52 ACP1 -53 ACP2 -54 ACP5 -55 ACP3 -56 ACRV1 -58 ACTA1 -59 ACTA2 -60 ACTB -70 ACTC1 -71 ACTG1 -72 ACTG2 -81 ACTN4 -86 ACTL6A -87 ACTN1 -88 ACTN2 -89 ACTN3 -90 ACVR1 -91 ACVR1B -92 ACVR2A -93 ACVR2B -94 ACVRL1 -95 ACY1 -97 ACYP1 -98 ACYP2 -100 ADA -101 ADAM8 -102 ADAM10 -103 ADAR -104 ADARB1 -105 ADARB2 -107 ADCY1 -108 ADCY2 -109 ADCY3 -111 ADCY5 -112 ADCY6 -113 ADCY7 -114 ADCY8 -115 ADCY9 -116 ADCYAP1 -117 ADCYAP1R1 -118 ADD1 -119 ADD2 -120 ADD3 -123 PLIN2 -124 ADH1A -125 ADH1B -126 ADH1C -127 ADH4 -128 ADH5 -130 ADH6 -131 ADH7 -132 ADK -133 ADM -134 ADORA1 -135 ADORA2A -136 ADORA2B -140 ADORA3 -141 ADPRH -142 PARP1 -143 PARP4 -146 ADRA1D -147 ADRA1B -148 ADRA1A -150 ADRA2A -151 ADRA2B -152 ADRA2C -153 ADRB1 -154 ADRB2 -155 ADRB3 -156 GRK2 -157 GRK3 -158 ADSL -159 ADSS2 -160 AP2A1 -161 AP2A2 -162 AP1B1 -163 AP2B1 -164 AP1G1 -165 AEBP1 -166 TLE5 -167 CRISP1 -172 AFG3L1P -173 AFM -174 AFP -175 AGA -176 ACAN -177 AGER -178 AGL -181 AGRP -182 JAG1 -183 AGT -185 AGTR1 -186 AGTR2 -187 APLNR -189 AGXT -190 NR0B1 -191 AHCY -196 AHR -197 AHSG -199 AIF1 -202 CRYBG1 -203 AK1 -204 AK2 -205 AK4 -207 AKT1 -208 AKT2 -210 ALAD -211 ALAS1 -212 ALAS2 -213 ALB -214 ALCAM -215 ABCD1 -216 ALDH1A1 -217 ALDH2 -218 ALDH3A1 -219 ALDH1B1 -220 ALDH1A3 -221 ALDH3B1 -222 ALDH3B2 -223 ALDH9A1 -224 ALDH3A2 -225 ABCD2 -226 ALDOA -229 ALDOB -230 ALDOC -231 AKR1B1 -238 ALK -239 ALOX12 -240 ALOX5 -241 ALOX5AP -242 ALOX12B -245 ALOX12P2 -246 ALOX15 -247 ALOX15B -248 ALPI -249 ALPL -250 ALPP -251 ALPG -257 ALX3 -258 AMBN -259 AMBP -262 AMD1 -265 AMELX -266 AMELY -267 AMFR -268 AMH -269 AMHR2 -270 AMPD1 -271 AMPD2 -272 AMPD3 -273 AMPH -274 BIN1 -275 AMT -276 AMY1A -277 AMY1B -278 AMY1C -279 AMY2A -280 AMY2B -283 ANG -284 ANGPT1 -285 ANGPT2 -286 ANK1 -287 ANK2 -288 ANK3 -290 ANPEP -291 SLC25A4 -292 SLC25A5 -293 SLC25A6 -301 ANXA1 -302 ANXA2 -306 ANXA3 -307 ANXA4 -308 ANXA5 -309 ANXA6 -310 ANXA7 -311 ANXA11 -312 ANXA13 -313 AOAH -314 AOC2 -316 AOX1 -317 APAF1 -318 NUDT2 -319 APOF -320 APBA1 -321 APBA2 -322 APBB1 -323 APBB2 -324 APC -325 APCS -326 AIRE -327 APEH -328 APEX1 -329 BIRC2 -330 BIRC3 -331 XIAP -332 BIRC5 -333 APLP1 -334 APLP2 -335 APOA1 -336 APOA2 -337 APOA4 -338 APOB -339 APOBEC1 -341 APOC1 -342 APOC1P1 -343 AQP8 -345 APOC3 -346 APOC4 -347 APOD -348 APOE -350 APOH -351 APP -353 APRT -354 KLK3 -355 FAS -356 FASLG -357 SHROOM2 -358 AQP1 -359 AQP2 -360 AQP3 -361 AQP4 -362 AQP5 -363 AQP6 -364 AQP7 -366 AQP9 -367 AR -368 ABCC6 -369 ARAF -372 ARCN1 -373 TRIM23 -374 AREG -375 ARF1 -377 ARF3 -378 ARF4 -379 ARL4D -381 ARF5 -382 ARF6 -383 ARG1 -384 ARG2 -387 RHOA -388 RHOB -389 RHOC -390 RND3 -391 RHOG -392 ARHGAP1 -393 ARHGAP4 -394 ARHGAP5 -395 ARHGAP6 -396 ARHGDIA -397 ARHGDIB -398 ARHGDIG -399 RHOH -400 ARL1 -401 PHOX2A -402 ARL2 -403 ARL3 -405 ARNT -406 BMAL1 -407 ARR3 -408 ARRB1 -409 ARRB2 -410 ARSA -411 ARSB -412 STS -414 ARSD -415 ARSL -416 ARSF -417 ART1 -419 ART3 -420 ART4 -421 ARVCF -427 ASAH1 -429 ASCL1 -430 ASCL2 -432 ASGR1 -433 ASGR2 -434 ASIP -435 ASL -438 ASMT -439 GET3 -440 ASNS -443 ASPA -444 ASPH -445 ASS1 -460 ASTN1 -462 SERPINC1 -463 ZFHX3 -466 ATF1 -467 ATF3 -468 ATF4 -471 ATIC -472 ATM -473 RERE -474 ATOH1 -475 ATOX1 -476 ATP1A1 -477 ATP1A2 -478 ATP1A3 -479 ATP12A -480 ATP1A4 -481 ATP1B1 -482 ATP1B2 -483 ATP1B3 -486 FXYD2 -487 ATP2A1 -488 ATP2A2 -489 ATP2A3 -490 ATP2B1 -491 ATP2B2 -492 ATP2B3 -493 ATP2B4 -495 ATP4A -496 ATP4B -498 ATP5F1A -501 ALDH7A1 -506 ATP5F1B -509 ATP5F1C -513 ATP5F1D -514 ATP5F1E -515 ATP5PB -516 ATP5MC1 -517 ATP5MC2 -518 ATP5MC3 -521 ATP5ME -522 ATP5PF -523 ATP6V1A -525 ATP6V1B1 -526 ATP6V1B2 -527 ATP6V0C -528 ATP6V1C1 -529 ATP6V1E1 -533 ATP6V0B -534 ATP6V1G2 -535 ATP6V0A1 -537 ATP6AP1 -538 ATP7A -539 ATP5PO -540 ATP7B -545 ATR -546 ATRX -547 KIF1A -549 AUH -550 AUP1 -551 AVP -552 AVPR1A -553 AVPR1B -554 AVPR2 -558 AXL -563 AZGP1 -566 AZU1 -567 B2M -570 BAAT -571 BACH1 -572 BAD -573 BAG1 -575 ADGRB1 -576 ADGRB2 -577 ADGRB3 -578 BAK1 -579 NKX3-2 -580 BARD1 -581 BAX -582 BBS1 -583 BBS2 -585 BBS4 -586 BCAT1 -587 BCAT2 -590 BCHE -593 BCKDHA -594 BCKDHB -595 CCND1 -596 BCL2 -597 BCL2A1 -598 BCL2L1 -599 BCL2L2 -602 BCL3 -604 BCL6 -605 BCL7A -607 BCL9 -608 TNFRSF17 -610 HCN2 -611 OPN1SW -613 BCR -617 BCS1L -622 BDH1 -623 BDKRB1 -624 BDKRB2 -627 BDNF -629 CFB -631 BFSP1 -632 BGLAP -633 BGN -634 CEACAM1 -635 BHMT -636 BICD1 -637 BID -638 BIK -639 PRDM1 -640 BLK -641 BLM -642 BLMH -643 CXCR5 -644 BLVRA -645 BLVRB -646 BNC1 -648 BMI1 -649 BMP1 -650 BMP2 -651 BMP3 -652 BMP4 -653 BMP5 -654 BMP6 -655 BMP7 -656 BMP8B -657 BMPR1A -658 BMPR1B -659 BMPR2 -660 BMX -661 POLR3D -662 BNIP1 -663 BNIP2 -664 BNIP3 -665 BNIP3L -666 BOK -667 DST -668 FOXL2 -669 BPGM -670 BPHL -671 BPI -672 BRCA1 -673 BRAF -675 BRCA2 -676 BRDT -677 ZFP36L1 -678 ZFP36L2 -680 BRS3 -682 BSG -683 BST1 -684 BST2 -685 BTC -686 BTD -687 KLF9 -688 KLF5 -689 BTF3 -694 BTG1 -695 BTK -696 BTN1A1 -699 BUB1 -701 BUB1B -705 BYSL -706 TSPO -708 C1QBP -710 SERPING1 -711 ERC2-IT1 -712 C1QA -713 C1QB -714 C1QC -715 C1R -716 C1S -717 C2 -718 C3 -719 C3AR1 -720 C4A -721 C4B -722 C4BPA -725 C4BPB -726 CAPN5 -727 C5 -728 C5AR1 -729 C6 -730 C7 -731 C8A -732 C8B -733 C8G -734 OSGIN2 -735 C9 -738 VPS51 -740 MRPL49 -741 ZNHIT2 -744 MPPED2 -745 MYRF -746 TMEM258 -747 DAGLA -752 FMNL1 -753 LDLRAD4 -754 PTTG1IP -755 CFAP410 -757 TMEM50B -758 MPPED1 -759 CA1 -760 CA2 -761 CA3 -762 CA4 -763 CA5A -765 CA6 -766 CA7 -767 CA8 -768 CA9 -770 CA11 -771 CA12 -773 CACNA1A -774 CACNA1B -775 CACNA1C -776 CACNA1D -777 CACNA1E -778 CACNA1F -779 CACNA1S -780 DDR1 -781 CACNA2D1 -782 CACNB1 -783 CACNB2 -784 CACNB3 -785 CACNB4 -786 CACNG1 -788 SLC25A20 -790 CAD -793 CALB1 -794 CALB2 -795 S100G -796 CALCA -797 CALCB -799 CALCR -800 CALD1 -801 CALM1 -805 CALM2 -810 CALML3 -811 CALR -813 CALU -814 CAMK4 -815 CAMK2A -816 CAMK2B -817 CAMK2D -818 CAMK2G -819 CAMLG -820 CAMP -821 CANX -822 CAPG -823 CAPN1 -824 CAPN2 -825 CAPN3 -826 CAPNS1 -827 CAPN6 -828 CAPS -829 CAPZA1 -830 CAPZA2 -831 CAST -832 CAPZB -833 CARS1 -834 CASP1 -835 CASP2 -836 CASP3 -837 CASP4 -838 CASP5 -839 CASP6 -840 CASP7 -841 CASP8 -842 CASP9 -843 CASP10 -844 CASQ1 -845 CASQ2 -846 CASR -847 CAT -857 CAV1 -858 CAV2 -859 CAV3 -860 RUNX2 -861 RUNX1 -862 RUNX1T1 -863 CBFA2T3 -864 RUNX3 -865 CBFB -866 SERPINA6 -867 CBL -868 CBLB -869 CBLN1 -871 SERPINH1 -873 CBR1 -874 CBR3 -875 CBS -881 CCIN -883 KYAT1 -885 CCK -886 CCKAR -887 CCKBR -889 KRIT1 -890 CCNA2 -891 CCNB1 -892 CCNC -894 CCND2 -896 CCND3 -898 CCNE1 -899 CCNF -900 CCNG1 -901 CCNG2 -902 CCNH -904 CCNT1 -905 CCNT2 -908 CCT6A -909 CD1A -910 CD1B -911 CD1C -912 CD1D -913 CD1E -914 CD2 -915 CD3D -916 CD3E -917 CD3G -919 CD247 -920 CD4 -921 CD5 -922 CD5L -923 CD6 -924 CD7 -925 CD8A -926 CD8B -928 CD9 -929 CD14 -930 CD19 -931 MS4A1 -932 MS4A3 -933 CD22 -939 CD27 -940 CD28 -941 CD80 -942 CD86 -943 TNFRSF8 -944 TNFSF8 -945 CD33 -946 SIGLEC6 -947 CD34 -948 CD36 -949 SCARB1 -950 SCARB2 -951 CD37 -952 CD38 -953 ENTPD1 -954 ENTPD2 -955 ENTPD6 -956 ENTPD3 -957 ENTPD5 -958 CD40 -959 CD40LG -960 CD44 -961 CD47 -962 CD48 -963 CD53 -965 CD58 -966 CD59 -967 CD63 -968 CD68 -969 CD69 -970 CD70 -971 CD72 -972 CD74 -973 CD79A -974 CD79B -975 CD81 -976 ADGRE5 -977 CD151 -978 CDA -983 CDK1 -984 CDK11B -987 LRBA -988 CDC5L -989 SEPTIN7 -990 CDC6 -991 CDC20 -993 CDC25A -994 CDC25B -995 CDC25C -996 CDC27 -997 CDC34 -998 CDC42 -999 CDH1 -1000 CDH2 -1001 CDH3 -1002 CDH4 -1003 CDH5 -1004 CDH6 -1005 CDH7 -1006 CDH8 -1007 CDH9 -1008 CDH10 -1009 CDH11 -1010 CDH12 -1012 CDH13 -1013 CDH15 -1014 CDH16 -1015 CDH17 -1016 CDH18 -1017 CDK2 -1019 CDK4 -1020 CDK5 -1021 CDK6 -1022 CDK7 -1024 CDK8 -1025 CDK9 -1026 CDKN1A -1027 CDKN1B -1028 CDKN1C -1029 CDKN2A -1030 CDKN2B -1031 CDKN2C -1032 CDKN2D -1033 CDKN3 -1036 CDO1 -1038 CDR1 -1039 CDR2 -1040 CDS1 -1041 CDSN -1043 CD52 -1044 CDX1 -1045 CDX2 -1046 CDX4 -1047 CLGN -1048 CEACAM5 -1050 CEBPA -1051 CEBPB -1052 CEBPD -1053 CEBPE -1054 CEBPG -1056 CEL -1058 CENPA -1059 CENPB -1060 CENPC -1062 CENPE -1063 CENPF -1066 CES1 -1068 CETN1 -1069 CETN2 -1070 CETN3 -1071 CETP -1072 CFL1 -1073 CFL2 -1075 CTSC -1080 CFTR -1081 CGA -1082 CGB3 -1084 CEACAM3 -1087 CEACAM7 -1088 CEACAM8 -1089 CEACAM4 -1101 CHAD -1102 RCBTB2 -1103 CHAT -1104 RCC1 -1105 CHD1 -1106 CHD2 -1107 CHD3 -1108 CHD4 -1109 AKR1C4 -1111 CHEK1 -1112 FOXN3 -1113 CHGA -1114 CHGB -1116 CHI3L1 -1117 CHI3L2 -1118 CHIT1 -1119 CHKA -1120 CHKB -1121 CHM -1122 CHML -1123 CHN1 -1124 CHN2 -1128 CHRM1 -1129 CHRM2 -1130 LYST -1131 CHRM3 -1132 CHRM4 -1133 CHRM5 -1134 CHRNA1 -1135 CHRNA2 -1136 CHRNA3 -1137 CHRNA4 -1138 CHRNA5 -1139 CHRNA7 -1140 CHRNB1 -1141 CHRNB2 -1142 CHRNB3 -1143 CHRNB4 -1144 CHRND -1145 CHRNE -1146 CHRNG -1147 CHUK -1149 CIDEA -1152 CKB -1153 CIRBP -1154 CISH -1155 TBCB -1158 CKM -1159 CKMT1B -1160 CKMT2 -1161 ERCC8 -1163 CKS1B -1164 CKS2 -1173 AP2M1 -1174 AP1S1 -1175 AP2S1 -1176 AP3S1 -1178 CLC -1179 CLCA1 -1180 CLCN1 -1181 CLCN2 -1182 CLCN3 -1183 CLCN4 -1184 CLCN5 -1185 CLCN6 -1186 CLCN7 -1187 CLCNKA -1188 CLCNKB -1191 CLU -1192 CLIC1 -1193 CLIC2 -1195 CLK1 -1196 CLK2 -1198 CLK3 -1200 TPP1 -1201 CLN3 -1203 CLN5 -1207 CLNS1A -1208 CLPS -1209 CLPTM1 -1211 CLTA -1212 CLTB -1213 CLTC -1215 CMA1 -1230 CCR1 -1232 CCR3 -1233 CCR4 -1234 CCR5 -1235 CCR6 -1236 CCR7 -1237 CCR8 -1238 ACKR2 -1240 CMKLR1 -1241 LTB4R -1244 ABCC2 -1258 CNGB1 -1259 CNGA1 -1260 CNGA2 -1261 CNGA3 -1262 CNGA4 -1263 PLK3 -1264 CNN1 -1265 CNN2 -1266 CNN3 -1267 CNP -1268 CNR1 -1269 CNR2 -1270 CNTF -1271 CNTFR -1272 CNTN1 -1277 COL1A1 -1278 COL1A2 -1280 COL2A1 -1281 COL3A1 -1282 COL4A1 -1284 COL4A2 -1285 COL4A3 -1286 COL4A4 -1287 COL4A5 -1288 COL4A6 -1289 COL5A1 -1290 COL5A2 -1291 COL6A1 -1292 COL6A2 -1293 COL6A3 -1294 COL7A1 -1295 COL8A1 -1296 COL8A2 -1297 COL9A1 -1298 COL9A2 -1299 COL9A3 -1300 COL10A1 -1301 COL11A1 -1302 COL11A2 -1303 COL12A1 -1305 COL13A1 -1306 COL15A1 -1307 COL16A1 -1308 COL17A1 -1310 COL19A1 -1311 COMP -1312 COMT -1314 COPA -1315 COPB1 -1316 KLF6 -1317 SLC31A1 -1318 SLC31A2 -1325 CORT -1326 MAP3K8 -1327 COX4I1 -1329 COX5B -1337 COX6A1 -1339 COX6A2 -1340 COX6B1 -1345 COX6C -1346 COX7A1 -1347 COX7A2 -1349 COX7B -1350 COX7C -1351 COX8A -1352 COX10 -1353 COX11 -1355 COX15 -1356 CP -1357 CPA1 -1358 CPA2 -1359 CPA3 -1360 CPB1 -1361 CPB2 -1362 CPD -1363 CPE -1364 CLDN4 -1365 CLDN3 -1366 CLDN7 -1368 CPM -1369 CPN1 -1370 CPN2 -1371 CPOX -1373 CPS1 -1374 CPT1A -1375 CPT1B -1376 CPT2 -1378 CR1 -1379 CR1L -1380 CR2 -1381 CRABP1 -1382 CRABP2 -1384 CRAT -1385 CREB1 -1386 ATF2 -1387 CREBBP -1388 ATF6B -1389 CREBL2 -1390 CREM -1392 CRH -1393 CRHBP -1394 CRHR1 -1395 CRHR2 -1396 CRIP1 -1397 CRIP2 -1398 CRK -1399 CRKL -1400 CRMP1 -1401 CRP -1404 HAPLN1 -1406 CRX -1407 CRY1 -1408 CRY2 -1409 CRYAA -1410 CRYAB -1411 CRYBA1 -1412 CRYBA2 -1413 CRYBA4 -1414 CRYBB1 -1415 CRYBB2 -1416 CRYBB2P1 -1417 CRYBB3 -1418 CRYGA -1419 CRYGB -1420 CRYGC -1421 CRYGD -1427 CRYGS -1428 CRYM -1429 CRYZ -1431 CS -1432 MAPK14 -1434 CSE1L -1435 CSF1 -1436 CSF1R -1437 CSF2 -1438 CSF2RA -1439 CSF2RB -1440 CSF3 -1441 CSF3R -1442 CSH1 -1443 CSH2 -1444 CSHL1 -1445 CSK -1446 CSN1S1 -1447 CSN2 -1448 CSN3 -1452 CSNK1A1 -1453 CSNK1D -1454 CSNK1E -1455 CSNK1G2 -1456 CSNK1G3 -1457 CSNK2A1 -1459 CSNK2A2 -1460 CSNK2B -1462 VCAN -1463 NCAN -1464 CSPG4 -1465 CSRP1 -1466 CSRP2 -1468 SLC25A10 -1469 CST1 -1470 CST2 -1471 CST3 -1472 CST4 -1473 CST5 -1474 CST6 -1475 CSTA -1476 CSTB -1477 CSTF1 -1478 CSTF2 -1479 CSTF3 -1482 NKX2-5 -1485 CTAG1B -1486 CTBS -1487 CTBP1 -1488 CTBP2 -1489 CTF1 -1490 CCN2 -1491 CTH -1493 CTLA4 -1495 CTNNA1 -1496 CTNNA2 -1497 CTNS -1499 CTNNB1 -1500 CTNND1 -1501 CTNND2 -1503 CTPS1 -1504 CTRB1 -1506 CTRL -1508 CTSB -1509 CTSD -1510 CTSE -1511 CTSG -1512 CTSH -1513 CTSK -1514 CTSL -1515 CTSV -1517 CTSLP2 -1519 CTSO -1520 CTSS -1521 CTSW -1522 CTSZ -1523 CUX1 -1524 CX3CR1 -1525 CXADR -1527 TEX28 -1528 CYB5A -1534 CYB561 -1535 CYBA -1536 CYBB -1537 CYC1 -1538 CYLC1 -1539 CYLC2 -1540 CYLD -1543 CYP1A1 -1544 CYP1A2 -1545 CYP1B1 -1548 CYP2A6 -1549 CYP2A7 -1551 CYP3A7 -1553 CYP2A13 -1555 CYP2B6 -1556 CYP2B7P -1557 CYP2C19 -1558 CYP2C8 -1559 CYP2C9 -1562 CYP2C18 -1565 CYP2D6 -1571 CYP2E1 -1572 CYP2F1 -1573 CYP2J2 -1576 CYP3A4 -1577 CYP3A5 -1579 CYP4A11 -1580 CYP4B1 -1581 CYP7A1 -1582 CYP8B1 -1583 CYP11A1 -1584 CYP11B1 -1585 CYP11B2 -1586 CYP17A1 -1587 ADAM3A -1588 CYP19A1 -1589 CYP21A2 -1591 CYP24A1 -1592 CYP26A1 -1593 CYP27A1 -1594 CYP27B1 -1595 CYP51A1 -1600 DAB1 -1601 DAB2 -1602 DACH1 -1603 DAD1 -1604 CD55 -1605 DAG1 -1606 DGKA -1607 DGKB -1608 DGKG -1609 DGKQ -1610 DAO -1611 DAP -1612 DAPK1 -1613 DAPK3 -1615 DARS1 -1616 DAXX -1617 DAZ1 -1618 DAZL -1620 BRINP1 -1621 DBH -1622 DBI -1627 DBN1 -1628 DBP -1629 DBT -1630 DCC -1632 ECI1 -1633 DCK -1634 DCN -1635 DCTD -1636 ACE -1638 DCT -1639 DCTN1 -1641 DCX -1642 DDB1 -1643 DDB2 -1644 DDC -1645 AKR1C1 -1646 AKR1C2 -1647 GADD45A -1649 DDIT3 -1650 DDOST -1652 DDT -1653 DDX1 -1654 DDX3X -1655 DDX5 -1656 DDX6 -1657 DMXL1 -1659 DHX8 -1660 DHX9 -1662 DDX10 -1663 DDX11 -1665 DHX15 -1666 DECR1 -1667 DEFA1 -1669 DEFA4 -1670 DEFA5 -1671 DEFA6 -1672 DEFB1 -1673 DEFB4A -1674 DES -1675 CFD -1676 DFFA -1677 DFFB -1678 TIMM8A -1687 GSDME -1690 COCH -1716 DGUOK -1717 DHCR7 -1718 DHCR24 -1719 DHFR -1723 DHODH -1725 DHPS -1727 CYB5R3 -1728 NQO1 -1729 DIAPH1 -1730 DIAPH2 -1731 SEPTIN1 -1733 DIO1 -1734 DIO2 -1735 DIO3 -1736 DKC1 -1737 DLAT -1738 DLD -1739 DLG1 -1740 DLG2 -1741 DLG3 -1742 DLG4 -1743 DLST -1745 DLX1 -1746 DLX2 -1747 DLX3 -1748 DLX4 -1749 DLX5 -1750 DLX6 -1755 DMBT1 -1756 DMD -1757 SARDH -1758 DMP1 -1759 DNM1 -1760 DMPK -1761 DMRT1 -1762 DMWD -1763 DNA2 -1767 DNAH5 -1768 DNAH6 -1769 DNAH8 -1770 DNAH9 -1773 DNASE1 -1774 DNASE1L1 -1775 DNASE1L2 -1776 DNASE1L3 -1777 DNASE2 -1778 DYNC1H1 -1780 DYNC1I1 -1781 DYNC1I2 -1783 DYNC1LI2 -1785 DNM2 -1786 DNMT1 -1787 TRDMT1 -1788 DNMT3A -1789 DNMT3B -1791 DNTT -1793 DOCK1 -1794 DOCK2 -1795 DOCK3 -1796 DOK1 -1797 DXO -1798 DPAGT1 -1800 DPEP1 -1801 DPH1 -1802 DPH2 -1803 DPP4 -1804 DPP6 -1805 DPT -1806 DPYD -1807 DPYS -1808 DPYSL2 -1809 DPYSL3 -1810 DR1 -1811 SLC26A3 -1812 DRD1 -1813 DRD2 -1814 DRD3 -1815 DRD4 -1816 DRD5 -1819 DRG2 -1820 ARID3A -1821 DRP2 -1822 ATN1 -1823 DSC1 -1824 DSC2 -1825 DSC3 -1826 DSCAM -1827 RCAN1 -1828 DSG1 -1829 DSG2 -1830 DSG3 -1831 TSC22D3 -1832 DSP -1833 EPYC -1834 DSPP -1836 SLC26A2 -1837 DTNA -1838 DTNB -1839 HBEGF -1840 DTX1 -1841 DTYMK -1842 ECM2 -1843 DUSP1 -1844 DUSP2 -1845 DUSP3 -1846 DUSP4 -1847 DUSP5 -1848 DUSP6 -1849 DUSP7 -1850 DUSP8 -1852 DUSP9 -1854 DUT -1855 DVL1 -1856 DVL2 -1857 DVL3 -1859 DYRK1A -1861 TOR1A -1869 E2F1 -1870 E2F2 -1871 E2F3 -1874 E2F4 -1875 E2F5 -1876 E2F6 -1877 E4F1 -1879 EBF1 -1880 GPR183 -1889 ECE1 -1890 TYMP -1891 ECH1 -1892 ECHS1 -1893 ECM1 -1894 ECT2 -1896 EDA -1901 S1PR1 -1902 LPAR1 -1903 S1PR3 -1906 EDN1 -1907 EDN2 -1908 EDN3 -1909 EDNRA -1910 EDNRB -1911 PHC1 -1912 PHC2 -1915 EEF1A1 -1917 EEF1A2 -1933 EEF1B2 -1936 EEF1D -1937 EEF1G -1938 EEF2 -1939 EIF2D -1942 EFNA1 -1943 EFNA2 -1944 EFNA3 -1945 EFNA4 -1946 EFNA5 -1947 EFNB1 -1948 EFNB2 -1949 EFNB3 -1950 EGF -1951 CELSR3 -1952 CELSR2 -1953 MEGF6 -1954 MEGF8 -1955 MEGF9 -1956 EGFR -1958 EGR1 -1959 EGR2 -1960 EGR3 -1961 EGR4 -1962 EHHADH -1964 EIF1AX -1965 EIF2S1 -1967 EIF2B1 -1968 EIF2S3 -1969 EPHA2 -1973 EIF4A1 -1974 EIF4A2 -1975 EIF4B -1977 EIF4E -1978 EIF4EBP1 -1979 EIF4EBP2 -1981 EIF4G1 -1982 EIF4G2 -1983 EIF5 -1984 EIF5A -1990 CELA1 -1991 ELANE -1992 SERPINB1 -1993 ELAVL2 -1994 ELAVL1 -1995 ELAVL3 -1996 ELAVL4 -1997 ELF1 -1998 ELF2 -1999 ELF3 -2000 ELF4 -2001 ELF5 -2002 ELK1 -2004 ELK3 -2005 ELK4 -2006 ELN -2009 EML1 -2010 EMD -2011 MARK2 -2012 EMP1 -2013 EMP2 -2014 EMP3 -2015 ADGRE1 -2016 EMX1 -2017 CTTN -2018 EMX2 -2019 EN1 -2020 EN2 -2021 ENDOG -2022 ENG -2023 ENO1 -2026 ENO2 -2027 ENO3 -2028 ENPEP -2029 ENSA -2030 SLC29A1 -2033 EP300 -2034 EPAS1 -2035 EPB41 -2036 EPB41L1 -2037 EPB41L2 -2038 EPB42 -2039 DMTN -2040 STOM -2041 EPHA1 -2042 EPHA3 -2043 EPHA4 -2044 EPHA5 -2045 EPHA7 -2046 EPHA8 -2047 EPHB1 -2048 EPHB2 -2049 EPHB3 -2050 EPHB4 -2051 EPHB6 -2052 EPHX1 -2053 EPHX2 -2054 STX2 -2055 CLN8 -2056 EPO -2057 EPOR -2058 EPRS1 -2059 EPS8 -2060 EPS15 -2063 NR2F6 -2064 ERBB2 -2065 ERBB3 -2066 ERBB4 -2067 ERCC1 -2068 ERCC2 -2069 EREG -2070 EYA4 -2071 ERCC3 -2072 ERCC4 -2073 ERCC5 -2074 ERCC6 -2077 ERF -2078 ERG -2079 ERH -2081 ERN1 -2086 ERV3-1 -2091 FBL -2098 ESD -2099 ESR1 -2100 ESR2 -2101 ESRRA -2103 ESRRB -2104 ESRRG -2107 ETF1 -2108 ETFA -2109 ETFB -2110 ETFDH -2113 ETS1 -2114 ETS2 -2115 ETV1 -2116 ETV2 -2117 ETV3 -2118 ETV4 -2119 ETV5 -2120 ETV6 -2121 EVC -2122 MECOM -2123 EVI2A -2124 EVI2B -2125 EVPL -2128 EVX1 -2130 EWSR1 -2131 EXT1 -2132 EXT2 -2134 EXTL1 -2135 EXTL2 -2137 EXTL3 -2138 EYA1 -2139 EYA2 -2140 EYA3 -2145 EZH1 -2146 EZH2 -2147 F2 -2149 F2R -2150 F2RL1 -2151 F2RL2 -2152 F3 -2153 F5 -2155 F7 -2157 F8 -2158 F9 -2159 F10 -2160 F11 -2161 F12 -2162 F13A1 -2165 F13B -2166 FAAH -2167 FABP4 -2168 FABP1 -2169 FABP2 -2170 FABP3 -2171 FABP5 -2172 FABP6 -2173 FABP7 -2175 FANCA -2176 FANCC -2177 FANCD2 -2178 FANCE -2180 ACSL1 -2181 ACSL3 -2182 ACSL4 -2184 FAH -2185 PTK2B -2186 BPTF -2187 FANCB -2188 FANCF -2189 FANCG -2191 FAP -2192 FBLN1 -2193 FARSA -2194 FASN -2195 FAT1 -2196 FAT2 -2197 FAU -2199 FBLN2 -2200 FBN1 -2201 FBN2 -2202 EFEMP1 -2203 FBP1 -2204 FCAR -2205 FCER1A -2206 MS4A2 -2207 FCER1G -2208 FCER2 -2209 FCGR1A -2210 FCGR1BP -2212 FCGR2A -2213 FCGR2B -2214 FCGR3A -2215 FCGR3B -2217 FCGRT -2218 FKTN -2219 FCN1 -2220 FCN2 -2222 FDFT1 -2224 FDPS -2230 FDX1 -2232 FDXR -2235 FECH -2237 FEN1 -2239 GPC4 -2241 FER -2242 FES -2243 FGA -2244 FGB -2245 FGD1 -2246 FGF1 -2247 FGF2 -2248 FGF3 -2249 FGF4 -2250 FGF5 -2251 FGF6 -2252 FGF7 -2253 FGF8 -2254 FGF9 -2255 FGF10 -2256 FGF11 -2257 FGF12 -2258 FGF13 -2259 FGF14 -2260 FGFR1 -2261 FGFR3 -2262 GPC5 -2263 FGFR2 -2264 FGFR4 -2266 FGG -2267 FGL1 -2268 FGR -2271 FH -2272 FHIT -2273 FHL1 -2274 FHL2 -2275 FHL3 -2277 VEGFD -2280 FKBP1A -2281 FKBP1B -2286 FKBP2 -2287 FKBP3 -2288 FKBP4 -2289 FKBP5 -2290 FOXG1 -2294 FOXF1 -2295 FOXF2 -2296 FOXC1 -2297 FOXD1 -2298 FOXD4 -2299 FOXI1 -2300 FOXL1 -2301 FOXE3 -2302 FOXJ1 -2303 FOXC2 -2304 FOXE1 -2305 FOXM1 -2306 FOXD2 -2307 FOXS1 -2308 FOXO1 -2309 FOXO3 -2312 FLG -2313 FLI1 -2314 FLII -2315 MLANA -2316 FLNA -2317 FLNB -2318 FLNC -2319 FLOT2 -2321 FLT1 -2322 FLT3 -2323 FLT3LG -2324 FLT4 -2326 FMO1 -2327 FMO2 -2328 FMO3 -2329 FMO4 -2330 FMO5 -2331 FMOD -2332 FMR1 -2334 AFF2 -2335 FN1 -2339 FNTA -2342 FNTB -2346 FOLH1 -2348 FOLR1 -2350 FOLR2 -2352 FOLR3 -2353 FOS -2354 FOSB -2355 FOSL2 -2356 FPGS -2357 FPR1 -2358 FPR2 -2359 FPR3 -2395 FXN -2444 FRK -2475 MTOR -2483 FRG1 -2487 FRZB -2488 FSHB -2491 CENPI -2492 FSHR -2494 NR5A2 -2495 FTH1 -2512 FTL -2515 ADAM2 -2516 NR5A1 -2517 FUCA1 -2519 FUCA2 -2520 GAST -2521 FUS -2523 FUT1 -2524 FUT2 -2525 FUT3 -2526 FUT4 -2527 FUT5 -2528 FUT6 -2529 FUT7 -2530 FUT8 -2531 KDSR -2532 ACKR1 -2533 FYB1 -2534 FYN -2535 FZD2 -2537 IFI6 -2538 G6PC1 -2539 G6PD -2542 SLC37A4 -2543 GAGE1 -2547 XRCC6 -2548 GAA -2549 GAB1 -2550 GABBR1 -2551 GABPA -2553 GABPB1 -2554 GABRA1 -2555 GABRA2 -2556 GABRA3 -2557 GABRA4 -2558 GABRA5 -2559 GABRA6 -2560 GABRB1 -2561 GABRB2 -2562 GABRB3 -2563 GABRD -2564 GABRE -2565 GABRG1 -2566 GABRG2 -2567 GABRG3 -2568 GABRP -2569 GABRR1 -2570 GABRR2 -2571 GAD1 -2572 GAD2 -2574 GAGE2C -2576 GAGE4 -2580 GAK -2581 GALC -2582 GALE -2583 B4GALNT1 -2584 GALK1 -2585 GALK2 -2587 GALR1 -2588 GALNS -2589 GALNT1 -2590 GALNT2 -2591 GALNT3 -2592 GALT -2593 GAMT -2595 GANC -2596 GAP43 -2597 GAPDH -2615 LRRC32 -2617 GARS1 -2618 GART -2619 GAS1 -2620 GAS2 -2621 GAS6 -2622 GAS8 -2623 GATA1 -2624 GATA2 -2625 GATA3 -2626 GATA4 -2627 GATA6 -2628 GATM -2629 GBA1 -2630 GBAP1 -2631 NIPSNAP2 -2632 GBE1 -2633 GBP1 -2634 GBP2 -2635 GBP3 -2636 GBX1 -2637 GBX2 -2638 GC -2639 GCDH -2641 GCG -2642 GCGR -2643 GCH1 -2644 GCHFR -2645 GCK -2646 GCKR -2647 BLOC1S1 -2648 KAT2A -2649 NR6A1 -2650 GCNT1 -2651 GCNT2 -2652 OPN1MW -2653 GCSH -2657 GDF1 -2658 GDF2 -2660 MSTN -2661 GDF9 -2662 GDF10 -2664 GDI1 -2665 GDI2 -2668 GDNF -2669 GEM -2670 GFAP -2671 GFER -2672 GFI1 -2673 GFPT1 -2674 GFRA1 -2675 GFRA2 -2676 GFRA3 -2677 GGCX -2678 GGT1 -2681 GGTA1 -2683 B4GALT1 -2686 GGT7 -2687 GGT5 -2688 GH1 -2689 GH2 -2690 GHR -2691 GHRH -2692 GHRHR -2693 GHSR -2694 CBLIF -2695 GIP -2696 GIPR -2697 GJA1 -2700 GJA3 -2701 GJA4 -2702 GJA5 -2703 GJA8 -2705 GJB1 -2706 GJB2 -2707 GJB3 -2709 GJB5 -2710 GK -2712 GK2 -2717 GLA -2719 GPC3 -2720 GLB1 -2729 GCLC -2730 GCLM -2731 GLDC -2733 GLE1 -2734 GLG1 -2735 GLI1 -2736 GLI2 -2737 GLI3 -2738 GLI4 -2739 GLO1 -2740 GLP1R -2741 GLRA1 -2742 GLRA2 -2743 GLRB -2744 GLS -2745 GLRX -2746 GLUD1 -2747 GLUD2 -2752 GLUL -2760 GM2A -2762 GMDS -2764 GMFB -2765 GML -2766 GMPR -2767 GNA11 -2768 GNA12 -2769 GNA15 -2770 GNAI1 -2771 GNAI2 -2773 GNAI3 -2774 GNAL -2775 GNAO1 -2776 GNAQ -2778 GNAS -2779 GNAT1 -2781 GNAZ -2782 GNB1 -2783 GNB2 -2784 GNB3 -2785 GNG3 -2786 GNG4 -2787 GNG5 -2788 GNG7 -2790 GNG10 -2791 GNG11 -2792 GNGT1 -2793 GNGT2 -2794 GNL1 -2796 GNRH1 -2797 GNRH2 -2798 GNRHR -2799 GNS -2800 GOLGA1 -2801 GOLGA2 -2802 GOLGA3 -2803 GOLGA4 -2804 GOLGB1 -2805 GOT1 -2806 GOT2 -2810 SFN -2811 GP1BA -2813 GP2 -2814 GP5 -2815 GP9 -2817 GPC1 -2819 GPD1 -2820 GPD2 -2821 GPI -2822 GPLD1 -2823 GPM6A -2824 GPM6B -2825 CMKLR2 -2826 CCR10 -2827 GPR3 -2828 GPR4 -2829 XCR1 -2830 GPR6 -2831 NPBWR1 -2832 NPBWR2 -2833 CXCR3 -2834 PRLHR -2835 GPR12 -2837 UTS2R -2838 GPR15 -2840 GPR17 -2841 GPR18 -2842 GPR19 -2843 GPR20 -2844 GPR21 -2845 GPR22 -2846 LPAR4 -2847 MCHR1 -2848 GPR25 -2849 GPR26 -2850 GPR27 -2852 GPER1 -2853 GPR31 -2854 GPR32 -2856 GPR33 -2857 GPR34 -2859 GPR35 -2861 GPR37 -2862 MLNR -2863 GPR39 -2864 FFAR1 -2865 FFAR3 -2867 FFAR2 -2868 GRK4 -2869 GRK5 -2870 GRK6 -2872 MKNK2 -2873 GPS1 -2874 GPS2 -2875 GPT -2876 GPX1 -2877 GPX2 -2878 GPX3 -2879 GPX4 -2880 GPX5 -2882 GPX7 -2885 GRB2 -2886 GRB7 -2887 GRB10 -2888 GRB14 -2889 RAPGEF1 -2890 GRIA1 -2891 GRIA2 -2892 GRIA3 -2893 GRIA4 -2894 GRID1 -2895 GRID2 -2896 GRN -2897 GRIK1 -2898 GRIK2 -2899 GRIK3 -2900 GRIK4 -2901 GRIK5 -2902 GRIN1 -2903 GRIN2A -2904 GRIN2B -2905 GRIN2C -2906 GRIN2D -2907 GRINA -2908 NR3C1 -2909 ARHGAP35 -2911 GRM1 -2912 GRM2 -2913 GRM3 -2914 GRM4 -2915 GRM5 -2916 GRM6 -2917 GRM7 -2918 GRM8 -2919 CXCL1 -2920 CXCL2 -2921 CXCL3 -2922 GRP -2923 PDIA3 -2925 GRPR -2926 GRSF1 -2928 GSC2 -2931 GSK3A -2932 GSK3B -2934 GSN -2935 GSPT1 -2936 GSR -2937 GSS -2938 GSTA1 -2939 GSTA2 -2940 GSTA3 -2941 GSTA4 -2944 GSTM1 -2946 GSTM2 -2947 GSTM3 -2948 GSTM4 -2949 GSTM5 -2950 GSTP1 -2953 GSTT2 -2954 GSTZ1 -2956 MSH6 -2957 GTF2A1 -2958 GTF2A2 -2959 GTF2B -2960 GTF2E1 -2961 GTF2E2 -2962 GTF2F1 -2963 GTF2F2 -2965 GTF2H1 -2966 GTF2H2 -2967 GTF2H3 -2968 GTF2H4 -2969 GTF2I -2970 GTF2IP1 -2971 GTF3A -2972 BRF1 -2974 GUCY1B2 -2975 GTF3C1 -2976 GTF3C2 -2977 GUCY1A2 -2978 GUCA1A -2979 GUCA1B -2980 GUCA2A -2981 GUCA2B -2982 GUCY1A1 -2983 GUCY1B1 -2984 GUCY2C -2986 GUCY2F -2987 GUK1 -2990 GUSB -2992 GYG1 -2993 GYPA -2994 GYPB -2995 GYPC -2996 GYPE -2997 GYS1 -2998 GYS2 -2999 GZMH -3000 GUCY2D -3001 GZMA -3002 GZMB -3003 GZMK -3004 GZMM -3005 H1-0 -3006 H1-2 -3007 H1-3 -3008 H1-4 -3009 H1-5 -3010 H1-6 -3012 H2AC8 -3013 H2AC7 -3014 H2AX -3015 H2AZ1 -3017 H2BC5 -3018 H2BC3 -3020 H3-3A -3021 H3-3B -3024 H1-1 -3026 HABP2 -3028 HSD17B10 -3029 HAGH -3030 HADHA -3032 HADHB -3033 HADH -3034 HAL -3035 HARS1 -3036 HAS1 -3037 HAS2 -3038 HAS3 -3039 HBA1 -3040 HBA2 -3042 HBM -3043 HBB -3045 HBD -3046 HBE1 -3047 HBG1 -3048 HBG2 -3049 HBQ1 -3050 HBZ -3052 HCCS -3053 SERPIND1 -3054 HCFC1 -3055 HCK -3059 HCLS1 -3060 HCRT -3061 HCRTR1 -3062 HCRTR2 -3064 HTT -3065 HDAC1 -3066 HDAC2 -3067 HDC -3068 HDGF -3069 HDLBP -3070 HELLS -3071 NCKAP1L -3073 HEXA -3074 HEXB -3075 CFH -3077 HFE -3078 CFHR1 -3080 CFHR2 -3081 HGD -3082 HGF -3083 HGFAC -3084 NRG1 -3087 HHEX -3090 HIC1 -3091 HIF1A -3092 HIP1 -3093 UBE2K -3094 HINT1 -3096 HIVEP1 -3097 HIVEP2 -3098 HK1 -3099 HK2 -3101 HK3 -3104 ZBTB48 -3105 HLA-A -3106 HLA-B -3107 HLA-C -3108 HLA-DMA -3109 HLA-DMB -3110 MNX1 -3111 HLA-DOA -3112 HLA-DOB -3113 HLA-DPA1 -3115 HLA-DPB1 -3116 HLA-DPB2 -3117 HLA-DQA1 -3119 HLA-DQB1 -3120 HLA-DQB2 -3122 HLA-DRA -3123 HLA-DRB1 -3127 HLA-DRB5 -3128 HLA-DRB6 -3131 HLF -3133 HLA-E -3134 HLA-F -3135 HLA-G -3139 HLA-L -3140 MR1 -3141 HLCS -3142 HLX -3145 HMBS -3146 HMGB1 -3148 HMGB2 -3149 HMGB3 -3150 HMGN1 -3151 HMGN2 -3155 HMGCL -3156 HMGCR -3157 HMGCS1 -3158 HMGCS2 -3159 HMGA1 -3161 HMMR -3162 HMOX1 -3163 HMOX2 -3164 NR4A1 -3166 HMX1 -3167 HMX2 -3169 FOXA1 -3170 FOXA2 -3171 FOXA3 -3172 HNF4A -3174 HNF4G -3175 ONECUT1 -3176 HNMT -3177 SLC29A2 -3178 HNRNPA1 -3181 HNRNPA2B1 -3182 HNRNPAB -3183 HNRNPC -3184 HNRNPD -3185 HNRNPF -3187 HNRNPH1 -3188 HNRNPH2 -3189 HNRNPH3 -3190 HNRNPK -3191 HNRNPL -3192 HNRNPU -3195 TLX1 -3196 TLX2 -3198 HOXA1 -3199 HOXA2 -3200 HOXA3 -3201 HOXA4 -3202 HOXA5 -3203 HOXA6 -3204 HOXA7 -3205 HOXA9 -3206 HOXA10 -3207 HOXA11 -3208 HPCA -3209 HOXA13 -3211 HOXB1 -3212 HOXB2 -3213 HOXB3 -3214 HOXB4 -3215 HOXB5 -3216 HOXB6 -3217 HOXB7 -3218 HOXB8 -3219 HOXB9 -3221 HOXC4 -3222 HOXC5 -3223 HOXC6 -3224 HOXC8 -3225 HOXC9 -3226 HOXC10 -3227 HOXC11 -3228 HOXC12 -3229 HOXC13 -3231 HOXD1 -3232 HOXD3 -3233 HOXD4 -3234 HOXD8 -3235 HOXD9 -3236 HOXD10 -3237 HOXD11 -3238 HOXD12 -3239 HOXD13 -3240 HP -3241 HPCAL1 -3242 HPD -3248 HPGD -3249 HPN -3250 HPR -3251 HPRT1 -3257 HPS1 -3263 HPX -3265 HRAS -3266 ERAS -3267 AGFG1 -3268 AGFG2 -3269 HRH1 -3270 HRC -3273 HRG -3274 HRH2 -3275 PRMT2 -3276 PRMT1 -3280 HES1 -3281 HSBP1 -3283 HSD3B1 -3284 HSD3B2 -3290 HSD11B1 -3291 HSD11B2 -3292 HSD17B1 -3293 HSD17B3 -3294 HSD17B2 -3295 HSD17B4 -3297 HSF1 -3298 HSF2 -3299 HSF4 -3300 DNAJB2 -3301 DNAJA1 -3303 HSPA1A -3304 HSPA1B -3305 HSPA1L -3306 HSPA2 -3308 HSPA4 -3309 HSPA5 -3310 HSPA6 -3312 HSPA8 -3313 HSPA9 -3315 HSPB1 -3316 HSPB2 -3320 HSP90AA1 -3321 IGSF3 -3326 HSP90AB1 -3329 HSPD1 -3336 HSPE1 -3337 DNAJB1 -3338 DNAJC4 -3339 HSPG2 -3340 NDST1 -3344 FOXN2 -3346 HTN1 -3347 HTN3 -3350 HTR1A -3351 HTR1B -3352 HTR1D -3354 HTR1E -3355 HTR1F -3356 HTR2A -3357 HTR2B -3358 HTR2C -3359 HTR3A -3360 HTR4 -3361 HTR5A -3362 HTR6 -3363 HTR7 -3364 HUS1 -3371 TNC -3373 HYAL1 -3375 IAPP -3376 IARS1 -3381 IBSP -3382 ICA1 -3383 ICAM1 -3384 ICAM2 -3385 ICAM3 -3394 IRF8 -3396 MRPL58 -3397 ID1 -3398 ID2 -3399 ID3 -3400 ID4 -3416 IDE -3417 IDH1 -3418 IDH2 -3419 IDH3A -3420 IDH3B -3421 IDH3G -3422 IDI1 -3423 IDS -3425 IDUA -3426 CFI -3428 IFI16 -3429 IFI27 -3430 IFI35 -3431 SP110 -3433 IFIT2 -3434 IFIT1 -3437 IFIT3 -3439 IFNA1 -3440 IFNA2 -3441 IFNA4 -3442 IFNA5 -3443 IFNA6 -3444 IFNA7 -3445 IFNA8 -3446 IFNA10 -3447 IFNA13 -3448 IFNA14 -3449 IFNA16 -3451 IFNA17 -3452 IFNA21 -3454 IFNAR1 -3455 IFNAR2 -3456 IFNB1 -3458 IFNG -3459 IFNGR1 -3460 IFNGR2 -3467 IFNW1 -3475 IFRD1 -3476 IGBP1 -3479 IGF1 -3480 IGF1R -3481 IGF2 -3482 IGF2R -3483 IGFALS -3484 IGFBP1 -3485 IGFBP2 -3486 IGFBP3 -3487 IGFBP4 -3488 IGFBP5 -3489 IGFBP6 -3490 IGFBP7 -3491 CCN1 -3508 IGHMBP2 -3512 JCHAIN -3516 RBPJ -3543 IGLL1 -3547 IGSF1 -3549 IHH -3550 IK -3551 IKBKB -3552 IL1A -3553 IL1B -3554 IL1R1 -3556 IL1RAP -3557 IL1RN -3558 IL2 -3559 IL2RA -3560 IL2RB -3561 IL2RG -3562 IL3 -3563 IL3RA -3565 IL4 -3566 IL4R -3567 IL5 -3568 IL5RA -3569 IL6 -3570 IL6R -3572 IL6ST -3574 IL7 -3575 IL7R -3576 CXCL8 -3577 CXCR1 -3578 IL9 -3579 CXCR2 -3581 IL9R -3586 IL10 -3587 IL10RA -3588 IL10RB -3589 IL11 -3590 IL11RA -3592 IL12A -3593 IL12B -3594 IL12RB1 -3595 IL12RB2 -3596 IL13 -3597 IL13RA1 -3598 IL13RA2 -3600 IL15 -3601 IL15RA -3603 IL16 -3604 TNFRSF9 -3605 IL17A -3606 IL18 -3607 FOXK2 -3608 ILF2 -3609 ILF3 -3611 ILK -3612 IMPA1 -3613 IMPA2 -3614 IMPDH1 -3615 IMPDH2 -3617 IMPG1 -3619 INCENP -3620 IDO1 -3621 ING1 -3622 ING2 -3623 INHA -3624 INHBA -3625 INHBB -3626 INHBC -3627 CXCL10 -3628 INPP1 -3630 INS -3631 INPP4A -3632 INPP5A -3633 INPP5B -3635 INPP5D -3636 INPPL1 -3638 INSIG1 -3640 INSL3 -3641 INSL4 -3642 INSM1 -3643 INSR -3645 INSRR -3646 EIF3E -3651 PDX1 -3652 IPP -3654 IRAK1 -3655 ITGA6 -3656 IRAK2 -3658 IREB2 -3659 IRF1 -3660 IRF2 -3661 IRF3 -3662 IRF4 -3663 IRF5 -3664 IRF6 -3665 IRF7 -3667 IRS1 -3669 ISG20 -3670 ISL1 -3671 ISLR -3672 ITGA1 -3673 ITGA2 -3674 ITGA2B -3675 ITGA3 -3676 ITGA4 -3678 ITGA5 -3679 ITGA7 -3680 ITGA9 -3681 ITGAD -3682 ITGAE -3683 ITGAL -3684 ITGAM -3685 ITGAV -3687 ITGAX -3688 ITGB1 -3689 ITGB2 -3690 ITGB3 -3691 ITGB4 -3692 EIF6 -3693 ITGB5 -3694 ITGB6 -3695 ITGB7 -3696 ITGB8 -3697 ITIH1 -3698 ITIH2 -3699 ITIH3 -3700 ITIH4 -3702 ITK -3703 STT3A -3704 ITPA -3705 ITPK1 -3706 ITPKA -3707 ITPKB -3708 ITPR1 -3709 ITPR2 -3710 ITPR3 -3712 IVD -3713 IVL -3714 JAG2 -3716 JAK1 -3717 JAK2 -3718 JAK3 -3720 JARID2 -3725 JUN -3726 JUNB -3727 JUND -3728 JUP -3730 ANOS1 -3732 CD82 -3735 KARS1 -3736 KCNA1 -3737 KCNA2 -3738 KCNA3 -3739 KCNA4 -3741 KCNA5 -3742 KCNA6 -3743 KCNA7 -3744 KCNA10 -3745 KCNB1 -3746 KCNC1 -3747 KCNC2 -3748 KCNC3 -3749 KCNC4 -3750 KCND1 -3751 KCND2 -3752 KCND3 -3753 KCNE1 -3754 KCNF1 -3755 KCNG1 -3756 KCNH1 -3757 KCNH2 -3758 KCNJ1 -3759 KCNJ2 -3760 KCNJ3 -3761 KCNJ4 -3762 KCNJ5 -3763 KCNJ6 -3764 KCNJ8 -3765 KCNJ9 -3766 KCNJ10 -3767 KCNJ11 -3768 KCNJ12 -3769 KCNJ13 -3770 KCNJ14 -3772 KCNJ15 -3773 KCNJ16 -3775 KCNK1 -3776 KCNK2 -3777 KCNK3 -3778 KCNMA1 -3779 KCNMB1 -3780 KCNN1 -3781 KCNN2 -3782 KCNN3 -3783 KCNN4 -3784 KCNQ1 -3785 KCNQ2 -3786 KCNQ3 -3787 KCNS1 -3788 KCNS2 -3790 KCNS3 -3791 KDR -3792 KEL -3795 KHK -3796 KIF2A -3797 KIF3C -3798 KIF5A -3799 KIF5B -3800 KIF5C -3801 KIFC3 -3802 KIR2DL1 -3804 KIR2DL3 -3805 KIR2DL4 -3809 KIR2DS4 -3811 KIR3DL1 -3812 KIR3DL2 -3814 KISS1 -3815 KIT -3816 KLK1 -3817 KLK2 -3818 KLKB1 -3820 KLRB1 -3821 KLRC1 -3822 KLRC2 -3823 KLRC3 -3824 KLRD1 -3827 KNG1 -3831 KLC1 -3832 KIF11 -3833 KIFC1 -3834 KIF25 -3835 KIF22 -3836 KPNA1 -3837 KPNB1 -3838 KPNA2 -3839 KPNA3 -3840 KPNA4 -3841 KPNA5 -3842 TNPO1 -3843 IPO5 -3845 KRAS -3846 KRTAP5-9 -3848 KRT1 -3849 KRT2 -3850 KRT3 -3851 KRT4 -3852 KRT5 -3853 KRT6A -3854 KRT6B -3855 KRT7 -3856 KRT8 -3857 KRT9 -3858 KRT10 -3859 KRT12 -3860 KRT13 -3861 KRT14 -3866 KRT15 -3868 KRT16 -3872 KRT17 -3875 KRT18 -3880 KRT19 -3881 KRT31 -3882 KRT32 -3883 KRT33A -3884 KRT33B -3885 KRT34 -3886 KRT35 -3887 KRT81 -3888 KRT82 -3889 KRT83 -3890 KRT84 -3891 KRT85 -3892 KRT86 -3895 KTN1 -3897 L1CAM -3898 LAD1 -3899 AFF3 -3902 LAG3 -3903 LAIR1 -3904 LAIR2 -3906 LALBA -3908 LAMA2 -3909 LAMA3 -3910 LAMA4 -3911 LAMA5 -3912 LAMB1 -3913 LAMB2 -3914 LAMB3 -3915 LAMC1 -3916 LAMP1 -3918 LAMC2 -3920 LAMP2 -3921 RPSA -3925 STMN1 -3927 LASP1 -3929 LBP -3930 LBR -3931 LCAT -3932 LCK -3933 LCN1 -3934 LCN2 -3936 LCP1 -3937 LCP2 -3938 LCT -3939 LDHA -3945 LDHB -3948 LDHC -3949 LDLR -3950 LECT2 -3952 LEP -3953 LEPR -3954 LETM1 -3955 LFNG -3956 LGALS1 -3957 LGALS2 -3958 LGALS3 -3959 LGALS3BP -3960 LGALS4 -3963 LGALS7 -3964 LGALS8 -3965 LGALS9 -3972 LHB -3973 LHCGR -3975 LHX1 -3976 LIF -3977 LIFR -3978 LIG1 -3980 LIG3 -3981 LIG4 -3982 LIM2 -3983 ABLIM1 -3984 LIMK1 -3985 LIMK2 -3987 LIMS1 -3988 LIPA -3990 LIPC -3991 LIPE -3992 FADS1 -3993 LLGL2 -3995 FADS3 -3996 LLGL1 -3998 LMAN1 -4000 LMNA -4001 LMNB1 -4004 LMO1 -4005 LMO2 -4007 PRICKLE3 -4008 LMO7 -4009 LMX1A -4010 LMX1B -4012 LNPEP -4013 VWA5A -4014 LORICRIN -4015 LOX -4016 LOXL1 -4017 LOXL2 -4018 LPA -4023 LPL -4025 LPO -4026 LPP -4033 IRAG2 -4034 LRCH4 -4035 LRP1 -4036 LRP2 -4037 LRP3 -4038 LRP4 -4040 LRP6 -4041 LRP5 -4043 LRPAP1 -4045 LSAMP -4046 LSP1 -4047 LSS -4048 LTA4H -4049 LTA -4050 LTB -4051 CYP4F3 -4052 LTBP1 -4053 LTBP2 -4054 LTBP3 -4055 LTBR -4057 LTF -4058 LTK -4059 BCAM -4060 LUM -4061 LY6E -4062 LY6H -4063 LY9 -4064 CD180 -4065 LY75 -4066 LYL1 -4067 LYN -4068 SH2D1A -4069 LYZ -4070 TACSTD2 -4071 TM4SF1 -4072 EPCAM -4074 M6PR -4076 CAPRIN1 -4077 NBR1 -4081 MAB21L1 -4082 MARCKS -4084 MXD1 -4085 MAD2L1 -4086 SMAD1 -4087 SMAD2 -4088 SMAD3 -4089 SMAD4 -4090 SMAD5 -4091 SMAD6 -4092 SMAD7 -4093 SMAD9 -4094 MAF -4097 MAFG -4099 MAG -4100 MAGEA1 -4101 MAGEA2 -4102 MAGEA3 -4103 MAGEA4 -4105 MAGEA6 -4107 MAGEA8 -4108 MAGEA9 -4109 MAGEA10 -4110 MAGEA11 -4111 MAGEA12 -4112 MAGEB1 -4113 MAGEB2 -4114 MAGEB3 -4115 MAGEB4 -4116 MAGOH -4117 MAK -4118 MAL -4121 MAN1A1 -4122 MAN2A2 -4123 MAN2C1 -4124 MAN2A1 -4125 MAN2B1 -4126 MANBA -4128 MAOA -4129 MAOB -4130 MAP1A -4131 MAP1B -4133 MAP2 -4134 MAP4 -4135 MAP6 -4137 MAPT -4139 MARK1 -4140 MARK3 -4141 MARS1 -4142 MAS1 -4143 MAT1A -4144 MAT2A -4145 MATK -4146 MATN1 -4147 MATN2 -4148 MATN3 -4149 MAX -4150 MAZ -4151 MB -4152 MBD1 -4153 MBL2 -4154 MBNL1 -4155 MBP -4157 MC1R -4158 MC2R -4159 MC3R -4160 MC4R -4161 MC5R -4162 MCAM -4163 MCC -4166 CHST6 -4168 MCF2 -4170 MCL1 -4171 MCM2 -4172 MCM3 -4173 MCM4 -4174 MCM5 -4175 MCM6 -4176 MCM7 -4179 CD46 -4184 SMCP -4185 ADAM11 -4188 MDFI -4189 DNAJB9 -4190 MDH1 -4191 MDH2 -4192 MDK -4193 MDM2 -4194 MDM4 -4199 ME1 -4200 ME2 -4201 MEA1 -4204 MECP2 -4205 MEF2A -4208 MEF2C -4209 MEF2D -4210 MEFV -4211 MEIS1 -4212 MEIS2 -4214 MAP3K1 -4215 MAP3K3 -4216 MAP3K4 -4217 MAP3K5 -4218 RAB8A -4221 MEN1 -4222 MEOX1 -4223 MEOX2 -4224 MEP1A -4225 MEP1B -4232 MEST -4233 MET -4234 METTL1 -4236 MFAP1 -4237 MFAP2 -4238 MFAP3 -4239 MFAP4 -4240 MFGE8 -4241 MELTF -4242 MFNG -4245 MGAT1 -4246 SCGB2A1 -4247 MGAT2 -4248 MGAT3 -4249 MGAT5 -4250 SCGB2A2 -4253 MIA2 -4254 KITLG -4255 MGMT -4256 MGP -4257 MGST1 -4258 MGST2 -4259 MGST3 -4261 CIITA -4267 CD99 -4277 MICB -4281 MID1 -4282 MIF -4283 CXCL9 -4284 MIP -4285 MIPEP -4286 MITF -4287 ATXN3 -4288 MKI67 -4289 MKLN1 -4291 MLF1 -4292 MLH1 -4293 MAP3K9 -4294 MAP3K10 -4295 MLN -4296 MAP3K11 -4297 KMT2A -4298 MLLT1 -4299 AFF1 -4300 MLLT3 -4301 AFDN -4302 MLLT6 -4303 FOXO4 -4306 NR3C2 -4308 TRPM1 -4311 MME -4312 MMP1 -4313 MMP2 -4314 MMP3 -4316 MMP7 -4317 MMP8 -4318 MMP9 -4319 MMP10 -4320 MMP11 -4321 MMP12 -4322 MMP13 -4323 MMP14 -4324 MMP15 -4325 MMP16 -4326 MMP17 -4327 MMP19 -4329 ALDH6A1 -4330 MN1 -4331 MNAT1 -4332 MNDA -4335 MNT -4336 MOBP -4337 MOCS1 -4338 MOCS2 -4340 MOG -4342 MOS -4343 MOV10 -4345 CD200 -4350 MPG -4351 MPI -4352 MPL -4353 MPO -4354 MPP1 -4355 MPP2 -4356 MPP3 -4357 MPST -4358 MPV17 -4359 MPZ -4360 MRC1 -4361 MRE11 -4363 ABCC1 -4430 MYO1B -4435 CITED1 -4436 MSH2 -4437 MSH3 -4438 MSH4 -4439 MSH5 -4440 MSI1 -4477 MSMB -4478 MSN -4481 MSR1 -4482 MSRA -4485 MST1 -4486 MST1R -4487 MSX1 -4488 MSX2 -4489 MT1A -4490 MT1B -4493 MT1E -4494 MT1F -4495 MT1G -4496 MT1H -4498 MT1JP -4499 MT1M -4500 MT1L -4501 MT1X -4502 MT2A -4504 MT3 -4507 MTAP -4508 ATP6 -4509 ATP8 -4512 COX1 -4513 COX2 -4514 COX3 -4515 MTCP1 -4519 CYTB -4520 MTF1 -4521 NUDT1 -4522 MTHFD1 -4524 MTHFR -4528 MTIF2 -4534 MTM1 -4535 ND1 -4536 ND2 -4537 ND3 -4538 ND4 -4539 ND4L -4540 ND5 -4541 ND6 -4542 MYO1F -4543 MTNR1A -4544 MTNR1B -4547 MTTP -4548 MTR -4552 MTRR -4580 MTX1 -4582 MUC1 -4584 MUC3A -4585 MUC4 -4586 MUC5AC -4588 MUC6 -4589 MUC7 -4591 TRIM37 -4593 MUSK -4594 MMUT -4595 MUTYH -4597 MVD -4598 MVK -4599 MX1 -4600 MX2 -4601 MXI1 -4602 MYB -4603 MYBL1 -4604 MYBPC1 -4605 MYBL2 -4606 MYBPC2 -4607 MYBPC3 -4608 MYBPH -4609 MYC -4610 MYCL -4613 MYCN -4615 MYD88 -4616 GADD45B -4617 MYF5 -4618 MYF6 -4619 MYH1 -4620 MYH2 -4621 MYH3 -4622 MYH4 -4624 MYH6 -4625 MYH7 -4626 MYH8 -4627 MYH9 -4628 MYH10 -4629 MYH11 -4632 MYL1 -4633 MYL2 -4634 MYL3 -4635 MYL4 -4636 MYL5 -4637 MYL6 -4638 MYLK -4640 MYO1A -4641 MYO1C -4642 MYO1D -4643 MYO1E -4644 MYO5A -4645 MYO5B -4646 MYO6 -4647 MYO7A -4648 MYO7B -4649 MYO9A -4650 MYO9B -4651 MYO10 -4653 MYOC -4654 MYOD1 -4656 MYOG -4659 PPP1R12A -4660 PPP1R12B -4661 MYT1 -4664 NAB1 -4665 NAB2 -4666 NACA -4668 NAGA -4669 NAGLU -4670 HNRNPM -4671 NAIP -4673 NAP1L1 -4674 NAP1L2 -4675 NAP1L3 -4676 NAP1L4 -4677 NARS1 -4678 NASP -4680 CEACAM6 -4681 NBL1 -4682 NUBP1 -4683 NBN -4684 NCAM1 -4685 NCAM2 -4686 NCBP1 -4688 NCF2 -4689 NCF4 -4690 NCK1 -4691 NCL -4692 NDN -4693 NDP -4694 NDUFA1 -4695 NDUFA2 -4696 NDUFA3 -4697 NDUFA4 -4698 NDUFA5 -4700 NDUFA6 -4701 NDUFA7 -4702 NDUFA8 -4703 NEB -4704 NDUFA9 -4705 NDUFA10 -4706 NDUFAB1 -4707 NDUFB1 -4708 NDUFB2 -4709 NDUFB3 -4710 NDUFB4 -4711 NDUFB5 -4712 NDUFB6 -4713 NDUFB7 -4714 NDUFB8 -4715 NDUFB9 -4716 NDUFB10 -4717 NDUFC1 -4718 NDUFC2 -4719 NDUFS1 -4720 NDUFS2 -4722 NDUFS3 -4723 NDUFV1 -4724 NDUFS4 -4725 NDUFS5 -4726 NDUFS6 -4728 NDUFS8 -4729 NDUFV2 -4731 NDUFV3 -4733 DRG1 -4734 NEDD4 -4735 SEPTIN2 -4736 RPL10A -4738 NEDD8 -4739 NEDD9 -4741 NEFM -4744 NEFH -4745 NELL1 -4747 NEFL -4750 NEK1 -4751 NEK2 -4752 NEK3 -4753 NELL2 -4756 NEO1 -4758 NEU1 -4759 NEU2 -4760 NEUROD1 -4761 NEUROD2 -4762 NEUROG1 -4763 NF1 -4771 NF2 -4772 NFATC1 -4773 NFATC2 -4774 NFIA -4775 NFATC3 -4776 NFATC4 -4778 NFE2 -4779 NFE2L1 -4780 NFE2L2 -4781 NFIB -4782 NFIC -4783 NFIL3 -4784 NFIX -4790 NFKB1 -4791 NFKB2 -4792 NFKBIA -4793 NFKBIB -4794 NFKBIE -4795 NFKBIL1 -4796 TONSL -4798 NFRKB -4799 NFX1 -4800 NFYA -4801 NFYB -4802 NFYC -4803 NGF -4804 NGFR -4807 NHLH1 -4808 NHLH2 -4809 SNU13 -4810 NHS -4811 NID1 -4814 NINJ1 -4815 NINJ2 -4817 NIT1 -4818 NKG7 -4820 NKTR -4821 NKX2-2 -4824 NKX3-1 -4825 NKX6-1 -4826 NNAT -4828 NMB -4829 NMBR -4830 NME1 -4831 NME2 -4832 NME3 -4833 NME4 -4835 NQO2 -4836 NMT1 -4837 NNMT -4838 NODAL -4839 NOP2 -4841 NONO -4842 NOS1 -4843 NOS2 -4846 NOS3 -4848 CNOT2 -4849 CNOT3 -4850 CNOT4 -4851 NOTCH1 -4852 NPY -4853 NOTCH2 -4854 NOTCH3 -4855 NOTCH4 -4856 CCN3 -4857 NOVA1 -4858 NOVA2 -4860 PNP -4861 NPAS1 -4862 NPAS2 -4863 NPAT -4864 NPC1 -4867 NPHP1 -4868 NPHS1 -4869 NPM1 -4878 NPPA -4879 NPPB -4880 NPPC -4881 NPR1 -4882 NPR2 -4883 NPR3 -4884 NPTX1 -4885 NPTX2 -4886 NPY1R -4887 NPY2R -4888 NPY6R -4889 NPY5R -4891 SLC11A2 -4892 NRAP -4893 NRAS -4897 NRCAM -4898 NRDC -4899 NRF1 -4900 NRGN -4901 NRL -4902 NRTN -4904 YBX1 -4905 NSF -4907 NT5E -4908 NTF3 -4909 NTF4 -4913 NTHL1 -4914 NTRK1 -4915 NTRK2 -4916 NTRK3 -4917 NTN3 -4919 ROR1 -4920 ROR2 -4921 DDR2 -4922 NTS -4923 NTSR1 -4924 NUCB1 -4925 NUCB2 -4926 NUMA1 -4927 NUP88 -4928 NUP98 -4929 NR4A2 -4931 NVL -4935 GPR143 -4938 OAS1 -4939 OAS2 -4940 OAS3 -4942 OAT -4943 TBC1D25 -4946 OAZ1 -4947 OAZ2 -4948 OCA2 -4951 OCM2 -4952 OCRL -4953 ODC1 -4956 ODF1 -4957 ODF2 -4958 OMD -4967 OGDH -4968 OGG1 -4969 OGN -4973 OLR1 -4974 OMG -4975 OMP -4976 OPA1 -4978 OPCML -4982 TNFRSF11B -4983 OPHN1 -4985 OPRD1 -4986 OPRK1 -4987 OPRL1 -4988 OPRM1 -4990 SIX6 -4991 OR1D2 -4992 OR1F1 -4993 OR2C1 -4994 OR3A1 -4995 OR3A2 -4998 ORC1 -4999 ORC2 -5000 ORC4 -5001 ORC5 -5002 SLC22A18 -5003 SLC22A18AS -5004 ORM1 -5005 ORM2 -5007 OSBP -5008 OSM -5009 OTC -5010 CLDN11 -5013 OTX1 -5015 OTX2 -5016 OVGP1 -5017 OVOL1 -5018 OXA1L -5019 OXCT1 -5020 OXT -5021 OXTR -5023 P2RX1 -5024 P2RX3 -5025 P2RX4 -5026 P2RX5 -5027 P2RX7 -5028 P2RY1 -5029 P2RY2 -5030 P2RY4 -5031 P2RY6 -5032 P2RY11 -5033 P4HA1 -5034 P4HB -5036 PA2G4 -5037 PEBP1 -5042 PABPC3 -5045 FURIN -5046 PCSK6 -5047 PAEP -5048 PAFAH1B1 -5049 PAFAH1B2 -5050 PAFAH1B3 -5051 PAFAH2 -5052 PRDX1 -5053 PAH -5054 SERPINE1 -5055 SERPINB2 -5058 PAK1 -5062 PAK2 -5063 PAK3 -5064 PALM -5066 PAM -5067 CNTN3 -5068 REG3A -5069 PAPPA -5071 PRKN -5073 PARN -5074 PAWR -5075 PAX1 -5076 PAX2 -5077 PAX3 -5078 PAX4 -5079 PAX5 -5080 PAX6 -5081 PAX7 -5082 PDCL -5083 PAX9 -5087 PBX1 -5089 PBX2 -5090 PBX3 -5091 PC -5092 PCBD1 -5093 PCBP1 -5094 PCBP2 -5095 PCCA -5096 PCCB -5097 PCDH1 -5098 PCDHGC3 -5099 PCDH7 -5100 PCDH8 -5101 PCDH9 -5104 SERPINA5 -5105 PCK1 -5106 PCK2 -5108 PCM1 -5110 PCMT1 -5111 PCNA -5116 PCNT -5118 PCOLCE -5119 CHMP1A -5121 PCP4 -5122 PCSK1 -5125 PCSK5 -5126 PCSK2 -5127 CDK16 -5128 CDK17 -5129 CDK18 -5130 PCYT1A -5132 PDC -5133 PDCD1 -5134 PDCD2 -5136 PDE1A -5137 PDE1C -5138 PDE2A -5139 PDE3A -5140 PDE3B -5141 PDE4A -5142 PDE4B -5143 PDE4C -5144 PDE4D -5145 PDE6A -5146 PDE6C -5147 PDE6D -5148 PDE6G -5149 PDE6H -5150 PDE7A -5151 PDE8A -5152 PDE9A -5153 PDE1B -5154 PDGFA -5155 PDGFB -5156 PDGFRA -5157 PDGFRL -5158 PDE6B -5159 PDGFRB -5160 PDHA1 -5161 PDHA2 -5162 PDHB -5163 PDK1 -5164 PDK2 -5165 PDK3 -5166 PDK4 -5167 ENPP1 -5168 ENPP2 -5169 ENPP3 -5170 PDPK1 -5172 SLC26A4 -5173 PDYN -5174 PDZK1 -5175 PECAM1 -5176 SERPINF1 -5178 PEG3 -5179 PENK -5184 PEPD -5187 PER1 -5188 GATB -5189 PEX1 -5190 PEX6 -5191 PEX7 -5192 PEX10 -5193 PEX12 -5194 PEX13 -5195 PEX14 -5196 PF4 -5197 PF4V1 -5198 PFAS -5199 CFP -5201 PFDN1 -5202 PFDN2 -5203 PFDN4 -5204 PFDN5 -5205 ATP8B1 -5207 PFKFB1 -5208 PFKFB2 -5209 PFKFB3 -5210 PFKFB4 -5211 PFKL -5212 VIT -5213 PFKM -5214 PFKP -5216 PFN1 -5217 PFN2 -5218 CDK14 -5222 PGA5 -5223 PGAM1 -5225 PGC -5226 PGD -5228 PGF -5229 PGGT1B -5230 PGK1 -5232 PGK2 -5236 PGM1 -5238 PGM3 -5239 PGM5 -5241 PGR -5243 ABCB1 -5244 ABCB4 -5245 PHB1 -5250 SLC25A3 -5251 PHEX -5252 PHF1 -5253 PHF2 -5255 PHKA1 -5256 PHKA2 -5257 PHKB -5260 PHKG1 -5261 PHKG2 -5264 PHYH -5265 SERPINA1 -5266 PI3 -5267 SERPINA4 -5268 SERPINB5 -5269 SERPINB6 -5270 SERPINE2 -5271 SERPINB8 -5272 SERPINB9 -5273 SERPINB10 -5274 SERPINI1 -5275 SERPINB13 -5276 SERPINI2 -5277 PIGA -5279 PIGC -5281 PIGF -5283 PIGH -5284 PIGR -5286 PIK3C2A -5287 PIK3C2B -5288 PIK3C2G -5289 PIK3C3 -5290 PIK3CA -5291 PIK3CB -5292 PIM1 -5293 PIK3CD -5294 PIK3CG -5295 PIK3R1 -5296 PIK3R2 -5297 PI4KA -5298 PI4KB -5300 PIN1 -5301 PIN1P1 -5303 PIN4 -5304 PIP -5305 PIP4K2A -5306 PITPNA -5307 PITX1 -5308 PITX2 -5309 PITX3 -5310 PKD1 -5311 PKD2 -5313 PKLR -5314 PKHD1 -5315 PKM -5316 PKNOX1 -5317 PKP1 -5318 PKP2 -5319 PLA2G1B -5320 PLA2G2A -5321 PLA2G4A -5322 PLA2G5 -5324 PLAG1 -5325 PLAGL1 -5326 PLAGL2 -5327 PLAT -5328 PLAU -5329 PLAUR -5330 PLCB2 -5331 PLCB3 -5332 PLCB4 -5333 PLCD1 -5334 PLCL1 -5335 PLCG1 -5336 PLCG2 -5337 PLD1 -5338 PLD2 -5339 PLEC -5340 PLG -5341 PLEK -5342 PLGLB2 -5343 PLGLB1 -5345 SERPINF2 -5346 PLIN1 -5347 PLK1 -5348 FXYD1 -5349 FXYD3 -5350 PLN -5351 PLOD1 -5352 PLOD2 -5354 PLP1 -5355 PLP2 -5356 PLRG1 -5357 PLS1 -5358 PLS3 -5359 PLSCR1 -5360 PLTP -5361 PLXNA1 -5362 PLXNA2 -5364 PLXNB1 -5365 PLXNB3 -5366 PMAIP1 -5367 PMCH -5368 PNOC -5370 PMCHL2 -5371 PML -5372 PMM1 -5373 PMM2 -5375 PMP2 -5376 PMP22 -5378 PMS1 -5387 PMS2P3 -5393 EXOSC9 -5394 EXOSC10 -5395 PMS2 -5396 PRRX1 -5406 PNLIP -5407 PNLIPRP1 -5408 PNLIPRP2 -5409 PNMT -5411 PNN -5412 UBL3 -5413 SEPTIN5 -5414 SEPTIN4 -5420 PODXL -5422 POLA1 -5423 POLB -5424 POLD1 -5425 POLD2 -5426 POLE -5427 POLE2 -5428 POLG -5429 POLH -5430 POLR2A -5431 POLR2B -5432 POLR2C -5433 POLR2D -5434 POLR2E -5435 POLR2F -5436 POLR2G -5437 POLR2H -5438 POLR2I -5439 POLR2J -5440 POLR2K -5441 POLR2L -5442 POLRMT -5443 POMC -5444 PON1 -5445 PON2 -5446 PON3 -5447 POR -5449 POU1F1 -5450 POU2AF1 -5451 POU2F1 -5452 POU2F2 -5453 POU3F1 -5454 POU3F2 -5455 POU3F3 -5456 POU3F4 -5457 POU4F1 -5458 POU4F2 -5459 POU4F3 -5460 POU5F1 -5462 POU5F1B -5463 POU6F1 -5464 PPA1 -5465 PPARA -5467 PPARD -5468 PPARG -5469 MED1 -5470 PPEF2 -5471 PPAT -5473 PPBP -5475 PPEF1 -5476 CTSA -5478 PPIA -5479 PPIB -5480 PPIC -5481 PPID -5493 PPL -5494 PPM1A -5495 PPM1B -5496 PPM1G -5498 PPOX -5499 PPP1CA -5500 PPP1CB -5501 PPP1CC -5502 PPP1R1A -5504 PPP1R2 -5506 PPP1R3A -5507 PPP1R3C -5509 PPP1R3D -5510 PPP1R7 -5511 PPP1R8 -5514 PPP1R10 -5515 PPP2CA -5516 PPP2CB -5518 PPP2R1A -5519 PPP2R1B -5520 PPP2R2A -5521 PPP2R2B -5522 PPP2R2C -5523 PPP2R3A -5524 PTPA -5525 PPP2R5A -5526 PPP2R5B -5527 PPP2R5C -5528 PPP2R5D -5529 PPP2R5E -5530 PPP3CA -5531 PPP4C -5532 PPP3CB -5533 PPP3CC -5534 PPP3R1 -5535 PPP3R2 -5536 PPP5C -5537 PPP6C -5538 PPT1 -5539 PPY -5540 NPY4R -5542 PRB1 -5544 PRB3 -5545 PRB4 -5546 PRCC -5547 PRCP -5549 PRELP -5550 PREP -5551 PRF1 -5552 SRGN -5553 PRG2 -5554 PRH1 -5555 PRH2 -5557 PRIM1 -5558 PRIM2 -5562 PRKAA1 -5563 PRKAA2 -5564 PRKAB1 -5565 PRKAB2 -5566 PRKACA -5567 PRKACB -5568 PRKACG -5569 PKIA -5570 PKIB -5571 PRKAG1 -5573 PRKAR1A -5575 PRKAR1B -5576 PRKAR2A -5577 PRKAR2B -5578 PRKCA -5579 PRKCB -5580 PRKCD -5581 PRKCE -5582 PRKCG -5583 PRKCH -5584 PRKCI -5585 PKN1 -5586 PKN2 -5587 PRKD1 -5588 PRKCQ -5589 PRKCSH -5590 PRKCZ -5591 PRKDC -5592 PRKG1 -5593 PRKG2 -5594 MAPK1 -5595 MAPK3 -5596 MAPK4 -5597 MAPK6 -5598 MAPK7 -5599 MAPK8 -5600 MAPK11 -5601 MAPK9 -5602 MAPK10 -5603 MAPK13 -5604 MAP2K1 -5605 MAP2K2 -5606 MAP2K3 -5607 MAP2K5 -5608 MAP2K6 -5609 MAP2K7 -5610 EIF2AK2 -5611 DNAJC3 -5612 THAP12 -5613 PRKX -5616 PRKY -5617 PRL -5618 PRLR -5619 PRM1 -5620 PRM2 -5621 PRNP -5623 PSPN -5624 PROC -5625 PRODH -5626 PROP1 -5627 PROS1 -5629 PROX1 -5630 PRPH -5631 PRPS1 -5634 PRPS2 -5635 PRPSAP1 -5636 PRPSAP2 -5638 PRRG1 -5639 PRRG2 -5641 LGMN -5644 PRSS1 -5645 PRSS2 -5646 PRSS3 -5648 MASP1 -5649 RELN -5650 KLK7 -5651 TMPRSS15 -5652 PRSS8 -5653 KLK6 -5654 HTRA1 -5655 KLK10 -5657 PRTN3 -5660 PSAP -5662 PSD -5663 PSEN1 -5664 PSEN2 -5669 PSG1 -5670 PSG2 -5671 PSG3 -5672 PSG4 -5673 PSG5 -5675 PSG6 -5676 PSG7 -5678 PSG9 -5680 PSG11 -5681 PSKH1 -5682 PSMA1 -5683 PSMA2 -5684 PSMA3 -5685 PSMA4 -5686 PSMA5 -5687 PSMA6 -5688 PSMA7 -5689 PSMB1 -5690 PSMB2 -5691 PSMB3 -5692 PSMB4 -5693 PSMB5 -5694 PSMB6 -5695 PSMB7 -5696 PSMB8 -5697 PYY -5698 PSMB9 -5699 PSMB10 -5700 PSMC1 -5701 PSMC2 -5702 PSMC3 -5704 PSMC4 -5705 PSMC5 -5706 PSMC6 -5707 PSMD1 -5708 PSMD2 -5709 PSMD3 -5710 PSMD4 -5711 PSMD5 -5713 PSMD7 -5714 PSMD8 -5715 PSMD9 -5716 PSMD10 -5717 PSMD11 -5718 PSMD12 -5719 PSMD13 -5720 PSME1 -5721 PSME2 -5723 PSPH -5724 PTAFR -5725 PTBP1 -5726 TAS2R38 -5727 PTCH1 -5728 PTEN -5729 PTGDR -5730 PTGDS -5731 PTGER1 -5732 PTGER2 -5733 PTGER3 -5734 PTGER4 -5737 PTGFR -5738 PTGFRN -5739 PTGIR -5740 PTGIS -5741 PTH -5742 PTGS1 -5743 PTGS2 -5744 PTHLH -5745 PTH1R -5746 PTH2R -5747 PTK2 -5753 PTK6 -5754 PTK7 -5756 TWF1 -5757 PTMA -5763 PTMS -5764 PTN -5768 QSOX1 -5770 PTPN1 -5771 PTPN2 -5774 PTPN3 -5775 PTPN4 -5777 PTPN6 -5778 PTPN7 -5780 PTPN9 -5781 PTPN11 -5782 PTPN12 -5783 PTPN13 -5784 PTPN14 -5786 PTPRA -5787 PTPRB -5788 PTPRC -5789 PTPRD -5791 PTPRE -5792 PTPRF -5793 PTPRG -5794 PTPRH -5795 PTPRJ -5796 PTPRK -5797 PTPRM -5798 PTPRN -5799 PTPRN2 -5800 PTPRO -5801 PTPRR -5802 PTPRS -5803 PTPRZ1 -5805 PTS -5806 PTX3 -5810 RAD1 -5813 PURA -5814 PURB -5816 PVALB -5817 PVR -5818 NECTIN1 -5819 NECTIN2 -5822 PWP2 -5824 PEX19 -5825 ABCD3 -5826 ABCD4 -5827 PXMP2 -5828 PEX2 -5829 PXN -5830 PEX5 -5831 PYCR1 -5832 ALDH18A1 -5833 PCYT2 -5834 PYGB -5836 PYGL -5837 PYGM -5858 PZP -5859 QARS1 -5860 QDPR -5861 RAB1A -5862 RAB2A -5863 RGL2 -5864 RAB3A -5865 RAB3B -5866 RAB3IL1 -5867 RAB4A -5868 RAB5A -5869 RAB5B -5870 RAB6A -5871 MAP4K2 -5872 RAB13 -5873 RAB27A -5874 RAB27B -5875 RABGGTA -5876 RABGGTB -5877 RABIF -5878 RAB5C -5879 RAC1 -5880 RAC2 -5881 RAC3 -5883 RAD9A -5884 RAD17 -5885 RAD21 -5886 RAD23A -5887 RAD23B -5888 RAD51 -5889 RAD51C -5890 RAD51B -5891 MOK -5892 RAD51D -5893 RAD52 -5894 RAF1 -5896 RAG1 -5897 RAG2 -5898 RALA -5899 RALB -5900 RALGDS -5901 RAN -5902 RANBP1 -5903 RANBP2 -5905 RANGAP1 -5906 RAP1A -5908 RAP1B -5909 RAP1GAP -5910 RAP1GDS1 -5911 RAP2A -5912 RAP2B -5913 RAPSN -5914 RARA -5915 RARB -5916 RARG -5917 RARS1 -5918 RARRES1 -5919 RARRES2 -5920 PLAAT4 -5921 RASA1 -5922 RASA2 -5923 RASGRF1 -5924 RASGRF2 -5925 RB1 -5926 ARID4A -5927 KDM5A -5928 RBBP4 -5929 RBBP5 -5930 RBBP6 -5931 RBBP7 -5932 RBBP8 -5933 RBL1 -5934 RBL2 -5935 RBM3 -5936 RBM4 -5937 RBMS1 -5939 RBMS2 -5940 RBMY1A1 -5947 RBP1 -5948 RBP2 -5949 RBP3 -5950 RBP4 -5954 RCN1 -5955 RCN2 -5956 OPN1LW -5957 RCVRN -5959 RDH5 -5961 PRPH2 -5962 RDX -5965 RECQL -5966 REL -5967 REG1A -5968 REG1B -5970 RELA -5971 RELB -5972 REN -5973 RENBP -5976 UPF1 -5977 DPF2 -5978 REST -5979 RET -5980 REV3L -5981 RFC1 -5982 RFC2 -5983 RFC3 -5984 RFC4 -5985 RFC5 -5986 RFNG -5987 TRIM27 -5988 RFPL1 -5989 RFX1 -5990 RFX2 -5991 RFX3 -5992 RFX4 -5993 RFX5 -5994 RFXAP -5995 RGR -5996 RGS1 -5997 RGS2 -5998 RGS3 -5999 RGS4 -6000 RGS7 -6001 RGS10 -6002 RGS12 -6003 RGS13 -6004 RGS16 -6005 RHAG -6006 RHCE -6007 RHD -6009 RHEB -6010 RHO -6013 RLN1 -6014 RIT2 -6015 RING1 -6016 RIT1 -6017 RLBP1 -6018 RLF -6019 RLN2 -6023 RMRP -6035 RNASE1 -6036 RNASE2 -6037 RNASE3 -6038 RNASE4 -6039 RNASE6 -6041 RNASEL -6045 RNF2 -6046 BRD2 -6047 RNF4 -6048 RNF5 -6049 RNF6 -6050 RNH1 -6051 RNPEP -6059 ABCE1 -6060 RNU1-4 -6066 RNU2-1 -6079 SNORD15A -6082 SNORD20 -6083 SNORD21 -6084 RNY1 -6085 RNY3 -6086 RNY4 -6091 ROBO1 -6092 ROBO2 -6093 ROCK1 -6094 ROM1 -6095 RORA -6096 RORB -6097 RORC -6098 ROS1 -6100 RP9 -6101 RP1 -6102 RP2 -6103 RPGR -6117 RPA1 -6118 RPA2 -6119 RPA3 -6120 RPE -6121 RPE65 -6122 RPL3 -6123 RPL3L -6124 RPL4 -6125 RPL5 -6128 RPL6 -6129 RPL7 -6130 RPL7A -6132 RPL8 -6133 RPL9 -6134 RPL10 -6135 RPL11 -6136 RPL12 -6137 RPL13 -6138 RPL15 -6139 RPL17 -6141 RPL18 -6142 RPL18A -6143 RPL19 -6144 RPL21 -6146 RPL22 -6147 RPL23A -6150 MRPL23 -6152 RPL24 -6154 RPL26 -6155 RPL27 -6156 RPL30 -6157 RPL27A -6158 RPL28 -6159 RPL29 -6160 RPL31 -6161 RPL32 -6164 RPL34 -6165 RPL35A -6166 RPL36AL -6167 RPL37 -6168 RPL37A -6169 RPL38 -6170 RPL39 -6171 RPL41 -6173 RPL36A -6175 RPLP0 -6176 RPLP1 -6181 RPLP2 -6182 MRPL12 -6183 MRPS12 -6184 RPN1 -6185 RPN2 -6187 RPS2 -6188 RPS3 -6189 RPS3A -6191 RPS4X -6192 RPS4Y1 -6193 RPS5 -6194 RPS6 -6195 RPS6KA1 -6196 RPS6KA2 -6197 RPS6KA3 -6198 RPS6KB1 -6199 RPS6KB2 -6201 RPS7 -6202 RPS8 -6203 RPS9 -6204 RPS10 -6205 RPS11 -6206 RPS12 -6207 RPS13 -6208 RPS14 -6209 RPS15 -6210 RPS15A -6217 RPS16 -6218 RPS17 -6222 RPS18 -6223 RPS19 -6224 RPS20 -6227 RPS21 -6228 RPS23 -6229 RPS24 -6230 RPS25 -6231 RPS26 -6232 RPS27 -6233 RPS27A -6234 RPS28 -6235 RPS29 -6236 RRAD -6237 RRAS -6238 RRBP1 -6239 RREB1 -6240 RRM1 -6241 RRM2 -6242 RTKN -6247 RS1 -6249 CLIP1 -6251 RSU1 -6252 RTN1 -6253 RTN2 -6256 RXRA -6257 RXRB -6258 RXRG -6259 RYK -6261 RYR1 -6262 RYR2 -6263 RYR3 -6271 S100A1 -6272 SORT1 -6273 S100A2 -6274 S100A3 -6275 S100A4 -6276 S100A5 -6277 S100A6 -6278 S100A7 -6279 S100A8 -6280 S100A9 -6281 S100A10 -6282 S100A11 -6283 S100A12 -6284 S100A13 -6285 S100B -6286 S100P -6288 SAA1 -6289 SAA2 -6290 SAA3P -6291 SAA4 -6293 VPS52 -6294 SAFB -6295 SAG -6296 ACSM3 -6297 SALL2 -6299 SALL1 -6300 MAPK12 -6301 SARS1 -6302 TSPAN31 -6303 SAT1 -6304 SATB1 -6305 SBF1 -6307 MSMO1 -6309 SC5D -6310 ATXN1 -6311 ATXN2 -6314 ATXN7 -6317 SERPINB3 -6318 SERPINB4 -6319 SCD -6320 CLEC11A -6322 SCML1 -6323 SCN1A -6324 SCN1B -6326 SCN2A -6327 SCN2B -6328 SCN3A -6329 SCN4A -6330 SCN4B -6331 SCN5A -6332 SCN7A -6334 SCN8A -6335 SCN9A -6336 SCN10A -6337 SCNN1A -6338 SCNN1B -6339 SCNN1D -6340 SCNN1G -6341 SCO1 -6342 SCP2 -6343 SCT -6344 SCTR -6345 SRL -6346 CCL1 -6347 CCL2 -6348 CCL3 -6349 CCL3L1 -6351 CCL4 -6352 CCL5 -6354 CCL7 -6355 CCL8 -6356 CCL11 -6357 CCL13 -6358 CCL14 -6359 CCL15 -6360 CCL16 -6361 CCL17 -6362 CCL18 -6363 CCL19 -6364 CCL20 -6366 CCL21 -6367 CCL22 -6368 CCL23 -6369 CCL24 -6370 CCL25 -6372 CXCL6 -6373 CXCL11 -6374 CXCL5 -6375 XCL1 -6376 CX3CL1 -6382 SDC1 -6383 SDC2 -6385 SDC4 -6386 SDCBP -6387 CXCL12 -6388 SDF2 -6389 SDHA -6390 SDHB -6391 SDHC -6392 SDHD -6396 SEC13 -6397 SEC14L1 -6398 SECTM1 -6399 TRAPPC2 -6400 SEL1L -6401 SELE -6402 SELL -6403 SELP -6404 SELPLG -6405 SEMA3F -6406 SEMG1 -6407 SEMG2 -6414 SELENOP -6415 SELENOW -6416 MAP2K4 -6418 SET -6419 SETMAR -6421 SFPQ -6422 SFRP1 -6423 SFRP2 -6424 SFRP4 -6425 SFRP5 -6426 SRSF1 -6427 SRSF2 -6428 SRSF3 -6429 SRSF4 -6430 SRSF5 -6431 SRSF6 -6432 SRSF7 -6433 SFSWAP -6434 TRA2B -6439 SFTPB -6440 SFTPC -6441 SFTPD -6442 SGCA -6443 SGCB -6444 SGCD -6445 SGCG -6446 SGK1 -6447 SCG5 -6448 SGSH -6449 SGTA -6450 SH3BGR -6451 SH3BGRL -6452 SH3BP2 -6453 ITSN1 -6455 SH3GL1 -6456 SH3GL2 -6457 SH3GL3 -6461 SHB -6462 SHBG -6464 SHC1 -6468 FBXW4 -6469 SHH -6470 SHMT1 -6472 SHMT2 -6473 SHOX -6474 SHOX2 -6476 SI -6477 SIAH1 -6478 SIAH2 -6480 ST6GAL1 -6482 ST3GAL1 -6483 ST3GAL2 -6484 ST3GAL4 -6487 ST3GAL3 -6489 ST8SIA1 -6490 PMEL -6491 STIL -6492 SIM1 -6493 SIM2 -6494 SIPA1 -6495 SIX1 -6496 SIX3 -6497 SKI -6498 SKIL -6499 SKIC2 -6500 SKP1 -6502 SKP2 -6503 SLA -6504 SLAMF1 -6505 SLC1A1 -6506 SLC1A2 -6507 SLC1A3 -6508 SLC4A3 -6509 SLC1A4 -6510 SLC1A5 -6511 SLC1A6 -6512 SLC1A7 -6513 SLC2A1 -6514 SLC2A2 -6515 SLC2A3 -6517 SLC2A4 -6518 SLC2A5 -6519 SLC3A1 -6520 SLC3A2 -6521 SLC4A1 -6522 SLC4A2 -6523 SLC5A1 -6524 SLC5A2 -6525 SMTN -6526 SLC5A3 -6527 SLC5A4 -6528 SLC5A5 -6529 SLC6A1 -6530 SLC6A2 -6531 SLC6A3 -6532 SLC6A4 -6533 SLC6A6 -6534 SLC6A7 -6535 SLC6A8 -6536 SLC6A9 -6538 SLC6A11 -6539 SLC6A12 -6540 SLC6A13 -6541 SLC7A1 -6542 SLC7A2 -6543 SLC8A2 -6545 SLC7A4 -6546 SLC8A1 -6547 SLC8A3 -6548 SLC9A1 -6549 SLC9A2 -6550 SLC9A3 -6553 SLC9A5 -6554 SLC10A1 -6555 SLC10A2 -6556 SLC11A1 -6557 SLC12A1 -6558 SLC12A2 -6559 SLC12A3 -6560 SLC12A4 -6561 SLC13A1 -6563 SLC14A1 -6564 SLC15A1 -6565 SLC15A2 -6566 SLC16A1 -6567 SLC16A2 -6568 SLC17A1 -6569 SLC34A1 -6570 SLC18A1 -6571 SLC18A2 -6572 SLC18A3 -6573 SLC19A1 -6574 SLC20A1 -6575 SLC20A2 -6576 SLC25A1 -6578 SLCO2A1 -6579 SLCO1A2 -6580 SLC22A1 -6581 SLC22A3 -6582 SLC22A2 -6583 SLC22A4 -6584 SLC22A5 -6585 SLIT1 -6586 SLIT3 -6588 SLN -6590 SLPI -6591 SNAI2 -6594 SMARCA1 -6595 SMARCA2 -6596 HLTF -6597 SMARCA4 -6598 SMARCB1 -6599 SMARCC1 -6601 SMARCC2 -6602 SMARCD1 -6603 SMARCD2 -6604 SMARCD3 -6605 SMARCE1 -6606 SMN1 -6608 SMO -6609 SMPD1 -6610 SMPD2 -6611 SMS -6612 SUMO3 -6613 SUMO2 -6614 SIGLEC1 -6615 SNAI1 -6616 SNAP25 -6617 SNAPC1 -6618 SNAPC2 -6619 SNAPC3 -6620 SNCB -6621 SNAPC4 -6622 SNCA -6623 SNCG -6624 FSCN1 -6625 SNRNP70 -6626 SNRPA -6627 SNRPA1 -6628 SNRPB -6629 SNRPB2 -6631 SNRPC -6632 SNRPD1 -6633 SNRPD2 -6634 SNRPD3 -6635 SNRPE -6636 SNRPF -6637 SNRPG -6638 SNRPN -6640 SNTA1 -6641 SNTB1 -6642 SNX1 -6643 SNX2 -6645 SNTB2 -6646 SOAT1 -6647 SOD1 -6648 SOD2 -6649 SOD3 -6650 CAPN15 -6651 SON -6652 SORD -6653 SORL1 -6654 SOS1 -6655 SOS2 -6656 SOX1 -6657 SOX2 -6658 SOX3 -6659 SOX4 -6660 SOX5 -6662 SOX9 -6664 SOX11 -6665 SOX15 -6666 SOX12 -6667 SP1 -6668 SP2 -6670 SP3 -6671 SP4 -6672 SP100 -6674 SPAG1 -6675 UAP1 -6676 SPAG4 -6677 SPAM1 -6678 SPARC -6683 SPAST -6687 SPG7 -6688 SPI1 -6689 SPIB -6690 SPINK1 -6691 SPINK2 -6692 SPINT1 -6693 SPN -6694 SPP2 -6695 SPOCK1 -6696 SPP1 -6697 SPR -6698 SPRR1A -6699 SPRR1B -6700 SPRR2A -6701 SPRR2B -6703 SPRR2D -6704 SPRR2E -6705 SPRR2F -6706 SPRR2G -6707 SPRR3 -6708 SPTA1 -6709 SPTAN1 -6710 SPTB -6711 SPTBN1 -6712 SPTBN2 -6713 SQLE -6714 SRC -6715 SRD5A1 -6716 SRD5A2 -6717 SRI -6718 AKR1D1 -6720 SREBF1 -6721 SREBF2 -6722 SRF -6723 SRM -6725 SRMS -6726 SRP9 -6727 SRP14 -6728 SRP19 -6729 SRP54 -6730 SRP68 -6731 SRP72 -6732 SRPK1 -6733 SRPK2 -6734 SRPRA -6736 SRY -6737 TRIM21 -6738 RO60 -6741 SSB -6742 SSBP1 -6744 ITPRID2 -6745 SSR1 -6746 SSR2 -6747 SSR3 -6748 SSR4 -6749 SSRP1 -6750 SST -6751 SSTR1 -6752 SSTR2 -6753 SSTR3 -6754 SSTR4 -6755 SSTR5 -6756 SSX1 -6757 SSX2 -6758 SSX5 -6759 SSX4 -6760 SS18 -6764 DENND2B -6767 ST13 -6768 ST14 -6769 STAC -6770 STAR -6772 STAT1 -6773 STAT2 -6774 STAT3 -6775 STAT4 -6776 STAT5A -6777 STAT5B -6778 STAT6 -6779 STATH -6780 STAU1 -6781 STC1 -6782 HSPA13 -6783 SULT1E1 -6785 ELOVL4 -6786 STIM1 -6787 NEK4 -6788 STK3 -6789 STK4 -6790 AURKA -6792 CDKL5 -6793 STK10 -6794 STK11 -6795 AURKC -6799 SULT1A2 -6801 STRN -6804 STX1A -6809 STX3 -6810 STX4 -6811 STX5 -6812 STXBP1 -6813 STXBP2 -6814 STXBP3 -6815 STYX -6817 SULT1A1 -6818 SULT1A3 -6819 SULT1C2 -6820 SULT2B1 -6821 SUOX -6822 SULT2A1 -6827 SUPT4H1 -6829 SUPT5H -6830 SUPT6H -6832 SUPV3L1 -6833 ABCC8 -6834 SURF1 -6835 SURF2 -6836 SURF4 -6837 MED22 -6838 SURF6 -6839 SUV39H1 -6840 SVIL -6843 VAMP1 -6844 VAMP2 -6845 VAMP7 -6846 XCL2 -6847 SYCP1 -6850 SYK -6853 SYN1 -6854 SYN2 -6855 SYP -6856 SYPL1 -6857 SYT1 -6860 SYT4 -6861 SYT5 -6862 TBXT -6863 TAC1 -6865 TACR2 -6866 TAC3 -6867 TACC1 -6868 ADAM17 -6869 TACR1 -6870 TACR3 -6871 TADA2A -6872 TAF1 -6873 TAF2 -6874 TAF4 -6875 TAF4B -6876 TAGLN -6877 TAF5 -6878 TAF6 -6879 TAF7 -6880 TAF9 -6881 TAF10 -6882 TAF11 -6883 TAF12 -6884 TAF13 -6885 MAP3K7 -6886 TAL1 -6887 TAL2 -6888 TALDO1 -6890 TAP1 -6891 TAP2 -6892 TAPBP -6894 TARBP1 -6895 TARBP2 -6897 TARS1 -6898 TAT -6899 TBX1 -6900 CNTN2 -6901 TAFAZZIN -6902 TBCA -6903 TBCC -6904 TBCD -6905 TBCE -6906 SERPINA7 -6907 TBL1X -6908 TBP -6909 TBX2 -6910 TBX5 -6911 TBX6 -6913 TBX15 -6915 TBXA2R -6916 TBXAS1 -6917 TCEA1 -6919 TCEA2 -6920 TCEA3 -6921 ELOC -6923 ELOB -6924 ELOA -6925 TCF4 -6926 TBX3 -6927 HNF1A -6928 HNF1B -6929 TCF3 -6932 TCF7 -6934 TCF7L2 -6935 ZEB1 -6936 GCFC2 -6938 TCF12 -6939 TCF15 -6940 ZNF354A -6941 TCF19 -6942 TCF20 -6943 TCF21 -6944 VPS72 -6945 MLX -6947 TCN1 -6948 TCN2 -6949 TCOF1 -6950 TCP1 -6953 TCP10L3 -6954 TCP11 -6975 TECTB -6988 TCTA -6990 DYNLT3 -6991 DYNLT2 -6992 PPP1R11 -6993 DYNLT1 -6996 TDG -6997 TDGF1 -6998 TDGF1P3 -6999 TDO2 -7001 PRDX2 -7003 TEAD1 -7004 TEAD4 -7005 TEAD3 -7006 TEC -7007 TECTA -7008 TEF -7009 TMBIM6 -7010 TEK -7011 TEP1 -7013 TERF1 -7014 TERF2 -7015 TERT -7016 TESK1 -7018 TF -7019 TFAM -7020 TFAP2A -7021 TFAP2B -7022 TFAP2C -7023 TFAP4 -7024 TFCP2 -7025 NR2F1 -7026 NR2F2 -7027 TFDP1 -7029 TFDP2 -7030 TFE3 -7031 TFF1 -7032 TFF2 -7033 TFF3 -7035 TFPI -7036 TFR2 -7037 TFRC -7038 TG -7039 TGFA -7040 TGFB1 -7041 TGFB1I1 -7042 TGFB2 -7043 TGFB3 -7044 LEFTY2 -7045 TGFBI -7046 TGFBR1 -7047 TGM4 -7048 TGFBR2 -7049 TGFBR3 -7050 TGIF1 -7051 TGM1 -7052 TGM2 -7053 TGM3 -7054 TH -7056 THBD -7057 THBS1 -7058 THBS2 -7059 THBS3 -7060 THBS4 -7062 TCHH -7064 THOP1 -7066 THPO -7067 THRA -7068 THRB -7069 THRSP -7070 THY1 -7071 KLF10 -7072 TIA1 -7073 TIAL1 -7074 TIAM1 -7075 TIE1 -7076 TIMP1 -7077 TIMP2 -7078 TIMP3 -7079 TIMP4 -7080 NKX2-1 -7082 TJP1 -7083 TK1 -7084 TK2 -7086 TKT -7087 ICAM5 -7088 TLE1 -7089 TLE2 -7090 TLE3 -7091 TLE4 -7092 TLL1 -7093 TLL2 -7094 TLN1 -7095 SEC62 -7096 TLR1 -7097 TLR2 -7098 TLR3 -7099 TLR4 -7100 TLR5 -7101 NR2E1 -7102 TSPAN7 -7103 TSPAN8 -7104 TM4SF4 -7105 TSPAN6 -7106 TSPAN4 -7107 GPR137B -7108 TM7SF2 -7109 TRAPPC10 -7110 TMF1 -7111 TMOD1 -7112 TMPO -7113 TMPRSS2 -7114 TMSB4X -7122 CLDN5 -7123 CLEC3B -7124 TNF -7125 TNNC2 -7126 TNFAIP1 -7127 TNFAIP2 -7128 TNFAIP3 -7130 TNFAIP6 -7132 TNFRSF1A -7133 TNFRSF1B -7134 TNNC1 -7135 TNNI1 -7136 TNNI2 -7137 TNNI3 -7138 TNNT1 -7139 TNNT2 -7140 TNNT3 -7141 TNP1 -7142 TNP2 -7143 TNR -7145 TNS1 -7148 TNXB -7150 TOP1 -7153 TOP2A -7155 TOP2B -7156 TOP3A -7157 TP53 -7158 TP53BP1 -7159 TP53BP2 -7161 TP73 -7162 TPBG -7163 TPD52 -7164 TPD52L1 -7165 TPD52L2 -7166 TPH1 -7167 TPI1 -7168 TPM1 -7169 TPM2 -7170 TPM3 -7171 TPM4 -7172 TPMT -7173 TPO -7174 TPP2 -7175 TPR -7177 TPSAB1 -7178 TPT1 -7179 TPTE -7180 CRISP2 -7181 NR2C1 -7182 NR2C2 -7184 HSP90B1 -7185 TRAF1 -7186 TRAF2 -7187 TRAF3 -7188 TRAF5 -7189 TRAF6 -7200 TRH -7201 TRHR -7203 CCT3 -7204 TRIO -7205 TRIP6 -7216 TRO -7220 TRPC1 -7221 TRPC2 -7222 TRPC3 -7223 TRPC4 -7224 TRPC5 -7225 TRPC6 -7226 TRPM2 -7227 TRPS1 -7247 TSN -7248 TSC1 -7249 TSC2 -7251 TSG101 -7252 TSHB -7253 TSHR -7257 TSNAX -7258 TSPY1 -7259 TSPYL1 -7260 EIPR1 -7262 PHLDA2 -7263 TST -7264 GFUS -7265 TTC1 -7266 DNAJC7 -7267 TTC3 -7268 TTC4 -7270 TTF1 -7272 TTK -7273 TTN -7274 TTPA -7275 TUB -7276 TTR -7277 TUBA4A -7278 TUBA3C -7280 TUBB2A -7283 TUBG1 -7284 TUFM -7286 TUFT1 -7287 TULP1 -7288 TULP2 -7289 TULP3 -7290 HIRA -7291 TWIST1 -7292 TNFSF4 -7293 TNFRSF4 -7294 TXK -7295 TXN -7296 TXNRD1 -7297 TYK2 -7298 TYMS -7299 TYR -7301 TYRO3 -7305 TYROBP -7306 TYRP1 -7307 U2AF1 -7311 UBA52 -7314 UBB -7316 UBC -7317 UBA1 -7318 UBA7 -7319 UBE2A -7320 UBE2B -7321 UBE2D1 -7322 UBE2D2 -7323 UBE2D3 -7324 UBE2E1 -7325 UBE2E2 -7326 UBE2G1 -7327 UBE2G2 -7328 UBE2H -7329 UBE2I -7332 UBE2L3 -7334 UBE2N -7335 UBE2V1 -7336 UBE2V2 -7337 UBE3A -7341 SUMO1 -7342 UBP1 -7343 UBTF -7345 UCHL1 -7347 UCHL3 -7348 UPK1B -7349 UCN -7350 UCP1 -7351 UCP2 -7352 UCP3 -7353 UFD1 -7355 SLC35A2 -7356 SCGB1A1 -7357 UGCG -7358 UGDH -7360 UGP2 -7363 UGT2B4 -7364 UGT2B7 -7365 UGT2B10 -7366 UGT2B15 -7367 UGT2B17 -7368 UGT8 -7369 UMOD -7371 UCK2 -7372 UMPS -7373 COL14A1 -7374 UNG -7375 USP4 -7376 NR1H2 -7378 UPP1 -7379 UPK2 -7380 UPK3A -7381 UQCRB -7384 UQCRC1 -7385 UQCRC2 -7386 UQCRFS1 -7388 UQCRH -7389 UROD -7390 UROS -7391 USF1 -7392 USF2 -7398 USP1 -7399 USH2A -7401 CLRN1 -7402 UTRN -7403 KDM6A -7404 UTY -7405 UVRAG -7407 VARS1 -7408 VASP -7409 VAV1 -7410 VAV2 -7411 VBP1 -7412 VCAM1 -7414 VCL -7415 VCP -7416 VDAC1 -7417 VDAC2 -7419 VDAC3 -7421 VDR -7422 VEGFA -7423 VEGFB -7424 VEGFC -7425 VGF -7428 VHL -7429 VIL1 -7430 EZR -7431 VIM -7432 VIP -7433 VIPR1 -7434 VIPR2 -7436 VLDLR -7439 BEST1 -7441 VPREB1 -7442 TRPV1 -7443 VRK1 -7444 VRK2 -7447 VSNL1 -7448 VTN -7450 VWF -7453 WARS1 -7454 WAS -7455 ZAN -7456 WIPF1 -7458 EIF4H -7461 CLIP2 -7462 LAT2 -7464 CORO2A -7465 WEE1 -7466 WFS1 -7468 NSD2 -7469 NELFA -7471 WNT1 -7472 WNT2 -7473 WNT3 -7474 WNT5A -7475 WNT6 -7476 WNT7A -7477 WNT7B -7478 WNT8A -7479 WNT8B -7480 WNT10B -7481 WNT11 -7482 WNT2B -7483 WNT9A -7484 WNT9B -7485 GET1 -7486 WRN -7490 WT1 -7494 XBP1 -7498 XDH -7499 XG -7503 XIST -7504 XK -7507 XPA -7508 XPC -7511 XPNPEP1 -7512 XPNPEP2 -7514 XPO1 -7515 XRCC1 -7516 XRCC2 -7517 XRCC3 -7518 XRCC4 -7520 XRCC5 -7525 YES1 -7528 YY1 -7529 YWHAB -7531 YWHAE -7532 YWHAG -7533 YWHAH -7534 YWHAZ -7535 ZAP70 -7536 SF1 -7538 ZFP36 -7539 ZFP37 -7541 ZBTB14 -7542 ZFPL1 -7543 ZFX -7544 ZFY -7545 ZIC1 -7546 ZIC2 -7547 ZIC3 -7549 ZNF2 -7551 ZNF3 -7552 ZNF711 -7553 ZNF7 -7554 ZNF8 -7555 CNBP -7556 ZNF10 -7559 ZNF12 -7561 ZNF14 -7562 ZNF708 -7564 ZNF16 -7565 ZNF17 -7566 ZNF18 -7567 ZNF19 -7568 ZNF20 -7569 ZNF182 -7570 ZNF22 -7571 ZNF23 -7572 ZNF24 -7574 ZNF26 -7576 ZNF28 -7579 ZSCAN20 -7580 ZNF32 -7581 ZNF33A -7582 ZNF33B -7584 ZNF35 -7586 ZKSCAN1 -7587 ZNF37A -7589 ZSCAN21 -7592 ZNF41 -7593 MZF1 -7594 ZNF43 -7596 ZNF45 -7597 ZBTB25 -7620 ZNF69 -7621 ZNF70 -7625 ZNF74 -7626 ZNF75D -7627 ZNF75A -7629 ZNF76 -7633 ZNF79 -7634 ZNF80 -7637 ZNF84 -7638 ZNF221 -7639 ZNF85 -7643 ZNF90 -7644 ZNF91 -7652 ZNF99 -7673 ZNF222 -7675 ZNF121 -7678 ZNF124 -7681 MKRN3 -7690 ZNF131 -7691 ZNF132 -7692 ZNF133 -7693 ZNF134 -7694 ZNF135 -7695 ZNF136 -7697 ZNF138 -7699 ZNF140 -7700 ZNF141 -7701 ZNF142 -7702 ZNF143 -7703 PCGF2 -7704 ZBTB16 -7705 ZNF146 -7706 TRIM25 -7707 ZNF148 -7709 ZBTB17 -7710 ZNF154 -7711 ZNF155 -7712 ZNF157 -7716 VEZF1 -7718 ZNF165 -7726 TRIM26 -7727 ZNF174 -7728 ZNF175 -7730 ZNF177 -7732 RNF112 -7733 ZNF180 -7737 RNF113A -7738 ZNF184 -7739 ZNF185 -7741 ZSCAN26 -7743 ZNF189 -7745 ZKSCAN8 -7746 ZSCAN9 -7748 ZNF195 -7750 ZMYM2 -7752 ZNF200 -7753 ZNF202 -7755 ZNF205 -7756 ZNF207 -7757 ZNF208 -7760 ZNF213 -7761 ZNF214 -7762 ZNF215 -7763 ZFAND5 -7764 ZNF217 -7766 ZNF223 -7767 ZNF224 -7768 ZNF225 -7769 ZNF226 -7770 ZNF227 -7771 ZNF112 -7772 ZNF229 -7773 ZNF230 -7775 ZNF232 -7776 ZNF236 -7779 SLC30A1 -7780 SLC30A2 -7781 SLC30A3 -7782 SLC30A4 -7783 ZP2 -7784 ZP3 -7786 MAP3K12 -7789 ZXDA -7791 ZYX -7798 LUZP1 -7799 PRDM2 -7802 DNALI1 -7803 PTP4A1 -7804 LRP8 -7805 LAPTM5 -7809 BSND -7812 CSDE1 -7813 EVI5 -7818 DAP3 -7827 NPHS2 -7832 BTG2 -7837 PXDN -7840 ALMS1 -7841 MOGS -7844 RNF103 -7846 TUBA1A -7849 PAX8 -7850 IL1R2 -7851 MALL -7852 CXCR4 -7855 FZD5 -7857 SCG2 -7862 BRPF1 -7866 IFRD2 -7867 MAPKAPK3 -7869 SEMA3B -7871 SLMAP -7873 MANF -7874 USP7 -7879 RAB7A -7881 KCNAB1 -7884 SLBP -7903 ST8SIA4 -7905 REEP5 -7913 DEK -7915 ALDH5A1 -7916 PRRC2A -7917 BAG6 -7918 GPANK1 -7919 DDX39B -7920 ABHD16A -7922 SLC39A7 -7923 HSD17B8 -7932 OR2H2 -7936 NELFE -7940 LST1 -7941 PLA2G7 -7942 TFEB -7957 EPM2A -7965 AIMP2 -7975 MAFK -7976 FZD3 -7978 MTERF1 -7979 SEM1 -7980 TFPI2 -7982 ST7 -7984 ARHGEF5 -7988 ZNF212 -7991 TUSC3 -7993 UBXN8 -7994 KAT6A -8000 PSCA -8001 GLRA3 -8013 NR4A3 -8019 BRD3 -8021 NUP214 -8022 LHX3 -8027 STAM -8028 MLLT10 -8029 CUBN -8030 CCDC6 -8031 NCOA4 -8034 SLC25A16 -8036 SHOC2 -8038 ADAM12 -8045 RASSF7 -8048 CSRP3 -8050 PDHX -8061 FOSL1 -8065 CUL5 -8073 PTP4A2 -8074 FGF23 -8076 MFAP5 -8078 USP5 -8079 MLF2 -8082 SSPN -8085 KMT2D -8086 AAAS -8087 FXR1 -8089 YEATS4 -8091 HMGA2 -8092 ALX1 -8099 CDK2AP1 -8100 IFT88 -8106 PABPN1 -8110 DPF3 -8111 GPR68 -8115 TCL1A -8120 AP3B2 -8123 PWAR5 -8125 ANP32A -8128 ST8SIA2 -8131 NPRL3 -8139 GAN -8140 SLC7A5 -8148 TAF15 -8153 RND2 -8161 COIL -8165 AKAP1 -8170 SLC14A2 -8174 MADCAM1 -8175 SF3A2 -8178 ELL -8187 ZNF239 -8189 SYMPK -8190 MIA -8192 CLPP -8193 DPF1 -8195 MKKS -8200 GDF5 -8202 NCOA3 -8204 NRIP1 -8208 CHAF1B -8209 GATD3 -8214 DGCR6 -8216 LZTR1 -8218 CLTCL1 -8220 ESS2 -8224 SYN3 -8225 GTPBP6 -8226 PUDP -8227 AKAP17A -8228 PNPLA4 -8233 ZRSR2 -8237 USP11 -8239 USP9X -8241 RBM10 -8242 KDM5C -8243 SMC1A -8260 NAA10 -8263 F8A1 -8266 UBL4A -8269 TMEM187 -8270 LAGE3 -8273 SLC10A3 -8277 TKTL1 -8284 KDM5D -8287 USP9Y -8288 EPX -8289 ARID1A -8290 H3-4 -8291 DYSF -8292 COLQ -8293 SERF1A -8294 H4C9 -8295 TRRAP -8301 PICALM -8302 KLRC4 -8303 SNN -8309 ACOX2 -8310 ACOX3 -8312 AXIN1 -8313 AXIN2 -8314 BAP1 -8315 BRAP -8317 CDC7 -8318 CDC45 -8320 EOMES -8321 FZD1 -8322 FZD4 -8323 FZD6 -8324 FZD7 -8325 FZD8 -8326 FZD9 -8328 GFI1B -8329 H2AC13 -8331 H2AC14 -8332 H2AC16 -8334 H2AC6 -8335 H2AC4 -8336 H2AC17 -8337 H2AC18 -8338 H2AC20 -8339 H2BC8 -8340 H2BC13 -8341 H2BC15 -8342 H2BC14 -8343 H2BC7 -8344 H2BC6 -8345 H2BC9 -8346 H2BC10 -8347 H2BC4 -8348 H2BC17 -8349 H2BC21 -8350 H3C1 -8351 H3C4 -8352 H3C3 -8353 H3C6 -8354 H3C11 -8355 H3C8 -8356 H3C12 -8357 H3C10 -8358 H3C2 -8359 H4C1 -8360 H4C4 -8361 H4C6 -8362 H4C12 -8363 H4C11 -8364 H4C3 -8365 H4C8 -8366 H4C2 -8367 H4C5 -8368 H4C13 -8369 H4C7 -8370 H4C14 -8372 HYAL3 -8379 MAD1L1 -8382 NME5 -8383 OR1A1 -8386 OR1D5 -8387 OR1E1 -8388 OR1E2 -8390 OR1G1 -8392 OR3A3 -8394 PIP5K1A -8395 PIP5K1B -8396 PIP4K2B -8398 PLA2G6 -8399 PLA2G10 -8402 SLC25A11 -8403 SOX14 -8404 SPARCL1 -8405 SPOP -8406 SRPX -8407 TAGLN2 -8408 ULK1 -8409 UXT -8411 EEA1 -8412 BCAR3 -8416 ANXA9 -8417 STX7 -8419 BFSP2 -8424 BBOX1 -8425 LTBP4 -8427 ZNF282 -8428 STK24 -8431 NR0B2 -8433 UTF1 -8434 RECK -8435 SOAT2 -8436 CAVIN2 -8437 RASAL1 -8438 RAD54L -8439 NSMAF -8440 NCK2 -8443 GNPAT -8444 DYRK3 -8445 DYRK2 -8446 DUSP11 -8447 DOC2B -8448 DOC2A -8449 DHX16 -8450 CUL4B -8451 CUL4A -8452 CUL3 -8453 CUL2 -8454 CUL1 -8455 ATRN -8456 FOXN1 -8458 TTF2 -8459 TPST2 -8460 TPST1 -8462 KLF11 -8463 TEAD2 -8464 SUPT3H -8467 SMARCA5 -8468 FKBP6 -8470 SORBS2 -8471 IRS4 -8473 OGT -8476 CDC42BPA -8477 GPR65 -8479 HIRIP3 -8480 RAE1 -8481 OFD1 -8482 SEMA7A -8483 CILP -8484 GALR3 -8487 GEMIN2 -8490 RGS5 -8491 MAP4K3 -8492 PRSS12 -8493 PPM1D -8495 PPFIBP2 -8496 PPFIBP1 -8497 PPFIA4 -8498 RANBP3 -8499 PPFIA2 -8500 PPFIA1 -8501 SLC43A1 -8502 PKP4 -8503 PIK3R3 -8504 PEX3 -8505 PARG -8506 CNTNAP1 -8507 ENC1 -8508 NIPSNAP1 -8509 NDST2 -8510 MMP23B -8512 MBL1P -8513 LIPF -8514 KCNAB2 -8515 ITGA10 -8516 ITGA8 -8517 IKBKG -8518 ELP1 -8519 IFITM1 -8520 HAT1 -8521 GCM1 -8522 GAS7 -8525 DGKZ -8526 DGKE -8527 DGKD -8528 DDO -8529 CYP4F2 -8530 CST7 -8531 YBX3 -8532 CPZ -8533 COPS3 -8534 CHST1 -8535 CBX4 -8536 CAMK1 -8537 BCAS1 -8538 BARX2 -8539 API5 -8540 AGPS -8541 PPFIA3 -8542 APOL1 -8543 LMO4 -8544 PIR -8545 CGGBP1 -8546 AP3B1 -8547 FCN3 -8548 BLZF1 -8549 LGR5 -8550 MAPKAPK5 -8552 INE1 -8553 BHLHE40 -8554 PIAS1 -8555 CDC14B -8556 CDC14A -8557 TCAP -8558 CDK10 -8559 PRPF18 -8560 DEGS1 -8562 DENR -8563 THOC5 -8564 KMO -8565 YARS1 -8566 PDXK -8567 MADD -8568 RRP1 -8569 MKNK1 -8570 KHSRP -8572 PDLIM4 -8573 CASK -8574 AKR7A2 -8575 PRKRA -8576 STK16 -8577 TMEFF1 -8578 SCARF1 -8581 LY6D -8590 OR6A2 -8600 TNFSF11 -8601 RGS20 -8602 NOP14 -8603 FAM193A -8604 SLC25A12 -8605 PLA2G4C -8607 RUVBL1 -8608 RDH16 -8609 KLF7 -8611 PLPP1 -8612 PLPP2 -8613 PLPP3 -8614 STC2 -8615 USO1 -8618 CADPS -8620 NPFF -8621 CDK13 -8622 PDE8B -8623 ASMTL -8624 PSMG1 -8625 RFXANK -8626 TP63 -8629 JRK -8630 HSD17B6 -8631 SKAP1 -8632 DNAH17 -8633 UNC5C -8634 RTCA -8635 RNASET2 -8636 SSNA1 -8637 EIF4EBP3 -8638 OASL -8639 AOC3 -8641 PCDHGB4 -8642 DCHS1 -8643 PTCH2 -8644 AKR1C3 -8645 KCNK5 -8646 CHRD -8647 ABCB11 -8648 NCOA1 -8649 LAMTOR3 -8650 NUMB -8651 SOCS1 -8653 DDX3Y -8654 PDE5A -8655 DYNLL1 -8658 TNKS -8659 ALDH4A1 -8660 IRS2 -8661 EIF3A -8662 EIF3B -8663 EIF3C -8664 EIF3D -8665 EIF3F -8666 EIF3G -8667 EIF3H -8668 EIF3I -8669 EIF3J -8671 SLC4A4 -8672 EIF4G3 -8673 VAMP8 -8674 VAMP4 -8675 STX16 -8676 STX11 -8677 STX10 -8678 BECN1 -8682 PEA15 -8683 SRSF9 -8685 MARCO -8687 KRT38 -8688 KRT37 -8689 KRT36 -8690 JRKL -8692 HYAL2 -8693 GALNT4 -8694 DGAT1 -8697 CDC23 -8698 S1PR4 -8701 DNAH11 -8702 B4GALT4 -8703 B4GALT3 -8704 B4GALT2 -8705 B3GALT4 -8706 B3GALNT1 -8707 B3GALT2 -8708 B3GALT1 -8710 SERPINB7 -8711 TNK1 -8712 PAGE1 -8714 ABCC3 -8715 NOL4 -8717 TRADD -8718 TNFRSF25 -8720 MBTPS1 -8721 EDF1 -8722 CTSF -8723 SNX4 -8724 SNX3 -8725 URI1 -8726 EED -8727 CTNNAL1 -8728 ADAM19 -8729 GBF1 -8731 RNMT -8732 RNGTT -8733 GPAA1 -8735 MYH13 -8736 MYOM1 -8737 RIPK1 -8738 CRADD -8739 HRK -8740 TNFSF14 -8741 TNFSF13 -8742 TNFSF12 -8743 TNFSF10 -8744 TNFSF9 -8745 ADAM23 -8747 ADAM21 -8748 ADAM20 -8749 ADAM18 -8751 ADAM15 -8754 ADAM9 -8755 ADAM6 -8756 ADAM7 -8760 CDS2 -8761 PABPC4 -8763 CD164 -8764 TNFRSF14 -8766 RAB11A -8767 RIPK2 -8771 TNFRSF6B -8772 FADD -8773 SNAP23 -8774 NAPG -8775 NAPA -8776 MTMR1 -8777 MPDZ -8778 SIGLEC5 -8780 RIOK3 -8784 TNFRSF18 -8785 MATN4 -8786 RGS11 -8787 RGS9 -8788 DLK1 -8789 FBP2 -8790 FPGT -8792 TNFRSF11A -8793 TNFRSF10D -8794 TNFRSF10C -8795 TNFRSF10B -8796 SCEL -8797 TNFRSF10A -8798 DYRK4 -8799 PEX11B -8800 PEX11A -8801 SUCLG2 -8802 SUCLG1 -8803 SUCLA2 -8804 CREG1 -8805 TRIM24 -8807 IL18RAP -8808 IL1RL2 -8809 IL18R1 -8811 GALR2 -8812 CCNK -8813 DPM1 -8814 CDKL1 -8815 BANF1 -8816 DCAF5 -8817 FGF18 -8818 DPM2 -8819 SAP30 -8820 HESX1 -8821 INPP4B -8822 FGF17 -8823 FGF16 -8824 CES2 -8825 LIN7A -8826 IQGAP1 -8828 NRP2 -8829 NRP1 -8831 SYNGAP1 -8832 CD84 -8833 GMPS -8834 TMEM11 -8835 SOCS2 -8836 GGH -8837 CFLAR -8838 CCN6 -8839 CCN5 -8840 CCN4 -8841 HDAC3 -8842 PROM1 -8843 HCAR3 -8844 KSR1 -8846 ALKBH1 -8848 TSC22D1 -8850 KAT2B -8851 CDK5R1 -8852 AKAP4 -8853 ASAP2 -8854 ALDH1A2 -8856 NR1I2 -8857 FCGBP -8858 PROZ -8859 STK19 -8861 LDB1 -8862 APLN -8863 PER3 -8864 PER2 -8867 SYNJ1 -8869 ST3GAL5 -8870 IER3 -8871 SYNJ2 -8872 CDC123 -8874 ARHGEF7 -8875 VNN2 -8876 VNN1 -8877 SPHK1 -8878 SQSTM1 -8879 SGPL1 -8880 FUBP1 -8881 CDC16 -8882 ZPR1 -8883 NAE1 -8884 SLC5A6 -8886 DDX18 -8887 TAX1BP1 -8888 MCM3AP -8890 EIF2B4 -8891 EIF2B3 -8892 EIF2B2 -8893 EIF2B5 -8894 EIF2S2 -8895 CPNE3 -8896 BUD31 -8897 MTMR3 -8898 MTMR2 -8899 PRPF4B -8900 CCNA1 -8904 CPNE1 -8905 AP1S2 -8906 AP1G2 -8907 AP1M1 -8908 GYG2 -8909 ENDOU -8910 SGCE -8911 CACNA1I -8912 CACNA1H -8913 CACNA1G -8914 TIMELESS -8915 BCL10 -8916 HERC3 -8924 HERC2 -8925 HERC1 -8926 SNURF -8927 BSN -8928 FOXH1 -8929 PHOX2B -8930 MBD4 -8932 MBD2 -8933 RTL8C -8934 RAB29 -8935 SKAP2 -8936 WASF1 -8938 BAIAP3 -8939 FUBP3 -8940 TOP3B -8941 CDK5R2 -8942 KYNU -8943 AP3D1 -8944 SNORD73A -8945 BTRC -8968 H3C7 -8969 H2AC11 -8970 H2BC11 -8971 H1-10 -8972 MGAM -8973 CHRNA6 -8974 P4HA2 -8975 USP13 -8976 WASL -8985 PLOD3 -8986 RPS6KA4 -8987 STBD1 -8988 HSPB3 -8989 TRPA1 -8991 SELENBP1 -8992 ATP6V0E1 -8993 PGLYRP1 -8994 LIMD1 -8995 TNFSF18 -8996 NOL3 -8997 KALRN -8999 CDKL2 -9001 HAP1 -9002 F2RL3 -9013 TAF1C -9014 TAF1B -9015 TAF1A -9016 SLC25A14 -9019 MPZL1 -9020 MAP3K14 -9021 SOCS3 -9022 CLIC3 -9023 CH25H -9024 BRSK2 -9025 RNF8 -9026 HIP1R -9027 NAT8 -9028 RHBDL1 -9031 BAZ1B -9032 TM4SF5 -9033 PKD2L1 -9034 CCRL2 -9037 SEMA5A -9038 TAAR5 -9039 UBA3 -9040 UBE2M -9043 SPAG9 -9044 BTAF1 -9045 RPL14 -9046 DOK2 -9047 SH2D2A -9048 ARTN -9049 AIP -9050 PSTPIP2 -9051 PSTPIP1 -9052 GPRC5A -9053 MAP7 -9054 NFS1 -9055 PRC1 -9056 SLC7A7 -9057 SLC7A6 -9058 SLC13A2 -9060 PAPSS2 -9061 PAPSS1 -9063 PIAS2 -9064 MAP3K6 -9066 SYT7 -9068 ANGPTL1 -9069 CLDN12 -9070 ASH2L -9071 CLDN10 -9073 CLDN8 -9074 CLDN6 -9075 CLDN2 -9076 CLDN1 -9077 DIRAS3 -9079 LDB2 -9080 CLDN9 -9081 PRY -9083 BPY2 -9084 VCY -9085 CDY1 -9086 EIF1AY -9087 TMSB4Y -9088 PKMYT1 -9091 PIGQ -9092 SART1 -9093 DNAJA3 -9094 UNC119 -9095 TBX19 -9096 TBX18 -9097 USP14 -9098 USP6 -9099 USP2 -9100 USP10 -9101 USP8 -9104 RGN -9107 MTMR6 -9108 MTMR7 -9110 MTMR4 -9111 NMI -9112 MTA1 -9113 LATS1 -9114 ATP6V0D1 -9117 SEC22C -9118 INA -9119 KRT75 -9120 SLC16A6 -9121 SLC16A5 -9122 SLC16A4 -9123 SLC16A3 -9124 PDLIM1 -9125 CNOT9 -9126 SMC3 -9127 P2RX6 -9128 PRPF4 -9129 PRPF3 -9130 FAM50A -9131 AIFM1 -9132 KCNQ4 -9133 CCNB2 -9134 CCNE2 -9135 RABEP1 -9136 RRP9 -9138 ARHGEF1 -9139 CBFA2T2 -9140 ATG12 -9141 PDCD5 -9143 SYNGR3 -9144 SYNGR2 -9145 SYNGR1 -9146 HGS -9147 NEMF -9148 NEURL1 -9149 DYRK1B -9150 CTDP1 -9152 SLC6A5 -9153 SLC28A2 -9154 SLC28A1 -9156 EXO1 -9158 FIBP -9159 PCSK7 -9162 DGKI -9166 EBAG9 -9167 COX7A2L -9168 TMSB10 -9169 SCAF11 -9170 LPAR2 -9172 MYOM2 -9173 IL1RL1 -9175 MAP3K13 -9177 HTR3B -9179 AP4M1 -9180 OSMR -9181 ARHGEF2 -9182 RASSF9 -9183 ZW10 -9184 BUB3 -9185 REPS2 -9187 SLC24A1 -9188 DDX21 -9189 ZBED1 -9191 DEDD -9194 SLC16A7 -9196 KCNAB3 -9197 SLC33A1 -9200 HACD1 -9201 DCLK1 -9202 ZMYM4 -9203 ZMYM3 -9204 ZMYM6 -9205 ZMYM5 -9208 LRRFIP1 -9209 LRRFIP2 -9210 BMP15 -9211 LGI1 -9212 AURKB -9213 XPR1 -9214 FCMR -9215 LARGE1 -9217 VAPB -9218 VAPA -9219 MTA2 -9221 NOLC1 -9223 MAGI1 -9227 LRAT -9228 DLGAP2 -9229 DLGAP1 -9230 RAB11B -9231 DLG5 -9232 PTTG1 -9235 IL32 -9236 CCPG1 -9238 TBRG4 -9240 PNMA1 -9241 NOG -9242 MSC -9244 CRLF1 -9245 GCNT3 -9246 UBE2L6 -9247 GCM2 -9248 GPR50 -9249 DHRS3 -9252 RPS6KA5 -9253 NUMBL -9254 CACNA2D2 -9255 AIMP1 -9256 TSPOAP1 -9258 MFHAS1 -9260 PDLIM7 -9261 MAPKAPK2 -9262 STK17B -9263 STK17A -9265 CYTH3 -9266 CYTH2 -9267 CYTH1 -9270 ITGB1BP1 -9271 PIWIL1 -9274 BCL7C -9275 BCL7B -9276 COPB2 -9277 WDR46 -9278 ZBTB22 -9282 MED14 -9283 GPR37L1 -9284 NPIPA1 -9287 TAAR2 -9288 TAAR3P -9289 ADGRG1 -9290 GPR55 -9293 GPR52 -9294 S1PR2 -9295 SRSF11 -9296 ATP6V1F -9299 SNORD30 -9300 SNORD28 -9301 SNORD27 -9302 SNORD26 -9304 SNORD22 -9306 SOCS6 -9308 CD83 -9310 ZNF235 -9311 ASIC3 -9312 KCNB2 -9313 MMP20 -9314 KLF4 -9315 NREP -9317 PTER -9318 COPS2 -9319 TRIP13 -9320 TRIP12 -9321 TRIP11 -9322 TRIP10 -9324 HMGN3 -9325 TRIP4 -9326 ZNHIT3 -9328 GTF3C5 -9329 GTF3C4 -9330 GTF3C3 -9331 B4GALT6 -9332 CD163 -9333 TGM5 -9334 B4GALT5 -9337 CNOT8 -9338 TCEAL1 -9340 GLP2R -9341 VAMP3 -9342 SNAP29 -9343 EFTUD2 -9344 TAOK2 -9348 NDST3 -9349 RPL23 -9350 CER1 -9351 NHERF2 -9352 TXNL1 -9353 SLIT2 -9354 UBE4A -9355 LHX2 -9356 SLC22A6 -9358 ITGBL1 -9360 PPIG -9361 LONP1 -9362 CPNE6 -9363 RAB33A -9364 RAB28 -9365 KL -9366 RAB9BP1 -9367 RAB9A -9368 NHERF1 -9369 NRXN3 -9370 ADIPOQ -9371 KIF3B -9372 ZFYVE9 -9373 PLAA -9374 PPT2 -9375 TM9SF2 -9376 SLC22A8 -9377 COX5A -9378 NRXN1 -9379 NRXN2 -9380 GRHPR -9381 OTOF -9382 COG1 -9383 TSIX -9388 LIPG -9389 SLC22A14 -9390 SLC22A13 -9391 CIAO1 -9392 TGFBRAP1 -9394 HS6ST1 -9397 NMT2 -9398 CD101 -9399 STOML1 -9400 RECQL5 -9401 RECQL4 -9402 GRAP2 -9403 SELENOF -9404 LPXN -9406 ZRANB2 -9407 TMPRSS11D -9409 PEX16 -9410 SNRNP40 -9411 ARHGAP29 -9412 MED21 -9413 ENTREP1 -9414 TJP2 -9415 FADS2 -9416 DDX23 -9419 CRIPT -9420 CYP7B1 -9421 HAND1 -9422 ZNF264 -9423 NTN1 -9424 KCNK6 -9425 CDYL -9426 CDY2A -9427 ECEL1 -9429 ABCG2 -9435 CHST2 -9436 NCR2 -9437 NCR1 -9439 MED23 -9440 MED17 -9441 MED26 -9442 MED27 -9443 MED7 -9444 QKI -9445 ITM2B -9446 GSTO1 -9447 AIM2 -9448 MAP4K4 -9450 LY86 -9451 EIF2AK3 -9452 ITM2A -9453 GGPS1 -9454 HOMER3 -9455 HOMER2 -9456 HOMER1 -9457 FHL5 -9459 ARHGEF6 -9462 RASAL2 -9463 PICK1 -9464 HAND2 -9465 AKAP7 -9466 IL27RA -9467 SH3BP5 -9468 PCYT1B -9469 CHST3 -9470 EIF4E2 -9472 AKAP6 -9473 THEMIS2 -9474 ATG5 -9475 ROCK2 -9476 NAPSA -9477 MED20 -9478 CABP1 -9479 MAPK8IP1 -9480 ONECUT2 -9481 SLC25A27 -9482 STX8 -9486 CHST10 -9487 PIGL -9488 PIGB -9489 PGS1 -9491 PSMF1 -9493 KIF23 -9495 AKAP5 -9496 TBX4 -9497 SLC4A7 -9498 SLC4A8 -9499 MYOT -9500 MAGED1 -9501 RPH3AL -9502 XAGE2 -9506 PAGE4 -9507 ADAMTS4 -9508 ADAMTS3 -9509 ADAMTS2 -9510 ADAMTS1 -9512 PMPCB -9513 FXR2 -9514 GAL3ST1 -9515 STXBP5L -9516 LITAF -9517 SPTLC2 -9518 GDF15 -9519 TBPL1 -9520 NPEPPS -9521 EEF1E1 -9522 SCAMP1 -9524 TECR -9525 VPS4B -9526 MPDU1 -9527 GOSR1 -9528 TMEM59 -9529 BAG5 -9530 BAG4 -9531 BAG3 -9532 BAG2 -9533 POLR1C -9534 ZNF254 -9535 GMFG -9536 PTGES -9537 TP53I11 -9538 EI24 -9540 TP53I3 -9541 CIR1 -9542 NRG2 -9543 IGDCC3 -9545 RAB3D -9546 APBA3 -9547 CXCL14 -9550 ATP6V1G1 -9551 ATP5MF -9552 SPAG7 -9553 MRPL33 -9554 SEC22B -9555 MACROH2A1 -9556 ATP5MJ -9557 CHD1L -9559 VPS26A -9560 CCL4L2 -9562 MINPP1 -9563 H6PD -9564 BCAR1 -9567 GTPBP1 -9568 GABBR2 -9569 GTF2IRD1 -9570 GOSR2 -9572 NR1D1 -9573 GDF3 -9575 CLOCK -9576 SPAG6 -9577 BABAM2 -9578 CDC42BPB -9580 SOX13 -9581 PREPL -9582 APOBEC3B -9583 ENTPD4 -9584 RBM39 -9585 KIF20B -9586 CREB5 -9587 MAD2L1BP -9588 PRDX6 -9589 WTAP -9590 AKAP12 -9592 IER2 -9595 CYTIP -9597 SMAD5-AS1 -9600 PITPNM1 -9601 PDIA4 -9603 NFE2L3 -9604 RNF14 -9605 VPS9D1 -9607 CARTPT -9609 RAB36 -9610 RIN1 -9611 NCOR1 -9612 NCOR2 -9615 GDA -9616 RNF7 -9617 MTRF1 -9618 TRAF4 -9619 ABCG1 -9620 CELSR1 -9622 KLK4 -9623 TCL1B -9625 AATK -9626 GUCA1C -9627 SNCAIP -9628 RGS6 -9629 CLCA3P -9630 GNA14 -9631 NUP155 -9632 SEC24C -9633 TESMIN -9635 CLCA2 -9636 ISG15 -9637 FEZ2 -9638 FEZ1 -9639 ARHGEF10 -9640 ZNF592 -9641 IKBKE -9643 MORF4L2 -9644 SH3PXD2A -9645 MICAL2 -9646 CTR9 -9647 PPM1F -9648 GCC2 -9649 RALGPS1 -9650 MTFR1 -9651 PLCH2 -9652 SKIC3 -9653 HS2ST1 -9654 TTLL4 -9655 SOCS5 -9656 MDC1 -9657 IQCB1 -9658 ZNF516 -9659 PDE4DIP -9662 CEP135 -9663 LPIN2 -9665 MARF1 -9666 DZIP3 -9667 SAFB2 -9668 ZNF432 -9669 EIF5B -9670 IPO13 -9671 WSCD2 -9672 SDC3 -9673 SLC25A44 -9674 KIAA0040 -9675 TTI1 -9677 PPIP5K1 -9678 PHF14 -9679 FAM53B -9681 DEPDC5 -9682 KDM4A -9683 N4BP1 -9684 LRRC14 -9685 CLINT1 -9686 VGLL4 -9687 GREB1 -9688 NUP93 -9689 BZW1 -9690 UBE3C -9692 PRORP -9693 RAPGEF2 -9694 EMC2 -9695 EDEM1 -9696 CROCC -9697 TRAM2 -9698 PUM1 -9699 RIMS2 -9700 ESPL1 -9701 PPP6R2 -9702 CEP57 -9703 BLTP2 -9704 DHX34 -9705 ST18 -9706 ULK2 -9708 PCDHGA8 -9709 HERPUD1 -9710 GARRE1 -9711 RUBCN -9712 USP6NL -9715 FAM131B -9716 AQR -9717 SEC14L5 -9718 ECE2 -9719 ADAMTSL2 -9720 CCDC144A -9721 GPRIN2 -9722 NOS1AP -9723 SEMA3E -9724 UTP14C -9725 TMEM63A -9726 ZNF646 -9727 RAB11FIP3 -9728 SECISBP2L -9729 KIAA0408 -9730 DCAF1 -9731 CEP104 -9732 DOCK4 -9733 SART3 -9734 HDAC9 -9735 KNTC1 -9736 USP34 -9737 GPRASP1 -9738 CCP110 -9739 SETD1A -9741 LAPTM4A -9742 IFT140 -9743 ARHGAP32 -9744 ACAP1 -9745 ZNF536 -9746 CLSTN3 -9747 TCAF1 -9748 SLK -9749 PHACTR2 -9750 RIPOR2 -9751 SNPH -9752 PCDHA9 -9753 ZSCAN12 -9754 STARD8 -9755 TBKBP1 -9757 KMT2B -9758 FRMPD4 -9759 HDAC4 -9760 TOX -9761 MLEC -9762 LZTS3 -9764 KIAA0513 -9765 ZFYVE16 -9766 SUSD6 -9767 JADE3 -9768 PCLAF -9770 RASSF2 -9771 RAPGEF5 -9772 TMEM94 -9774 BCLAF1 -9775 EIF4A3 -9776 ATG13 -9777 TM9SF4 -9778 KIAA0232 -9779 TBC1D5 -9780 PIEZO1 -9781 RNF144A -9782 MATR3 -9783 RIMS3 -9784 SNX17 -9785 DHX38 -9786 KIAA0586 -9787 DLGAP5 -9788 MTSS1 -9789 SPCS2 -9790 BMS1 -9791 PTDSS1 -9792 SERTAD2 -9793 CKAP5 -9794 MAML1 -9796 PHYHIP -9797 TATDN2 -9798 IST1 -9801 MRPL19 -9802 DAZAP2 -9804 TOMM20 -9805 SCRN1 -9806 SPOCK2 -9807 IP6K1 -9808 KIAA0087 -9810 RNF40 -9811 CTIF -9812 DELE1 -9813 EFCAB14 -9814 SFI1 -9815 GIT2 -9816 URB2 -9817 KEAP1 -9818 NUP58 -9819 TSC22D2 -9820 CUL7 -9821 RB1CC1 -9823 ARMCX2 -9824 ARHGAP11A -9825 SPATA2 -9826 ARHGEF11 -9827 RGP1 -9828 ARHGEF17 -9829 DNAJC6 -9830 TRIM14 -9831 ZNF623 -9832 JAKMIP2 -9833 MELK -9834 FAM30A -9836 LCMT2 -9837 GINS1 -9839 ZEB2 -9840 TESPA1 -9841 ZBTB24 -9842 PLEKHM1 -9843 HEPH -9844 ELMO1 -9846 GAB2 -9847 C2CD5 -9848 MFAP3L -9849 ZNF518A -9851 KIAA0753 -9852 EPM2AIP1 -9853 RUSC2 -9854 C2CD2L -9855 FARP2 -9856 KIAA0319 -9857 CEP350 -9858 PPP1R26 -9859 CEP170 -9860 LRIG2 -9861 PSMD6 -9862 MED24 -9863 MAGI2 -9865 TRIL -9866 TRIM66 -9867 PJA2 -9868 TOMM70 -9869 SETDB1 -9870 AREL1 -9871 SEC24D -9873 FCHSD2 -9874 TLK1 -9875 URB1 -9877 ZC3H11A -9878 TOX4 -9879 DDX46 -9880 ZBTB39 -9881 TRANK1 -9882 TBC1D4 -9883 POM121 -9884 LRRC37A -9885 OSBPL2 -9886 RHOBTB1 -9887 SMG7 -9889 ZBED4 -9890 PLPPR4 -9891 NUAK1 -9892 SNAP91 -9894 TELO2 -9895 TECPR2 -9896 FIG4 -9897 WASHC5 -9898 UBAP2L -9899 SV2B -9900 SV2A -9901 SRGAP3 -9902 MRC2 -9903 KLHL21 -9904 RBM19 -9905 SGSM2 -9906 SLC35E2A -9907 AP5Z1 -9908 G3BP2 -9909 DENND4B -9910 RABGAP1L -9911 TMCC2 -9912 ARHGAP44 -9913 SUPT7L -9914 ATP2C2 -9915 ARNT2 -9917 FAM20B -9918 NCAPD2 -9919 SEC16A -9920 KBTBD11 -9921 RNF10 -9922 IQSEC1 -9923 ZBTB40 -9924 PAN2 -9925 ZBTB5 -9926 LPGAT1 -9927 MFN2 -9928 KIF14 -9929 JOSD1 -9931 HELZ -9933 PUM3 -9934 P2RY14 -9935 MAFB -9936 CD302 -9937 DCLRE1A -9938 ARHGAP25 -9939 RBM8A -9940 DLEC1 -9941 EXOG -9942 XYLB -9943 OXSR1 -9945 GFPT2 -9946 CRYZL1 -9947 MAGEC1 -9948 WDR1 -9949 AMMECR1 -9950 GOLGA5 -9951 HS3ST4 -9953 HS3ST3B1 -9955 HS3ST3A1 -9956 HS3ST2 -9957 HS3ST1 -9958 USP15 -9960 USP3 -9961 MVP -9962 SLC23A2 -9963 SLC23A1 -9965 FGF19 -9966 TNFSF15 -9967 THRAP3 -9968 MED12 -9969 MED13 -9970 NR1I3 -9971 NR1H4 -9972 NUP153 -9973 CCS -9975 NR1D2 -9976 CLEC2B -9978 RBX1 -9980 DOP1B -9982 FGFBP1 -9984 THOC1 -9985 REC8 -9986 RCE1 -9987 HNRNPDL -9988 DMTF1 -9989 PPP4R1 -9990 SLC12A6 -9991 PTBP3 -9992 KCNE2 -9993 DGCR2 -9994 CASP8AP2 -9997 SCO2 -10000 AKT3 -10001 MED6 -10002 NR2E3 -10003 NAALAD2 -10004 NAALADL1 -10005 ACOT8 -10006 ABI1 -10007 GNPDA1 -10008 KCNE3 -10009 ZBTB33 -10010 TANK -10011 SRA1 -10013 HDAC6 -10014 HDAC5 -10015 PDCD6IP -10016 PDCD6 -10017 BCL2L10 -10018 BCL2L11 -10019 SH2B3 -10020 GNE -10021 HCN4 -10022 INSL5 -10023 FRAT1 -10024 TROAP -10025 MED16 -10026 PIGK -10036 CHAF1A -10038 PARP2 -10039 PARP3 -10040 TOM1L1 -10042 HMGXB4 -10043 TOM1 -10044 SH2D3C -10045 SH2D3A -10046 MAMLD1 -10047 CST8 -10048 RANBP9 -10049 DNAJB6 -10050 SLC17A4 -10051 SMC4 -10052 GJC1 -10053 AP1M2 -10054 UBA2 -10055 SAE1 -10056 FARSB -10057 ABCC5 -10058 ABCB6 -10059 DNM1L -10060 ABCC9 -10061 ABCF2 -10062 NR1H3 -10063 COX17 -10066 SCAMP2 -10067 SCAMP3 -10068 IL18BP -10069 RWDD2B -10071 MUC12 -10072 DPP3 -10073 SNUPN -10075 HUWE1 -10076 PTPRU -10077 TSPAN32 -10078 TSSC4 -10079 ATP9A -10081 PDCD7 -10082 GPC6 -10083 USH1C -10084 PQBP1 -10085 EDIL3 -10086 HHLA1 -10087 CERT1 -10089 KCNK7 -10090 UST -10092 ARPC5 -10093 ARPC4 -10094 ARPC3 -10095 ARPC1B -10096 ACTR3 -10097 ACTR2 -10098 TSPAN5 -10099 TSPAN3 -10100 TSPAN2 -10101 NUBP2 -10102 TSFM -10103 TSPAN1 -10105 PPIF -10106 CTDSP2 -10107 TRIM10 -10109 ARPC2 -10110 SGK2 -10111 RAD50 -10112 KIF20A -10113 PREB -10114 HIPK3 -10116 FEM1B -10117 ENAM -10120 ACTR1B -10121 ACTR1A -10123 ARL4C -10124 ARL4A -10125 RASGRP1 -10126 DNAL4 -10127 ZNF263 -10128 LRPPRC -10129 FRY -10130 PDIA6 -10131 TRAP1 -10133 OPTN -10134 BCAP31 -10135 NAMPT -10136 CELA3A -10137 RBM12 -10138 YAF2 -10139 ARFRP1 -10140 TOB1 -10141 LINC01587 -10142 AKAP9 -10143 CLEC3A -10144 FAM13A -10146 G3BP1 -10147 SUGP2 -10148 EBI3 -10149 ADGRG2 -10150 MBNL2 -10152 ABI2 -10153 CEBPZ -10154 PLXNC1 -10155 TRIM28 -10156 RASA4 -10157 AASS -10158 PDZK1IP1 -10159 ATP6AP2 -10160 FARP1 -10161 LPAR6 -10162 LPCAT3 -10163 WASF2 -10164 CHST4 -10165 SLC25A13 -10166 SLC25A15 -10168 ZNF197 -10169 SERF2 -10170 DHRS9 -10171 RCL1 -10172 ZNF256 -10174 SORBS3 -10175 CNIH1 -10178 TENM1 -10179 RBM7 -10180 RBM6 -10181 RBM5 -10184 LHFPL2 -10186 LHFPL6 -10188 TNK2 -10189 ALYREF -10190 TXNDC9 -10193 RNF41 -10194 TSHZ1 -10195 ALG3 -10196 PRMT3 -10197 PSME3 -10198 MPHOSPH9 -10199 MPHOSPH10 -10200 MPHOSPH6 -10201 NME6 -10202 DHRS2 -10203 CALCRL -10204 NUTF2 -10205 MPZL2 -10206 TRIM13 -10207 PATJ -10208 USPL1 -10209 EIF1 -10210 TOPORS -10211 FLOT1 -10212 DDX39A -10213 PSMD14 -10214 SSX3 -10215 OLIG2 -10216 PRG4 -10217 CTDSPL -10218 ANGPTL7 -10219 KLRG1 -10220 GDF11 -10221 TRIB1 -10223 GPA33 -10224 ZNF443 -10225 CD96 -10226 PLIN3 -10227 MFSD10 -10228 STX6 -10229 COQ7 -10230 NBR2 -10231 RCAN2 -10232 MSLN -10233 LRRC23 -10234 LRRC17 -10235 RASGRP2 -10236 HNRNPR -10237 SLC35B1 -10238 DCAF7 -10239 AP3S2 -10240 MRPS31 -10241 CALCOCO2 -10242 KCNMB2 -10243 GPHN -10244 RABEPK -10245 TIMM17B -10246 SLC17A2 -10247 RIDA -10248 POP7 -10249 GLYAT -10250 SRRM1 -10251 SPRY3 -10252 SPRY1 -10253 SPRY2 -10254 STAM2 -10255 HCG9 -10256 CNKSR1 -10257 ABCC4 -10260 DENND4A -10261 IGSF6 -10262 SF3B4 -10263 CDK2AP2 -10265 IRX5 -10266 RAMP2 -10267 RAMP1 -10268 RAMP3 -10269 ZMPSTE24 -10270 AKAP8 -10272 FSTL3 -10273 STUB1 -10274 STAG1 -10276 NET1 -10277 UBE4B -10278 EFS -10279 PRSS16 -10280 SIGMAR1 -10281 DSCR4 -10282 BET1 -10283 CWC27 -10284 SAP18 -10285 SMNDC1 -10286 BCAS2 -10287 RGS19 -10288 LILRB2 -10289 EIF1B -10290 SPEG -10291 SF3A1 -10293 TRAIP -10294 DNAJA2 -10295 BCKDK -10296 MAEA -10297 APC2 -10298 PAK4 -10299 MARCHF6 -10300 KATNB1 -10302 SNAPC5 -10307 APBB3 -10308 ZNF267 -10309 CCNO -10311 VPS26C -10312 TCIRG1 -10313 RTN3 -10314 LANCL1 -10316 NMUR1 -10317 B3GALT5 -10318 TNIP1 -10319 LAMC3 -10320 IKZF1 -10321 CRISP3 -10322 SMYD5 -10324 KLHL41 -10325 RRAGB -10326 SIRPB1 -10327 AKR1A1 -10328 EMC8 -10329 RXYLT1 -10330 CNPY2 -10331 B3GNT3 -10332 CLEC4M -10333 TLR6 -10335 IRAG1 -10336 PCGF3 -10342 TFG -10343 PKDREJ -10344 CCL26 -10345 TRDN -10346 TRIM22 -10347 ABCA7 -10349 ABCA10 -10350 ABCA9 -10351 ABCA8 -10352 WARS2 -10360 NPM3 -10361 NPM2 -10362 HMG20B -10363 HMG20A -10365 KLF2 -10367 MICU1 -10368 CACNG3 -10369 CACNG2 -10370 CITED2 -10371 SEMA3A -10376 TUBA1B -10379 IRF9 -10380 BPNT1 -10381 TUBB3 -10382 TUBB4A -10383 TUBB4B -10384 BTN3A3 -10385 BTN2A2 -10388 SYCP2 -10389 SCML2 -10390 CEPT1 -10391 CORO2B -10392 NOD1 -10393 ANAPC10 -10394 PRG3 -10395 DLC1 -10396 ATP8A1 -10397 NDRG1 -10398 MYL9 -10399 RACK1 -10400 PEMT -10401 PIAS3 -10402 ST3GAL6 -10403 NDC80 -10404 CPQ -10406 WFDC2 -10407 SPAG11B -10408 MYCNOS -10409 BASP1 -10410 IFITM3 -10411 RAPGEF3 -10412 NSA2 -10413 YAP1 -10417 SPON2 -10418 SPON1 -10419 PRMT5 -10420 TESK2 -10421 CD2BP2 -10422 UBAC1 -10423 CDIPT -10424 PGRMC2 -10425 ARIH2 -10426 TUBGCP3 -10427 SEC24B -10428 CFDP1 -10430 TMEM147 -10432 RBM14 -10434 LYPLA1 -10435 CDC42EP2 -10436 EMG1 -10437 IFI30 -10438 C1D -10439 OLFM1 -10440 TIMM17A -10443 N4BP2L2 -10444 ZER1 -10445 MCRS1 -10446 LRRN2 -10447 FAM3C -10449 ACAA2 -10450 PPIE -10451 VAV3 -10452 TOMM40 -10454 TAB1 -10455 ECI2 -10456 HAX1 -10457 GPNMB -10458 BAIAP2 -10459 MAD2L2 -10460 TACC3 -10461 MERTK -10462 CLEC10A -10463 SLC30A9 -10464 PIBF1 -10465 PPIH -10466 COG5 -10467 ZNHIT1 -10468 FST -10469 TIMM44 -10471 PFDN6 -10472 ZBTB18 -10473 HMGN4 -10474 TADA3 -10475 TRIM38 -10476 ATP5PD -10477 UBE2E3 -10478 SLC25A17 -10479 SLC9A6 -10480 EIF3M -10481 HOXB13 -10482 NXF1 -10483 SEC23B -10484 SEC23A -10485 MIR9-1HG -10486 CAP2 -10487 CAP1 -10488 CREB3 -10489 LRRC41 -10490 VTI1B -10491 CRTAP -10492 SYNCRIP -10493 VAT1 -10494 STK25 -10495 ENOX2 -10497 UNC13B -10498 CARM1 -10499 NCOA2 -10500 SEMA6C -10501 SEMA6B -10505 SEMA4F -10507 SEMA4D -10509 SEMA4B -10512 SEMA3C -10513 APPBP2 -10514 MYBBP1A -10516 FBLN5 -10517 FBXW10 -10518 CIB2 -10519 CIB1 -10520 ZNF211 -10521 DDX17 -10522 DEAF1 -10523 CHERP -10524 KAT5 -10525 HYOU1 -10526 IPO8 -10527 IPO7 -10528 NOP56 -10529 NEBL -10531 PITRM1 -10533 ATG7 -10534 ZNRD2 -10535 RNASEH2A -10536 P3H3 -10537 UBD -10538 BATF -10539 GLRX3 -10540 DCTN2 -10541 ANP32B -10542 LAMTOR5 -10544 PROCR -10548 TM9SF1 -10549 PRDX4 -10550 ARL6IP5 -10551 AGR2 -10552 ARPC1A -10553 HTATIP2 -10554 AGPAT1 -10555 AGPAT2 -10556 RPP30 -10557 RPP38 -10558 SPTLC1 -10559 SLC35A1 -10560 SLC19A2 -10561 IFI44 -10562 OLFM4 -10563 CXCL13 -10564 ARFGEF2 -10565 ARFGEF1 -10566 AKAP3 -10567 RABAC1 -10568 SLC34A2 -10569 SLU7 -10570 DPYSL4 -10572 SIVA1 -10573 MRPL28 -10574 CCT7 -10575 CCT4 -10576 CCT2 -10577 NPC2 -10578 GNLY -10579 TACC2 -10580 SORBS1 -10581 IFITM2 -10584 COLEC10 -10585 POMT1 -10586 MAB21L2 -10587 TXNRD2 -10588 MTHFS -10589 DRAP1 -10590 SCGN -10591 DNPH1 -10592 SMC2 -10594 PRPF8 -10595 ERN2 -10598 AHSA1 -10599 SLCO1B1 -10600 USP16 -10602 CDC42EP3 -10603 SH2B2 -10605 PAIP1 -10606 PAICS -10607 TBL3 -10608 MXD4 -10609 P3H4 -10610 ST6GALNAC2 -10611 PDLIM5 -10612 TRIM3 -10613 ERLIN1 -10614 HEXIM1 -10615 SPAG5 -10616 RBCK1 -10617 STAMBP -10618 TGOLN2 -10620 ARID3B -10621 POLR3F -10622 POLR3G -10623 POLR3C -10625 IVNS1ABP -10626 TRIM16 -10627 MYL12A -10628 TXNIP -10629 TAF6L -10630 PDPN -10631 POSTN -10632 ATP5MG -10633 RASL10A -10634 GAS2L1 -10635 RAD51AP1 -10636 RGS14 -10637 LEFTY1 -10640 EXOC5 -10641 NPRL2 -10642 IGF2BP1 -10643 IGF2BP3 -10644 IGF2BP2 -10645 CAMKK2 -10647 SCGB1D2 -10648 SCGB1D1 -10650 PRELID3A -10651 MTX2 -10652 YKT6 -10653 SPINT2 -10654 PMVK -10655 DMRT2 -10656 KHDRBS3 -10657 KHDRBS1 -10658 CELF1 -10659 CELF2 -10660 LBX1 -10661 KLF1 -10663 CXCR6 -10664 CTCF -10665 TSBP1 -10666 CD226 -10667 FARS2 -10668 CGRRF1 -10669 CGREF1 -10670 RRAGA -10671 DCTN6 -10672 GNA13 -10673 TNFSF13B -10675 CSPG5 -10677 AVIL -10678 B3GNT2 -10681 GNB5 -10682 EBP -10683 DLL3 -10686 CLDN16 -10687 PNMA2 -10690 FUT9 -10691 GMEB1 -10692 RRH -10693 CCT6B -10694 CCT8 -10695 CNPY3 -10699 CORIN -10712 ENTREP3 -10713 USP39 -10714 POLD3 -10716 TBR1 -10717 AP4B1 -10718 NRG3 -10720 UGT2B11 -10721 POLQ -10723 SLC12A7 -10724 OGA -10725 NFAT5 -10726 NUDC -10728 PTGES3 -10730 YME1L1 -10732 TCFL5 -10733 PLK4 -10734 STAG3 -10735 STAG2 -10736 SIX2 -10738 RFPL3 -10739 RFPL2 -10741 RBBP9 -10742 RAI2 -10743 RAI1 -10744 PTTG2 -10745 PHTF1 -10746 MAP3K2 -10747 MASP2 -10749 KIF1C -10750 GRAP -10752 CHL1 -10753 CAPN9 -10755 GIPC1 -10758 TRAF3IP2 -10761 PLAC1 -10762 NUP50 -10763 NES -10765 KDM5B -10766 TOB2 -10767 HBS1L -10768 AHCYL1 -10769 PLK2 -10771 ZMYND11 -10772 SRSF10 -10773 ZBTB6 -10775 POP4 -10776 ARPP19 -10777 ARPP21 -10778 ZNF271P -10780 ZNF234 -10781 ZNF266 -10782 ZNF274 -10783 NEK6 -10785 WDR4 -10786 SLC17A3 -10787 NCKAP1 -10788 IQGAP2 -10791 VAMP5 -10793 ZNF273 -10794 ZNF460 -10795 ZNF268 -10797 MTHFD2 -10798 OR5I1 -10799 RPP40 -10800 CYSLTR1 -10801 SEPTIN9 -10802 SEC24A -10803 CCR9 -10804 GJB6 -10806 SDCCAG8 -10807 ENTR1 -10808 HSPH1 -10809 STARD10 -10810 WASF3 -10811 NOXA1 -10813 UTP14A -10814 CPLX2 -10815 CPLX1 -10816 SPINT3 -10817 FRS3 -10818 FRS2 -10824 DIAPH2-AS1 -10825 NEU3 -10826 FAXDC2 -10827 FAM114A2 -10838 ZNF275 -10840 ALDH1L1 -10841 FTCD -10842 PPP1R17 -10844 TUBGCP2 -10845 CLPX -10846 PDE10A -10847 SRCAP -10848 PPP1R13L -10849 POLR1G -10850 CCL27 -10855 HPSE -10856 RUVBL2 -10857 PGRMC1 -10858 CYP46A1 -10859 LILRB1 -10861 SLC26A1 -10863 ADAM28 -10864 SLC22A7 -10865 ARID5A -10866 HCP5 -10867 TSPAN9 -10868 USP20 -10869 USP19 -10870 HCST -10871 CD300C -10873 ME3 -10874 NMU -10875 FGL2 -10876 EDDM3A -10877 CFHR4 -10878 CFHR3 -10879 SMR3B -10880 ACTL7B -10881 ACTL7A -10882 C1QL1 -10884 MRPS30 -10885 WDR3 -10886 NPFFR2 -10887 PROKR1 -10888 GPR83 -10890 RAB10 -10891 PPARGC1A -10892 MALT1 -10893 MMP24 -10894 LYVE1 -10895 PPBPP2 -10897 YIF1A -10898 CPSF4 -10899 JTB -10900 RUNDC3A -10901 DHRS4 -10902 BRD8 -10903 MTMR11 -10904 BLCAP -10905 MAN1A2 -10906 TRAFD1 -10907 TXNL4A -10908 PNPLA6 -10910 SUGT1 -10911 UTS2 -10912 GADD45G -10913 EDAR -10914 PAPOLA -10915 TCERG1 -10916 MAGED2 -10917 BTNL3 -10919 EHMT2 -10920 COPS8 -10921 RNPS1 -10922 FASTK -10923 SUB1 -10924 SMPDL3A -10926 DBF4 -10927 SPIN1 -10928 RALBP1 -10929 SRSF8 -10930 APOBEC2 -10933 MORF4L1 -10935 PRDX3 -10936 GPR75 -10938 EHD1 -10939 AFG3L2 -10940 POP1 -10941 UGT2A1 -10942 PRSS21 -10943 MSL3 -10944 C11orf58 -10945 KDELR1 -10946 SF3A3 -10947 AP3M2 -10948 STARD3 -10949 HNRNPA0 -10950 BTG3 -10951 CBX1 -10952 SEC61B -10953 TOMM34 -10954 PDIA5 -10955 SERINC3 -10956 OS9 -10957 PNRC1 -10959 TMED2 -10960 LMAN2 -10961 ERP29 -10962 MLLT11 -10963 STIP1 -10964 IFI44L -10965 ACOT2 -10966 RAB40B -10969 EBNA1BP2 -10970 CKAP4 -10971 YWHAQ -10972 TMED10 -10973 ASCC3 -10974 ADIRF -10975 UQCR11 -10978 CLP1 -10979 FERMT2 -10980 COPS6 -10981 RAB32 -10982 MAPRE2 -10983 CCNI -10984 KCNQ1OT1 -10985 GCN1 -10987 COPS5 -10988 METAP2 -10989 IMMT -10990 LILRB5 -10991 SLC38A3 -10992 SF3B2 -10993 SDS -10994 ILVBL -10998 SLC27A5 -10999 SLC27A4 -11000 SLC27A3 -11001 SLC27A2 -11004 KIF2C -11005 SPINK5 -11006 LILRB4 -11007 CCDC85B -11009 IL24 -11010 GLIPR1 -11011 TLK2 -11012 KLK11 -11013 TMSB15A -11014 KDELR2 -11015 KDELR3 -11016 ATF7 -11017 SNRNP27 -11018 TMED1 -11019 LIAS -11020 IFT27 -11021 RAB35 -11022 TDRKH -11023 VAX1 -11024 LILRA1 -11025 LILRB3 -11027 LILRA2 -11030 RBPMS -11031 RAB31 -11033 ADAP1 -11034 DSTN -11035 RIPK3 -11036 GTF2A1L -11037 STON1 -11040 PIM2 -11041 B4GAT1 -11043 MID2 -11044 TENT4A -11045 UPK1A -11046 SLC35D2 -11047 ADRM1 -11051 NUDT21 -11052 CPSF6 -11054 OGFR -11055 ZPBP -11056 DDX52 -11057 ABHD2 -11059 WWP1 -11060 WWP2 -11061 CNMD -11062 DUS4L -11063 SOX30 -11064 CNTRL -11065 UBE2C -11066 SNRNP35 -11067 DEPP1 -11068 CYB561D2 -11069 RAPGEF4 -11070 TMEM115 -11072 DUSP14 -11073 TOPBP1 -11074 TRIM31 -11075 STMN2 -11076 TPPP -11077 HSF2BP -11078 TRIOBP -11079 RER1 -11080 DNAJB4 -11081 KERA -11082 ESM1 -11083 DIDO1 -11085 ADAM30 -11086 ADAM29 -11091 WDR5 -11092 SPACA9 -11093 ADAMTS13 -11094 CACFD1 -11095 ADAMTS8 -11096 ADAMTS5 -11097 NUP42 -11098 PRSS23 -11099 PTPN21 -11100 HNRNPUL1 -11101 ATE1 -11102 RPP14 -11103 KRR1 -11104 KATNA1 -11105 PRDM7 -11107 PRDM5 -11108 PRDM4 -11112 HIBADH -11113 CIT -11116 CEP43 -11117 EMILIN1 -11118 BTN3A2 -11119 BTN3A1 -11120 BTN2A1 -11122 PTPRT -11123 RCAN3 -11124 FAF1 -11126 CD160 -11127 KIF3A -11128 POLR3A -11129 CLASRP -11130 ZWINT -11131 CAPN11 -11132 CAPN10 -11133 KPTN -11135 CDC42EP1 -11136 SLC7A9 -11137 PWP1 -11138 TBC1D8 -11140 CDC37 -11141 IL1RAPL1 -11142 PKIG -11143 KAT7 -11144 DMC1 -11145 PLAAT3 -11146 GLMN -11147 HHLA3 -11148 HHLA2 -11149 BVES -11151 CORO1A -11152 WDR45 -11153 FICD -11154 AP4S1 -11155 LDB3 -11156 PTP4A3 -11157 LSM6 -11158 RABL2B -11159 RABL2A -11160 ERLIN2 -11161 ERG28 -11162 NUDT6 -11163 NUDT4 -11164 NUDT5 -11165 NUDT3 -11166 SOX21 -11167 FSTL1 -11168 PSIP1 -11169 WDHD1 -11170 FAM107A -11171 STRAP -11172 INSL6 -11173 ADAMTS7 -11174 ADAMTS6 -11176 BAZ2A -11177 BAZ1A -11178 LZTS1 -11179 ZNF277 -11180 WDR6 -11181 TREH -11182 SLC2A6 -11183 MAP4K5 -11184 MAP4K1 -11185 INMT -11186 RASSF1 -11187 PKP3 -11188 NISCH -11189 CELF3 -11190 CEP250 -11191 PTENP1 -11193 WBP4 -11194 ABCB8 -11196 SEC23IP -11197 WIF1 -11198 SUPT16H -11199 ANXA10 -11200 CHEK2 -11201 POLI -11202 KLK8 -11211 FZD10 -11212 PLPBP -11213 IRAK3 -11214 AKAP13 -11215 AKAP11 -11216 AKAP10 -11218 DDX20 -11219 TREX2 -11221 DUSP10 -11222 MRPL3 -11224 RPL35 -11226 GALNT6 -11227 GALNT5 -11228 RASSF8 -11230 PRAF2 -11231 SEC63 -11232 POLG2 -11234 HPS5 -11235 PDCD10 -11236 RNF139 -11237 RNF24 -11238 CA5B -11240 PADI2 -11243 PMF1 -11244 ZHX1 -11245 GPR176 -11247 NXPH4 -11248 NXPH3 -11249 NXPH2 -11250 GPR45 -11251 PTGDR2 -11252 PACSIN2 -11253 MAN1B1 -11254 SLC6A14 -11255 HRH3 -11258 DCTN3 -11259 FILIP1L -11260 XPOT -11261 CHP1 -11262 SP140 -11264 PXMP4 -11266 DUSP12 -11267 SNF8 -11269 DDX19B -11270 NRM -11272 PRR4 -11273 ATXN2L -11274 USP18 -11275 KLHL2 -11276 SYNRG -11277 TREX1 -11278 KLF12 -11279 KLF8 -11280 SCN11A -11281 POU6F2 -11282 MGAT4B -11283 CYP4F8 -11284 PNKP -11285 B4GALT7 -11309 SLCO2B1 -11311 VPS45 -11313 LYPLA2 -11314 CD300A -11315 PARK7 -11316 COPE -11317 RBPJL -11318 GPR182 -11319 ECD -11320 MGAT4A -11321 GPN1 -11322 TMC6 -11325 DDX42 -11326 VSIG4 -11328 FKBP9 -11329 STK38 -11330 CTRC -11331 PHB2 -11332 ACOT7 -11333 PDAP1 -11334 TUSC2 -11335 CBX3 -11336 EXOC3 -11337 GABARAP -11338 U2AF2 -11339 OIP5 -11340 EXOSC8 -11341 SCRG1 -11342 RNF13 -11343 MGLL -11344 TWF2 -11345 GABARAPL2 -11346 SYNPO -22794 CASC3 -22795 NID2 -22796 COG2 -22797 TFEC -22798 LAMB4 -22800 RRAS2 -22801 ITGA11 -22802 CLCA4 -22803 XRN2 -22806 IKZF3 -22807 IKZF2 -22808 MRAS -22809 ATF5 -22818 COPZ1 -22820 COPG1 -22821 RASA3 -22822 PHLDA1 -22823 MTF2 -22824 HSPA4L -22826 DNAJC8 -22827 PUF60 -22828 SCAF8 -22829 NLGN4Y -22832 CEP162 -22834 ZNF652 -22835 ZFP30 -22836 RHOBTB3 -22837 COBLL1 -22838 RNF44 -22839 DLGAP4 -22841 RAB11FIP2 -22843 PPM1E -22844 FRMPD1 -22845 DOLK -22846 VASH1 -22847 ZNF507 -22848 AAK1 -22849 CPEB3 -22850 ADNP2 -22852 ANKRD26 -22853 LMTK2 -22854 NTNG1 -22856 CHSY1 -22858 CILK1 -22859 ADGRL1 -22861 NLRP1 -22862 FNDC3A -22863 ATG14 -22864 R3HDM2 -22865 SLITRK3 -22866 CNKSR2 -22868 FASTKD2 -22869 ZNF510 -22870 PPP6R1 -22871 NLGN1 -22872 SEC31A -22873 DZIP1 -22874 PLEKHA6 -22875 ENPP4 -22876 INPP5F -22877 MLXIP -22878 TRAPPC8 -22879 MON1B -22880 MORC2 -22881 ANKRD6 -22882 ZHX2 -22883 CLSTN1 -22884 WDR37 -22885 ABLIM3 -22887 FOXJ3 -22888 UBOX5 -22889 KHDC4 -22890 ZBTB1 -22891 ZNF365 -22893 BAHD1 -22894 DIS3 -22895 RPH3A -22897 CEP164 -22898 DENND3 -22899 ARHGEF15 -22900 CARD8 -22901 ARSG -22902 RUFY3 -22903 BTBD3 -22904 SBNO2 -22905 EPN2 -22906 TRAK1 -22907 DHX30 -22908 SACM1L -22909 FAN1 -22911 WDR47 -22913 RALY -22914 KLRK1 -22915 MMRN1 -22916 NCBP2 -22917 ZP1 -22918 CD93 -22919 MAPRE1 -22920 KIFAP3 -22921 MSRB2 -22924 MAPRE3 -22925 PLA2R1 -22926 ATF6 -22927 HABP4 -22928 SEPHS2 -22929 SEPHS1 -22930 RAB3GAP1 -22931 RAB18 -22932 POMZP3 -22933 SIRT2 -22934 RPIA -22936 ELL2 -22937 SCAP -22938 SNW1 -22941 SHANK2 -22943 DKK1 -22944 KIN -22948 CCT5 -22949 PTGR1 -22950 SLC4A1AP -22952 CYP2G1P -22953 P2RX2 -22954 TRIM32 -22955 SCMH1 -22974 TPX2 -22976 PAXIP1 -22977 AKR7A3 -22978 NT5C2 -22979 EFR3B -22980 TCF25 -22981 NINL -22982 DIP2C -22983 MAST1 -22984 PDCD11 -22985 ACIN1 -22986 SORCS3 -22987 SV2C -22989 MYH15 -22990 PCNX1 -22992 KDM2A -22993 HMGXB3 -22994 CEP131 -22995 CEP152 -22996 TTC39A -22997 IGSF9B -22998 LIMCH1 -22999 RIMS1 -23001 WDFY3 -23002 DAAM1 -23005 MAPKBP1 -23007 PLCH1 -23008 KLHDC10 -23011 RAB21 -23012 STK38L -23013 SPEN -23014 FBXO21 -23015 GOLGA8A -23016 EXOSC7 -23017 FAIM2 -23019 CNOT1 -23020 SNRNP200 -23022 PALLD -23023 TMCC1 -23024 PDZRN3 -23025 UNC13A -23026 MYO16 -23028 KDM1A -23029 RBM34 -23030 KDM4B -23031 MAST3 -23032 USP33 -23033 DOP1A -23034 SAMD4A -23035 PHLPP2 -23036 ZNF292 -23037 PDZD2 -23038 WDTC1 -23039 XPO7 -23040 MYT1L -23041 MON2 -23042 PDXDC1 -23043 TNIK -23046 KIF21B -23047 PDS5B -23048 FNBP1 -23049 SMG1 -23051 ZHX3 -23052 ENDOD1 -23053 ZSWIM8 -23054 NCOA6 -23057 NMNAT2 -23059 CLUAP1 -23060 ZNF609 -23061 TBC1D9B -23062 GGA2 -23063 WAPL -23064 SETX -23065 EMC1 -23066 CAND2 -23067 SETD1B -23070 CMTR1 -23071 ERP44 -23072 HECW1 -23074 BLTP3B -23075 SWAP70 -23076 RRP1B -23077 MYCBP2 -23078 VWA8 -23080 AVL9 -23081 KDM4C -23082 PPRC1 -23085 ERC1 -23086 EXPH5 -23087 TRIM35 -23089 PEG10 -23090 ZNF423 -23091 ZC3H13 -23092 ARHGAP26 -23093 TTLL5 -23094 SIPA1L3 -23095 KIF1B -23096 IQSEC2 -23097 CDK19 -23098 SARM1 -23099 ZBTB43 -23101 MCF2L2 -23102 TBC1D2B -23105 FSTL4 -23107 MRPS27 -23108 RAP1GAP2 -23109 DDN -23111 SPART -23112 TNRC6B -23113 CUL9 -23114 NFASC -23116 TOGARAM1 -23117 NPIPB3 -23118 TAB2 -23119 HIC2 -23120 ATP10B -23122 CLASP2 -23125 CAMTA2 -23126 POGZ -23127 COLGALT2 -23129 PLXND1 -23130 ATG2A -23131 GPATCH8 -23132 RAD54L2 -23133 PHF8 -23135 KDM6B -23136 EPB41L3 -23137 SMC5 -23138 N4BP3 -23139 MAST2 -23140 ZZEF1 -23141 ANKLE2 -23142 DCUN1D4 -23143 LRCH1 -23144 ZC3H3 -23145 SSPOP -23148 NACAD -23149 FCHO1 -23150 FRMD4B -23151 GRAMD4 -23152 CIC -23154 NCDN -23155 CLCC1 -23157 SEPTIN6 -23158 TBC1D9 -23160 WDR43 -23161 SNX13 -23162 MAPK8IP3 -23163 GGA3 -23164 MPRIP -23165 NUP205 -23166 STAB1 -23167 EFR3A -23168 RTF1 -23169 SLC35D1 -23170 TTLL12 -23171 GPD1L -23172 ABRAXAS2 -23173 METAP1 -23174 ZCCHC14 -23175 LPIN1 -23176 SEPTIN8 -23177 CEP68 -23178 PASK -23179 RGL1 -23180 RFTN1 -23181 DIP2A -23184 MESD -23185 LARP4B -23186 RCOR1 -23187 PHLDB1 -23189 KANK1 -23190 UBXN4 -23191 CYFIP1 -23192 ATG4B -23193 GANAB -23194 FBXL7 -23195 MDN1 -23196 FAM120A -23197 FAF2 -23198 PSME4 -23199 GSE1 -23200 ATP11B -23201 FAM168A -23203 PMPCA -23204 ARL6IP1 -23205 ACSBG1 -23207 PLEKHM2 -23208 SYT11 -23209 MLC1 -23210 JMJD6 -23211 ZC3H4 -23212 RRS1 -23213 SULF1 -23214 XPO6 -23215 PRRC2C -23216 TBC1D1 -23217 ZFR2 -23218 NBEAL2 -23219 FBXO28 -23220 DTX4 -23221 RHOBTB2 -23223 RRP12 -23224 SYNE2 -23225 NUP210 -23228 PLCL2 -23229 ARHGEF9 -23230 VPS13A -23231 SEL1L3 -23232 TBC1D12 -23233 EXOC6B -23234 DNAJC9 -23235 SIK2 -23236 PLCB1 -23237 ARC -23239 PHLPP1 -23240 TMEM131L -23241 PACS2 -23242 COBL -23243 ANKRD28 -23244 PDS5A -23245 ASTN2 -23246 BOP1 -23247 KATNIP -23248 RPRD2 -23250 ATP11A -23251 MINAR1 -23252 OTUD3 -23253 ANKRD12 -23254 KAZN -23255 MTCL1 -23256 SCFD1 -23258 DENND5A -23259 DDHD2 -23261 CAMTA1 -23262 PPIP5K2 -23263 MCF2L -23264 ZC3H7B -23265 EXOC7 -23266 ADGRL2 -23268 DNMBP -23269 MGA -23270 TSPYL4 -23271 CAMSAP2 -23272 TASOR -23274 CLEC16A -23275 POFUT2 -23276 KLHL18 -23277 CLUH -23279 NUP160 -23281 MTUS2 -23283 CSTF2T -23284 ADGRL3 -23286 WWC1 -23287 AGTPBP1 -23288 IQCE -23291 FBXW11 -23293 SMG6 -23294 ANKS1A -23295 MGRN1 -23299 BICD2 -23300 ATMIN -23301 EHBP1 -23302 WSCD1 -23303 KIF13B -23304 UBR2 -23305 ACSL6 -23306 NEMP1 -23307 FKBP15 -23308 ICOSLG -23309 SIN3B -23310 NCAPD3 -23312 DMXL2 -23313 KIAA0930 -23314 SATB2 -23315 SLC9A8 -23316 CUX2 -23317 DNAJC13 -23318 TUT4 -23321 TRIM2 -23322 RPGRIP1L -23324 MAN2B2 -23325 WASHC4 -23326 USP22 -23327 NEDD4L -23328 SASH1 -23329 TBC1D30 -23331 TTC28 -23332 CLASP1 -23333 DPY19L1 -23334 SZT2 -23335 WDR7 -23336 SYNM -23338 JADE2 -23339 VPS39 -23341 DNAJC16 -23344 ESYT1 -23345 SYNE1 -23347 SMCHD1 -23348 DOCK9 -23349 PHF24 -23350 U2SURP -23351 KHNYN -23352 UBR4 -23353 SUN1 -23354 HAUS5 -23355 VPS8 -23357 ANGEL1 -23358 USP24 -23359 ENTREP2 -23360 FNBP4 -23361 ZNF629 -23362 PSD3 -23363 OBSL1 -23365 ARHGEF12 -23366 MATCAP2 -23367 LARP1 -23368 PPP1R13B -23369 PUM2 -23370 ARHGEF18 -23371 TNS2 -23373 CRTC1 -23376 UFL1 -23378 RRP8 -23379 ICE1 -23380 SRGAP2 -23381 SMG5 -23382 AHCYL2 -23383 MAU2 -23384 SPECC1L -23385 NCSTN -23386 NUDCD3 -23387 SIK3 -23389 MED13L -23390 ZDHHC17 -23392 ECPAS -23394 ADNP -23395 LARS2 -23396 PIP5K1C -23397 NCAPH -23398 PPWD1 -23399 CTDNEP1 -23400 ATP13A2 -23401 FRAT2 -23403 FBXO46 -23404 EXOSC2 -23405 DICER1 -23406 COTL1 -23408 SIRT5 -23409 SIRT4 -23410 SIRT3 -23411 SIRT1 -23412 COMMD3 -23413 NCS1 -23414 ZFPM2 -23415 KCNH4 -23416 KCNH3 -23417 MLYCD -23418 CRB1 -23420 NOMO1 -23421 ITGB3BP -23423 TMED3 -23424 TDRD7 -23426 GRIP1 -23428 SLC7A8 -23429 RYBP -23430 TPSD1 -23431 AP4E1 -23432 GPR161 -23433 RHOQ -23434 LINC01565 -23435 TARDBP -23436 CELA3B -23438 HARS2 -23439 ATP1B4 -23440 OTP -23443 SLC35A3 -23446 SLC44A1 -23450 SF3B3 -23451 SF3B1 -23452 ANGPTL2 -23456 ABCB10 -23457 ABCB9 -23460 ABCA6 -23461 ABCA5 -23462 HEY1 -23463 ICMT -23464 GCAT -23466 CBX6 -23467 NPTXR -23468 CBX5 -23469 PHF3 -23471 TRAM1 -23473 CAPN7 -23474 ETHE1 -23475 QPRT -23476 BRD4 -23478 SEC11A -23479 ISCU -23480 SEC61G -23481 PES1 -23483 TGDS -23484 LEPROTL1 -23491 CES3 -23492 CBX7 -23493 HEY2 -23495 TNFRSF13B -23498 HAAO -23499 MACF1 -23500 DAAM2 -23503 ZFYVE26 -23504 RIMBP2 -23505 TMEM131 -23506 BICRAL -23507 LRRC8B -23508 TTC9 -23509 POFUT1 -23510 KCTD2 -23511 NUP188 -23512 SUZ12 -23513 SCRIB -23514 SPIDR -23515 MORC3 -23516 SLC39A14 -23517 MTREX -23518 R3HDM1 -23519 ANP32D -23521 RPL13A -23522 KAT6B -23523 CABIN1 -23524 SRRM2 -23526 ARHGAP45 -23527 ACAP2 -23528 ZNF281 -23529 CLCF1 -23530 NNT -23531 MMD -23532 PRAME -23533 PIK3R5 -23534 TNPO3 -23536 ADAT1 -23538 OR52A1 -23539 SLC16A8 -23541 SEC14L2 -23542 MAPK8IP2 -23543 RBFOX2 -23544 SEZ6L -23545 ATP6V0A2 -23546 SYNGR4 -23547 LILRA4 -23548 TTC33 -23549 DNPEP -23550 PSD4 -23551 RASD2 -23552 CDK20 -23553 HYAL4 -23554 TSPAN12 -23555 TSPAN15 -23556 PIGN -23557 SNAPIN -23558 WBP2 -23559 WBP1 -23560 GTPBP4 -23562 CLDN14 -23563 CHST5 -23564 DDAH2 -23566 LPAR3 -23567 ZNF346 -23568 ARL2BP -23569 PADI4 -23576 DDAH1 -23580 CDC42EP4 -23581 CASP14 -23582 CCNDBP1 -23583 SMUG1 -23584 VSIG2 -23585 TMEM50A -23586 RIGI -23587 ELP5 -23588 KLHDC2 -23589 CARHSP1 -23590 PDSS1 -23591 FAM215A -23592 LEMD3 -23593 HEBP2 -23594 ORC6 -23595 ORC3 -23596 OPN3 -23597 ACOT9 -23598 PATZ1 -23600 AMACR -23601 CLEC5A -23603 CORO1C -23604 DAPK2 -23607 CD2AP -23608 MKRN1 -23609 MKRN2 -23612 PHLDA3 -23613 ZMYND8 -23614 PPY2P -23615 PYY2 -23616 SH3BP1 -23619 ZIM2 -23620 NTSR2 -23621 BACE1 -23623 RUSC1 -23624 CBLC -23625 FAM89B -23626 SPO11 -23627 PRND -23630 KCNE5 -23632 CA14 -23633 KPNA6 -23635 SSBP2 -23636 NUP62 -23639 DNAAF11 -23640 HSPBP1 -23641 LDOC1 -23643 LY96 -23644 EDC4 -23645 PPP1R15A -23646 PLD3 -23647 ARFIP2 -23648 SSBP3 -23649 POLA2 -23650 TRIM29 -23654 PLXNB2 -23657 SLC7A11 -23658 LSM5 -23659 PLA2G15 -23660 ZKSCAN5 -23670 CEMIP2 -23671 TMEFF2 -23673 STX12 -23676 SMPX -23677 SH3BP4 -23678 SGK3 -23682 RAB38 -23683 PRKD3 -23704 KCNE4 -23705 CADM1 -23708 GSPT2 -23710 GABARAPL1 -23729 SHPK -23731 TMEM245 -23732 FRRS1L -23741 EID1 -23742 NPAP1 -23743 BHMT2 -23746 AIPL1 -23753 SDF2L1 -23759 PPIL2 -23760 PITPNB -23761 PISD -23762 OSBP2 -23764 MAFF -23765 IL17RA -23766 GABARAPL3 -23767 FLRT3 -23768 FLRT2 -23769 FLRT1 -23770 FKBP8 -23774 BRD1 -23779 ARHGAP8 -23780 APOL2 -23782 AP1B1P1 -23784 POTEH -23786 BCL2L13 -23787 MTCH1 -23788 MTCH2 -24137 KIF4A -24138 IFIT5 -24139 EML2 -24140 FTSJ1 -24141 LAMP5 -24142 NAA80 -24144 TFIP11 -24145 PANX1 -24146 CLDN15 -24147 FJX1 -24148 PRPF6 -24149 ZNF318 -24150 TP53TG3 -25758 KIAA1549L -25759 SHC2 -25763 H2AP -25764 HYPK -25766 PRPF40B -25769 SLC24A2 -25770 C22orf31 -25771 TBC1D22A -25774 GSTT4 -25776 CBY1 -25777 SUN2 -25778 DSTYK -25780 RASGRP3 -25782 RAB3GAP2 -25786 DGCR11 -25788 RAD54B -25789 TMEM59L -25790 CFAP45 -25791 NGEF -25792 CIZ1 -25793 FBXO7 -25794 FSCN2 -25796 PGLS -25797 QPCT -25798 BRI3 -25799 ZNF324 -25800 SLC39A6 -25801 GCA -25802 LMOD1 -25803 SPDEF -25804 LSM4 -25805 BAMBI -25806 VAX2 -25807 RHBDD3 -25809 TTLL1 -25813 SAMM50 -25814 ATXN10 -25816 TNFAIP8 -25817 TAFA5 -25818 KLK5 -25819 NOCT -25820 ARIH1 -25821 MTO1 -25822 DNAJB5 -25823 TPSG1 -25824 PRDX5 -25825 BACE2 -25826 SNORD82 -25827 FBXL2 -25828 TXN2 -25829 TMEM184B -25830 SULT4A1 -25831 HECTD1 -25832 NBPF14 -25833 POU2F3 -25834 MGAT4C -25836 NIPBL -25837 RAB26 -25839 COG4 -25840 METTL7A -25841 ABTB2 -25842 ASF1A -25843 MOB4 -25844 YIPF3 -25845 PP7080 -25847 ANAPC13 -25849 PARM1 -25850 ZNF345 -25851 TECPR1 -25852 ARMC8 -25853 DCAF12 -25854 FAM149A -25855 BRMS1 -25859 PART1 -25861 WHRN -25862 USP49 -25864 ABHD14A -25865 PRKD2 -25870 SUMF2 -25871 NEPRO -25873 RPL36 -25874 MPC2 -25875 LETMD1 -25876 SPEF1 -25878 MXRA5 -25879 DCAF13 -25880 TMEM186 -25884 CHRDL2 -25885 POLR1A -25886 POC1A -25888 ZNF473 -25890 ABI3BP -25891 PAMR1 -25893 TRIM58 -25894 PLEKHG4 -25895 EEF1AKMT3 -25896 INTS7 -25897 RNF19A -25898 RCHY1 -25900 IFFO1 -25901 CCDC28A -25902 MTHFD1L -25903 OLFML2B -25904 CNOT10 -25906 ANAPC15 -25907 TMEM158 -25909 AHCTF1 -25911 DPCD -25912 C1orf43 -25913 POT1 -25914 RTTN -25915 NDUFAF3 -25917 THUMPD3 -25920 NELFB -25921 ZDHHC5 -25923 ATL3 -25924 MYRIP -25925 ZNF521 -25926 NOL11 -25927 CNRIP1 -25928 SOSTDC1 -25929 GEMIN5 -25930 PTPN23 -25932 CLIC4 -25934 NIPSNAP3A -25936 NSL1 -25937 WWTR1 -25938 HEATR5A -25939 SAMHD1 -25940 FAM98A -25941 TPGS2 -25942 SIN3A -25943 DNAAF9 -25945 NECTIN3 -25946 ZNF385A -25948 KBTBD2 -25949 SYF2 -25950 RWDD3 -25953 PNKD -25956 SEC31B -25957 PNISR -25959 KANK2 -25960 ADGRA2 -25961 NUDT13 -25962 VIRMA -25963 TMEM87A -25966 C2CD2 -25970 SH2B1 -25972 UNC50 -25973 PARS2 -25974 MMACHC -25975 EGFL6 -25976 TIPARP -25977 NECAP1 -25978 CHMP2B -25979 DHRS7B -25980 AAR2 -25981 DNAH1 -25983 NGDN -25984 KRT23 -25987 TSKU -25988 HINFP -25989 ULK3 -25992 SNED1 -25994 HIGD1A -25996 REXO2 -25998 IBTK -25999 CLIP3 -26000 TBC1D10B -26001 RNF167 -26002 MOXD1 -26003 GORASP2 -26005 C2CD3 -26007 TKFC -26009 ZZZ3 -26010 SPATS2L -26011 TENM4 -26012 NSMF -26013 L3MBTL1 -26015 RPAP1 -26017 FAM32A -26018 LRIG1 -26019 UPF2 -26020 LRP10 -26022 TMEM98 -26024 PTCD1 -26025 PCDHGA12 -26027 ACOT11 -26030 PLEKHG3 -26031 OSBPL3 -26032 SUSD5 -26033 ATRNL1 -26034 IPCEF1 -26035 GLCE -26036 ZNF451 -26037 SIPA1L1 -26038 CHD5 -26039 SS18L1 -26040 SETBP1 -26043 UBXN7 -26045 LRRTM2 -26046 LTN1 -26047 CNTNAP2 -26048 ZNF500 -26049 FAM169A -26050 SLITRK5 -26051 PPP1R16B -26052 DNM3 -26053 AUTS2 -26054 SENP6 -26056 RAB11FIP5 -26057 ANKRD17 -26058 GIGYF2 -26059 ERC2 -26060 APPL1 -26061 HACL1 -26063 DECR2 -26064 RAI14 -26065 LSM14A -26070 MYRF-AS1 -26071 RTL8A -26073 POLDIP2 -26074 CFAP61 -26077 GNAO1-AS1 -26080 FAM230C -26082 LINC02249 -26083 TBC1D29P -26084 ARHGEF26 -26085 KLK13 -26086 GPSM1 -26088 GGA1 -26090 ABHD12 -26091 HERC4 -26092 TOR1AIP1 -26093 CCDC9 -26094 DCAF4 -26095 PTPN20 -26097 CHTOP -26098 EDRF1 -26099 SZRD1 -26100 WIPI2 -26102 DKFZP434A062 -26103 LRIT1 -26108 PYGO1 -26112 CCDC69 -26115 TANC2 -26118 WSB1 -26119 LDLRAP1 -26121 PRPF31 -26122 EPC2 -26123 TCTN3 -26127 FGFR1OP2 -26128 KIFBP -26130 GAPVD1 -26133 TRPC4AP -26135 SERBP1 -26136 TES -26137 ZBTB20 -26138 LINC00588 -26140 TTLL3 -26145 IRF2BP1 -26146 TRAF3IP1 -26147 PHF19 -26149 ZNF658 -26150 RIBC2 -26151 NAT9 -26152 ZNF337 -26153 KIF26A -26154 ABCA12 -26155 NOC2L -26156 RSL1D1 -26157 GIMAP2 -26160 IFT172 -26164 MTG2 -26165 SPATA31A7 -26166 RGS22 -26167 PCDHB5 -26168 SENP3 -26173 INTS1 -26175 LYSET -26184 OR1F2P -26188 OR1C1 -26189 OR1A2 -26190 FBXW2 -26191 PTPN22 -26205 GMEB2 -26206 SPAG8 -26207 PITPNC1 -26211 OR2F1 -26212 OR2B6 -26219 OR1J4 -26220 DGCR5 -26224 FBXL3 -26225 ARL5A -26226 FBXW4P1 -26227 PHGDH -26228 STAP1 -26229 B3GAT3 -26230 TIAM2 -26231 FBXL9P -26232 FBXO2 -26233 FBXL6 -26234 FBXL5 -26235 FBXL4 -26238 LINC01558 -26239 LCE2B -26240 FAM50B -26245 OR2M4 -26246 OR2L2 -26247 OR2L1P -26248 OR2K2 -26249 KLHL3 -26251 KCNG2 -26253 CLEC4E -26254 OPTC -26255 PTTG3P -26256 CABYR -26257 NKX2-8 -26258 BLOC1S6 -26259 FBXW8 -26260 FBXO25 -26261 FBXO24 -26262 TSPAN17 -26263 FBXO22 -26266 SLC13A4 -26267 FBXO10 -26268 FBXO9 -26269 FBXO8 -26270 FBXO6 -26271 FBXO5 -26272 FBXO4 -26273 FBXO3 -26275 HIBCH -26276 VPS33B -26277 TINF2 -26278 SACS -26279 PLA2G2D -26280 IL1RAPL2 -26281 FGF20 -26284 ERAL1 -26285 CLDN17 -26286 ARFGAP3 -26287 ANKRD2 -26289 AK5 -26291 FGF21 -26292 MYCBP -26297 SERGEF -26298 EHF -26301 GBGT1 -26330 GAPDHS -26333 OR7A17 -26338 OR5L2 -26339 OR5K1 -26341 OR5H1 -26353 HSPB8 -26354 GNL3 -26355 FAM162A -26468 LHX6 -26469 PTPN18 -26470 SEZ6L2 -26471 NUPR1 -26472 PPP1R14B -26476 OR10J1 -26493 OR8B8 -26494 OR8G1 -26496 OR10A3 -26499 PLEK2 -26502 NARF -26503 SLC17A5 -26504 CNNM4 -26505 CNNM3 -26507 CNNM1 -26508 HEYL -26509 MYOF -26511 CHIC2 -26512 INTS6 -26515 TIMM10B -26517 TIMM13 -26519 TIMM10 -26520 TIMM9 -26521 TIMM8B -26523 AGO1 -26524 LATS2 -26525 IL36RN -26526 TSPAN16 -26528 DAZAP1 -26529 OR12D2 -26531 OR11A1 -26532 OR10H3 -26533 OR10G3 -26534 OR10G2 -26538 OR10H2 -26539 OR10H1 -26548 ITGB1BP2 -26574 AATF -26575 RGS17 -26576 SRPK3 -26577 PCOLCE2 -26578 OSTF1 -26579 MYEOV -26580 BSCL2 -26585 GREM1 -26586 CKAP2 -26589 MRPL46 -26595 OR8B2 -26608 TBL2 -26609 VCX -26610 ELP4 -26628 OR7E47P -26648 OR7E24 -26658 OR7C2 -26659 OR7A5 -26664 OR7C1 -26680 OR4G2P -26682 OR4F4 -26683 OR4F3 -26686 OR4E2 -26689 OR4D1 -26692 OR2W1 -26693 OR2V1 -26696 OR2T1 -26707 OR2J2 -26716 OR2H1 -26735 OR1L3 -26737 OR1L1 -26740 OR1J2 -26747 NUFIP1 -26748 GAGE12I -26750 RPS6KC1 -26751 SH3YL1 -26762 HAVCR1 -26766 RNU105C -26767 RNU105B -26771 SNORD102 -26777 SNORA71A -26778 SNORA70 -26779 SNORA69 -26780 SNORA68 -26782 SNORA66 -26783 SNORA65 -26784 SNORA64 -26785 SNORD63 -26786 SNORD62A -26787 SNORD61 -26788 SNORD60 -26789 SNORD59A -26791 SNORD58A -26793 SNORD56 -26795 SNORD54 -26796 SNORD53 -26800 SNORD49A -26801 SNORD48 -26807 SNORD43 -26808 SNORD42B -26809 SNORD42A -26810 SNORD41 -26812 SNORD37 -26813 SNORD36C -26816 SNORD35A -26817 SNORD34 -26818 SNORD33 -26821 SNORA74A -26822 SNORD14A -26824 RNU11 -26827 RNU6-1 -26828 RNU5F-1 -26829 RNU5E-1 -26831 RNU5A-1 -26832 RNU5B-1 -26834 RNU4-2 -26835 RNU4-1 -26851 SNORD3B-1 -26863 RNVU1-18 -26864 RNVU1-7 -26869 RNU1-3 -26870 RNU1-2 -26871 RNU1-1 -26872 STEAP1 -26873 OPLAH -26952 SMR3A -26953 RANBP6 -26958 COPG2 -26959 HBP1 -26960 NBEA -26973 CHORDC1 -26974 ZNF285 -26984 SEC22A -26985 AP3M1 -26986 PABPC1 -26993 AKAP8L -26994 RNF11 -26995 TRUB2 -26996 GPR160 -26998 FETUB -26999 CYFIP2 -27000 DNAJC2 -27004 TCL6 -27005 USP21 -27006 FGF22 -27010 TPK1 -27012 KCNV1 -27013 CNPPD1 -27018 BEX3 -27019 DNAI1 -27020 NPTN -27022 FOXD3 -27023 FOXB1 -27030 MLH3 -27031 NPHP3 -27032 ATP2C1 -27033 ZBTB32 -27034 ACAD8 -27035 NOX1 -27036 SIGLEC7 -27037 TRMT2A -27039 PKD2L2 -27040 LAT -27042 UTP25 -27043 PELP1 -27044 SND1 -27063 ANKRD1 -27065 NSG1 -27067 STAU2 -27068 PPA2 -27069 GHITM -27071 DAPP1 -27072 VPS41 -27074 LAMP3 -27075 TSPAN13 -27076 LYPD3 -27077 B9D1 -27079 RPUSD2 -27085 MTBP -27086 FOXP1 -27087 B3GAT1 -27089 UQCRQ -27090 ST6GALNAC4 -27091 CACNG5 -27092 CACNG4 -27094 KCNMB3 -27095 TRAPPC3 -27097 TAF5L -27098 CLUL1 -27099 SND1-IT1 -27101 CACYBP -27102 EIF2AK1 -27106 ARRDC2 -27107 ZBTB11 -27109 DMAC2L -27111 SDCBP2 -27112 NALF2 -27113 BBC3 -27115 PDE7B -27120 DKKL1 -27121 DKK4 -27122 DKK3 -27123 DKK2 -27124 INPP5J -27125 AFF4 -27127 SMC1B -27128 CYTH4 -27129 HSPB7 -27130 INVS -27131 SNX5 -27132 CPNE7 -27133 KCNH5 -27134 TJP3 -27136 MORC1 -27143 PALD1 -27145 FILIP1 -27146 FAM184B -27147 DENND2A -27148 STK36 -27151 CPAMD8 -27152 INTU -27153 ZNF777 -27154 BRPF3 -27156 RSPH14 -27158 NDOR1 -27159 CHIA -27160 INGX -27161 AGO2 -27163 NAAA -27164 SALL3 -27165 GLS2 -27166 PRELID1 -27173 SLC39A1 -27175 TUBG2 -27177 IL36B -27178 IL37 -27179 IL36A -27180 SIGLEC9 -27181 SIGLEC8 -27183 VPS4A -27185 DISC1 -27189 IL17C -27190 IL17B -27197 GPR82 -27198 HCAR1 -27199 OXGR1 -27201 GPR78 -27202 C5AR2 -27229 TUBGCP4 -27230 SERP1 -27231 NMRK2 -27232 GNMT -27233 SULT1C4 -27235 COQ2 -27236 ARFIP1 -27237 ARHGEF16 -27238 GPKOW -27239 GPR162 -27240 SIT1 -27241 BBS9 -27242 TNFRSF21 -27243 CHMP2A -27244 SESN1 -27245 AHDC1 -27246 RNF115 -27247 NFU1 -27248 ERLEC1 -27249 MMADHC -27250 PDCD4 -27252 KLHL20 -27253 PCDH17 -27254 CSDC2 -27255 CNTN6 -27257 LSM1 -27258 LSM3 -27283 TINAG -27284 SULT1B1 -27285 TEKT2 -27286 SRPX2 -27287 VENTX -27288 RBMXL2 -27289 RND1 -27290 SPINK4 -27291 R3HCC1L -27292 DIMT1 -27293 SMPDL3B -27294 DHDH -27295 PDLIM3 -27296 TP53TG5 -27297 CRCP -27299 ADAMDEC1 -27300 ZNF544 -27301 APEX2 -27302 BMP10 -27303 RBMS3 -27304 MOCS3 -27306 HPGDS -27309 ZNF330 -27314 RAB30 -27315 PGAP2 -27316 RBMX -27319 BHLHE22 -27324 TOX3 -27327 TNRC6A -27328 PCDH11X -27329 ANGPTL3 -27330 RPS6KA6 -27332 ZNF638 -27333 GOLIM4 -27334 P2RY10 -27335 EIF3K -27336 HTATSF1 -27338 UBE2S -27339 PRPF19 -27340 UTP20 -27341 RRP7A -27342 RABGEF1 -27343 POLL -27344 PCSK1N -27345 KCNMB4 -27346 TMEM97 -27347 STK39 -27348 TOR1B -27349 MCAT -27350 APOBEC3C -27351 DESI1 -27352 SGSM3 -27429 HTRA2 -27430 MAT2B -27433 TOR2A -27434 POLM -27436 EML4 -27437 HSFY1P1 -27439 TMEM121B -27440 HDHD5 -27442 CECR3 -27443 CECR2 -27445 PCLO -28227 PPP2R3B -28231 SLCO4A1 -28232 SLCO3A1 -28234 SLCO1B3 -28316 CDH20 -28511 NKIRAS2 -28512 NKIRAS1 -28513 CDH19 -28514 DLL1 -28951 TRIB2 -28952 CCDC22 -28954 REM1 -28955 DEXI -28956 LAMTOR2 -28957 MRPS28 -28958 COA3 -28959 TMEM176B -28960 DCPS -28962 OSTM1 -28964 GIT1 -28965 SLC27A6 -28966 SNX24 -28968 SLC6A16 -28969 BZW2 -28970 C11orf54 -28971 AAMDC -28972 SPCS1 -28973 MRPS18B -28974 C19orf53 -28976 ACAD9 -28977 MRPL42 -28978 TMEM14A -28981 IFT81 -28982 FLVCR1 -28983 TMPRSS11E -28984 RGCC -28985 MCTS1 -28986 MAGEH1 -28987 NOB1 -28988 DBNL -28989 NTMT1 -28990 ASTE1 -28991 COMMD5 -28992 MACROD1 -28996 HIPK2 -28998 MRPL13 -28999 KLF15 -29015 SLC43A3 -29018 FOXN3-AS2 -29028 ATAD2 -29034 CPS1-IT1 -29035 HAPSTR1 -29057 FAM156A -29058 TMEM230 -29062 WDR91 -29063 ZCCHC4 -29066 ZC3H7A -29068 ZBTB44 -29070 CCDC113 -29071 C1GALT1C1 -29072 SETD2 -29074 MRPL18 -29078 NDUFAF4 -29079 MED4 -29080 CCDC59 -29081 METTL5 -29082 CHMP4A -29083 GTPBP8 -29085 PHPT1 -29086 BABAM1 -29087 THYN1 -29088 MRPL15 -29089 UBE2T -29090 TIMM21 -29091 STXBP6 -29092 LINC00339 -29093 MRPL22 -29094 LGALSL -29095 ORMDL2 -29097 CNIH4 -29098 RANGRF -29099 COMMD9 -29100 TMEM208 -29101 SSU72 -29102 DROSHA -29103 DNAJC15 -29104 N6AMT1 -29105 CFAP20 -29106 SCG3 -29107 NXT1 -29108 PYCARD -29109 FHOD1 -29110 TBK1 -29113 C6orf15 -29114 TAGLN3 -29115 SAP30BP -29116 MYLIP -29117 BRD7 -29118 DDX25 -29119 CTNNA3 -29121 CLEC2D -29123 ANKRD11 -29124 LGALS13 -29125 C11orf21 -29126 CD274 -29127 RACGAP1 -29128 UHRF1 -29760 BLNK -29761 USP25 -29763 PACSIN3 -29765 TMOD4 -29766 TMOD3 -29767 TMOD2 -29774 POM121L9P -29775 CARD10 -29777 ABT1 -29780 PARVB -29781 NCAPH2 -29785 CYP2S1 -29789 OLA1 -29796 UQCR10 -29799 YPEL1 -29800 ZDHHC1 -29801 ZDHHC8 -29802 VPREB3 -29803 REPIN1 -29841 GRHL1 -29842 TFCP2L1 -29843 SENP1 -29844 TFPT -29850 TRPM5 -29851 ICOS -29855 UBN1 -29880 ALG5 -29881 NPC1L1 -29882 ANAPC2 -29883 CNOT7 -29886 SNX8 -29887 SNX10 -29888 STRN4 -29889 GNL2 -29890 RBM15B -29893 PSMC3IP -29894 CPSF1 -29895 MYL11 -29896 TRA2A -29899 GPSM2 -29901 SAC3D1 -29902 FAM216A -29903 CCDC106 -29904 EEF2K -29906 ST8SIA5 -29907 SNX15 -29909 GPR171 -29911 HOOK2 -29914 UBIAD1 -29915 HCFC2 -29916 SNX11 -29919 RMC1 -29920 PYCR2 -29922 NME7 -29923 HILPDA -29924 EPN1 -29925 GMPPB -29926 GMPPA -29927 SEC61A1 -29928 TIMM22 -29929 ALG6 -29930 PCDHB1 -29933 GPR132 -29934 SNX12 -29935 RPA4 -29937 NENF -29940 DSE -29941 PKN3 -29942 PURG -29943 PADI1 -29944 PNMA3 -29945 ANAPC4 -29946 SERTAD3 -29947 DNMT3L -29948 OSGIN1 -29949 IL19 -29950 SERTAD1 -29951 PDZRN4 -29952 DPP7 -29953 TRHDE -29954 POMT2 -29956 CERS2 -29957 SLC25A24 -29958 DMGDH -29959 NRBP1 -29960 MRM2 -29964 PRICKLE4 -29965 CDIP1 -29966 STRN3 -29967 LRP12 -29968 PSAT1 -29969 MDFIC -29970 SCHIP1 -29974 A1CF -29978 UBQLN2 -29979 UBQLN1 -29980 DONSON -29982 NRBF2 -29984 RHOD -29985 SLC39A3 -29986 SLC39A2 -29988 SLC2A8 -29989 OBP2B -29990 PILRB -29991 OBP2A -29992 PILRA -29993 PACSIN1 -29994 BAZ2B -29995 LMCD1 -29997 NOP53 -29998 BICRA -29999 FSCN3 -30000 TNPO2 -30001 ERO1A -30008 EFEMP2 -30009 TBX21 -30010 NXPH1 -30011 SH3KBP1 -30012 TLX3 -30014 SPANXA1 -30061 SLC40A1 -30062 RAX -30811 HUNK -30812 SOX8 -30813 VSX1 -30814 PLA2G2E -30815 ST6GALNAC6 -30816 ERVW-1 -30817 ADGRE2 -30818 KCNIP3 -30819 KCNIP2 -30820 KCNIP1 -30827 CXXC1 -30832 ZNF354C -30833 NT5C -30834 POLR1H -30835 CD209 -30836 DNTTIP2 -30837 SOCS7 -30844 EHD4 -30845 EHD3 -30846 EHD2 -30848 CTAG2 -30849 PIK3R4 -30850 CDR2L -30851 TAX1BP3 -30968 STOML2 -43847 KLK14 -43849 KLK12 -49854 ZBTB21 -49855 SCAPER -49856 WRAP73 -49860 CRNN -49861 CLDN20 -50484 RRM2B -50485 SMARCAL1 -50486 G0S2 -50487 PLA2G3 -50488 MINK1 -50489 CD207 -50506 DUOX2 -50507 NOX4 -50508 NOX3 -50509 COL5A3 -50511 SYCP3 -50512 PODXL2 -50514 DELEC1 -50515 CHST11 -50604 IL20 -50613 UBQLN3 -50614 GALNT9 -50615 IL21R -50616 IL22 -50617 ATP6V0A4 -50618 ITSN2 -50619 DEF6 -50624 CUZD1 -50626 ZFTRAF1 -50628 GEMIN4 -50632 CALY -50636 ANO7 -50640 PNPLA8 -50649 ARHGEF4 -50650 ARHGEF3 -50651 SLC45A1 -50652 PCA3 -50674 NEUROG3 -50700 RDH8 -50717 DCAF8 -50801 KCNK4 -50804 MYEF2 -50805 IRX4 -50807 ASAP1 -50808 AK3 -50809 HP1BP3 -50810 HDGFL3 -50813 COPS7A -50814 NSDHL -50831 TAS2R3 -50832 TAS2R4 -50833 TAS2R16 -50834 TAS2R1 -50835 TAS2R9 -50836 TAS2R8 -50837 TAS2R7 -50838 TAS2R13 -50839 TAS2R10 -50840 TAS2R14 -50846 DHH -50848 F11R -50852 TRAT1 -50853 VILL -50854 SNHG32 -50855 PARD6A -50856 CLEC4A -50858 TTTY1 -50859 SPOCK3 -50861 STMN3 -50862 RNF141 -50863 NTM -50865 HEBP1 -50937 CDON -50939 IMPG2 -50940 PDE11A -50943 FOXP3 -50944 SHANK1 -50945 TBX22 -50964 SOST -50999 TMED5 -51000 SLC35B3 -51001 MTERF3 -51002 TPRKB -51003 MED31 -51004 COQ6 -51005 AMDHD2 -51006 SLC35C2 -51008 ASCC1 -51009 DERL2 -51010 EXOSC3 -51011 FAHD2A -51012 PRELID3B -51013 EXOSC1 -51014 TMED7 -51015 ISOC1 -51016 EMC9 -51018 RRP15 -51019 WASHC3 -51020 HDDC2 -51021 MRPS16 -51022 GLRX2 -51023 MRPS18C -51024 FIS1 -51025 PAM16 -51026 GOLT1B -51027 BOLA1 -51028 VPS36 -51029 DESI2 -51030 TVP23B -51031 GLOD4 -51032 CELA2B -51035 UBXN1 -51042 ZNF593 -51043 ZBTB7B -51046 ST8SIA3 -51050 PI15 -51052 PRLH -51053 GMNN -51054 PLEKHA8P1 -51056 LAP3 -51057 WDPCP -51058 ZNF691 -51059 FAM135B -51060 TXNDC12 -51061 TXNDC11 -51062 ATL1 -51063 CALHM2 -51065 RPS27L -51066 SSUH2 -51067 YARS2 -51068 NMD3 -51069 MRPL2 -51070 NOSIP -51071 DERA -51072 MEMO1 -51073 MRPL4 -51074 APIP -51075 TMX2 -51076 CUTC -51077 FCF1 -51078 THAP4 -51079 NDUFA13 -51081 MRPS7 -51082 POLR1D -51083 GAL -51084 CRYL1 -51085 MLXIPL -51086 TNNI3K -51087 YBX2 -51088 KLHL5 -51090 PLLP -51091 SEPSECS -51092 SIDT2 -51093 METTL25B -51094 ADIPOR1 -51095 TRNT1 -51096 UTP18 -51097 SCCPDH -51098 IFT52 -51099 ABHD5 -51100 SH3GLB1 -51101 ZC2HC1A -51102 MECR -51103 NDUFAF1 -51104 ABHD17B -51105 PHF20L1 -51106 TFB1M -51107 APH1A -51108 METTL9 -51109 RDH11 -51110 LACTB2 -51111 KMT5B -51112 TRAPPC12 -51114 ZDHHC9 -51115 RMDN1 -51116 MRPS2 -51117 COQ4 -51118 UTP11 -51119 SBDS -51121 RPL26L1 -51122 COMMD2 -51123 ZNF706 -51124 IER3IP1 -51125 GOLGA7 -51126 NAA20 -51127 TRIM17 -51128 SAR1B -51129 ANGPTL4 -51130 ASB3 -51131 PHF11 -51132 RLIM -51133 KCTD3 -51134 CEP83 -51135 IRAK4 -51136 RNFT1 -51138 COPS4 -51141 INSIG2 -51142 CHCHD2 -51143 DYNC1LI1 -51144 HSD17B12 -51146 A4GNT -51147 ING4 -51148 CERCAM -51149 MRNIP -51150 SDF4 -51151 SLC45A2 -51154 MRTO4 -51155 JPT1 -51156 SERPINA10 -51157 ZNF580 -51160 VPS28 -51161 C3orf18 -51162 EGFL7 -51163 DBR1 -51164 DCTN4 -51166 AADAT -51167 CYB5R4 -51168 MYO15A -51170 HSD17B11 -51171 HSD17B14 -51172 NAGPA -51174 TUBD1 -51175 TUBE1 -51176 LEF1 -51177 PLEKHO1 -51179 HAO2 -51181 DCXR -51182 HSPA14 -51184 GPN3 -51185 CRBN -51186 TCEAL9 -51187 RSL24D1 -51188 SS18L2 -51191 HERC5 -51192 CKLF -51193 ZNF639 -51194 IPO11 -51195 RAPGEFL1 -51196 PLCE1 -51199 NIN -51200 CPA4 -51201 ZDHHC2 -51202 DDX47 -51203 NUSAP1 -51204 TACO1 -51205 ACP6 -51206 GP6 -51207 DUSP13 -51208 CLDN18 -51209 RAB9B -51213 LUZP4 -51214 IGF2-AS -51218 GLRX5 -51222 ZNF219 -51224 ELOA2 -51225 ABI3 -51226 COPZ2 -51227 PIGP -51228 GLTP -51230 PHF20 -51231 VRK3 -51232 CRIM1 -51233 DRICH1 -51234 EMC4 -51236 HGH1 -51237 MZB1 -51239 ANKRD39 -51241 COX16 -51244 CCDC174 -51246 SHISA5 -51247 PAIP2 -51248 PDZD11 -51249 TMEM69 -51250 MTRES1 -51251 NT5C3A -51252 FAM178B -51253 MRPL37 -51255 RNF181 -51256 TBC1D7 -51257 MARCHF2 -51258 MRPL51 -51259 TMEM216 -51260 PBDC1 -51263 MRPL30 -51264 MRPL27 -51265 CDKL3 -51266 CLEC1B -51267 CLEC1A -51268 PIPOX -51270 TFDP3 -51271 UBAP1 -51272 BET1L -51274 KLF3 -51275 MAPKAPK5-AS1 -51276 ZNF571 -51277 DNAJC27 -51278 IER5 -51279 C1RL -51280 GOLM1 -51281 ANKMY1 -51282 SCAND1 -51283 BFAR -51284 TLR7 -51285 RASL12 -51286 CEND1 -51287 COA4 -51289 RXFP3 -51290 ERGIC2 -51291 GMIP -51292 GMPR2 -51293 CD320 -51294 PCDH12 -51295 ECSIT -51296 SLC15A3 -51297 BPIFA1 -51298 THEG -51299 NRN1 -51300 TIMMDC1 -51301 GCNT4 -51302 CYP39A1 -51303 FKBP11 -51304 ZDHHC3 -51305 KCNK9 -51306 FAM13B -51307 FAM53C -51308 REEP2 -51309 ARMCX1 -51310 SLC22A17 -51311 TLR8 -51312 SLC25A37 -51313 GASK1B -51314 NME8 -51315 KRCC1 -51316 PLAC8 -51317 PHF21A -51318 MRPL35 -51319 RSRC1 -51320 MEX3C -51321 AMZ2 -51322 WAC -51324 SPG21 -51326 ARL17A -51327 AHSP -51329 ARL6IP4 -51330 TNFRSF12A -51332 SPTBN5 -51333 ZNF771 -51334 PRR16 -51335 NGRN -51337 THEM6 -51338 MS4A4A -51339 DACT1 -51340 CRNKL1 -51341 ZBTB7A -51343 FZR1 -51347 TAOK3 -51348 KLRF1 -51350 KRT76 -51351 ZNF117 -51360 MBTPS2 -51361 HOOK1 -51362 CDC40 -51363 CHST15 -51364 ZMYND10 -51365 PLA1A -51366 UBR5 -51367 POP5 -51368 TEX264 -51371 POMP -51372 TMA7 -51373 MRPS17 -51374 ATRAID -51375 SNX7 -51377 UCHL5 -51378 ANGPT4 -51379 CRLF3 -51380 CSAD -51382 ATP6V1D -51384 WNT16 -51385 ZNF589 -51386 EIF3L -51388 NIP7 -51389 RWDD1 -51390 AIG1 -51393 TRPV2 -51397 COMMD10 -51398 WDR83OS -51399 TRAPPC4 -51400 PPME1 -51406 NOL7 -51409 HEMK1 -51411 BIN2 -51412 ACTL6B -51421 AMOTL2 -51422 PRKAG2 -51426 POLK -51427 ZNF107 -51428 DDX41 -51429 SNX9 -51430 SUCO -51433 ANAPC5 -51434 ANAPC7 -51435 SCARA3 -51438 MAGEC2 -51439 FAM8A1 -51440 HPCAL4 -51441 YTHDF2 -51442 VGLL1 -51444 RNF138 -51447 IP6K2 -51449 PCYOX1 -51450 PRRX2 -51451 LCMT1 -51454 GULP1 -51455 REV1 -51458 RHCG -51460 SFMBT1 -51463 GPR89B -51465 UBE2J1 -51466 EVL -51471 NAT8B -51473 DCDC2 -51474 LIMA1 -51475 CABP2 -51477 ISYNA1 -51478 HSD17B7 -51479 ANKFY1 -51480 VCX2 -51481 VCX3A -51490 SPOUT1 -51491 NOP16 -51493 RTCB -51495 HACD3 -51496 CTDSPL2 -51497 NELFCD -51499 TRIAP1 -51501 HIKESHI -51503 CWC15 -51504 TRMT112 -51506 UFC1 -51507 RTF2 -51510 CHMP5 -51512 GTSE1 -51513 ETV7 -51514 DTL -51517 NCKIPSD -51520 LARS1 -51522 TMEM14C -51523 CXXC5 -51524 TMEM138 -51526 OSER1 -51527 GSKIP -51528 JKAMP -51529 ANAPC11 -51530 ZC3HC1 -51531 TRMO -51533 PHF7 -51534 VTA1 -51535 PPHLN1 -51537 MTFP1 -51538 ZCCHC17 -51540 SCLY -51542 VPS54 -51545 ZNF581 -51547 SIRT7 -51548 SIRT6 -51550 CINP -51552 RAB14 -51554 ACKR4 -51555 PEX5L -51557 LGSN -51559 NT5DC3 -51560 RAB6B -51561 IL23A -51562 MBIP -51564 HDAC7 -51566 ARMCX3 -51567 TDP2 -51569 UFM1 -51571 CYRIB -51573 GDE1 -51574 LARP7 -51575 ESF1 -51582 AZIN1 -51585 PCF11 -51586 MED15 -51588 PIAS4 -51592 TRIM33 -51593 SRRT -51594 NBAS -51596 CUTA -51599 LSR -51601 LIPT1 -51602 NOP58 -51603 METTL13 -51604 PIGT -51605 TRMT6 -51606 ATP6V1H -51608 GET4 -51611 DPH5 -51614 ERGIC3 -51616 TAF9B -51617 NSG2 -51619 UBE2D4 -51621 KLF13 -51622 CCZ1 -51626 DYNC2LI1 -51629 SLC25A39 -51631 LUC7L2 -51633 OTUD6B -51634 RBMX2 -51635 DHRS7 -51637 RTRAF -51639 SF3B6 -51642 MRPL48 -51643 TMBIM4 -51645 PPIL1 -51646 YPEL5 -51647 CIAO2B -51649 MRPS23 -51650 MRPS33 -51651 PTRH2 -51652 CHMP3 -51654 CDK5RAP1 -51655 RASD1 -51657 STYXL1 -51659 GINS2 -51660 MPC1 -51661 FKBP7 -51663 ZFR -51665 ASB1 -51666 ASB4 -51667 NUB1 -51668 IFT25 -51669 SARAF -51673 TPPP3 -51676 ASB2 -51678 PALS2 -51684 SUFU -51686 OAZ3 -51690 LSM7 -51691 LSM8 -51692 CPSF3 -51693 TRAPPC2L -51696 HECA -51699 VPS29 -51700 CYB5R2 -51701 NLK -51702 PADI3 -51703 ACSL5 -51704 GPRC5B -51705 EMCN -51706 CYB5R1 -51710 ZNF44 -51714 SELENOT -51715 RAB23 -51716 CES1P1 -51719 CAB39 -51720 UIMC1 -51725 FBXO40 -51726 DNAJB11 -51727 CMPK1 -51728 POLR3K -51729 WBP11 -51733 UPB1 -51734 MSRB1 -51735 RAPGEF6 -51738 GHRL -51741 WWOX -51742 ARID4B -51744 CD244 -51747 LUC7L3 -51750 RTEL1 -51751 HIGD1B -51752 ERAP1 -51754 TMEM8B -51755 CDK12 -51759 C9orf78 -51760 SYT17 -51761 ATP8A2 -51762 RAB8B -51763 INPP5K -51764 GNG13 -51765 STK26 -51768 TM7SF3 -51773 RSF1 -51776 MAP3K20 -51778 MYOZ2 -51780 KDM3B -51802 ASIC5 -51804 SIX4 -51805 COQ3 -51806 CALML5 -51807 TUBA8 -51808 PHAX -51809 GALNT7 -51816 ADA2 -53335 BCL11A -53336 CPXCR1 -53339 BTBD1 -53340 SPA17 -53342 IL17D -53343 NUDT9 -53344 CHIC1 -53345 TM6SF2 -53346 TM6SF1 -53347 UBASH3A -53349 ZFYVE1 -53353 LRP1B -53354 PANK1 -53358 SHC3 -53371 NUP54 -53373 TPCN1 -53405 CLIC5 -53407 STX18 -53615 MBD3 -53616 ADAM22 -53630 BCO1 -53632 PRKAG3 -53635 PTOV1 -53637 S1PR5 -53820 RIPPLY3 -53822 FXYD7 -53826 FXYD6 -53827 FXYD5 -53828 FXYD4 -53829 P2RY13 -53831 GPR84 -53832 IL20RA -53833 IL20RB -53834 FGFRL1 -53836 GPR87 -53838 C11orf24 -53840 TRIM34 -53841 CDHR5 -53904 MYO3A -53905 DUOX1 -53916 RAB4B -53917 RAB24 -53918 PELO -53919 SLCO1C1 -53938 PPIL3 -53940 FTHL17 -53942 CNTN5 -53944 CSNK1G1 -53947 A4GALT -53981 CPSF2 -54014 BRWD1 -54020 SLC37A1 -54033 RBM11 -54039 PCBP3 -54055 CYP4F29P -54058 C21orf58 -54059 YBEY -54064 LINC00160 -54065 SMIM11 -54069 MIS18A -54072 LINC00158 -54084 TSPEAR -54088 LINC00113 -54089 LINC00112 -54093 SETD4 -54097 FAM3B -54101 RIPK4 -54102 CLIC6 -54103 GSAP -54106 TLR9 -54107 POLE3 -54108 CHRAC1 -54112 GPR88 -54143 LINC00308 -54148 MRPL39 -54149 C21orf91 -54165 DCUN1D1 -54187 NANS -54205 CYCS -54206 ERRFI1 -54207 KCNK10 -54209 TREM2 -54210 TREM1 -54212 SNTG1 -54221 SNTG2 -54328 GPR173 -54329 GPR85 -54331 GNG2 -54332 GDAP1 -54344 DPM3 -54345 SOX18 -54346 UNC93A -54360 CYTL1 -54361 WNT4 -54363 HAO1 -54386 TERF2IP -54407 SLC38A2 -54413 NLGN3 -54414 SIAE -54429 TAS2R5 -54431 DNAJC10 -54432 YIPF1 -54433 GAR1 -54434 SSH1 -54436 SH3TC1 -54437 SEMA5B -54438 GFOD1 -54439 RBM27 -54440 SASH3 -54442 KCTD5 -54443 ANLN -54453 RIN2 -54454 ATAD2B -54455 FBXO42 -54456 MOV10L1 -54457 TAF7L -54458 PRR13 -54460 MRPS21 -54461 FBXW5 -54462 CCSER2 -54463 RETREG1 -54464 XRN1 -54465 ETAA1 -54466 SPIN2A -54467 ANKIB1 -54468 MIOS -54469 ZFAND6 -54470 ARMCX6 -54471 MIEF1 -54472 TOLLIP -54474 KRT20 -54475 NLE1 -54476 RNF216 -54477 PLEKHA5 -54478 PIMREG -54480 CHPF2 -54482 TRMT13 -54487 DGCR8 -54490 UGT2B28 -54491 OTULINL -54492 NEURL1B -54494 C11orf71 -54495 TMX3 -54496 PRMT7 -54497 HEATR5B -54498 SMOX -54499 TMCO1 -54502 RBM47 -54503 ZDHHC13 -54504 CPVL -54505 DHX29 -54507 ADAMTSL4 -54508 EPB41L4A-DT -54509 RHOF -54510 PCDH18 -54511 HMGCLL1 -54512 EXOSC4 -54514 DDX4 -54516 MTRF1L -54517 PUS7 -54518 APBB1IP -54520 CCDC93 -54521 WDR44 -54522 ANKRD16 -54529 ASNSD1 -54531 MIER2 -54532 USP53 -54534 MRPL50 -54535 CCHCR1 -54536 EXOC6 -54537 SHLD2 -54538 ROBO4 -54539 NDUFB11 -54540 FAM193B -54541 DDIT4 -54542 RC3H2 -54543 TOMM7 -54544 CRCT1 -54545 MTMR12 -54546 RNF186 -54549 SDK2 -54550 NECAB2 -54551 MAGEL2 -54552 GNL3L -54553 MIR4453HG -54554 WDR5B -54555 DDX49 -54556 ING3 -54557 SGTB -54558 SPATA6 -54566 EPB41L4B -54567 DLL4 -54575 UGT1A10 -54576 UGT1A8 -54577 UGT1A7 -54578 UGT1A6 -54579 UGT1A5 -54583 EGLN1 -54584 GNB1L -54585 LZTFL1 -54586 EQTN -54587 MXRA8 -54596 L1TD1 -54600 UGT1A9 -54602 NDFIP2 -54606 DDX56 -54617 INO80 -54619 CCNJ -54620 FBXL19 -54621 VSIG10 -54622 ARL15 -54623 PAF1 -54625 PARP14 -54626 HES2 -54627 MAP10 -54629 MINDY2 -54657 UGT1A4 -54658 UGT1A1 -54659 UGT1A3 -54660 PCDHB18P -54662 TBC1D13 -54663 WDR74 -54664 TMEM106B -54665 RSBN1 -54674 LRRN3 -54675 CRLS1 -54676 GTPBP2 -54677 CROT -54680 ZNHIT6 -54681 P4HTM -54682 MANSC1 -54700 RRN3 -54704 PDP1 -54707 GPN2 -54708 MARCHF5 -54714 CNGB3 -54715 RBFOX1 -54716 SLC6A20 -54718 BTN2A3P -54726 OTUD4 -54729 NKX1-1 -54732 TMED9 -54733 SLC35F2 -54734 RAB39A -54737 MPHOSPH8 -54738 FEV -54739 XAF1 -54741 LEPROT -54742 LY6K -54749 EPDR1 -54751 FBLIM1 -54752 FNDC8 -54753 ZNF853 -54754 NUTM2F -54756 IL17RD -54757 FAM20A -54758 KLHDC4 -54760 PCSK4 -54762 GRAMD1C -54763 ROPN1 -54764 ZRANB1 -54765 TRIM44 -54766 BTG4 -54768 HYDIN -54769 DIRAS2 -54776 PPP1R12C -54777 CFAP46 -54778 RNF111 -54780 NSMCE4A -54784 ALKBH4 -54785 BORCS6 -54788 DNAJB12 -54790 TET2 -54793 KCTD9 -54795 TRPM4 -54796 BNC2 -54797 MED18 -54798 DCHS2 -54799 MBTD1 -54800 KLHL24 -54801 HAUS6 -54802 TRIT1 -54805 CNNM2 -54806 AHI1 -54807 ZNF586 -54808 DYM -54809 SAMD9 -54810 GIPC2 -54811 ZNF562 -54812 AFTPH -54813 KLHL28 -54814 QPCTL -54815 GATAD2A -54816 ZNF280D -54819 ZCCHC10 -54820 NDE1 -54821 ERCC6L -54822 TRPM7 -54823 SWT1 -54825 CDHR2 -54826 GIN1 -54827 NXPE4 -54828 BCAS3 -54829 ASPN -54830 NUP62CL -54831 BEST2 -54832 VPS13C -54834 GDAP2 -54836 BSPRY -54838 WBP1L -54839 LRRC49 -54840 APTX -54841 BIVM -54842 MFSD6 -54843 SYTL2 -54845 ESRP1 -54847 SIDT1 -54848 ARHGEF38 -54849 DEF8 -54850 FBXL12 -54851 ANKRD49 -54852 PAQR5 -54853 WDR55 -54854 FAM83E -54855 TENT5C -54856 GON4L -54857 GDPD2 -54858 PGPEP1 -54859 ELP6 -54860 MS4A12 -54861 SNRK -54862 CC2D1A -54863 TOR4A -54865 GPATCH4 -54866 PPP1R14D -54867 TMEM214 -54868 TMEM104 -54869 EPS8L1 -54870 QRICH1 -54872 PIGG -54873 PALMD -54874 FNBP1L -54875 CNTLN -54876 DCAF16 -54877 ZCCHC2 -54878 DPP8 -54879 ST7L -54880 BCOR -54881 TEX10 -54882 ANKHD1 -54883 CWC25 -54884 RETSAT -54885 TBC1D8B -54886 PLPPR1 -54887 BLTP3A -54888 NSUN2 -54890 ALKBH5 -54891 INO80D -54892 NCAPG2 -54893 MTMR10 -54894 RNF43 -54896 SLC66A1 -54897 CASZ1 -54898 ELOVL2 -54899 PXK -54900 LAX1 -54901 CDKAL1 -54902 TTC19 -54903 MKS1 -54904 NSD3 -54905 CYP2W1 -54906 TASOR2 -54908 SPDL1 -54910 SEMA4C -54913 RPP25 -54914 FOCAD -54915 YTHDF1 -54916 TMEM260 -54918 CMTM6 -54919 DNAAF5 -54920 DUS2 -54921 CHTF8 -54922 RASIP1 -54923 LIME1 -54925 ZSCAN32 -54926 UBE2R2 -54927 CHCHD3 -54928 BPNT2 -54929 TMEM161A -54930 HAUS4 -54931 TRMT10C -54932 EXD3 -54933 RHBDL2 -54934 KANSL2 -54935 DUSP23 -54936 ADPRS -54937 SOHLH2 -54938 SARS2 -54939 COMMD4 -54940 OCIAD1 -54941 RNF125 -54942 ABITRAM -54943 DNAJC28 -54946 SLC41A3 -54947 LPCAT2 -54948 MRPL16 -54949 SDHAF2 -54951 COMMD8 -54952 TRNAU1AP -54953 ODR4 -54954 FAM120C -54955 C1orf109 -54956 PARP16 -54957 TXNL4B -54958 TMEM160 -54959 ODAM -54960 GEMIN8 -54961 SSH3 -54962 TIPIN -54963 UCKL1 -54964 C1orf56 -54965 PIGX -54967 CT55 -54968 TMEM70 -54969 HPF1 -54970 TTC12 -54971 BANP -54972 TMEM132A -54973 INTS11 -54974 THG1L -54976 ADISSP -54977 SLC25A38 -54978 SLC35F6 -54979 PLAAT2 -54980 C2orf42 -54981 NMRK1 -54982 CLN6 -54984 PINX1 -54985 HCFC1R1 -54986 ULK4 -54987 CZIB -54988 ACSM5 -54989 ZNF770 -54991 C1orf159 -54993 ZSCAN2 -54994 GID8 -54995 OXSM -54996 MTARC2 -54997 TESC -54998 AURKAIP1 -55001 TTC22 -55002 TMCO3 -55003 PAK1IP1 -55004 LAMTOR1 -55005 RMND1 -55006 TRMT61B -55007 FAM118A -55008 HERC6 -55009 FAM174C -55010 PARPBP -55011 PIH1D1 -55012 PPP2R3C -55013 MCUB -55014 STX17 -55015 PRPF39 -55016 MARCHF1 -55017 C14orf119 -55020 TTC38 -55022 PID1 -55023 PHIP -55024 BANK1 -55026 TMEM255A -55027 HEATR3 -55028 C17orf80 -55030 FBXO34 -55031 USP47 -55032 SLC35A5 -55033 FKBP14 -55034 MOCOS -55035 NOL8 -55036 CCDC40 -55037 PTCD3 -55038 CDCA4 -55039 TRMT12 -55040 EPN3 -55041 PLEKHB2 -55048 VPS37C -55049 REX1BD -55051 NRDE2 -55052 MRPL20 -55054 ATG16L1 -55055 ZWILCH -55057 CRYBG2 -55061 SUSD4 -55062 WIPI1 -55063 ZCWPW1 -55064 SPATA6L -55065 SLC52A1 -55066 PDPR -55068 ENOX1 -55069 TMEM248 -55070 DET1 -55071 C9orf40 -55072 RNF31 -55074 OXR1 -55075 UACA -55076 TMEM45A -55079 FEZF2 -55080 TAPBPL -55081 IFT57 -55082 ARGLU1 -55083 KIF26B -55084 SOBP -55086 RADX -55088 CCDC186 -55089 SLC38A4 -55090 MED9 -55092 TMEM51 -55093 NTAQ1 -55094 GPATCH1 -55095 SAMD4B -55096 EBLN2 -55100 WDR70 -55101 DMAC2 -55102 ATG2B -55103 RALGPS2 -55105 GPATCH2 -55106 SLFN12 -55107 ANO1 -55108 BSDC1 -55109 AGGF1 -55110 MAGOHB -55111 PLEKHJ1 -55112 DYNC2I1 -55113 XKR8 -55114 ARHGAP17 -55116 TMEM39B -55117 SLC6A15 -55118 CRTAC1 -55119 PRPF38B -55120 FANCL -55122 AKIRIN2 -55124 PIWIL2 -55125 CEP192 -55127 HEATR1 -55128 TRIM68 -55129 ANO10 -55130 ODAD2 -55131 RBM28 -55132 LARP1B -55133 SRBD1 -55135 WRAP53 -55137 FIGN -55138 FAM90A1 -55139 ANKZF1 -55140 ELP3 -55142 HAUS2 -55143 CDCA8 -55144 LRRC8D -55145 THAP1 -55146 ZDHHC4 -55147 RBM23 -55148 UBR7 -55149 MTPAP -55150 C19orf73 -55151 TMEM38B -55152 DALRD3 -55153 SDAD1 -55154 MSTO1 -55156 ARMC1 -55157 DARS2 -55159 RFWD3 -55160 ARHGEF10L -55161 TMEM33 -55163 PNPO -55164 SHQ1 -55165 CEP55 -55166 CENPQ -55167 MSL2 -55168 MRPS18A -55170 PRMT6 -55171 TBCCD1 -55172 DNAAF2 -55173 MRPS10 -55174 INTS10 -55175 KLHL11 -55176 SEC61A2 -55177 RMDN3 -55178 MRM3 -55179 FAIM -55180 LINS1 -55181 SMG8 -55182 RNF220 -55183 RIF1 -55184 DZANK1 -55186 SLC25A36 -55187 VPS13D -55188 RIC8B -55190 NUDT11 -55191 NADSYN1 -55192 DNAJC17 -55193 PBRM1 -55194 EVA1B -55195 CCDC198 -55196 RESF1 -55197 RPRD1A -55198 APPL2 -55199 FAM86C1P -55200 PLEKHG6 -55201 MAP1S -55203 LGI2 -55204 GOLPH3L -55205 ZNF532 -55206 SBNO1 -55207 ARL8B -55208 DCUN1D2 -55209 SETD5 -55210 ATAD3A -55211 DPPA4 -55212 BBS7 -55213 RCBTB1 -55214 P3H2 -55215 FANCI -55216 NKAPD1 -55217 TMLHE -55218 EXD2 -55219 MACO1 -55220 KLHDC8A -55222 LRRC20 -55223 TRIM62 -55224 ETNK2 -55225 RAVER2 -55226 NAT10 -55227 LRRC1 -55228 PNMA8A -55229 PANK4 -55230 USP40 -55231 CCDC87 -55233 MOB1A -55234 SMU1 -55236 UBA6 -55237 VRTN -55238 SLC38A7 -55239 OGFOD1 -55240 STEAP3 -55243 KIRREL1 -55244 SLC47A1 -55245 UQCC1 -55246 CCDC25 -55247 NEIL3 -55248 PACC1 -55249 YY1AP1 -55250 ELP2 -55251 PCMTD2 -55252 ASXL2 -55253 TYW1 -55254 TMEM39A -55255 WDR41 -55256 ADI1 -55257 MRGBP -55258 THNSL2 -55259 DNAI7 -55260 TMEM143 -55262 TRAPPC14 -55266 TMEM19 -55267 PRR34 -55268 ECHDC2 -55269 PSPC1 -55270 NUDT15 -55272 IMP3 -55273 TMEM100 -55274 PHF10 -55275 VPS53 -55276 PGM2 -55277 FGGY -55278 QRSL1 -55279 ZNF654 -55280 CWF19L1 -55281 TMEM140 -55282 LRRC36 -55283 MCOLN3 -55284 UBE2W -55285 RBM41 -55286 C4orf19 -55287 TMEM40 -55288 RHOT1 -55289 ACOXL -55290 BRF2 -55291 PPP6R3 -55293 UEVLD -55294 FBXW7 -55295 KLHL26 -55296 TBC1D19 -55297 CCDC91 -55298 RNF121 -55299 BRIX1 -55300 PI4K2B -55301 OLAH -55303 GIMAP4 -55304 SPTLC3 -55308 DDX19A -55311 ZNF444 -55312 RFK -55313 CPPED1 -55314 TMEM144 -55315 SLC29A3 -55316 RSAD1 -55317 AP5S1 -55319 TMA16 -55320 MIS18BP1 -55321 TMEM74B -55322 C5orf22 -55323 LARP6 -55324 ABCF3 -55325 UFSP2 -55326 AGPAT5 -55327 LIN7C -55328 RNLS -55329 MNS1 -55330 BLOC1S4 -55331 ACER3 -55332 DRAM1 -55333 SYNJ2BP -55334 SLC39A9 -55335 NIPSNAP3B -55336 FBXL8 -55337 SHFL -55339 WDR33 -55340 GIMAP5 -55341 LSG1 -55342 STRBP -55343 SLC35C1 -55344 PLCXD1 -55345 ZGRF1 -55346 TCP11L1 -55347 ABHD10 -55349 CHDH -55350 VNN3P -55351 STK32B -55352 COPRS -55353 LAPTM4B -55355 HJURP -55356 SLC22A15 -55357 TBC1D2 -55359 STYK1 -55361 PI4K2A -55362 TMEM63B -55363 HEMGN -55364 IMPACT -55365 TMEM176A -55366 LGR4 -55367 PIDD1 -55374 TMCO6 -55379 LRRC59 -55384 MEG3 -55388 MCM10 -55421 NCBP3 -55422 ZNF331 -55423 SIRPG -55425 GPALPP1 -55432 YOD1 -55435 AP1AR -55437 STRADB -55449 DHRS4-AS1 -55450 CAMK2N1 -55454 CSGALNACT2 -55466 DNAJA4 -55471 NDUFAF7 -55472 RBM12B-AS1 -55486 PARL -55500 ETNK1 -55501 CHST12 -55502 HES6 -55503 TRPV6 -55504 TNFRSF19 -55505 NOP10 -55506 MACROH2A2 -55507 GPRC5D -55508 SLC35E3 -55509 BATF3 -55510 DDX43 -55511 SAGE1 -55512 SMPD3 -55515 ASIC4 -55520 ELAC1 -55521 TRIM36 -55526 DHTKD1 -55527 FEM1A -55529 PIP4P2 -55530 SVOP -55531 ELMOD1 -55532 SLC30A10 -55534 MAML3 -55536 CDCA7L -55539 KCNQ1DN -55540 IL17RB -55544 RBM38 -55552 ZNF823 -55553 SOX6 -55554 KLK15 -55556 ENOSF1 -55558 PLXNA3 -55559 HAUS7 -55561 CDC42BPG -55565 ZNF821 -55567 DNAH3 -55568 GALNT10 -55571 CNOT11 -55572 FOXRED1 -55573 CDV3 -55576 STAB2 -55577 NAGK -55578 SUPT20H -55582 KIF27 -55584 CHRNA9 -55585 UBE2Q1 -55586 MIOX -55588 MED29 -55589 BMP2K -55591 VEZT -55592 GOLGA2P5 -55593 OTUD5 -55596 ZCCHC8 -55599 RNPC3 -55600 ITLN1 -55601 DDX60 -55602 CDKN2AIP -55603 TENT5A -55604 CARMIL1 -55605 KIF21A -55607 PPP1R9A -55608 ANKRD10 -55609 ZNF280C -55610 VPS50 -55611 OTUB1 -55612 FERMT1 -55613 MTMR8 -55614 KIF16B -55615 PRR5 -55616 ASAP3 -55617 TASP1 -55619 DOCK10 -55620 STAP2 -55621 TRMT1 -55622 TTC27 -55623 THUMPD1 -55624 POMGNT1 -55625 ZDHHC7 -55626 AMBRA1 -55627 SMPD4 -55628 ZNF407 -55629 PNRC2 -55630 SLC39A4 -55631 LRRC40 -55632 G2E3 -55633 TBC1D22B -55634 KRBOX4 -55635 DEPDC1 -55636 CHD7 -55638 SYBU -55640 FLVCR2 -55643 BTBD2 -55644 OSGEP -55646 LYAR -55647 RAB20 -55650 PIGV -55651 NHP2 -55652 SLC48A1 -55653 BCAS4 -55654 TMEM127 -55655 NLRP2 -55656 INTS8 -55657 ZNF692 -55658 RNF126 -55659 ZNF416 -55660 PRPF40A -55661 DDX27 -55662 HIF1AN -55663 ZNF446 -55664 CDC37L1 -55665 URGCP -55666 NPLOC4 -55667 DENND4C -55668 GPATCH2L -55669 MFN1 -55670 PEX26 -55671 PPP4R3A -55676 SLC30A6 -55677 IWS1 -55679 LIMS2 -55680 RUFY2 -55681 SCYL2 -55683 KANSL3 -55684 RABL6 -55686 MREG -55687 TRMU -55689 YEATS2 -55690 PACS1 -55691 FRMD4A -55692 LUC7L -55693 KDM4D -55695 NSUN5 -55696 RBM22 -55697 VAC14 -55698 RADIL -55699 IARS2 -55700 MAP7D1 -55701 ARHGEF40 -55702 YJU2 -55703 POLR3B -55704 CCDC88A -55705 IPO9 -55706 NDC1 -55707 NECAP2 -55709 KBTBD4 -55711 FAR2 -55713 ZNF334 -55714 TENM3 -55715 DOK4 -55716 LMBR1L -55717 WDR11 -55718 POLR3E -55719 SLF2 -55720 TSR1 -55721 IQCC -55722 CEP72 -55723 ASF1B -55726 INTS13 -55727 BTBD7 -55728 N4BP2 -55729 ATF7IP -55731 FAM222B -55732 C1orf112 -55733 HHAT -55734 ZFP64 -55735 DNAJC11 -55737 VPS35 -55738 ARFGAP1 -55739 NAXD -55740 ENAH -55741 EDEM2 -55742 PARVA -55743 CHFR -55744 COA1 -55745 AP5M1 -55746 NUP133 -55748 CNDP2 -55749 CCAR1 -55750 AGK -55751 TMEM184C -55752 SEPTIN11 -55753 OGDHL -55754 TMEM30A -55755 CDK5RAP2 -55756 INTS9 -55757 UGGT2 -55758 RCOR3 -55759 WDR12 -55760 DHX32 -55761 TTC17 -55762 ZNF701 -55763 EXOC1 -55764 IFT122 -55765 INAVA -55766 H2AJ -55768 NGLY1 -55769 ZNF83 -55770 EXOC2 -55771 PRR11 -55773 TBC1D23 -55775 TDP1 -55776 SAYSD1 -55777 MBD5 -55778 ZNF839 -55779 CFAP44 -55780 ERMARD -55781 RIOK2 -55783 CMTR2 -55784 MCTP2 -55785 FGD6 -55786 ZNF415 -55787 TXLNG -55788 LMBRD1 -55789 DEPDC1B -55790 CSGALNACT1 -55791 LRIF1 -55793 MINDY1 -55794 DDX28 -55795 PCID2 -55796 MBNL3 -55798 METTL2B -55799 CACNA2D3 -55800 SCN3B -55801 IL26 -55802 DCP1A -55803 ADAP2 -55805 LRP2BP -55806 HR -55808 ST6GALNAC1 -55809 TRERF1 -55810 FOXJ2 -55811 ADCY10 -55812 SPATA7 -55813 UTP6 -55814 BDP1 -55815 TSNAXIP1 -55816 DOK5 -55818 KDM3A -55819 RNF130 -55821 ALLC -55823 VPS11 -55824 PAG1 -55825 PECR -55827 DCAF6 -55829 SELENOS -55830 GLT8D1 -55831 EMC3 -55832 CAND1 -55833 UBAP2 -55835 CENPJ -55837 EAPP -55839 CENPN -55840 EAF2 -55841 WWC3 -55843 ARHGAP15 -55844 PPP2R2D -55845 BRK1 -55846 ITFG2 -55847 CISD1 -55848 PLGRKT -55850 USE1 -55851 PSENEN -55852 TEX2 -55853 IDI2-AS1 -55854 ZC3H15 -55856 ACOT13 -55857 KIZ -55858 TMEM165 -55859 BEX1 -55860 ACTR10 -55861 DBNDD2 -55862 ECHDC1 -55863 TMEM126B -55867 SLC22A11 -55869 HDAC8 -55870 ASH1L -55871 ZNG1A -55872 PBK -55876 GSDMB -55879 GABRQ -55884 WSB2 -55885 LMO3 -55888 ZKSCAN7 -55889 GOLGA6B -55890 GPRC5C -55891 LENEP -55892 MYNN -55893 ZNF395 -55894 DEFB103B -55897 MESP1 -55898 UNC45A -55900 ZNF302 -55901 THSD1 -55902 ACSS2 -55904 KMT2E -55905 RNF114 -55906 ZC4H2 -55907 CMAS -55908 ANGPTL8 -55909 BIN3 -55911 APOBR -55914 ERBIN -55915 LANCL2 -55916 NXT2 -55917 CTTNBP2NL -55920 RCC2 -55922 NKRF -55924 INKA2 -55929 DMAP1 -55930 MYO5C -55937 APOM -55954 ZMAT5 -55957 LIN37 -55958 KLHL9 -55959 SULF2 -55964 SEPTIN3 -55966 AJAP1 -55967 NDUFA12 -55968 NSFL1C -55969 RAB5IF -55970 GNG12 -55971 BAIAP2L1 -55972 SLC25A40 -55973 BCAP29 -55974 SLC50A1 -55975 KLHL7 -55997 CFC1 -55998 NXF5 -55999 NXF4 -56000 NXF3 -56001 NXF2 -56005 MYDGF -56006 SMG9 -56033 BARX1 -56034 PDGFC -56052 ALG1 -56061 UBFD1 -56062 KLHL4 -56063 TMEM234 -56097 PCDHGC5 -56098 PCDHGC4 -56099 PCDHGB7 -56100 PCDHGB6 -56101 PCDHGB5 -56102 PCDHGB3 -56103 PCDHGB2 -56104 PCDHGB1 -56105 PCDHGA11 -56106 PCDHGA10 -56107 PCDHGA9 -56108 PCDHGA7 -56109 PCDHGA6 -56110 PCDHGA5 -56111 PCDHGA4 -56112 PCDHGA3 -56113 PCDHGA2 -56114 PCDHGA1 -56120 PCDHGB8P -56121 PCDHB15 -56122 PCDHB14 -56123 PCDHB13 -56124 PCDHB12 -56125 PCDHB11 -56126 PCDHB10 -56127 PCDHB9 -56128 PCDHB8 -56129 PCDHB7 -56130 PCDHB6 -56131 PCDHB4 -56132 PCDHB3 -56133 PCDHB2 -56134 PCDHAC2 -56135 PCDHAC1 -56136 PCDHA13 -56137 PCDHA12 -56138 PCDHA11 -56139 PCDHA10 -56140 PCDHA8 -56141 PCDHA7 -56142 PCDHA6 -56143 PCDHA5 -56144 PCDHA4 -56145 PCDHA3 -56146 PCDHA2 -56147 PCDHA1 -56154 TEX15 -56155 TEX14 -56156 TEX13B -56157 TEX13A -56158 TEX12 -56159 TEX11 -56160 NSMCE3 -56163 RNF17 -56164 STK31 -56165 TDRD1 -56169 GSDMC -56171 DNAH7 -56172 ANKH -56180 MOSPD1 -56181 MTFR1L -56203 LMOD3 -56204 ATOSA -56241 SUSD2 -56242 ZNF253 -56243 KIAA1217 -56244 BTNL2 -56245 C21orf62 -56246 MRAP -56252 YLPM1 -56253 CRTAM -56254 RNF20 -56255 TMX4 -56256 SERTAD4 -56257 MEPCE -56259 CTNNBL1 -56260 C8orf44 -56261 GPCPD1 -56262 LRRC8A -56265 CPXM1 -56267 KYAT3 -56269 IRGC -56270 WDR45B -56271 BEX4 -56287 GKN1 -56288 PARD3 -56300 IL36G -56301 SLC7A10 -56302 TRPV5 -56311 ANKRD7 -56339 METTL3 -56341 PRMT8 -56342 PPAN -56344 CABP5 -56413 LTB4R2 -56474 CTPS2 -56475 RPRM -56477 CCL28 -56478 EIF4ENIF1 -56479 KCNQ5 -56521 DNAJC12 -56547 MMP26 -56548 CHST7 -56603 CYP26B1 -56605 ERO1B -56606 SLC2A9 -56616 DIABLO -56623 INPP5E -56624 ASAH2 -56647 BCCIP -56648 EIF5A2 -56649 TMPRSS4 -56650 CLDND1 -56652 TWNK -56654 NPDC1 -56655 POLE4 -56656 OR2S2 -56658 TRIM39 -56659 KCNK13 -56660 KCNK12 -56662 VTRNA1-3 -56663 VTRNA1-2 -56664 VTRNA1-1 -56666 PANX2 -56667 MUC13 -56670 SUCNR1 -56672 AKIP1 -56673 C11orf16 -56674 TMEM9B -56675 NRIP3 -56676 ASCL3 -56681 SAR1A -56683 CFAP298 -56704 JPH1 -56729 RETN -56731 SLC2A4RG -56751 BARHL1 -56776 FMN2 -56829 ZC3HAV1 -56832 IFNK -56833 SLAMF8 -56834 GPR137 -56848 SPHK2 -56849 TCEAL7 -56850 GRIPAP1 -56851 EMC7 -56852 RAD18 -56853 CELF4 -56882 CDC42SE1 -56884 FSTL5 -56886 UGGT1 -56888 KCMF1 -56889 TM9SF3 -56890 MDM1 -56891 LGALS14 -56892 TCIM -56893 UBQLN4 -56894 AGPAT3 -56895 AGPAT4 -56896 DPYSL5 -56897 WRNIP1 -56898 BDH2 -56899 ANKS1B -56900 TMEM167B -56901 NDUFA4L2 -56902 PNO1 -56903 PAPOLB -56904 SH3GLB2 -56905 C15orf39 -56906 THAP10 -56907 SPIRE1 -56910 STARD7 -56911 MAP3K7CL -56912 IFT46 -56913 C1GALT1 -56914 OTOR -56915 EXOSC5 -56916 SMARCAD1 -56917 MEIS3 -56918 C2orf83 -56919 DHX33 -56920 SEMA3G -56922 MCCC1 -56923 NMUR2 -56924 PAK6 -56925 LXN -56926 NCLN -56927 GPR108 -56928 SPPL2B -56929 FEM1C -56931 DUS3L -56934 CA10 -56935 SMCO4 -56936 CCDC177 -56937 PMEPA1 -56938 BMAL2 -56940 DUSP22 -56941 HMCES -56942 CMC2 -56943 ENY2 -56944 OLFML3 -56945 MRPS22 -56946 EMSY -56947 MFF -56948 SDR39U1 -56949 XAB2 -56950 SMYD2 -56951 C5orf15 -56952 PRTFDC1 -56953 NT5M -56954 NIT2 -56955 MEPE -56956 LHX9 -56957 OTUD7B -56961 SHD -56963 RGMA -56964 WDR93 -56965 PARP6 -56970 ATXN7L3 -56971 CEACAM19 -56975 FAM20C -56977 STOX2 -56978 PRDM8 -56979 PRDM9 -56980 PRDM10 -56981 PRDM11 -56983 POGLUT1 -56984 PSMG2 -56985 ADPRM -56986 DTWD1 -56987 BBX -56990 CDC42SE2 -56992 KIF15 -56993 TOMM22 -56994 CHPT1 -56995 TULP4 -56996 SLC12A9 -56997 COQ8A -56998 CTNNBIP1 -56999 ADAMTS9 -57000 GSN-AS1 -57001 SDHAF3 -57002 YAE1 -57003 CCDC47 -57007 ACKR3 -57010 CABP4 -57016 AKR1B10 -57017 COQ9 -57018 CCNL1 -57019 CIAPIN1 -57020 VPS35L -57026 PDXP -57030 SLC17A7 -57035 RSRP1 -57037 ANKMY2 -57038 RARS2 -57045 TWSG1 -57047 PLSCR2 -57048 PLSCR3 -57050 UTP3 -57053 CHRNA10 -57054 DAZ3 -57055 DAZ2 -57057 TBX20 -57060 PCBP4 -57062 DDX24 -57082 KNL1 -57084 SLC17A6 -57085 AGTRAP -57088 PLSCR4 -57089 ENTPD7 -57091 CASS4 -57092 PCNP -57093 TRIM49 -57094 CPA6 -57095 PITHD1 -57096 RPGRIP1 -57097 PARP11 -57099 AVEN -57101 ANO2 -57102 C12orf4 -57103 TIGAR -57104 PNPLA2 -57105 CYSLTR2 -57106 NAT14 -57107 PDSS2 -57109 REXO4 -57110 PLAAT1 -57111 RAB25 -57113 TRPC7 -57115 PGLYRP4 -57116 ZNF695 -57117 INTS12 -57118 CAMK1D -57119 EPPIN -57120 GOPC -57121 LPAR5 -57122 NUP107 -57124 CD248 -57125 PLXDC1 -57126 CD177 -57127 RHBG -57128 LYRM4 -57129 MRPL47 -57130 ATP13A1 -57132 CHMP1B -57134 MAN1C1 -57136 APMAP -57139 RGL3 -57142 RTN4 -57143 ADCK1 -57144 PAK5 -57146 LDAF1 -57147 SCYL3 -57148 RALGAPB -57149 LYRM1 -57150 SMIM8 -57151 LYZL6 -57152 SLURP1 -57153 SLC44A2 -57154 SMURF1 -57156 TMEM63C -57157 PHTF2 -57158 JPH2 -57159 TRIM54 -57161 PELI2 -57162 PELI1 -57165 GJC2 -57167 SALL4 -57168 ASPHD2 -57169 ZNFX1 -57171 DOLPP1 -57172 CAMK1G -57175 CORO1B -57176 VARS2 -57178 ZMIZ1 -57179 KIAA1191 -57180 ACTR3B -57181 SLC39A10 -57182 ANKRD50 -57184 FAM219B -57185 NIPAL3 -57186 RALGAPA2 -57187 THOC2 -57188 ADAMTSL3 -57189 DENND11 -57190 SELENON -57191 VN1R1 -57192 MCOLN1 -57194 ATP10A -57198 ATP8B2 -57205 ATP10D -57209 ZNF248 -57210 SLC45A4 -57211 ADGRG6 -57212 TP73-AS1 -57213 SPRYD7 -57214 CEMIP -57215 THAP11 -57216 VANGL2 -57217 TTC7A -57221 ARFGEF3 -57222 ERGIC1 -57223 PPP4R3B -57224 NHSL1 -57226 LYRM2 -57228 SMAGP -57231 SNX14 -57232 ZNF630 -57234 LINC00869 -57282 SLC4A10 -57291 DANCR -57325 KAT14 -57326 PBXIP1 -57332 CBX8 -57333 RCN3 -57335 ZNF286A -57336 ZNF287 -57337 SENP7 -57338 JPH3 -57343 ZNF304 -57348 TTYH1 -57369 GJD2 -57379 AICDA -57380 MRS2 -57381 RHOJ -57393 CLTRN -57396 CLK4 -57402 S100A14 -57403 RAB22A -57404 CYP20A1 -57405 SPC25 -57406 ABHD6 -57407 NMRAL1 -57408 LRTM1 -57409 MIF4GD -57410 SCYL1 -57412 AS3MT -57413 TMIGD3 -57414 RHBDD2 -57415 C3orf14 -57418 WDR18 -57419 SLC24A3 -57446 NDRG3 -57447 NDRG2 -57448 BIRC6 -57449 PLEKHG5 -57451 TENM2 -57452 GALNT16 -57453 DSCAML1 -57455 REXO1 -57456 KIAA1143 -57458 TMCC3 -57459 GATAD2B -57460 PPM1H -57461 ISY1 -57462 MYORG -57463 AMIGO1 -57464 STRIP2 -57465 TBC1D24 -57466 SCAF4 -57467 HHATL -57468 SLC12A5 -57469 PNMA8B -57470 LRRC47 -57471 ERMN -57472 CNOT6 -57473 ZNF512B -57474 ZNF490 -57475 PLEKHH1 -57476 GRAMD1B -57477 SHROOM4 -57478 USP31 -57479 PRR12 -57480 PLEKHG1 -57481 KIAA1210 -57482 CRACD -57484 RNF150 -57486 NLN -57488 ESYT2 -57489 ODF2L -57491 AHRR -57492 ARID1B -57493 HEG1 -57494 RIMKLB -57495 NWD2 -57496 MRTFB -57497 LRFN2 -57498 KIDINS220 -57501 CFAP92 -57502 NLGN4X -57504 MTA3 -57505 AARS2 -57506 MAVS -57507 ZNF608 -57508 INTS2 -57509 MTUS1 -57510 XPO5 -57511 COG6 -57512 GPR158 -57513 CASKIN2 -57514 ARHGAP31 -57515 SERINC1 -57519 STARD9 -57520 HECW2 -57521 RPTOR -57522 SRGAP1 -57523 NYNRIN -57524 CASKIN1 -57526 PCDH19 -57528 KCTD16 -57529 RTL9 -57530 CGN -57531 HACE1 -57532 NUFIP2 -57533 TBC1D14 -57534 MIB1 -57535 ELAPOR1 -57536 KIAA1328 -57537 SORCS2 -57538 ALPK3 -57539 WDR35 -57540 DISP3 -57541 ZNF398 -57542 KLHL42 -57544 TXNDC16 -57545 CC2D2A -57546 PDP2 -57547 ZNF624 -57549 IGSF9 -57551 TAOK1 -57552 NCEH1 -57553 MICAL3 -57554 LRRC7 -57555 NLGN2 -57556 SEMA6A -57558 USP35 -57559 STAMBPL1 -57560 IFT80 -57561 ARRDC3 -57562 CEP126 -57563 KLHL8 -57565 KLHL14 -57567 ZNF319 -57568 SIPA1L2 -57569 ARHGAP20 -57570 TRMT5 -57571 CARNS1 -57572 DOCK6 -57573 ZNF471 -57574 MARCHF4 -57575 PCDH10 -57576 KIF17 -57577 CCDC191 -57578 UNC79 -57579 FAM135A -57580 PREX1 -57582 KCNT1 -57583 TMEM181 -57584 ARHGAP21 -57585 CRAMP1 -57586 SYT13 -57587 CFAP97 -57589 RIC1 -57590 WDFY1 -57591 MRTFA -57592 ZNF687 -57593 EBF4 -57594 HOMEZ -57595 PDZD4 -57596 BEGAIN -57597 BAHCC1 -57599 WDR48 -57600 FNIP2 -57602 USP36 -57604 TRMT9B -57605 PITPNM2 -57606 SLAIN2 -57608 JCAD -57609 DIP2B -57610 RANBP10 -57611 ISLR2 -57613 FAM234B -57614 RELCH -57615 ZNF492 -57616 TSHZ3 -57617 VPS18 -57619 SHROOM3 -57620 STIM2 -57621 ZBTB2 -57622 LRFN1 -57623 ZFAT -57624 NYAP2 -57626 KLHL1 -57628 DPP10 -57630 SH3RF1 -57631 LRCH2 -57633 LRRN1 -57634 EP400 -57636 ARHGAP23 -57639 CCDC146 -57642 COL20A1 -57643 ZSWIM5 -57644 MYH7B -57645 POGK -57646 USP28 -57647 DHX37 -57648 KIAA1522 -57649 PHF12 -57650 CIP2A -57654 UVSSA -57655 GRAMD1A -57657 HCN3 -57658 CALCOCO1 -57659 ZBTB4 -57661 PHRF1 -57662 CAMSAP3 -57663 USP29 -57664 PLEKHA4 -57665 RDH14 -57666 FBRSL1 -57669 EPB41L5 -57670 KIAA1549 -57673 BEND3 -57674 RNF213 -57677 ZFP14 -57678 GPAM -57679 ALS2 -57680 CHD8 -57683 ZDBF2 -57684 ZBTB26 -57685 CACHD1 -57687 VAT1L -57688 ZSWIM6 -57689 LRRC4C -57690 TNRC6C -57691 KIAA1586 -57692 MAGEE1 -57693 ZNF317 -57695 USP37 -57696 DDX55 -57697 FANCM -57698 SHTN1 -57699 CPNE5 -57700 FHIP2A -57701 NCKAP5L -57703 CWC22 -57704 GBA2 -57705 WDFY4 -57706 DENND1A -57707 MEAK7 -57708 MIER1 -57709 SLC7A14 -57710 KIAA1614 -57711 ZNF529 -57713 SFMBT2 -57715 SEMA4G -57716 PRX -57717 PCDHB16 -57718 PPP4R4 -57719 ANO8 -57720 GPR107 -57721 METTL14 -57722 IGDCC4 -57724 EPG5 -57727 NCOA5 -57728 WDR19 -57730 ANKRD36B -57731 SPTBN4 -57732 ZFYVE28 -57733 GBA3 -57758 SCUBE2 -57761 TRIB3 -57763 ANKRA2 -57786 RBAK -57787 MARK4 -57794 SUGP1 -57795 BRINP2 -57798 GATAD1 -57799 RAB40C -57801 HES4 -57804 POLD4 -57805 CCAR2 -57817 HAMP -57818 G6PC2 -57819 LSM2 -57820 CCNB1IP1 -57821 CCDC181 -57822 GRHL3 -57823 SLAMF7 -57824 HMHB1 -57826 RAP2C -57827 C6orf47 -57828 CATSPERG -57829 ZP4 -57830 KRTAP5-8 -57834 CYP4F11 -57835 SLC4A5 -57862 ZNF410 -57863 CADM3 -57864 SLC46A2 -58155 PTBP2 -58157 NGB -58158 NEUROD4 -58189 WFDC1 -58190 CTDSP1 -58191 CXCL16 -58472 SQOR -58473 PLEKHB1 -58475 MS4A7 -58476 TP53INP2 -58477 SRPRB -58478 ENOPH1 -58480 RHOU -58484 NLRC4 -58485 TRAPPC1 -58486 ZBED5 -58487 CREBZF -58488 PCTP -58489 ABHD17C -58490 RPRD1B -58491 ZNF71 -58492 ZNF77 -58493 INIP -58494 JAM2 -58495 OVOL2 -58496 LY6G5B -58497 PRUNE1 -58498 MYL7 -58499 ZNF462 -58500 ZNF250 -58503 OPRPN -58504 ARHGAP22 -58505 OSTC -58506 SCAF1 -58508 KMT2C -58509 CACTIN -58510 PRODH2 -58511 DNASE2B -58512 DLGAP3 -58513 EPS15L1 -58515 SELENOK -58516 SINHCAF -58517 RBM25 -58524 DMRT3 -58525 WIZ -58526 MID1IP1 -58527 ABRACL -58528 RRAGD -58529 MYOZ1 -58530 LY6G6D -58531 PRM3 -58533 SNX6 -58538 MPP4 -58985 IL22RA1 -58986 PGAP6 -59067 IL21 -59082 CARD18 -59084 ENPP5 -59269 HIVEP3 -59271 EVA1C -59272 ACE2 -59274 TLNRD1 -59277 NTN4 -59283 CACNG8 -59284 CACNG7 -59285 CACNG6 -59286 UBL5 -59307 SIGIRR -59335 PRDM12 -59336 PRDM13 -59338 PLEKHA1 -59339 PLEKHA2 -59340 HRH4 -59341 TRPV4 -59342 SCPEP1 -59343 SENP2 -59344 ALOXE3 -59345 GNB4 -59348 ZNF350 -59349 KLHL12 -59350 RXFP1 -59351 PBOV1 -59352 LGR6 -59353 TMEM35A -60312 AFAP1 -60313 GPBP1L1 -60314 MYG1 -60343 FAM3A -60370 AVPI1 -60385 TSKS -60386 SLC25A19 -60401 EDA2R -60412 EXOC4 -60436 TGIF2 -60437 CDH26 -60467 BPESC1 -60468 BACH2 -60481 ELOVL5 -60482 SLC5A7 -60484 HAPLN2 -60485 SAV1 -60487 TRMT11 -60488 MRPS35 -60489 APOBEC3G -60490 PPCDC -60491 NIF3L1 -60492 CCDC90B -60493 FASTKD5 -60494 CCDC81 -60495 HPSE2 -60496 AASDHPPT -60506 NYX -60509 AGBL5 -60526 LDAH -60528 ELAC2 -60529 ALX4 -60558 GUF1 -60559 SPCS3 -60560 NAA35 -60561 RINT1 -60592 SCOC -60598 KCNK15 -60625 DHX35 -60626 RIC8A -60672 MIIP -60673 ATG101 -60674 GAS5 -60675 PROK2 -60676 PAPPA2 -60677 CELF6 -60678 EEFSEC -60680 CELF5 -60681 FKBP10 -60682 SMAP1 -60684 TRAPPC11 -60685 ZFAND3 -60686 C14orf93 -63027 SLC22A23 -63035 BCORL1 -63036 CELA2A -63826 SRR -63827 BCAN -63874 ABHD4 -63875 MRPL17 -63876 PKNOX2 -63877 FAM204A -63891 RNF123 -63892 THADA -63893 UBE2O -63894 VIPAS39 -63895 PIEZO2 -63897 HEATR6 -63898 SH2D4A -63899 NSUN3 -63901 FAM111A -63904 DUSP21 -63905 MANBAL -63906 GPATCH3 -63908 NAPB -63910 SLC17A9 -63915 BLOC1S5 -63916 ELMO2 -63917 GALNT11 -63920 FAM200C -63922 CHTF18 -63923 TNN -63924 CIDEC -63925 ZNF335 -63926 ANKEF1 -63928 CHP2 -63929 XPNPEP3 -63930 LINC01749 -63931 MRPS14 -63932 STEEP1 -63933 MCUR1 -63934 ZNF667 -63935 PCIF1 -63939 FAM217B -63940 GPSM3 -63941 NECAB3 -63943 FKBPL -63946 DMRTC2 -63947 DMRTC1 -63948 DMRTB1 -63950 DMRTA2 -63951 DMRTA1 -63967 CLSPN -63970 TP53AIP1 -63971 KIF13A -63973 NEUROG2 -63974 NEUROD6 -63976 PRDM16 -63977 PRDM15 -63978 PRDM14 -63979 FIGNL1 -63982 ANO3 -64002 PCGEM1 -64005 MYO1G -64061 TSPYL2 -64062 RBM26 -64063 PRSS22 -64064 OXCT2 -64065 PERP -64066 MMP27 -64067 NPAS3 -64072 CDH23 -64073 C19orf33 -64077 LHPP -64078 SLC28A3 -64080 RBKS -64081 PBLD -64083 GOLPH3 -64084 CLSTN2 -64087 MCCC2 -64089 SNX16 -64090 GAL3ST2 -64091 POPDC2 -64092 SAMSN1 -64093 SMOC1 -64094 SMOC2 -64096 GFRA4 -64097 EPB41L4A -64098 PARVG -64100 ELSPBP1 -64101 LRRC4 -64102 TNMD -64105 CENPK -64106 NPFFR1 -64108 RTP4 -64109 CRLF2 -64110 MAGEF1 -64111 NPVF -64112 MOAP1 -64114 TMBIM1 -64115 VSIR -64116 SLC39A8 -64118 DUS1L -64121 RRAGC -64122 FN3K -64123 ADGRL4 -64127 NOD2 -64129 TINAGL1 -64130 LIN7B -64131 XYLT1 -64132 XYLT2 -64135 IFIH1 -64137 ABCG4 -64145 RBSN -64146 PDF -64147 KIF9 -64149 C17orf75 -64151 NCAPG -64167 ERAP2 -64168 NECAB1 -64170 CARD9 -64172 OSGEPL1 -64174 DPEP2 -64175 P3H1 -64180 DPEP3 -64184 EDDM3B -64207 IRF2BPL -64208 POPDC3 -64210 MMS19 -64211 LHX5 -64215 DNAJC1 -64216 TFB2M -64218 SEMA4A -64219 PJA1 -64220 STRA6 -64221 ROBO3 -64222 TOR3A -64223 MLST8 -64224 HERPUD2 -64225 ATL2 -64231 MS4A6A -64232 MS4A5 -64236 PDLIM2 -64240 ABCG5 -64241 ABCG8 -64282 TENT4B -64283 ARHGEF28 -64284 RAB17 -64285 RHBDF1 -64288 ZSCAN31 -64318 NOC3L -64319 FBRS -64320 RNF25 -64321 SOX17 -64324 NSD1 -64326 COP1 -64327 LMBR1 -64328 XPO4 -64332 NFKBIZ -64333 ARHGAP9 -64342 HS1BP3 -64343 AZI2 -64344 HIF3A -64359 NXN -64374 SIL1 -64375 IKZF4 -64376 IKZF5 -64377 CHST8 -64386 MMP25 -64388 GREM2 -64393 ZMAT3 -64395 GMCL1 -64397 ZNF106 -64398 PALS1 -64399 HHIP -64400 AKTIP -64403 CDH24 -64405 CDH22 -64407 RGS18 -64409 GALNT17 -64410 KLHL25 -64411 ARAP3 -64412 GZF1 -64417 TMEM267 -64418 TMEM168 -64419 MTMR14 -64420 SUSD1 -64421 DCLRE1C -64422 ATG3 -64423 INF2 -64425 POLR1E -64426 SUDS3 -64427 TTC31 -64428 CIAO3 -64429 ZDHHC6 -64430 PCNX4 -64431 ACTR6 -64432 MRPS25 -64433 LINC00244 -64434 NOM1 -64446 DNAI2 -64478 CSMD1 -64499 TPSB2 -64506 CPEB1 -64518 TEKT3 -64577 ALDH8A1 -64579 NDST4 -64581 CLEC7A -64582 GPR135 -64591 TSPY2 -64595 TTTY15 -64598 MOSPD3 -64599 GIGYF1 -64600 PLA2G2F -64601 VPS16 -64641 EBF2 -64645 MFSD14A -64648 SPANXD -64651 CSRNP1 -64663 SPANXC -64682 ANAPC1 -64689 GORASP1 -64693 CTAGE1 -64699 TMPRSS3 -64708 COPS7B -64710 NUCKS1 -64711 HS3ST6 -64714 PDIA2 -64718 UNKL -64735 LINC00254 -64743 WDR13 -64744 SMAP2 -64745 METTL17 -64746 ACBD3 -64747 MFSD1 -64748 PLPPR2 -64750 SMURF2 -64753 CCDC136 -64754 SMYD3 -64755 RUSF1 -64756 ATPAF1 -64757 MTARC1 -64759 TNS3 -64760 FHIP2B -64761 PARP12 -64762 GAREM1 -64763 ZNF574 -64764 CREB3L2 -64766 S100PBP -64768 IPPK -64769 MEAF6 -64770 CCDC14 -64771 ILRUN -64772 ENGASE -64773 PCED1A -64776 CFAP68 -64777 RMND5B -64778 FNDC3B -64779 MTHFSD -64780 MICAL1 -64781 CERK -64782 AEN -64783 RBM15 -64784 CRTC3 -64785 GINS3 -64786 TBC1D15 -64787 EPS8L2 -64788 LMF1 -64789 EXO5 -64792 IFT22 -64793 CEP85 -64794 DDX31 -64795 RMND5A -64798 DEPTOR -64799 IQCH -64800 EFCAB6 -64801 ARV1 -64802 NMNAT1 -64805 P2RY12 -64806 IL25 -64816 CYP3A43 -64834 ELOVL1 -64837 KLC2 -64838 FNDC4 -64839 FBXL17 -64840 PORCN -64841 GNPNAT1 -64843 ISL2 -64844 MARCHF7 -64847 SPATA20 -64848 YTHDC2 -64849 SLC13A3 -64850 ETNPPL -64852 TUT1 -64853 AIDA -64854 USP46 -64855 NIBAN2 -64856 VWA1 -64857 PLEKHG2 -64858 DCLRE1B -64859 NABP1 -64860 ARMCX5 -64863 METTL4 -64864 RFX7 -64866 CDCP1 -64881 PCDH20 -64895 PAPOLG -64897 C12orf43 -64900 LPIN3 -64901 RANBP17 -64902 AGXT2 -64919 BCL11B -64921 CASD1 -64922 LRRC19 -64924 SLC30A5 -64925 CCDC71 -64926 RASAL3 -64927 TTC23 -64928 MRPL14 -64940 STAG3L4 -64943 NT5DC2 -64946 CENPH -64949 MRPS26 -64951 MRPS24 -64960 MRPS15 -64963 MRPS11 -64965 MRPS9 -64968 MRPS6 -64969 MRPS5 -64975 MRPL41 -64976 MRPL40 -64978 MRPL38 -64979 MRPL36 -64981 MRPL34 -64983 MRPL32 -65003 MRPL11 -65005 MRPL9 -65008 MRPL1 -65009 NDRG4 -65010 SLC26A6 -65012 SLC26A10P -65018 PINK1 -65055 REEP1 -65056 GPBP1 -65057 ACD -65059 RAPH1 -65061 CDK15 -65062 TMEM237 -65065 NBEAL1 -65072 CFLAR-AS1 -65078 RTN4R -65080 MRPL44 -65082 VPS33A -65083 NOL6 -65084 TMEM135 -65094 JMJD4 -65095 KRI1 -65108 MARCKSL1 -65109 UPF3B -65110 UPF3A -65117 RSRC2 -65121 PRAMEF1 -65122 PRAMEF2 -65123 INTS3 -65124 SOWAHC -65125 WNK1 -65217 PCDH15 -65220 NADK -65243 ZFP69B -65244 SPATS2 -65249 ZSWIM4 -65250 CPLANE1 -65251 ZNF649 -65258 MPPE1 -65260 COA7 -65263 PYCR3 -65264 UBE2Z -65265 C8orf33 -65266 WNK4 -65267 WNK3 -65268 WNK2 -65975 STK33 -65977 PLEKHA3 -65979 PHACTR4 -65980 BRD9 -65981 CAPRIN2 -65982 ZSCAN18 -65983 GRAMD2B -65985 AACS -65986 ZBTB10 -65987 KCTD14 -65988 ZNF747 -65989 DLK2 -65990 ANTKMT -65991 FUNDC2 -65992 DDRGK1 -65993 MRPS34 -65996 CENPBD2P -65997 RASL11B -65998 ZFTA -65999 LRRC61 -66000 TMEM108 -66002 CYP4F12 -66004 LYNX1 -66005 CHID1 -66008 TRAK2 -66035 SLC2A11 -66036 MTMR9 -66037 BOLL -78986 DUSP26 -78987 CRELD1 -78988 MRPL57 -78989 COLEC11 -78990 OTUB2 -78991 PCYOX1L -78992 YIPF2 -78994 PRR14 -78995 HROB -78996 CYREN -78997 GDAP1L1 -78998 RHPN1-AS1 -78999 LRFN4 -79000 AUNIP -79001 VKORC1 -79002 TRIR -79003 MIS12 -79004 CUEDC2 -79005 SCNM1 -79006 METRN -79007 DBNDD1 -79008 SLX1B -79009 DDX50 -79012 CAMKV -79016 DDA1 -79017 GGCT -79018 GID4 -79019 CENPM -79020 C7orf25 -79022 TMEM106C -79023 NUP37 -79024 SMIM2 -79025 FNDC11 -79026 AHNAK -79027 ZNF655 -79029 SPATA5L1 -79031 PDCL3 -79033 ERI3 -79034 INTS15 -79035 NABP2 -79036 KXD1 -79037 PVRIG -79038 ZFYVE21 -79039 DDX54 -79041 TMEM38A -79042 TSEN34 -79047 KCTD15 -79048 SECISBP2 -79050 NOC4L -79053 ALG8 -79054 TRPM8 -79056 PRRG4 -79057 PRRG3 -79058 ASPSCR1 -79064 TMEM223 -79065 ATG9A -79066 METTL16 -79068 FTO -79070 POGLUT2 -79071 ELOVL6 -79072 FASTKD3 -79073 TMEM109 -79074 C2orf49 -79075 DSCC1 -79077 DCTPP1 -79078 C1orf50 -79080 CCDC86 -79081 LBHD1 -79083 MLPH -79084 WDR77 -79085 SLC25A23 -79086 SMIM7 -79087 ALG12 -79088 ZNF426 -79089 TMUB2 -79090 TRAPPC6A -79091 METTL22 -79092 CARD14 -79094 CHAC1 -79095 BBLN -79096 CSTPP1 -79097 TRIM48 -79098 C1orf116 -79100 LINC00626 -79101 TAF1D -79102 RNF26 -79109 MAPKAP1 -79132 DHX58 -79133 NDUFAF5 -79134 TMEM185B -79135 APOO -79137 RETREG2 -79139 DERL1 -79140 CCDC28B -79142 PHF23 -79143 MBOAT7 -79144 PPDPF -79145 CHCHD7 -79147 FKRP -79148 MMP28 -79149 ZSCAN5A -79152 FA2H -79153 GDPD3 -79154 DHRS11 -79155 TNIP2 -79156 PLEKHF1 -79157 MFSD11 -79158 GNPTAB -79159 NOL12 -79160 LINC01711 -79161 TMEM243 -79165 LENG1 -79166 LILRP2 -79169 C1orf35 -79170 PRR15L -79171 RBM42 -79172 CENPO -79173 BRME1 -79174 CRELD2 -79175 ZNF343 -79176 FBXL15 -79177 ZNF576 -79178 THTPA -79180 EFHD2 -79183 TTPAL -79184 BRCC3 -79187 FSD1 -79188 TMEM43 -79190 IRX6 -79191 IRX3 -79192 IRX1 -79228 THOC6 -79230 ZNF557 -79258 MMEL1 -79269 DCAF10 -79290 OR13A1 -79310 OR5H2 -79317 OR4K5 -79334 OR11H2 -79339 OR51B4 -79345 OR51B2 -79363 CPLANE2 -79364 ZXDC -79365 BHLHE41 -79366 HMGN5 -79368 FCRL2 -79369 B3GNT4 -79370 BCL2L14 -79400 NOX5 -79411 GLB1L -79412 KREMEN2 -79413 ZBED2 -79414 LRFN3 -79415 CYBC1 -79441 HAUS3 -79442 LRRC2 -79443 FYCO1 -79444 BIRC7 -79446 WDR25 -79447 PAGR1 -79465 ULBP3 -79473 OR52N1 -79501 OR4F5 -79541 OR2A4 -79544 OR4K1 -79567 RIPOR1 -79568 MAIP1 -79570 NKAIN1 -79571 GCC1 -79572 ATP13A3 -79573 TTC13 -79574 EPS8L3 -79575 ABHD8 -79576 NKAP -79577 CDC73 -79581 SLC52A2 -79582 SPAG16 -79583 TMEM231 -79585 CORO7 -79586 CHPF -79587 CARS2 -79589 RNF128 -79590 MRPL24 -79591 ARMH3 -79594 MUL1 -79595 SAP130 -79596 OBI1 -79598 CEP97 -79600 TCTN1 -79602 ADIPOR2 -79603 CERS4 -79607 FAM118B -79608 RIC3 -79609 VCPKMT -79611 ACSS3 -79612 NAA16 -79613 TANGO6 -79616 CCNJL -79618 HMBOX1 -79621 RNASEH2B -79622 SNRNP25 -79623 GALNT14 -79624 ARMT1 -79625 NDNF -79626 TNFAIP8L2 -79627 OGFRL1 -79628 SH3TC2 -79629 OCEL1 -79630 C1orf54 -79631 EFL1 -79632 FAM184A -79633 FAT4 -79634 SCRN3 -79635 CCDC121 -79637 ARMC7 -79639 TMEM53 -79640 C22orf46P -79641 ROGDI -79642 ARSJ -79643 CHMP6 -79644 SRD5A3 -79645 CLXN -79646 PANK3 -79647 AKIRIN1 -79648 MCPH1 -79649 MAP7D3 -79650 USB1 -79651 RHBDF2 -79652 TMEM204 -79654 HECTD3 -79656 BEND5 -79657 RPAP3 -79658 ARHGAP10 -79659 DYNC2H1 -79660 PPP1R3B -79661 NEIL1 -79663 HSPBAP1 -79664 ICE2 -79665 DHX40 -79666 PLEKHF2 -79667 KLF3-AS1 -79668 PARP8 -79669 C3orf52 -79670 TUT7 -79671 NLRX1 -79672 FN3KRP -79673 ZNF329 -79674 VEPH1 -79675 FASTKD1 -79676 OGFOD2 -79677 SMC6 -79679 VTCN1 -79680 RTL10 -79682 CENPU -79683 ZDHHC14 -79684 MSANTD2 -79685 SAP30L -79689 STEAP4 -79690 GAL3ST4 -79691 QTRT2 -79692 ZNF322 -79693 YRDC -79694 MANEA -79695 GALNT12 -79696 ZC2HC1C -79697 RIOX1 -79698 ZMAT4 -79699 ZYG11B -79701 OGFOD3 -79703 C11orf80 -79705 LRRK1 -79706 PRKRIP1 -79707 NOL9 -79709 COLGALT1 -79710 MORC4 -79711 IPO4 -79712 GTDC1 -79713 IGFLR1 -79714 CCDC51 -79716 NPEPL1 -79717 PPCS -79718 TBL1XR1 -79719 AAGAB -79720 VPS37B -79722 ANKRD55 -79723 SUV39H2 -79724 ZNF768 -79725 THAP9 -79726 WDR59 -79727 LIN28A -79728 PALB2 -79729 SH3D21 -79730 NSUN7 -79731 NARS2 -79733 E2F8 -79734 KCTD17 -79735 TBC1D17 -79736 TEFM -79738 BBS10 -79739 TTLL7 -79740 ZBBX -79741 CCDC7 -79742 DIPK2B -79744 ZNF419 -79745 CLIP4 -79746 ECHDC3 -79747 ADGB -79748 LMAN1L -79750 ZNF385D -79751 SLC25A22 -79752 ZFAND1 -79753 SNIP1 -79754 ASB13 -79755 ZNF750 -79758 DHRS12 -79759 ZNF668 -79760 GEMIN7 -79762 C1orf115 -79763 ISOC2 -79767 ELMO3 -79768 KATNBL1 -79770 TXNDC15 -79772 MCTP1 -79774 GRTP1 -79776 ZFHX4 -79777 ACBD4 -79778 MICALL2 -79780 CCDC82 -79781 IQCA1 -79782 LRRC31 -79783 SUGCT -79784 MYH14 -79785 RERGL -79786 KLHL36 -79788 ZNF665 -79789 CLMN -79791 FBXO31 -79792 GSDMD -79794 SPRING1 -79796 ALG9 -79797 ZNF408 -79798 ARMC5 -79799 UGT2A3 -79800 CARF -79801 SHCBP1 -79802 HHIPL2 -79803 HPS6 -79805 VASH2 -79807 GSTCD -79809 TTC21B -79810 PTCD2 -79811 SLTM -79812 MMRN2 -79813 EHMT1 -79814 AGMAT -79815 NIPAL2 -79816 TLE6 -79817 MOB3B -79818 ZNF552 -79819 DNAI4 -79820 CATSPERB -79822 ARHGAP28 -79823 CAMKMT -79825 EFCC1 -79827 CLMP -79828 METTL8 -79829 NAA40 -79830 ZMYM1 -79831 KDM8 -79832 QSER1 -79833 GEMIN6 -79834 PEAK1 -79836 LONRF3 -79837 PIP4K2C -79838 TMC5 -79839 CCDC102B -79840 NHEJ1 -79841 AGBL2 -79842 ZBTB3 -79843 FAM124B -79844 ZDHHC11 -79845 RNF122 -79846 CFAP69 -79847 MFSD13A -79848 CSPP1 -79849 NHERF4 -79850 TLCD3A -79852 EPHX3 -79853 TM4SF20 -79854 LINC00115 -79856 SNX22 -79857 FLJ13224 -79858 NEK11 -79861 TUBAL3 -79862 ZNF669 -79863 RBFA -79864 JHY -79865 TREML2 -79866 BORA -79867 TCTN2 -79868 ALG13 -79869 CPSF7 -79870 BAALC -79871 RPAP2 -79872 CBLL1 -79873 NUDT18 -79874 RABEP2 -79875 THSD4 -79876 UBA5 -79877 DCAKD -79879 CCDC134 -79882 ZC3H14 -79883 PODNL1 -79884 MAP9 -79885 HDAC11 -79886 CAAP1 -79887 PLBD1 -79888 LPCAT1 -79890 RIN3 -79891 ZNF671 -79892 MCMBP -79893 GGNBP2 -79894 ZNF672 -79895 ATP8B4 -79896 THNSL1 -79897 RPP21 -79898 ZNF613 -79899 PRR5L -79901 CYBRD1 -79902 NUP85 -79903 NAA60 -79905 TMC7 -79906 MORN1 -79908 BTNL8 -79912 PYROXD1 -79913 ACTR5 -79915 ATAD5 -79917 MAGIX -79918 SETD6 -79919 MAB21L4 -79921 TCEAL4 -79922 MRM1 -79923 NANOG -79924 ADM2 -79925 SPEF2 -79927 FAM110D -79929 MAP6D1 -79930 DOK3 -79931 TNIP3 -79932 KIAA0319L -79933 SYNPO2L -79934 COQ8B -79935 CCNP -79937 CNTNAP3 -79939 SLC35E1 -79943 ZNF696 -79944 L2HGDH -79947 DHDDS -79948 PLPPR3 -79949 PLEKHS1 -79953 SYNDIG1 -79954 NOL10 -79955 PDZD7 -79956 ERMP1 -79957 PAQR6 -79958 DENND1C -79959 CEP76 -79960 JADE1 -79961 DENND2D -79962 DNAJC22 -79963 ABCA11P -79966 SCD5 -79968 WDR76 -79969 ATAT1 -79970 ZNF767P -79971 WLS -79973 ZNF442 -79974 CPED1 -79977 GRHL2 -79979 TRMT2B -79980 DSN1 -79981 FRMD1 -79982 DNAJB14 -79983 POF1B -79986 ZNF702P -79987 SVEP1 -79989 TTC26 -79990 PLEKHH3 -79991 STN1 -79992 AGPAT4-IT1 -79993 ELOVL7 -79998 ANKRD53 -80000 GREB1L -80003 PCNX2 -80004 ESRP2 -80005 DOCK5 -80006 TRAPPC13 -80007 C10orf88 -80008 TMEM156 -80010 RMI1 -80011 PSME3IP1 -80012 PHC3 -80013 MINDY3 -80014 WWC2 -80017 DGLUCY -80018 NAA25 -80019 UBTD1 -80020 FOXRED2 -80021 TMEM62 -80023 NRSN2 -80024 SLC8B1 -80025 PANK2 -80028 FBXL18 -80031 SEMA6D -80032 ZNF556 -80034 CSRNP3 -80036 TRPM3 -80045 GPR157 -80054 CEBPA-DT -80055 PGAP1 -80059 LRRTM4 -80063 ATF7IP2 -80067 DCAF17 -80069 LINC00574 -80070 ADAMTS20 -80071 CCDC15 -80072 HEXA-AS1 -80095 ZNF606 -80097 MZT2B -80108 ZFP2 -80110 ZNF614 -80111 C3orf36 -80114 BICC1 -80115 BAIAP2L2 -80117 ARL14 -80119 PIF1 -80122 MAP3K19 -80124 VCPIP1 -80125 CCDC33 -80127 BBOF1 -80128 TRIM46 -80129 CCDC170 -80131 LRRC8E -80133 MROH9 -80135 RPF1 -80139 ZNF703 -80142 PTGES2 -80143 SIKE1 -80144 FRAS1 -80145 THOC7 -80146 UXS1 -80148 SLC66A2 -80149 ZC3H12A -80150 ASRGL1 -80152 CENPT -80153 EDC3 -80155 NAA15 -80157 CWH43 -80162 PGGHG -80164 PRR36 -80167 ABHD18 -80168 MOGAT2 -80169 CTC1 -80173 IFT74 -80174 DBF4B -80176 SPSB1 -80177 MYCT1 -80178 TEDC2 -80179 MYO19 -80183 RUBCNL -80184 CEP290 -80185 TTI2 -80194 TMEM134 -80195 TMEM254 -80196 RNF34 -80198 MUS81 -80199 FUZ -80201 HKDC1 -80204 FBXO11 -80205 CHD9 -80206 FHOD3 -80207 OPA3 -80208 SPG11 -80209 PROSER1 -80210 ARMC9 -80212 CCDC92 -80213 TM2D3 -80216 ALPK1 -80217 CFAP43 -80218 NAA50 -80219 COQ10B -80221 ACSF2 -80222 TARS2 -80223 RAB11FIP1 -80224 NUBPL -80227 PAAF1 -80228 ORAI2 -80230 RUFY1 -80231 TASL -80232 WDR26 -80233 FAAP100 -80235 PIGZ -80237 ELL3 -80243 PREX2 -80254 CEP63 -80255 SLC35F5 -80256 ATOSB -80258 EFHC2 -80262 PHAF1 -80263 TRIM45 -80264 ZNF430 -80267 EDEM3 -80270 HSD3B7 -80271 ITPKC -80273 GRPEL1 -80274 SCUBE1 -80279 CDK5RAP3 -80298 MTERF2 -80301 PLEKHO2 -80303 EFHD1 -80304 WDCP -80305 TRABD -80306 MED28 -80308 FLAD1 -80309 SPHKAP -80310 PDGFD -80311 KLHL15 -80312 TET1 -80313 LRRC27 -80314 EPC1 -80315 CPEB4 -80317 ZKSCAN3 -80318 GKAP1 -80319 CXXC4 -80320 SP6 -80321 CEP70 -80323 CCDC68 -80324 PUS1 -80325 ABTB1 -80326 WNT10A -80328 ULBP2 -80329 ULBP1 -80331 DNAJC5 -80332 ADAM33 -80333 KCNIP4 -80335 WDR82 -80336 PABPC1L -80339 PNPLA3 -80341 BPIFB2 -80342 TRAF3IP3 -80343 SEL1L2 -80344 DCAF11 -80345 ZSCAN16 -80346 REEP4 -80347 COASY -80349 SKIC8 -80350 LPAL2 -80351 TNKS2 -80352 RNF39 -80380 PDCD1LG2 -80381 CD276 -80700 UBXN6 -80704 SLC19A3 -80705 TSGA10 -80709 AKNA -80712 ESX1 -80714 PBX4 -80723 SLC35G2 -80724 ACAD10 -80725 SRCIN1 -80726 IQCN -80727 TTYH3 -80728 ARHGAP39 -80731 THSD7B -80736 SLC44A4 -80737 VWA7 -80739 MPIG6B -80740 LY6G6C -80741 LY6G5C -80742 PRR3 -80745 THUMPD2 -80746 TSEN2 -80755 AARSD1 -80757 TMEM121 -80758 PRR7 -80759 KHDC1 -80760 ITIH5 -80762 NDFIP1 -80763 SPX -80764 THAP7 -80765 STARD5 -80772 CPTP -80774 LIMD2 -80775 TMEM177 -80776 B9D2 -80777 CYB5B -80778 ZNF34 -80781 COL18A1 -80789 INTS5 -80790 CMIP -80816 ASXL3 -80817 CEP44 -80818 ZNF436 -80820 EEPD1 -80821 DDHD1 -80823 GPRASP3 -80824 DUSP16 -80829 ZFP91 -80830 APOL6 -80831 APOL5 -80832 APOL4 -80833 APOL3 -80834 TAS1R2 -80835 TAS1R1 -80851 SH3BP5L -80852 GRIP2 -80853 KDM7A -80854 SETD7 -80856 LNPK -80862 POLR1HASP -80863 PRRT1 -80864 EGFL8 -80895 ILKAP -80896 NPL -80975 TMPRSS5 -81025 GJA9 -81027 TUBB1 -81029 WNT5B -81030 ZBP1 -81031 SLC2A10 -81033 KCNH6 -81034 SLC25A32 -81035 COLEC12 -81037 CLPTM1L -81050 OR5AC2 -81061 OR11H1 -81099 OR4F17 -81127 OR4K15 -81168 OR8J3 -81282 OR51G2 -81285 OR51E2 -81300 OR4P4 -81309 OR4C15 -81318 OR4A5 -81327 OR4A16 -81328 OR4A15 -81341 OR10W1 -81343 OR10V2P -81392 OR2AE1 -81399 OR4F16 -81442 OR6N2 -81448 OR6K2 -81466 OR2L5 -81469 OR2G3 -81470 OR2G2 -81472 OR2C3 -81488 POLR2M -81490 PTDSS2 -81491 GPR63 -81492 RSPH6A -81493 SYNC -81494 CFHR5 -81501 DCSTAMP -81502 HM13 -81532 MOB2 -81533 ITFG1 -81537 SGPP1 -81539 SLC38A1 -81542 TMX1 -81543 LRRC3 -81544 GDPD5 -81545 FBXO38 -81550 TDRD3 -81551 STMN4 -81552 VOPP1 -81553 CYRIA -81554 RCC1L -81555 YIPF5 -81556 INTS14 -81557 MAGED4B -81558 FAM117A -81559 TRIM11 -81562 LMAN2L -81563 C1orf21 -81565 NDEL1 -81566 CSRNP2 -81567 TXNDC5 -81569 ACTL8 -81570 CLPB -81571 MIR600HG -81572 PDRG1 -81573 ANKRD13C -81575 APOLD1 -81576 YJU2B -81577 GFOD2 -81578 COL21A1 -81579 PLA2G12A -81602 CDADC1 -81603 TRIM8 -81605 URM1 -81606 LBH -81607 NECTIN4 -81608 FIP1L1 -81609 SNX27 -81610 FAM83D -81611 ANP32E -81614 NIPA2 -81615 TMEM163 -81616 ACSBG2 -81617 CAB39L -81618 ITM2C -81619 TSPAN14 -81620 CDT1 -81621 KAZALD1 -81622 UNC93B1 -81623 DEFB126 -81624 DIAPH3 -81626 SHCBP1L -81627 TRMT1L -81628 TSC22D4 -81629 TSSK3 -81631 MAP1LC3B -81669 CCNL2 -81671 VMP1 -81688 C6orf62 -81689 ISCA1 -81691 REXO5 -81693 AMN -81696 OR5V1 -81697 OR2B2 -81704 DOCK8 -81706 PPP1R14C -81786 TRIM7 -81788 NUAK2 -81789 TIGD6 -81790 RNF170 -81792 ADAMTS12 -81793 TLR10 -81794 ADAMTS10 -81796 SLCO5A1 -81797 OR12D3 -81831 NETO2 -81832 NETO1 -81833 SPACA1 -81839 VANGL1 -81844 TRIM56 -81846 SBF2 -81847 RNF146 -81848 SPRY4 -81849 ST6GALNAC5 -81850 KRTAP1-3 -81851 KRTAP1-1 -81853 TMEM14B -81855 SFXN3 -81856 ZNF611 -81857 MED25 -81858 SHARPIN -81870 KRTAP9-9 -81871 KRTAP4-6 -81872 KRTAP2-1 -81873 ARPC5L -81875 ISG20L2 -81876 RAB1B -81887 LAS1L -81889 FAHD1 -81890 QTRT1 -81892 SLIRP -81894 SLC25A28 -81926 ABHD17A -81928 CABLES2 -81929 SEH1L -81930 KIF18A -81931 ZNF93 -81932 HDHD3 -83394 PITPNM3 -83401 ELOVL3 -83416 FCRL5 -83417 FCRL4 -83439 TCF7L1 -83440 ADPGK -83442 SH3BGRL3 -83443 SF3B5 -83444 INO80B -83445 GSG1 -83446 CCDC70 -83447 SLC25A31 -83448 PUS7L -83449 PMFBP1 -83450 DRC3 -83451 ABHD11 -83452 RAB33B -83460 EMC6 -83461 CDCA3 -83463 MXD3 -83464 APH1B -83468 GLT8D2 -83473 KATNAL2 -83475 DOHH -83478 ARHGAP24 -83479 DDX59 -83480 PUS3 -83481 EPPK1 -83482 SCRT1 -83483 PLVAP -83538 ODAD4 -83539 CHST9 -83540 NUF2 -83541 FAM110A -83543 AIF1L -83544 DNAL1 -83546 RTBDN -83547 RILP -83548 COG3 -83549 UCK1 -83550 GPR101 -83551 TAAR8 -83552 MFRP -83590 TMUB1 -83591 THAP2 -83592 AKR1E2 -83593 RASSF5 -83594 NUDT12 -83595 SOX7 -83596 BCL2L12 -83597 RTP3 -83598 LRRC2-AS1 -83604 TMEM47 -83605 CCM2 -83606 GUCD1 -83607 AMMECR1L -83608 C18orf21 -83636 C19orf12 -83637 ZMIZ2 -83638 C11orf68 -83639 TEX101 -83640 RAMAC -83641 FAM107B -83642 SELENOO -83643 CCDC3 -83648 FAM167A -83650 SLC35G5 -83656 FAM167A-AS1 -83657 DYNLRB2 -83658 DYNLRB1 -83659 TEKT1 -83660 TLN2 -83661 MS4A8 -83666 PARP9 -83667 SESN2 -83690 CRISPLD1 -83692 CD99L2 -83693 HSDL1 -83694 RPS6KL1 -83695 RHNO1 -83696 TRAPPC9 -83697 SLC4A9 -83698 CALN1 -83699 SH3BGRL2 -83700 JAM3 -83706 FERMT3 -83707 TRPT1 -83714 NRIP2 -83715 ESPN -83716 CRISPLD2 -83719 YPEL3 -83723 TLCD3B -83729 INHBE -83732 RIOK1 -83733 SLC25A18 -83734 ATG10 -83737 ITCH -83740 H2AB3 -83741 TFAP2D -83742 MARVELD1 -83743 GRWD1 -83744 ZNF484 -83746 L3MBTL2 -83752 LONP2 -83755 KRTAP4-12 -83756 TAS1R3 -83758 RBP5 -83759 RBM4B -83786 FRMD8 -83787 ARMC10 -83795 KCNK16 -83844 USP26 -83849 SYT15 -83850 ESYT3 -83851 SYT16 -83852 SETDB2 -83853 ROPN1L -83854 ANGPTL6 -83855 KLF16 -83856 FSD1L -83857 TMTC1 -83858 ATAD3B -83860 TAF3 -83861 RSPH3 -83862 TMEM120A -83863 TTTY5 -83864 TTTY9A -83866 TTTY11 -83867 TTTY12 -83868 TTTY13 -83871 RAB34 -83872 HMCN1 -83873 GPR61 -83874 TBC1D10A -83875 BCO2 -83876 MRO -83877 TM2D2 -83878 USHBP1 -83879 CDCA7 -83881 MIXL1 -83882 TSPAN10 -83884 SLC25A2 -83886 PRSS27 -83887 TTLL2 -83888 FGFBP2 -83889 WDR87 -83890 SPATA9 -83891 SNX25 -83892 KCTD10 -83893 SPATA16 -83894 TTC29 -83895 KRTAP1-5 -83896 KRTAP3-1 -83897 KRTAP3-2 -83899 KRTAP9-2 -83900 KRTAP9-3 -83901 KRTAP9-8 -83902 KRTAP17-1 -83903 HASPIN -83930 STARD3NL -83931 STK40 -83932 SPRTN -83933 HDAC10 -83937 RASSF4 -83938 LRMDA -83939 EIF2A -83940 TATDN1 -83941 TM2D1 -83942 TSSK1B -83943 IMMP2L -83953 FCAMR -83959 SLC4A11 -83982 IFI27L2 -83983 TSSK6 -83985 SPNS1 -83986 FAM234A -83987 CCDC8 -83988 NCALD -83989 FAM172A -83990 BRIP1 -83992 CTTNBP2 -83998 REG4 -83999 KREMEN1 -84000 TMPRSS13 -84002 B3GNT5 -84033 OBSCN -84034 EMILIN2 -84056 KATNAL1 -84057 MND1 -84058 WDR54 -84059 ADGRV1 -84060 RBM48 -84061 MAGT1 -84062 DTNBP1 -84063 KIRREL2 -84064 HDHD2 -84065 TMEM222 -84066 TEX35 -84067 FHIP1B -84068 SLC10A7 -84069 PLEKHN1 -84070 FAM186B -84071 ARMC2 -84072 HORMAD1 -84073 MYCBPAP -84074 QRICH2 -84075 FSCB -84076 TKTL2 -84077 C3orf20 -84078 KBTBD7 -84079 ANKRD27 -84080 ENKD1 -84081 NSRP1 -84083 ZRANB3 -84084 RAB6C -84085 FBXO30 -84100 ARL6 -84101 USP44 -84102 SLC41A2 -84103 C4orf17 -84105 PCBD2 -84106 PRAM1 -84107 ZIC4 -84108 PCGF6 -84109 QRFPR -84124 ZNF394 -84125 LRRIQ1 -84126 ATRIP -84128 WDR75 -84129 ACAD11 -84131 CEP78 -84132 USP42 -84133 ZNRF3 -84134 TOMM40L -84135 UTP15 -84138 SLC7A6OS -84140 FAM161A -84141 EVA1A -84142 ABRAXAS1 -84144 SYDE2 -84146 ZNF644 -84148 KAT8 -84152 PPP1R1B -84153 RNASEH2C -84154 RPF2 -84159 ARID5B -84162 BLTP1 -84163 GTF2IRD2 -84164 ASCC2 -84166 NLRC5 -84167 C19orf44 -84168 ANTXR1 -84171 LOXL4 -84172 POLR1B -84173 ELMOD3 -84174 SLA2 -84179 SLC49A3 -84181 CHD6 -84182 MINDY4 -84186 ZCCHC7 -84187 TMEM164 -84188 FAR1 -84189 SLITRK6 -84190 METTL25 -84191 CIAO2A -84193 SETD3 -84196 USP48 -84197 POMK -84203 TXNDC2 -84206 MEX3B -84210 ANKRD20A1 -84215 ZNF541 -84216 TMEM117 -84217 ZMYND12 -84218 TBC1D3F -84219 WDR24 -84220 RGPD5 -84221 SPATC1L -84222 TMEM191A -84223 IQCG -84224 NBPF3 -84225 ZMYND15 -84226 C2orf16 -84229 DRC7 -84230 LRRC8C -84231 TRAF7 -84232 MAF1 -84233 TMEM126A -84236 RHBDD1 -84239 ATP13A4 -84240 ZCCHC9 -84243 ZDHHC18 -84245 MRI1 -84246 MED10 -84247 RTL6 -84248 FYTTD1 -84249 PSD2 -84250 SLF1 -84251 SGIP1 -84253 GARNL3 -84254 CAMKK1 -84255 SLC37A3 -84256 FLYWCH1 -84258 SYT3 -84259 DCUN1D5 -84260 TCHP -84261 FBXW9 -84262 PSMG3 -84263 HSDL2 -84264 HAGHL -84265 POLR3GL -84266 ALKBH7 -84267 C9orf64 -84268 RPAIN -84269 CHCHD5 -84270 CARD19 -84271 POLDIP3 -84272 YIPF4 -84273 NOA1 -84274 COQ5 -84275 SLC25A33 -84276 NICN1 -84277 DNAJC30 -84279 PRADC1 -84280 BTBD10 -84281 C2orf88 -84282 RNF135 -84283 TMEM79 -84284 NTPCR -84285 EIF1AD -84286 TMEM175 -84287 ZDHHC16 -84288 EFCAB2 -84289 ING5 -84290 CAPNS2 -84292 WDR83 -84293 PRXL2A -84294 UTP23 -84295 PHF6 -84296 GINS4 -84298 LLPH -84299 MIEN1 -84300 UQCC2 -84301 DDI2 -84302 PGAP4 -84303 CHCHD6 -84304 NUDT22 -84305 PYM1 -84306 PDCD2L -84307 ZNF397 -84309 NUDT16L1 -84310 C7orf50 -84311 MRPL45 -84312 BRMS1L -84313 VPS25 -84314 TMEM107 -84315 MON1A -84316 NAA38 -84317 CCDC115 -84318 CCDC77 -84319 CMSS1 -84320 ACBD6 -84321 THOC3 -84322 ZBTB7C-AS2 -84324 SARNP -84326 METTL26 -84327 ZBED3 -84328 LZIC -84329 HVCN1 -84330 ZNF414 -84331 MCRIP2 -84332 DYDC2 -84333 PCGF5 -84334 COA8 -84335 AKT1S1 -84336 TMEM101 -84337 ELOF1 -84340 GFM2 -84342 COG8 -84343 HPS3 -84364 ARFGAP2 -84365 NIFK -84366 PRAC1 -84376 HOOK3 -84417 ECRG4 -84418 CYSTM1 -84419 C15orf48 -84432 PROK1 -84433 CARD11 -84435 ADGRA1 -84436 ZNF528 -84437 MSANTD4 -84439 HHIPL1 -84440 RAB11FIP4 -84441 MAML2 -84443 FRMPD3 -84444 DOT1L -84445 LZTS2 -84446 BRSK1 -84447 SYVN1 -84448 ABLIM2 -84449 ZNF333 -84450 ZNF512 -84451 MAP3K21 -84455 EFCAB7 -84456 L3MBTL3 -84457 PHYHIPL -84458 LCOR -84460 ZMAT1 -84461 NEURL4 -84464 SLX4 -84465 MEGF11 -84466 MEGF10 -84467 FBN3 -84498 FAM120B -84501 SPIRE2 -84502 JPH4 -84503 ZNF527 -84504 NKX6-2 -84513 PLPP5 -84514 GHDC -84515 MCM8 -84516 DCTN5 -84517 ACTRT3 -84518 CNFN -84519 ACRBP -84520 GON7 -84522 JAGN1 -84524 ZC3H8 -84525 HOPX -84527 ZNF559 -84528 RHOXF2 -84529 CDIN1 -84530 SRRM4 -84532 ACSS1 -84536 LINC01547 -84539 MCHR2 -84541 KBTBD8 -84542 SANBR -84545 MRPL43 -84547 PGBD1 -84548 TMEM185A -84549 MAK16 -84552 PARD6G -84553 FAXC -84557 MAP1LC3A -84559 GOLGA2P2Y -84560 MT4 -84561 SLC12A8 -84569 LYZL1 -84570 COL25A1 -84572 GNPTG -84612 PARD6B -84614 ZBTB37 -84616 KRTAP4-4 -84617 TUBB6 -84618 NT5C1A -84619 ZGPAT -84620 ST6GAL2 -84622 ZNF594 -84623 KIRREL3 -84624 FNDC1 -84626 KRBA1 -84627 ZNF469 -84628 NTNG2 -84629 TNRC18 -84630 TTBK1 -84631 SLITRK2 -84632 AFAP1L2 -84634 KISS1R -84636 GPR174 -84639 IL1F10 -84640 USP38 -84641 MFSD14B -84643 KIF2B -84645 C22orf23 -84647 PLA2G12B -84648 LCE3D -84649 DGAT2 -84650 EBPL -84651 SPINK7 -84654 SPZ1 -84656 GLYR1 -84657 LINC00852 -84658 ADGRE3 -84659 RNASE7 -84660 CCDC62 -84661 DPY30 -84662 GLIS2 -84665 MYPN -84666 RETNLB -84667 HES7 -84668 HYCC1 -84669 USP32 -84671 ZNF347 -84672 TTTY6 -84673 TTTY8 -84674 CARD6 -84675 TRIM55 -84676 TRIM63 -84677 DSCR8 -84678 KDM2B -84679 SLC9A7 -84680 ACCS -84681 HINT2 -84684 INSM2 -84687 PPP1R9B -84688 C9orf24 -84689 MS4A14 -84690 SPATA22 -84691 GARIN1B -84692 CCDC54 -84693 MCEE -84694 GJA10 -84695 LOXL3 -84696 ABHD1 -84698 CAPS2 -84699 CREB3L3 -84700 MYO18B -84701 COX4I2 -84705 GTPBP3 -84706 GPT2 -84707 BEX2 -84708 LNX1 -84709 MGARP -84717 HDGFL2 -84720 PIGO -84722 PSRC1 -84725 PLEKHA8 -84726 PRRC2B -84727 SPSB2 -84733 CBX2 -84734 FAM167B -84735 CNDP1 -84740 AFAP1-AS1 -84747 UNC119B -84749 USP30 -84750 FUT10 -84752 B3GNT9 -84759 PCGF1 -84765 ZNF577 -84766 CRACR2A -84767 TRIM51 -84769 MPV17L2 -84771 DDX11L2 -84775 ZNF607 -84779 NAA11 -84787 KMT5C -84790 TUBA1C -84792 FAM220A -84793 FOXD2-AS1 -84795 PYROXD2 -84798 C19orf48P -84803 GPAT3 -84804 MFSD9 -84807 NFKBID -84808 PERM1 -84811 BUD13 -84812 PLCD4 -84814 PLPP7 -84816 RTN4IP1 -84817 TXNDC17 -84818 IL17RC -84823 LMNB2 -84824 FCRLA -84830 ADTRP -84833 ATP5MK -84836 ABHD14B -84838 ZNF496 -84839 RAX2 -84842 HPDL -84844 PHF5A -84847 LINC00525 -84848 MIR503HG -84850 GLIS3-AS1 -84851 TRIM52 -84852 ATP1A1-AS1 -84856 LINC00839 -84858 ZNF503 -84859 LRCH3 -84861 KLHL22 -84864 RIOX2 -84865 CCDC142 -84866 TMEM25 -84867 PTPN5 -84868 HAVCR2 -84869 CBR4 -84870 RSPO3 -84871 AGBL4 -84872 ZC3H10 -84873 ADGRG7 -84874 ZNF514 -84875 PARP10 -84876 ORAI1 -84878 ZBTB45 -84879 MFSD2A -84881 RPUSD4 -84883 AIFM2 -84885 ZDHHC12 -84886 C1orf198 -84888 SPPL2A -84889 SLC7A3 -84890 ADO -84891 ZSCAN10 -84892 POMGNT2 -84893 FBH1 -84894 LINGO1 -84895 MIGA2 -84896 ATAD1 -84897 TBRG1 -84898 PLXDC2 -84899 TMTC4 -84900 RNFT2 -84901 NFATC2IP -84902 CEP89 -84904 ARHGEF39 -84905 ZNF341 -84908 FAM136A -84909 AOPEP -84910 TMEM87B -84911 ZNF382 -84912 SLC35B4 -84913 ATOH8 -84914 ZNF587 -84915 FAM222A -84916 UTP4 -84918 LRP11 -84919 PPP1R15B -84920 ALG10 -84922 FIZ1 -84923 FAM104A -84924 ZNF566 -84925 SLC49A4 -84926 SPRYD3 -84928 TMEM209 -84929 FIBCD1 -84930 MASTL -84931 LINC01101 -84932 RAB2B -84933 C8orf76 -84934 RITA1 -84935 MEDAG -84936 ZFYVE19 -84937 ZNRF1 -84938 ATG4C -84939 PWWP3A -84940 CORO6 -84941 HSH2D -84942 WDR73 -84944 MAEL -84945 ABHD13 -84946 LTV1 -84947 SERAC1 -84948 TIGD5 -84950 PRPF38A -84951 TNS4 -84952 CGNL1 -84954 MPND -84955 NUDCD1 -84957 RELT -84958 SYTL1 -84959 UBASH3B -84960 CCDC183 -84961 FBXL20 -84962 AJUBA -84964 ALKBH6 -84966 IGSF21 -84967 LSM10 -84968 PNMA6A -84969 TOX2 -84970 C1orf94 -84971 ATG4D -84973 SNHG7 -84975 MFSD5 -84976 DISP1 -84978 FRMD5 -84981 MIR22HG -84983 FAM222A-AS1 -84984 CEP19 -84985 FAM83A -84986 ARHGAP19 -84987 COX14 -84988 PPP1R16A -84989 JMJD1C-AS1 -84991 RBM17 -84993 UBL7 -84996 URB1-AS1 -85001 MGC16275 -85002 FAM86B1 -85004 RERG -85007 PHYKPL -85012 TCEAL3 -85013 TMEM128 -85014 TMEM141 -85015 USP45 -85016 CFAP300 -85019 TMEM241 -85021 REPS1 -85025 TMEM60 -85026 ARRDC1-AS1 -85027 SMIM3 -85028 SNHG12 -85235 H2AC12 -85236 H2BC12 -85280 KRTAP9-4 -85285 KRTAP4-1 -85289 KRTAP4-5 -85290 KRTAP4-3 -85291 KRTAP4-2 -85293 KRTAP3-3 -85294 KRTAP2-4 -85300 ATCAY -85301 COL27A1 -85313 PPIL4 -85315 PAQR8 -85316 BAGE5 -85320 ABCC11 -85329 LGALS12 -85352 SHISAL1 -85359 DGCR6L -85360 SYDE1 -85363 TRIM5 -85364 ZCCHC3 -85365 ALG2 -85366 MYLK2 -85369 STRIP1 -85376 RIMBP3 -85377 MICALL1 -85378 TUBGCP6 -85379 KIAA1671 -85391 SNORD14E -85395 SLX9 -85397 RGS8 -85403 EAF1 -85406 DNAJC14 -85407 NKD1 -85409 NKD2 -85413 SLC22A16 -85414 SLC45A3 -85415 RHPN2 -85416 ZIC5 -85417 CCNB3 -85437 ZCRB1 -85438 CABS1 -85439 STON2 -85440 DOCK7 -85441 HELZ2 -85442 KNDC1 -85443 DCLK3 -85444 LRRCC1 -85445 CNTNAP4 -85446 ZFHX2 -85449 KIAA1755 -85450 ITPRIP -85451 UNK -85452 CFAP74 -85453 TSPYL5 -85455 DISP2 -85456 TNKS1BP1 -85457 CIPC -85458 DIXDC1 -85459 CEP295 -85460 ZNF518B -85461 TANC1 -85462 FHDC1 -85463 ZC3H12C -85464 SSH2 -85465 SELENOI -85474 LBX2 -85476 GFM1 -85477 SCIN -85478 CCDC65 -85479 DNAJC5B -85480 TSLP -85481 PSKH2 -85508 SCRT2 -85509 MBD3L1 -85569 GALP -85865 GTPBP10 -86614 HSFY1 -87178 PNPT1 -87769 GGACT -88455 ANKRD13A -88745 RRP36 -89122 TRIM4 -89765 RSPH1 -89766 UMODL1 -89777 SERPINB12 -89778 SERPINB11 -89780 WNT3A -89781 HPS4 -89782 LMLN -89790 SIGLEC10 -89792 GAL3ST3 -89795 NAV3 -89796 NAV1 -89797 NAV2 -89801 PPP1R3F -89822 KCNK17 -89832 CHRFAM7A -89837 ULK4P3 -89838 ULK4P1 -89839 ARHGAP11B -89845 ABCC10 -89846 FGD3 -89848 FCHSD1 -89849 ATG16L2 -89853 MVB12B -89857 KLHL6 -89858 SIGLEC12 -89866 SEC16B -89869 PLCZ1 -89870 TRIM15 -89872 AQP10 -89874 SLC25A21 -89876 CFAP91 -89882 TPD52L3 -89884 LHX4 -89885 FATE1 -89886 SLAMF9 -89887 ZNF628 -89890 KBTBD6 -89891 DYNC2I2 -89894 TMEM116 -89910 UBE3B -89927 BMERB1 -89932 PAPLN -89941 RHOT2 -89944 GLB1L2 -89953 KLC4 -89958 SAPCD2 -89970 RSPRY1 -89978 DPH6 -90007 MIDN -90019 SYT8 -90024 FLJ20021 -90025 UBE3D -90050 FAM181A -90060 CCDC120 -90070 LACRT -90075 ZNF30 -90102 PHLDB2 -90113 VWA5B2 -90120 TMEM250 -90121 TSR2 -90134 KCNH7 -90135 BTBD6 -90139 TSPAN18 -90141 EFCAB11 -90161 HS6ST2 -90167 FRMD7 -90187 EMILIN3 -90196 SYS1 -90199 WFDC8 -90203 SNX21 -90204 ZSWIM1 -90226 UCN2 -90231 KIAA2013 -90233 ZNF551 -90249 UNC5A -90268 OTULIN -90273 CEACAM21 -90288 EFCAB12 -90293 KLHL13 -90313 TP53I13 -90316 TGIF2LX -90317 ZNF616 -90321 ZNF766 -90324 CCDC97 -90326 THAP3 -90333 ZNF468 -90338 ZNF160 -90342 FER1L5 -90353 CTU1 -90355 MACIR -90362 FAM110B -90379 DCAF15 -90381 TICRR -90390 MED30 -90407 TMEM41A -90410 IFT20 -90411 MCFD2 -90416 CCDC32 -90417 KNSTRN -90423 ATP6V1E2 -90427 BMF -90441 ZNF622 -90459 ERI1 -90480 GADD45GIP1 -90485 ZNF835 -90488 TMEM263 -90506 LRRC46 -90507 SCRN2 -90522 YIF1B -90523 MLIP -90525 SHF -90527 DUOXA1 -90529 STPG1 -90550 MCU -90557 CCDC74A -90576 ZNF799 -90580 TIMM29 -90586 AOC4P -90589 ZNF625 -90592 ZNF700 -90594 ZNF439 -90624 LYRM7 -90627 STARD13 -90632 LINC00473 -90634 N4BP2L1 -90637 ZFAND2A -90639 COX19 -90649 ZNF486 -90655 TGIF2LY -90665 TBL1Y -90668 CARMIL3 -90673 PPP1R3E -90678 LRSAM1 -90693 CCDC126 -90701 SEC11C -90736 FAM104B -90737 PAGE5 -90780 PYGO2 -90799 CEP95 -90806 ANGEL2 -90809 PIP4P1 -90826 PRMT9 -90827 ZNF479 -90835 CFAP119 -90843 TCEAL8 -90850 ZNF598 -90853 SPOCD1 -90861 JPT2 -90864 SPSB3 -90865 IL33 -90871 DMAC1 -90874 ZNF697 -90933 TRIM41 -90952 ESAM -90956 ADCK2 -90957 DHX57 -90987 ZNF251 -90990 KIFC2 -90993 CREB3L1 -91010 FMNL3 -91012 CERS5 -91039 DPP9 -91050 CCDC149 -91056 AP5B1 -91057 CCDC34 -91074 ANKRD30A -91107 TRIM47 -91120 ZNF682 -91133 L3MBTL4 -91137 SLC25A46 -91147 TMEM67 -91149 RAPGEF4-AS1 -91151 TIGD7 -91156 IGFN1 -91179 SCARF2 -91181 NUP210L -91227 GGTLC2 -91252 SLC39A13 -91272 BOD1 -91283 MSANTD3 -91289 LMF2 -91298 C12orf29 -91300 R3HDM4 -91304 TMEM259 -91319 DERL3 -91351 DDX60L -91355 LRP5L -91368 CDKN2AIPNL -91369 ANKRD40 -91373 UAP1L1 -91392 ZNF502 -91404 SESTD1 -91408 BTF3L4 -91409 CCDC74B -91419 ATP23 -91433 RCCD1 -91442 FAAP24 -91445 RNF185 -91452 ACBD5 -91461 PKDCC -91464 ISX -91522 COL23A1 -91523 PCED1B -91526 ANKRD44 -91543 RSAD2 -91544 UBXN11 -91574 MTRFR -91582 RPS19BP1 -91584 PLXNA4 -91603 ZNF830 -91607 SLFN11 -91608 RASL10B -91612 CHURC1 -91614 DEPDC7 -91624 NEXN -91646 TDRD12 -91647 ATPAF2 -91653 BOC -91661 ZNF765 -91662 NLRP12 -91663 MYADM -91664 ZNF845 -91683 SYT12 -91687 CENPL -91689 SMDT1 -91694 LONRF1 -91695 RRP7BP -91703 ACY3 -91734 IDI2 -91746 YTHDC1 -91748 MIDEAS -91749 MFSD4B -91750 LIN52 -91752 ZNF804A -91754 NEK9 -91768 CABLES1 -91775 NXPE3 -91782 CHMP7 -91801 ALKBH8 -91807 MYLK3 -91828 EXOC3L4 -91833 WDR20 -91851 CHRDL1 -91860 CALML4 -91862 MARVELD3 -91869 RFT1 -91875 TTC5 -91893 FDXACB1 -91894 C11orf52 -91937 TIMD4 -91942 NDUFAF2 -91947 ARRDC4 -91948 LINC00923 -91949 COG7 -91966 EOLA1 -91975 ZNF300 -91977 MYOZ3 -91978 TPGS1 -92002 CCNQ -92014 SLC25A51 -92017 SNX29 -92086 GGTLC1 -92092 ZC3HAV1L -92104 TTC30A -92105 INTS4 -92106 OXNAD1 -92126 DSEL -92129 RIPPLY1 -92140 MTDH -92154 MTSS2 -92162 TMEM88 -92170 MTG1 -92181 UBTD2 -92196 DAPL1 -92211 CDHR1 -92235 STYXL2 -92241 RCSD1 -92249 LINC01278 -92255 LMBRD2 -92259 MRPS36 -92270 ATP6AP1L -92283 ZNF461 -92285 ZNF585B -92291 CAPN13 -92292 GLYATL1 -92293 TMEM132C -92304 SCGB3A1 -92305 TMEM129 -92312 MEX3A -92335 STRADA -92340 PRR29 -92342 METTL18 -92344 GORAB -92345 NAF1 -92346 C1orf105 -92359 CRB3 -92369 SPSB4 -92370 PXYLP1 -92399 MRRF -92400 RBM18 -92421 CHMP4C -92482 BBIP1 -92483 LDHAL6B -92521 SPECC1 -92552 ATXN3L -92558 BICDL1 -92565 FANK1 -92579 G6PC3 -92591 ASB16 -92595 ZNF764 -92597 MOB1B -92609 TIMM50 -92610 TIFA -92659 MILIP -92667 MGME1 -92675 DTD1 -92689 FAM114A1 -92691 TMEM169 -92703 TMEM183A -92714 ARRDC1 -92715 DPH7 -92736 OTOP2 -92737 DNER -92745 SLC38A5 -92747 BPIFB1 -92749 DRC1 -92797 HELB -92799 SHKBP1 -92806 CENPBD1P -92815 H2AC25 -92822 ZNF276 -92840 REEP6 -92856 IMP4 -92906 HNRNPLL -92912 UBE2Q2 -92922 CCDC102A -92935 MARS2 -92949 ADAMTSL1 -92960 PEX11G -92979 MARCHF9 -92999 ZBTB47 -93010 B3GNT7 -93034 NT5C1B -93035 PKHD1L1 -93058 COQ10A -93081 TEX30 -93082 NEURL3 -93099 DMKN -93100 NAPRT -93107 KCNG4 -93109 TMEM44 -93129 ORAI3 -93134 ZNF561 -93145 OLFM2 -93164 HTR7P1 -93166 PRDM6 -93183 PIGM -93185 IGSF8 -93190 CFAP107 -93210 PGAP3 -93233 ODAD1 -93273 LEMD1 -93323 HAUS8 -93343 MVB12A -93349 SP140L -93377 OPALIN -93380 MMGT1 -93408 MYL10 -93426 SYCE1 -93429 LOC93429 -93432 MGAM2 -93436 ARMC6 -93463 LOC93463 -93474 ZNF670 -93487 MAPK1IP1L -93492 TPTE2 -93517 SDR42E1 -93550 ZFAND4 -93587 TRMT10A -93589 CACNA2D4 -93594 TBC1D31 -93611 FBXO44 -93621 MRFAP1 -93624 TADA2B -93627 TBCK -93643 TJAP1 -93649 MYOCD -93650 ACP4 -93653 ST7-AS1 -93654 ST7-AS2 -93659 CGB5 -93661 CAPZA3 -93663 ARHGAP18 -93664 CADPS2 -93668 HPYR1 -93953 GCNA -93973 ACTR8 -93974 ATP5IF1 -93978 CLEC6A -93979 CPA5 -93986 FOXP2 -94005 PIGS -94009 SERHL -94015 TTYH2 -94025 MUC16 -94026 POM121L2 -94027 CGB7 -94030 LRRC4B -94031 HTRA3 -94032 CAMK2N2 -94033 FTMT -94039 ZNF101 -94056 SYAP1 -94059 LENG9 -94081 SFXN1 -94086 HSPB9 -94097 SFXN5 -94101 ORMDL1 -94103 ORMDL3 -94104 PAXBP1 -94107 TMEM203 -94115 CGB8 -94120 SYTL3 -94121 SYTL4 -94122 SYTL5 -94134 ARHGAP12 -94137 RP1L1 -94150 CDRT7 -94160 ABCC12 -94161 SNORD46 -94162 SNORD38A -94233 OPN4 -94234 FOXQ1 -94235 GNG8 -94239 H2AZ2 -94240 EPSTI1 -94241 TP53INP1 -94274 PPP1R14A -95681 CEP41 -96459 FNIP1 -96764 TGS1 -103910 MYL12B -112398 EGLN2 -112399 EGLN3 -112401 BIRC8 -112464 CAVIN3 -112476 PRRT2 -112479 ERI2 -112483 SAT2 -112487 DTD2 -112495 GTF3C6 -112574 SNX18 -112597 CYTOR -112609 MRAP2 -112611 RWDD2A -112616 CMTM7 -112703 GARIN5A -112714 TUBA3E -112724 RDH13 -112744 IL17F -112752 IFT43 -112755 STX1B -112770 GLMP -112802 KRT71 -112812 FDX2 -112817 HOGA1 -112840 WDR89 -112849 L3HYPDH -112858 TP53RK -112869 SGF29 -112885 PHF21B -112936 VPS26B -112937 GLB1L3 -112939 NACC1 -112942 CFAP36 -112950 MED8 -112970 KTI12 -113000 RPUSD1 -113026 PLCD3 -113091 PTH2 -113115 MTFR2 -113130 CDCA5 -113146 AHNAK2 -113157 RPLP0P2 -113174 SAAL1 -113177 IZUMO4 -113178 SCAMP4 -113179 ADAT3 -113189 CHST14 -113201 GOLM2 -113220 KIF12 -113230 MISP3 -113235 SLC46A1 -113246 C12orf57 -113251 LARP4 -113263 GLCCI1 -113277 TMEM106A -113278 SLC52A3 -113402 SFT2D1 -113419 TEX261 -113444 SMIM12 -113451 AZIN2 -113452 TMEM54 -113457 TUBA3D -113510 HELQ -113540 CMTM1 -113612 CYP2U1 -113622 ADPRHL1 -113655 MFSD3 -113675 SDSL -113730 KLHDC7B -113746 ODF3 -113763 ZBED10P -113791 PIK3IP1 -113802 HENMT1 -113828 FAM83F -113829 SLC35A4 -113835 ZNF257 -113878 DTX2 -114026 ZIM3 -114034 TOE1 -114036 LINC00310 -114038 LINC00313 -114041 B3GALT5-AS1 -114044 MCM3AP-AS1 -114049 BUD23 -114088 TRIM9 -114112 TXNRD3 -114131 UCN3 -114132 SIGLEC11 -114134 SLC2A13 -114294 LACTB -114327 EFHC1 -114335 CGB1 -114336 CGB2 -114548 NLRP3 -114569 MAL2 -114571 SLC22A9 -114599 SNORD15B -114609 TIRAP -114614 MIR155HG -114625 ERMAP -114659 LRRC37B -114757 CYGB -114760 TTTY3 -114761 TTTY4 -114769 CARD16 -114770 PGLYRP2 -114771 PGLYRP3 -114780 PKD1L2 -114781 BTBD9 -114783 LMTK3 -114784 CSMD2 -114785 MBD6 -114786 XKR4 -114787 GPRIN1 -114788 CSMD3 -114789 SLC25A25 -114790 STK11IP -114791 TUBGCP5 -114792 KLHL32 -114793 FMNL2 -114794 ELFN2 -114795 TMEM132B -114796 PSMG3-AS1 -114798 SLITRK1 -114799 ESCO1 -114800 CCDC85A -114801 TMEM200A -114803 MYSM1 -114804 RNF157 -114805 GALNT13 -114814 GNRHR2 -114815 SORCS1 -114818 KLHL29 -114819 CROCCP3 -114821 SCAND3 -114822 RHPN1 -114823 LENG8 -114824 PNMA5 -114825 PWWP2A -114826 SMYD4 -114827 FHAD1 -114836 SLAMF6 -114876 OSBPL1A -114879 OSBPL5 -114880 OSBPL6 -114881 OSBPL7 -114882 OSBPL8 -114883 OSBPL9 -114884 OSBPL10 -114885 OSBPL11 -114897 C1QTNF1 -114898 C1QTNF2 -114899 C1QTNF3 -114900 C1QTNF4 -114902 C1QTNF5 -114904 C1QTNF6 -114905 C1QTNF7 -114907 FBXO32 -114908 TMEM123 -114926 SMIM19 -114928 GPRASP2 -114932 MRFAP1L1 -114960 TSGA13 -114971 PTPMT1 -114984 FLYWCH2 -114987 WDR31 -114990 VASN -114991 ZNF618 -115004 CGAS -115019 SLC26A9 -115024 NT5C3B -115098 CCDC124 -115106 HAUS1 -115111 SLC26A7 -115123 MARCHF3 -115196 ZNF554 -115201 ATG4A -115207 KCTD12 -115209 OMA1 -115265 DDIT4L -115273 RAB42 -115286 SLC25A26 -115290 FBXO17 -115294 PCMTD1 -115330 GPR146 -115350 FCRL1 -115352 FCRL3 -115353 LRRC42 -115361 GBP4 -115362 GBP5 -115399 LRRC56 -115416 MALSU1 -115426 UHRF2 -115509 ZNF689 -115548 FCHO2 -115557 ARHGEF25 -115560 ZNF501 -115572 TENT5B -115584 SLC5A11 -115650 TNFRSF13C -115653 KIR3DL3 -115677 NOSTRIN -115701 ALPK2 -115703 ARHGAP33 -115704 EVI5L -115708 TRMT61A -115727 RASGRP4 -115749 C12orf56 -115752 DIS3L -115761 ARL11 -115795 FANCD2OS -115811 IQCD -115817 DHRS1 -115825 WDFY2 -115827 RAB3C -115861 NXNL1 -115908 CTHRC1 -115939 TSR3 -115948 ODAD3 -115950 ZNF653 -115992 RNF166 -116028 RMI2 -116039 OSR2 -116064 LRRC58 -116068 LYSMD3 -116071 BATF2 -116085 SLC22A12 -116092 DNTTIP1 -116093 DIRC1 -116113 FOXP4 -116115 ZNF526 -116135 LRRC3B -116138 KLHDC3 -116143 DNAAF10 -116150 NUS1 -116151 FAM210B -116154 PHACTR3 -116159 CYYR1 -116173 CMTM5 -116179 TGM7 -116211 TM4SF19 -116224 PABIR1 -116225 ZMYND19 -116228 COX20 -116236 ABHD15 -116238 TLCD1 -116254 GINM1 -116255 MOGAT1 -116285 ACSM1 -116328 C8orf34 -116337 PANX3 -116362 RBP7 -116369 SLC26A8 -116372 LYPD1 -116379 IL22RA2 -116412 ZNF837 -116437 LINC01257 -116441 TM4SF18 -116442 RAB39B -116443 GRIN3A -116444 GRIN3B -116447 TOP1MT -116448 OLIG1 -116449 CLNK -116461 TSEN15 -116496 NIBAN1 -116511 MAS1L -116512 MRGPRD -116519 APOA5 -116534 MRGPRE -116535 MRGPRF -116540 MRPL53 -116541 MRPL54 -116729 PPP1R27 -116828 N4BP2L2-IT2 -116832 RPL39L -116835 HSPA12B -116840 CNTROB -116841 SNAP47 -116842 LEAP2 -116843 SLC18B1 -116844 LRG1 -116931 MED12L -116933 CLRN1-AS1 -116937 SNORD83A -116938 SNORD83B -116966 WDR17 -116969 ART5 -116983 ACAP3 -116984 ARAP2 -116985 ARAP1 -116986 AGAP2 -116987 AGAP1 -116988 AGAP3 -117143 TADA1 -117144 CATSPER1 -117145 THEM4 -117154 DACH2 -117155 CATSPER2 -117156 SCGB3A2 -117157 SH2D1B -117159 DCD -117166 WFIKKN1 -117177 RAB3IP -117178 SSX2IP -117194 MRGPRX2 -117195 MRGPRX3 -117196 MRGPRX4 -117245 PLAAT5 -117246 FTSJ3 -117247 SLC16A10 -117248 GALNT15 -117283 IP6K3 -117285 DEFB118 -117286 CIB3 -117289 TAGAP -117531 TMC1 -117532 TMC2 -117579 RLN3 -117581 TWIST2 -117583 PARD3B -117584 RFFL -117608 ZNF354B -117854 TRIM6 -118421 LINC00161 -118424 UBE2J2 -118425 PCAT4 -118426 BORCS5 -118427 OLFM3 -118429 ANTXR2 -118430 MUCL1 -118432 RPL29P2 -118442 GPR62 -118460 EXOSC6 -118461 C10orf71 -118471 PRAP1 -118472 ZNF511 -118487 CHCHD1 -118490 MSS51 -118491 CFAP70 -118611 C10orf90 -118663 BTBD16 -118670 FAM24A -118672 PSTK -118738 ZNF488 -118788 PIK3AP1 -118812 MORN4 -118813 ZFYVE27 -118856 MMP21 -118881 COMTD1 -118924 FRA10AC1 -118932 ANKRD22 -118980 SFXN2 -118987 PDZD8 -119016 AGAP4 -119032 BORCS7 -119180 LYZL2 -119391 GSTO2 -119392 SFR1 -119395 CALHM3 -119467 CLRN3 -119504 ANAPC16 -119548 PNLIPRP3 -119559 SFXN4 -119587 CPXM2 -119678 OR52E2 -119679 OR52J3 -119682 OR51L1 -119687 OR51A7 -119692 OR51S1 -119694 OR51F2 -119710 IFTAP -119749 OR4C46 -119765 OR4B1 -119772 OR52M1 -119774 OR52K2 -120065 OR5P2 -120066 OR5P3 -120071 LARGE2 -120103 SLC36A4 -120114 FAT3 -120146 TRIM64 -120224 TMEM45B -120227 CYP2R1 -120237 DBX1 -120376 POU2AF3 -120379 PIH1D2 -120400 NXPE1 -120406 NXPE2 -120425 JAML -120526 DNAJC24 -120534 ARL14EP -120586 OR8I2 -120775 OR2D3 -120776 OR2D2 -120787 OR52W1 -120793 OR56A4 -120796 OR56A1 -120863 DEPDC4 -120892 LRRK2 -120935 CCDC38 -120939 TMEM52B -121006 FAM186A -121053 NOPCHAP1 -121129 OR2AP1 -121130 OR10P1 -121214 SDR9C7 -121227 LRIG3 -121256 TMEM132D -121260 SLC15A4 -121268 RHEBL1 -121273 C12orf54 -121274 ZNF641 -121275 OR10AD1 -121278 TPH2 -121340 SP7 -121355 GTSF1 -121364 OR10A7 -121391 KRT74 -121441 NEDD1 -121456 SLC9A7P1 -121457 IKBIP -121504 H4C16 -121506 ERP27 -121512 FGD4 -121536 AEBP2 -121549 ASCL4 -121551 ABTB3 -121599 SPIC -121601 ANO4 -121642 ALKBH2 -121643 FOXN4 -121665 SPPL3 -121793 TEX29 -121838 NRAD1 -121952 METTL21EP -122011 CSNK1A1L -122042 RXFP2 -122046 TEX26 -122060 SLAIN1 -122183 PRR20A -122258 SPACA7 -122402 TDRD9 -122416 ANKRD9 -122481 AK7 -122509 IFI27L1 -122525 C14orf28 -122553 TRAPPC6B -122616 CLBA1 -122618 PLD4 -122622 ADSS1 -122651 RNASE11 -122664 TPPP2 -122665 RNASE8 -122704 MRPL52 -122706 PSMB11 -122740 OR4K14 -122742 OR4L1 -122748 OR11H6 -122769 LRR1 -122773 KLHDC1 -122786 FRMD6 -122809 SOCS4 -122830 NAA30 -122876 GPHB5 -122945 NOXRED1 -122953 JDP2 -122961 ISCA2 -122970 ACOT4 -123016 TTC8 -123036 TC2N -123041 SLC24A4 -123096 SLC25A29 -123099 DEGS2 -123103 KLHL33 -123169 LEO1 -123207 C15orf40 -123228 SENP8 -123263 MTFMT -123264 SLC51B -123283 TARS3 -123355 LRRC28 -123591 TMEM266 -123606 NIPA1 -123688 HYKK -123720 WHAMM -123722 FSD2 -123745 PLA2G4E -123775 C16orf46 -123803 NTAN1 -123811 CEP20 -123872 DNAAF1 -123876 ACSM2A -123879 DCUN1D3 -123904 NRN1L -123920 CMTM3 -123970 C16orf78 -124044 SPATA2L -124045 SPATA33 -124056 NOXO1 -124093 CCDC78 -124152 IQCK -124220 ZG16B -124221 PRSS30P -124222 PAQR4 -124245 ZC3H18 -124274 GPR139 -124359 CDYL2 -124401 ANKS3 -124402 UBALD1 -124404 SEPTIN12 -124411 KRBOX5 -124446 TMEM219 -124454 EARS2 -124460 SNX20 -124491 TMEM170A -124512 METTL23 -124535 HSF5 -124538 OR4D2 -124540 MSI2 -124565 SLC38A10 -124583 CANT1 -124590 USH1G -124599 CD300LB -124602 KIF19 -124626 ZPBP2 -124637 CYB5D1 -124739 USP43 -124751 KRBA2 -124773 CHCT1 -124783 SPATA32 -124790 HEXIM2 -124801 LSM12 -124808 CCDC43 -124817 CNTD1 -124842 TMEM132E -124857 WFIKKN2 -124871 FLJ40194 -124872 B4GALNT2 -124912 SPACA3 -124923 RSKR -124925 SEZ6 -124930 ANKRD13B -124935 SLC43A2 -124936 CYB5D2 -124944 C17orf49 -124961 ZFP3 -124975 GGT6 -124976 SPNS2 -124989 EFCAB13 -124995 MRPL10 -124997 WDR81 -125050 RN7SK -125058 TBC1D16 -125061 AFMID -125111 GJD3 -125113 KRT222 -125115 KRT40 -125144 SNHG29 -125150 ZSWIM7 -125170 MIEF2 -125206 SLC5A10 -125228 FAM210A -125336 LOXHD1 -125476 INO80C -125488 TTC39C -125704 DIPK1C -125875 CLDND2 -125893 ZNF816 -125919 ZNF543 -125931 CEACAM20 -125950 RAVER1 -125958 OR7D4 -125962 OR7G1 -125963 OR1M1 -125965 COX6B2 -125972 CALR3 -125981 ACER1 -125988 MICOS13 -125997 MBD3L2 -126003 TRAPPC5 -126006 PCP2 -126014 OSCAR -126017 ZNF813 -126068 ZNF441 -126069 ZNF491 -126070 ZNF440 -126074 SWSAP1 -126075 CCDC159 -126119 JOSD2 -126123 IZUMO2 -126129 CPT1C -126133 ALDH16A1 -126147 NTN5 -126204 NLRP13 -126205 NLRP8 -126206 NLRP5 -126208 ZNF787 -126231 ZNF573 -126248 WDR88 -126259 TMIGD2 -126272 EID2B -126282 TNFAIP8L1 -126295 ZNF57 -126298 IRGQ -126299 ZNF428 -126306 JSRP1 -126308 MOB3A -126321 MFSD12 -126326 GIPC3 -126328 NDUFA11 -126353 MISP -126364 LRRC25 -126370 OR1I1 -126374 WTIP -126375 ZNF792 -126382 NR2C2AP -126393 HSPB6 -126402 CCDC105 -126410 CYP4F22 -126432 RINL -126433 FBXO27 -126520 PLK5 -126526 C19orf47 -126536 LINC00661 -126541 OR10H4 -126549 ANKLE1 -126567 C2CD4C -126626 GABPB2 -126637 TCHHL1 -126638 RPTN -126668 TDRD10 -126669 SHE -126695 KDF1 -126731 CCSAP -126755 LRRC38 -126767 AADACL3 -126789 PUSL1 -126792 B3GALT6 -126820 DNAI3 -126823 KLHDC9 -126859 AXDND1 -126868 MAB21L3 -126917 IFFO2 -126961 H3C14 -126969 SLC44A3 -127002 ATXN7L2 -127003 CFAP276 -127018 LYPLAL1 -127059 OR2M5 -127062 OR2M3 -127064 OR2T12 -127066 OR14C36 -127068 OR2T34 -127069 OR2T10 -127074 OR2T4 -127124 ATP6V1G3 -127247 ASB17 -127253 TYW3 -127254 ERICH3 -127255 LRRIQ3 -127262 TPRG1L -127281 PRXL2B -127294 MYOM3 -127343 DMBX1 -127385 OR10J5 -127391 TMCO2 -127396 ZNF684 -127428 TCEANC2 -127435 PODN -127495 LRRC39 -127534 GJB4 -127540 HMGB4 -127544 RNF19B -127550 A3GALT2 -127579 DCST2 -127602 DNAH14 -127623 OR2B11 -127665 ZNF648 -127670 TEDDM1 -127687 C1orf122 -127700 OSCP1 -127703 C1orf216 -127707 KLHDC7A -127731 VWA5B1 -127733 UBXN10 -127795 C1orf87 -127829 ARL8A -127833 SYT2 -127841 LINC00628 -127845 GOLT1A -127933 UHMK1 -127943 FCRLB -128025 WDR64 -128061 C1orf131 -128077 LIX1L -128153 SPATA17 -128178 EDARADD -128209 KLF17 -128218 TMEM125 -128229 TSACC -128239 IQGAP3 -128240 NAXE -128272 ARHGEF19 -128308 MRPL55 -128312 H2BC26 -128338 DRAM2 -128344 PIFO -128346 C1orf162 -128360 OR10T2 -128366 OR6P1 -128368 OR10Z1 -128371 OR6K6 -128372 OR6N1 -128387 TATDN3 -128408 BHLHE23 -128414 NKAIN4 -128434 VSTM2L -128439 SNHG11 -128486 FITM2 -128488 WFDC12 -128497 SPATA25 -128506 OCSTAMP -128553 TSHZ2 -128602 C20orf85 -128611 ZNF831 -128637 TBC1D20 -128646 SIRPD -128653 C20orf141 -128674 PROKR2 -128710 SLX4IP -128817 CSTL1 -128821 CST9L -128822 CST9 -128853 DUSP15 -128859 BPIFB6 -128861 BPIFA3 -128864 C20orf144 -128866 CHMP4B -128869 PIGU -128876 FAM83C -128977 C22orf39 -128989 TANGO2 -129025 ZNF280A -129049 SGSM1 -129080 EMID1 -129138 ANKRD54 -129285 PPP1R21 -129293 TRABD2A -129303 TMEM150A -129401 NUP35 -129446 XIRP2 -129450 TYW5 -129521 NMS -129530 LYG1 -129531 MITD1 -129563 DIS3L2 -129607 CMPK2 -129642 MBOAT2 -129684 CNTNAP5 -129685 TAF8 -129787 TMEM18 -129804 FBLN7 -129807 NEU4 -129831 RBM45 -129852 C2orf73 -129868 TRIM43 -129880 BBS5 -129881 CFAP210 -130013 ACMSD -130026 ICA1L -130074 FAM168B -130075 OR9A4 -130106 CIB4 -130120 REG3G -130132 RFTN2 -130162 CLHC1 -130271 PLEKHH2 -130340 AP1S3 -130355 C2orf76 -130367 SGPP2 -130399 ACVR1C -130497 OSR1 -130502 TTC32 -130507 UBR3 -130535 KCTD18 -130540 FLACC1 -130557 ZNF513 -130560 SPATA3 -130574 LYPD6 -130576 LYPD6B -130589 GALM -130612 TMEM198 -130617 ZFAND2B -130733 TMEM178A -130749 CPO -130752 MDH1B -130813 C2orf50 -130814 SLC66A3 -130827 TMEM182 -130872 AHSA2P -130888 FBXO36 -130916 MTERF4 -130940 CCDC148 -130951 M1AP -131034 CPNE4 -131076 MIX23 -131096 KCNH8 -131118 DNAJC19 -131149 OTOL1 -131177 FAM3D -131368 ZPLD1 -131375 LYZL4 -131377 KLHL40 -131405 TRIM71 -131408 FAM131A -131450 CD200R1 -131474 CHCHD4 -131540 ZDHHC19 -131544 CRYBG3 -131566 DCBLD2 -131578 LRRC15 -131583 FAM43A -131601 TPRA1 -131616 TMEM42 -131669 UROC1 -131831 ERICH6 -131870 NUDT16 -131873 COL6A6 -131890 GRK7 -131920 TMEM207 -131965 METTL6 -132001 TAMM41 -132014 IL17RE -132112 RTP1 -132141 IQCF1 -132158 GLYCTK -132160 PPM1M -132203 SNTN -132204 SYNPR -132228 LSMEM2 -132243 H1-8 -132299 OCIAD2 -132320 SCLT1 -132321 C4orf33 -132332 SMIM43 -132430 PABPC4L -132612 ADAD1 -132625 ZFP42 -132660 LIN54 -132671 SPATA18 -132720 FAM241A -132724 TMPRSS11B -132789 GNPDA2 -132851 SPATA4 -132864 CPEB2 -132884 EVC2 -132946 ARL9 -132949 AASDH -132954 PDCL2 -132989 C4orf36 -133015 PACRGL -133022 TRAM1L1 -133060 OTOP1 -133121 ENPP6 -133308 SLC9B2 -133383 SETD9 -133396 IL31RA -133418 EMB -133482 SLCO6A1 -133491 C5orf47 -133522 PPARGC1B -133558 MROH2B -133584 EGFLAM -133619 PRRC1 -133686 NADK2 -133688 UGT3A1 -133690 CAPSL -133746 JMY -133874 C5orf58 -133923 ZNF474 -133957 CCDC127 -134083 OR2Y1 -134111 UBE2QL1 -134121 CFAP90 -134145 ATPSCKMT -134147 CMBL -134187 POU5F2 -134218 DNAJC21 -134265 AFAP1L1 -134266 GRPEL2 -134285 TMEM171 -134288 TMEM174 -134353 LSM11 -134359 POC5 -134391 GPR151 -134429 STARD4 -134430 WDR36 -134492 NUDCD2 -134510 UBLCP1 -134526 ACOT12 -134548 SOWAHA -134549 SHROOM1 -134553 C5orf24 -134637 ADAT2 -134701 RIPPLY2 -134728 IRAK1BP1 -134829 CLVS2 -134860 TAAR9 -134864 TAAR1 -134957 STXBP5 -135112 NCOA7 -135114 HINT3 -135138 PACRG -135152 B3GAT2 -135154 SDHAF4 -135228 CD109 -135250 RAET1E -135293 PM20D2 -135295 SRSF12 -135398 C6orf141 -135458 HUS1B -135644 TRIM40 -135656 MUCL3 -135886 TMEM270 -135892 TRIM50 -135924 OR9A2 -135927 LLCFC1 -135932 TMEM139 -135935 NOBOX -135941 OR2A14 -135946 OR6B1 -135948 OR2F2 -136051 ZNF786 -136227 COL26A1 -136242 PRSS37 -136259 KLF14 -136263 SSMEM1 -136288 C7orf57 -136306 SVOPL -136319 MTPN -136332 LRGUK -136371 ASB10 -136541 PRSS58 -136647 MPLKIP -136853 SSC4D -136895 C7orf31 -136991 ASZ1 -137075 CLDN23 -137196 CCDC26 -137209 ZNF572 -137362 GOT1L1 -137392 CIBAR1 -137492 VPS37A -137682 NDUFAF6 -137695 TMEM68 -137735 ABRA -137797 LYPD2 -137814 NKX2-6 -137835 TMEM71 -137868 SGCZ -137872 ADHFE1 -137886 UBXN2B -137902 PXDNL -137964 GPAT4 -137970 UNC5D -137994 LETM2 -138009 DCAF4L2 -138046 RALYL -138050 HGSNAT -138065 RNF183 -138151 NACC2 -138162 PIERCE1 -138199 CARNMT1 -138240 C9orf57 -138241 C9orf85 -138255 CFAP95 -138307 LCN8 -138311 DIPK1B -138428 PTRH1 -138429 PIP5KL1 -138474 TAF1L -138639 PTPDC1 -138715 ARID3C -138716 RPP25L -138724 C9orf131 -138799 OR13C5 -138802 OR13C8 -138803 OR13C3 -138804 OR13C4 -138805 OR13F1 -138881 OR1L8 -138882 OR1N2 -138883 OR1N1 -138948 DBH-AS1 -139065 SLITRK4 -139067 SPANXN3 -139081 MAGEC3 -139105 BEND2 -139135 PASD1 -139170 DCAF12L1 -139189 DGKK -139201 MAP2K4P1 -139212 DNAAF6 -139221 PWWP3B -139231 FAM199X -139285 AMER1 -139322 APOOL -139324 HDX -139341 FUNDC1 -139378 ADGRG4 -139411 PTCHD1 -139422 MAGEB10 -139425 DCAF8L1 -139538 VENTXP1 -139562 OTUD6A -139596 UPRT -139599 MAGEE2 -139604 MAGEB16 -139628 FOXR2 -139716 GAB3 -139728 PNCK -139735 ZFP92 -139741 ACTRT1 -139760 GPR119 -139793 PAGE3 -139804 RBMXL3 -139818 DOCK11 -139886 SPIN4 -140032 RPS4Y2 -140258 KRTAP13-1 -140290 TCP10L -140432 RNF113B -140453 MUC17 -140456 ASB11 -140458 ASB5 -140459 ASB6 -140460 ASB7 -140461 ASB8 -140462 ASB9 -140464 PISRT1 -140465 MYL6B -140467 ZNF358 -140469 MYO3B -140545 RNF32 -140564 APOBEC3D -140576 S100A16 -140578 CHODL -140596 DEFB104A -140597 TCEAL2 -140606 SELENOM -140609 NEK7 -140612 ZFP28 -140625 ACTRT2 -140628 GATA5 -140679 SLC32A1 -140680 C20orf96 -140683 BPIFA2 -140685 ZBTB46 -140686 WFDC3 -140687 GCNT7 -140688 NOL4L -140689 CBLN4 -140690 CTCFL -140691 TRIM69 -140699 MROH8 -140700 SAMD10 -140706 CCM2L -140707 BRI3BP -140710 SOGA1 -140711 TLDC2 -140730 RIMS4 -140731 ANKRD60 -140732 SUN5 -140733 MACROD2 -140735 DYNLL2 -140738 TMEM37 -140739 UBE2F -140766 ADAMTS14 -140767 NRSN1 -140771 SMCR5 -140775 SMCR8 -140801 RPL10L -140803 TRPM6 -140807 KRT72 -140809 SRXN1 -140823 ROMO1 -140825 NEURL2 -140828 LINC00261 -140831 ZSWIM3 -140832 WFDC10A -140834 LINC01620 -140836 BANF2 -140838 NANP -140846 FAM83C-AS1 -140848 MACROD2-IT1 -140850 DEFB127 -140856 SCP2D1 -140862 ISM1 -140870 WFDC6 -140873 C20orf173 -140875 LINC00028 -140876 RIPOR3 -140880 CST11 -140881 DEFB129 -140883 ZNF280B -140885 SIRPA -140886 PABPC5 -140890 SREK1 -140893 RBBP8NL -140894 CNBD2 -140901 STK35 -140902 R3HDML -140947 DCANP1 -142678 MIB2 -142679 DUSP19 -142680 SLC34A3 -142683 ITLN2 -142684 RAB40A -142685 ASB15 -142686 ASB14 -142689 ASB12 -142827 ACSM6 -142891 SAMD8 -142910 LIPJ -142913 CFL1P1 -142940 TRUB1 -143098 MPP7 -143162 FRMPD2 -143187 VTI1A -143241 DYDC1 -143244 EIF5AL1 -143279 HECTD2 -143282 FGFBP3 -143379 C10orf82 -143384 CACUL1 -143425 SYT9 -143458 LDLRAD3 -143471 PSMA8 -143496 OR52B4 -143501 C11orf40 -143502 OR52I2 -143503 OR51E1 -143570 XRRA1 -143630 UBQLNL -143662 MUC15 -143678 FREY1 -143684 FAM76B -143686 SESN3 -143689 PIWIL4 -143872 ARHGAP42 -143879 KBTBD3 -143884 CWF19L2 -143888 POGLUT3 -143903 LAYN -143941 TTC36 -144097 SPINDOC -144100 PLEKHA7 -144108 SPTY2D1 -144110 TMEM86A -144124 OR10A5 -144125 OR2AG1 -144132 DNHD1 -144165 PRICKLE1 -144193 AMDHD1 -144195 SLC2A14 -144203 OVOS2 -144233 BCDIN3D -144245 ALG10B -144321 GLIPR1L2 -144347 RFLNA -144348 ZNF664 -144360 LINC00477 -144363 ETFRF1 -144402 CPNE8 -144404 TMEM120B -144406 CFAP251 -144423 GLT1D1 -144448 TSPAN19 -144453 BEST3 -144455 E2F7 -144481 SOCS2-AS1 -144486 CEP83-DT -144501 KRT80 -144535 CFAP54 -144568 A2ML1 -144571 A2M-AS1 -144577 KICS2 -144608 C12orf60 -144699 FBXL14 -144715 RAD9B -144717 PHETA1 -144742 LINC00934 -144776 LINC00410 -144809 FAM216B -144811 LACC1 -144817 LINC00330 -144983 HNRNPA1L2 -145173 B3GLCT -145200 LINC00239 -145216 PPP1R13B-DT -145226 RDH12 -145241 ADAM21P1 -145258 GSC -145264 SERPINA12 -145270 PRIMA1 -145282 MIPOL1 -145376 PPP1R36 -145389 SLC38A6 -145407 ARMH4 -145438 FRMD6-AS1 -145447 ABHD12B -145482 PTGR2 -145483 FAM161B -145497 LRRC74A -145501 ISM2 -145508 CEP128 -145553 MDP1 -145567 TTC7B -145581 LRFN5 -145624 PWAR1 -145645 TERB2 -145694 KIF23-AS1 -145741 C2CD4A -145748 LYSMD4 -145773 FAM81A -145788 PIERCE2 -145814 PGPEP1L -145820 LINC00924 -145853 C15orf61 -145864 HAPLN3 -145873 MESP2 -145942 TMCO5A -145946 SPATA8 -145957 NRG4 -145978 LINC00052 -146050 ZSCAN29 -146057 TTBK2 -146059 CDAN1 -146167 SLC38A8 -146177 VWA3A -146183 OTOA -146198 ZFP90 -146206 CARMIL2 -146212 KCTD19 -146223 CMTM4 -146225 CMTM2 -146227 BEAN1 -146279 TEKT5 -146310 RNF151 -146325 PRR35 -146330 FBXL16 -146336 SSTR5-AS1 -146378 C16orf92 -146395 GSG1L -146429 SLC22A31 -146433 IL34 -146434 ZNF597 -146439 BICDL2 -146456 TMED6 -146512 FLJ30679 -146513 LINC02135 -146540 ZNF785 -146542 ZNF688 -146547 PRSS36 -146556 C16orf89 -146562 DNAAF8 -146664 MGAT5B -146691 TOM1L2 -146705 TEPSIN -146712 B3GNTL1 -146713 RBFOX3 -146722 CD300LF -146754 DNAH2 -146760 RTN4RL1 -146771 TCAM1P -146779 EFCAB3 -146802 SLC47A2 -146822 CDRT15 -146845 CFAP52 -146849 CCDC42 -146850 PIK3R6 -146852 ODF4 -146853 C17orf50 -146857 SLFN13 -146861 SLC35G3 -146862 UNC45B -146894 CD300LG -146909 KIF18B -146923 RUNDC1 -146956 EME1 -147007 TMEM199 -147011 PROCA1 -147015 DHRS13 -147040 KCTD11 -147081 LINC02210 -147093 LINC00974 -147111 NOTUM -147138 TMC8 -147166 TRIM16L -147179 WIPF2 -147183 KRT25 -147184 KRT10-AS1 -147199 SCGB1C1 -147323 STARD6 -147339 C18orf25 -147372 CCBE1 -147381 CBLN2 -147407 SLC25A52 -147409 DSG4 -147463 ANKRD29 -147495 APCDD1 -147645 VSIG10L -147646 C19orf84 -147650 SPACA6 -147657 ZNF480 -147658 ZNF534 -147660 ZNF578 -147664 ERVV-1 -147670 SMIM17 -147685 C19orf18 -147686 ZNF418 -147687 ZNF417 -147694 ZNF548 -147699 PPM1N -147700 KLC3 -147710 IGSF23 -147719 LYPD4 -147727 ILF3-DT -147741 ZNF560 -147744 TMEM190 -147746 HIPK4 -147798 TMC4 -147804 TPM3P9 -147807 ZNF524 -147808 ZNF784 -147837 ZNF563 -147841 SPC24 -147872 KASH5 -147906 DACT3 -147912 SIX5 -147920 IGFL2 -147923 ZNF420 -147929 ZNF565 -147945 NLRP4 -147947 ZNF542P -147948 ZNF582 -147949 ZNF583 -147965 FAM98C -147968 CAPN12 -147991 DPY19L3 -148003 LGALS16 -148014 TTC9B -148022 TICAM1 -148066 ZNRF4 -148103 ZNF599 -148109 FAM187B -148113 CILP2 -148137 PROSER3 -148145 LINC00906 -148156 ZNF558 -148170 CDC42EP5 -148189 LINC00662 -148198 ZNF98 -148206 ZNF714 -148213 ZNF681 -148223 C19orf25 -148229 ATP8B3 -148231 LINC00905 -148252 DIRAS1 -148254 ZNF555 -148266 ZNF569 -148268 ZNF570 -148281 SYT6 -148304 C1orf74 -148327 CREB3L4 -148345 C1orf127 -148362 BROX -148398 SAMD11 -148413 MRPL20-AS1 -148418 SAMD13 -148423 C1orf52 -148479 PHF13 -148523 CIART -148534 TLCD4 -148545 NBPF4 -148581 UBE2U -148641 SLC35F3 -148709 ACTG1P25 -148713 PTPRVP -148738 HJV -148741 ANKRD35 -148753 FAM163A -148756 OVAAL -148789 B3GALNT2 -148808 MFSD4A -148811 PM20D1 -148823 GCSAML -148867 SLC30A7 -148870 CCDC27 -148930 KNCN -148932 MOB3C -148979 GLIS1 -149013 NBPF12 -149018 LELP1 -149041 RC3H1 -149047 MGC27382 -149069 DCDC2B -149076 ZNF362 -149086 LDC1P -149095 DCST1 -149111 CNIH3 -149175 MANEAL -149233 IL23R -149281 NTMT2 -149297 FAM78B -149345 SHISA4 -149371 EXOC8 -149420 PDIK1L -149428 BNIPL -149461 CLDN19 -149465 CFAP57 -149466 C1orf210 -149473 CCDC24 -149478 BTBD19 -149483 CCDC17 -149499 LRRC71 -149563 SRARP -149603 RNF187 -149620 CHIAP2 -149628 PYHIN1 -149643 SPATA45 -149647 GARIN4 -149685 ADIG -149699 GTSF1L -149708 WFDC5 -149773 APCDD1L-DT -149775 GNAS-AS1 -149840 SHLD1 -149934 NCOR1P1 -149950 NOL4L-DT -149951 COMMD7 -149954 BPIFB4 -149986 LSM14B -149998 LIPI -150000 ABCC13 -150051 TIAM1-AS1 -150082 LCA5L -150084 IGSF5 -150094 SIK1 -150135 LINC00479 -150142 ZNF295-AS1 -150147 UMODL1-AS1 -150159 SLC9B1 -150160 CCT8L2 -150165 XKR3 -150197 LINC00896 -150209 AIFM3 -150221 RIMBP3C -150223 YDJC -150248 C22orf15 -150274 HSCB -150275 CCDC117 -150280 HORMAD2 -150290 DUSP18 -150291 MORC2-AS1 -150297 C22orf42 -150350 ENTHD1 -150353 DNAJB7 -150356 CHADL -150365 MEI1 -150368 PHETA2 -150372 NFAM1 -150379 PNPLA5 -150383 CDPF1 -150384 GTSE1-DT -150465 TTL -150468 CKAP2L -150472 ZNG1B -150483 TEKT4 -150527 PRSS40A -150538 SATB2-AS1 -150568 LINC01102 -150572 SMYD1 -150577 LINC01104 -150590 C2orf15 -150677 OTOS -150678 COPS9 -150681 OR6B3 -150684 COMMD1 -150696 PROM2 -150709 ANKAR -150726 FBXO41 -150737 TTC30B -150763 GPAT2 -150771 ITPRIPL1 -150776 SMPD4BP -150864 FAM117B -150921 TCF23 -150946 GAREM2 -150962 PUS10 -150967 LINC01963 -150992 LINC00309 -151011 SEPTIN10 -151050 KANSL1L -151056 PLB1 -151112 ZSWIM2 -151121 LINC01854 -151126 ZNF385B -151174 LINC02610 -151176 ERFE -151188 ARL6IP6 -151194 METTL21A -151195 CCNYL1 -151230 KLHL23 -151234 SULT1C5P -151242 PPP1R1C -151246 SGO2 -151254 C2CD6 -151258 SLC38A11 -151278 CCDC140 -151295 SLC23A3 -151306 GPBAR1 -151313 FAHD2B -151325 MYADML -151354 LRATD1 -151393 RMDN2 -151449 GDF7 -151473 SLC16A14 -151475 LINC01907 -151477 LINC00471 -151484 GCSIR -151507 MSL3P1 -151516 ASPRV1 -151525 WDSUB1 -151531 UPP2 -151556 GPR155 -151613 TTC14 -151636 DTX3L -151647 TAFA4 -151648 SGO1 -151649 PP2D1 -151651 EFHB -151658 LINC00635 -151742 PPM1L -151790 WDR49 -151827 LRRC34 -151835 CPNE9 -151871 DPPA2 -151887 CCDC80 -151888 BTLA -151903 CCDC12 -151963 MB21D2 -151987 PPP4R2 -152002 XXYLT1 -152006 RNF38 -152007 GLIPR2 -152015 ROPN1B -152024 LINC00691 -152065 C3orf22 -152078 SLC66A1L -152098 ZCWPW2 -152100 CMC1 -152110 NEK10 -152137 CCDC50 -152138 PYDC2 -152185 SPICE1 -152189 CMTM8 -152195 NUDT16L2P -152206 CCDC13 -152225 RDUR -152273 FGD5 -152330 CNTN4 -152404 IGSF11 -152405 TEX55 -152485 ZNF827 -152503 SH3D19 -152518 NFXL1 -152519 NIPAL1 -152559 PAQR3 -152573 SHISA3 -152578 LINC01618 -152579 SCFD2 -152586 MGAT4D -152641 WWC2-AS2 -152687 ZNF595 -152742 LINC01085 -152756 FAM218A -152789 JAKMIP1 -152815 THAP6 -152816 ODAPH -152831 KLB -152877 FAM53A -152926 PPM1K -152940 C4orf45 -152992 TRMT44 -153020 RASGEF1B -153090 DAB2IP -153129 SLC38A9 -153163 MGC32805 -153201 SLC36A2 -153218 SPINK13 -153222 CREBRF -153241 CEP120 -153328 SLC25A48 -153339 TMEM167A -153364 MBLAC2 -153396 TMEM161B -153443 SRFBP1 -153469 JAKMIP2-AS1 -153478 PLEKHG4B -153527 ZMAT2 -153562 MARVELD2 -153571 IRX2-DT -153572 IRX2 -153579 BTNL9 -153642 ARSK -153643 FAM81B -153657 TTC23L -153684 ANXA2R-AS1 -153733 CCDC112 -153745 GARIN3 -153768 PRELID2 -153769 SH3RF2 -153770 PLAC8L1 -153830 RNF145 -153910 LOC153910 -153918 ZC2HC1B -154007 SNRNP48 -154043 CNKSR3 -154064 RAET1L -154075 SAMD3 -154091 SLC2A12 -154141 MBOAT1 -154150 HDGFL1 -154197 PNLDC1 -154214 RNF217 -154215 NKAIN2 -154288 KHDC3L -154313 CFAP206 -154386 LINC01600 -154442 BVES-AS1 -154449 LOC154449 -154467 CCDC167 -154661 RUNDC3B -154664 ABCA13 -154743 BMT2 -154761 LOC154761 -154790 CLEC2L -154791 FMC1 -154796 AMOT -154807 VKORC1L1 -154810 AMOTL1 -154822 LINC00689 -154860 FEZF1-AS1 -154865 IQUB -154872 LINC03043 -154881 KCTD7 -155006 TMEM213 -155038 GIMAP8 -155051 CRYGN -155054 ZNF425 -155061 ZNF746 -155066 ATP6V0E2 -155184 SLC2A7 -155185 AMZ1 -155368 METTL27 -155382 VPS37D -155400 NSUN5P1 -155435 RBM33 -155465 AGR3 -157273 LOC157273 -157285 PRAG1 -157310 PEBP4 -157313 CDCA2 -157376 FER1L6-AS2 -157378 TMEM65 -157381 LINC00964 -157506 RDH10 -157556 BAALC-AS2 -157567 ANKRD46 -157570 ESCO2 -157574 FBXO16 -157627 MIR124-1HG -157638 LRATD2 -157657 CFAP418 -157680 VPS13B -157693 FAM87A -157695 TDRP -157697 ERICH1 -157724 SLC7A13 -157739 TDH -157753 TMEM74 -157769 FAM91A1 -157773 C8orf48 -157777 MCMDC2 -157807 CLVS1 -157848 NKX6-3 -157855 KCNU1 -157869 SBSPON -157922 CAMSAP1 -157983 DOCK8-AS1 -158038 LINGO2 -158046 NXNL2 -158056 MAMDC4 -158062 LCN6 -158067 AK8 -158131 OR1Q1 -158135 TTLL11 -158158 RASEF -158160 HSD17B7P2 -158219 TTC39B -158234 TRMT10B -158248 TTC16 -158257 LINC02603 -158293 FAM120AOS -158297 SAXO1 -158326 FREM1 -158358 KIAA2026 -158376 SPAAR -158381 ATP8B5P -158399 ZNF483 -158401 SHOC1 -158405 KIAA1958 -158427 TSTD2 -158431 ZNF782 -158434 LOC158434 -158471 PRUNE2 -158506 CBLL2 -158511 CSAG1 -158521 FMR1NB -158572 USP27X-DT -158584 FAAH2 -158586 ZXDB -158724 FAM47A -158747 MOSPD2 -158763 ARHGAP36 -158787 RIBC1 -158798 AKAP14 -158800 RHOXF1 -158801 NKAPP1 -158809 MAGEB6 -158830 CXorf65 -158833 AWAT1 -158835 AWAT2 -158866 ZDHHC15 -158880 USP51 -158931 TCEAL6 -158960 ATP6AP1-DT -158983 H2BW1 -159013 CXorf38 -159090 PABIR2 -159091 PABIR3 -159125 RBMY2EP -159162 RBMY2FP -159163 RBMY1F -159195 USP54 -159296 NKX2-3 -159371 SLC35G1 -159686 CFAP58 -159963 SLC5A12 -159989 DEUP1 -160065 PATE1 -160140 C11orf65 -160287 LDHAL6A -160298 C11orf42 -160313 KRT19P2 -160335 TMTC2 -160364 CLEC12A -160365 CLECL1P -160418 TMTC3 -160419 C12orf50 -160428 ALDH1L2 -160492 LMNTD1 -160518 DENND5B -160622 TAMALIN -160728 SLC5A8 -160760 PPTC7 -160762 CCDC63 -160777 CCDC60 -160851 DGKH -160857 CCDC122 -160897 GPR180 -161003 STOML3 -161142 GARIN2 -161145 TMEM229B -161159 ACTN1-DT -161176 SYNE3 -161198 CLEC14A -161247 FITM1 -161253 REM2 -161291 TMEM30B -161357 MDGA2 -161394 SAMD15 -161424 NOP9 -161436 EML5 -161497 STRC -161502 CFAP161 -161514 TBC1D21 -161582 DNAAF4 -161725 OTUD7A -161742 SPRED1 -161753 ODF3L1 -161779 PGBD4 -161823 ADAL -161829 EXD1 -161835 FSIP1 -161882 ZFPM1 -161931 ADAD2 -162073 ITPRIPL2 -162239 ZFP1 -162282 ANKFN1 -162333 MARCHF10 -162387 MFSD6L -162394 SLFN5 -162417 NAGS -162427 RETREG3 -162461 TMEM92 -162466 PHOSPHO1 -162494 RHBDL3 -162514 TRPV3 -162515 SLC16A11 -162517 FBXO39 -162540 SPPL2C -162605 KRT28 -162655 ZNF519 -162681 C18orf54 -162699 ELOA3P -162962 ZNF836 -162963 ZNF610 -162966 ZNF600 -162967 ZNF320 -162968 ZNF497 -162972 ZNF550 -162979 ZNF296 -162989 DEDD2 -162993 ZNF846 -162998 OR7D2 -163033 ZNF579 -163049 ZNF791 -163050 ZNF564 -163051 ZNF709 -163059 ZNF433 -163071 ZNF114 -163081 ZNF567 -163087 ZNF383 -163115 ZNF781 -163126 EID2 -163131 ZNF780B -163154 PRR22 -163175 LGI4 -163183 SYNE4 -163223 ZNF676 -163227 ZNF100 -163255 ZNF540 -163259 DENND2C -163351 GBP6 -163404 PLPPR5 -163479 FNDC7 -163486 DENND1B -163589 TDRD5 -163590 TOR1AIP2 -163688 CALML6 -163702 IFNLR1 -163720 CYP4Z2P -163732 CITED4 -163742 SLC25A3P1 -163747 LEXM -163778 SPRR4 -163782 KANK4 -163786 SASS6 -163859 SDE2 -163882 CNST -163933 FAM43B -164045 HFM1 -164091 PAQR7 -164118 TTC24 -164127 CCDC185 -164153 UBL4B -164237 WFDC13 -164284 APCDD1L -164312 LRRN4 -164380 CST13P -164395 TTLL9 -164592 CCDC116 -164633 CABP7 -164656 TMPRSS6 -164668 APOBEC3H -164684 WBP2NL -164781 DAW1 -164832 LONRF2 -165055 CCDC138 -165082 ADGRF3 -165100 TEX44 -165140 OXER1 -165186 TOGARAM2 -165215 FAM171B -165257 C1QL2 -165324 UBXN2A -165530 CLEC4F -165545 DQX1 -165631 PARP15 -165679 SPTSSB -165721 DNAJB8 -165829 GPR156 -165904 XIRP1 -165918 RNF168 -166012 CHST13 -166336 PRICKLE2 -166348 KBTBD12 -166378 SPATA5 -166379 BBS12 -166614 DCLK2 -166647 ADGRA3 -166655 TRIM60 -166752 FREM3 -166785 MMAA -166793 ZBTB49 -166815 TIGD2 -166824 RASSF6 -166863 RBM46 -166929 SGMS2 -166968 MIER3 -166979 CDC20B -167127 UGT3A2 -167153 TENT2 -167227 DCP2 -167359 NIM1K -167410 LIX1 -167465 ZNF366 -167555 FAM151B -167681 PRSS35 -167691 LCA5 -167826 OLIG3 -167838 TXLNB -168002 DACT2 -168090 C6orf118 -168374 ZNF92 -168391 GALNTL5 -168400 DDX53 -168417 ZNF679 -168433 RNF133 -168451 THAP5 -168455 CCDC71L -168507 PKD1L1 -168537 GIMAP7 -168544 ZNF467 -168620 BHLHA15 -168667 BMPER -168850 ZNF800 -168975 CNBD1 -169026 SLC30A8 -169044 COL22A1 -169166 SNX31 -169200 TMEM64 -169270 ZNF596 -169355 IDO2 -169436 STKLD1 -169522 KCNV2 -169611 OLFML2A -169693 TMEM252 -169714 QSOX2 -169792 GLIS3 -169841 ZNF169 -169966 TENT5D -169981 SPIN3 -170062 FAM47B -170082 TCEANC -170261 ZCCHC12 -170302 ARX -170370 FAM170B -170371 TMEM273 -170384 FUT11 -170392 OIT3 -170394 PWWP2B -170425 LINC00858 -170463 SSBP4 -170482 CLEC4C -170487 ACTL10 -170506 DHX36 -170572 HTR3C -170575 GIMAP1 -170589 GPHA2 -170591 S100Z -170622 COMMD6 -170626 XAGE3 -170627 XAGE5 -170679 PSORS1C1 -170680 PSORS1C2 -170685 NUDT10 -170689 ADAMTS15 -170690 ADAMTS16 -170691 ADAMTS17 -170692 ADAMTS18 -170712 COX7B2 -170825 GSX2 -170850 KCNG3 -170949 DEFT1P -170954 PPP1R18 -170959 ZNF431 -170960 ZNF721 -170961 ANKRD24 -171017 ZNF384 -171019 ADAMTS19 -171023 ASXL1 -171024 SYNPO2 -171169 SPACA4 -171177 RHOV -171220 DSTNP2 -171389 NLRP6 -171391 GATD1-DT -171392 ZNF675 -171425 CLYBL -171482 FAM9A -171483 FAM9B -171484 FAM9C -171546 SPTSSA -171558 PTCRA -171568 POLR3H -171586 ABHD3 -192111 PGAM5 -192134 B3GNT6 -192286 HIGD2A -192666 KRT24 -192668 CYS1 -192669 AGO3 -192670 AGO4 -192683 SCAMP5 -193629 LINC00189 -195814 SDR16C5 -195827 PRXL2C -195828 ZNF367 -195977 ANTXRL -196047 EMX2OS -196051 PLPP4 -196074 METTL15 -196264 MPZL3 -196294 IMMP1L -196335 OR56B4 -196374 KRT78 -196383 RILPL2 -196385 DNAH10 -196394 AMN1 -196403 DTX3 -196410 METTL7B -196441 ZFC3H1 -196446 MYRFL -196463 PLBD2 -196472 GARIN6 -196475 RMST -196477 CCER1 -196483 EEF2KMT -196500 PIANP -196513 DCP1B -196527 ANO6 -196528 ARID2 -196541 METTL21C -196740 VSTM4 -196743 PAOX -196792 FAM24B -196872 LINC00638 -196883 ADCY4 -196951 FAM227B -196968 DNM1P46 -196993 CT62 -196996 GRAMD2A -197003 MGC15885 -197021 LCTL -197131 UBR1 -197135 PATL2 -197187 SNAI3-AS1 -197257 LDHD -197258 FCSK -197259 MLKL -197320 ZNF778 -197322 ACSF3 -197335 WDR90 -197342 EME2 -197350 CASP16P -197358 NLRC3 -197370 NSMCE1 -197407 ZNF48 -198437 LKAAEAR1 -199221 DZIP1L -199223 TTC21A -199675 MCEMP1 -199692 ZNF627 -199699 DAND5 -199704 ZNF585A -199713 NLRP7 -199720 GGN -199731 CADM4 -199745 THAP8 -199746 U2AF1L4 -199777 ZNF626 -199786 NIBAN3 -199800 ADM5 -199834 LCE4A -199857 ALG14 -199870 FAM76A -199920 FYB2 -199953 TMEM201 -199964 TMEM61 -199974 CYP4Z1 -199990 FAAP20 -200008 CDCP2 -200010 SLC5A9 -200014 CC2D1B -200030 NBPF11 -200035 NUDT17 -200081 TXLNA -200132 DYNLT5 -200150 PLD5 -200159 C1orf100 -200162 SPAG17 -200172 SLFNL1 -200185 KRTCAP2 -200186 CRTC2 -200197 TMEM51-AS1 -200205 IBA57 -200232 FAM209A -200261 LINC00656 -200298 LINC00528 -200312 RNF215 -200315 APOBEC3A -200316 APOBEC3F -200350 FOXD4L1 -200373 CFAP221 -200403 VWA3B -200407 CREG2 -200420 ALMS1P1 -200424 TET3 -200504 GKN2 -200523 TEX37 -200539 ANKRD23 -200576 PIKFYVE -200634 KRTCAP3 -200728 TMEM17 -200734 SPRED2 -200765 TIGD1 -200772 UICLM -200810 ALG1L1P -200844 CFAP20DC -200845 KCTD6 -200879 LIPH -200894 ARL13B -200895 DHFR2 -200909 HTR3D -200916 RPL22L1 -200931 SLC51A -200933 FBXO45 -200942 KLHDC8B -200958 MUC20 -200959 GABRR3 -201134 CEP112 -201140 DHRS7C -201158 TVP23C -201161 CENPV -201163 FLCN -201164 PLD6 -201176 ARHGAP27 -201181 ZNF385C -201191 SAMD14 -201229 LYRM9 -201232 SLC16A13 -201243 SPEM2 -201254 CENPX -201255 LRRC45 -201266 SLC39A11 -201283 AMZ2P1 -201292 TRIM65 -201294 UNC13D -201299 RDM1 -201305 SPNS3 -201456 FBXO15 -201475 RAB12 -201477 DLGAP1-AS3 -201501 ZBTB7C -201514 ZNF584 -201516 ZSCAN4 -201562 HACD2 -201595 STT3B -201617 LINC00870 -201625 DNAH12 -201626 PDE12 -201627 DENND6A -201633 TIGIT -201651 AADACP1 -201725 C4orf46 -201780 SLC10A4 -201798 TIGD4 -201799 TMEM154 -201853 LINC00504 -201895 SMIM14 -201931 TMEM192 -201965 RWDD4 -201973 PRIMPOL -202018 TAPT1 -202051 SPATA24 -202052 DNAJC18 -202134 FAM153B -202151 RANBP3L -202243 CCDC125 -202309 GAPT -202333 CMYA5 -202374 STK32A -202459 OSTCP1 -202500 TCTE1 -202559 KHDRBS2 -202781 PAXIP1-DT -202865 C7orf33 -202915 TMEM184A -203054 ADCK5 -203062 TSNARE1 -203068 TUBB -203069 R3HCC1 -203074 PRSS55 -203076 C8orf74 -203100 HTRA4 -203102 ADAM32 -203111 ERICH5 -203190 LGI3 -203197 TMEM268 -203228 C9orf72 -203238 CCDC171 -203245 NAIF1 -203259 FAM219A -203260 CCDC107 -203286 ANKS6 -203328 SUSD3 -203413 CT83 -203427 SLC25A43 -203430 RTL3 -203447 NRK -203522 INTS6L -203523 ZNF449 -203547 VMA21 -203562 TMEM31 -203569 PAGE2 -203611 CDY2B -203859 ANO5 -204010 RPSAP52 -204219 CERS3 -204474 PDILT -204801 NLRP11 -204851 HIPK1 -204962 SLC44A5 -205147 AMER3 -205327 C2orf69 -205428 DIPK2A -205564 SENP5 -205717 USF3 -205860 TRIML2 -206338 LVRN -206358 SLC36A1 -206412 C6orf163 -207063 DHRSX -207107 SFTA1P -207147 PRSS59P -219285 SAMD9L -219287 AMER2 -219293 ATAD3C -219333 USP12 -219348 PLAC9 -219402 MTIF3 -219409 GSX1 -219417 OR8U1 -219429 OR4C11 -219431 OR4S2 -219432 OR4C6 -219436 OR5D14 -219438 OR5D18 -219447 OR5AS1 -219453 OR8K5 -219464 OR5T2 -219469 OR8H1 -219473 OR8K3 -219477 OR8J1 -219482 OR5M3 -219484 OR5M8 -219487 OR5M11 -219527 LRRC55 -219537 SMTNL1 -219539 YPEL4 -219541 MED19 -219557 TEX47 -219578 ZNF804B -219621 CABCOCO1 -219623 TMEM26 -219654 ZCCHC24 -219670 ENKUR -219681 ARMC3 -219699 UNC5B -219731 PROSER2-AS1 -219736 STOX1 -219738 FAM241B -219743 TYSND1 -219749 ZNF25 -219770 GJD4 -219771 CCNY -219790 RTKN2 -219793 TBATA -219833 KCNJ5-AS1 -219844 HYLS1 -219854 TMEM218 -219855 SLC37A2 -219858 OR8B12 -219865 OR8G5 -219869 OR10G8 -219870 OR10G9 -219873 OR10S1 -219874 OR6T1 -219875 OR4D5 -219899 TBCEL -219902 TLCD5 -219927 MRPL21 -219931 TPCN2 -219938 SPATA19 -219954 OR9I1 -219956 OR9Q1 -219957 OR9Q2 -219958 OR1S2 -219959 OR1S1 -219960 OR10Q1 -219965 OR5B17 -219968 OR5B21 -219970 GLYATL2 -219972 MPEG1 -219981 OR5A2 -219982 OR5A1 -219983 OR4D6 -219986 OR4D11 -219988 PATL1 -219990 OOSP2 -219995 MS4A15 -220001 VWCE -220002 CYB561A3 -220004 PPP1R32 -220032 GDPD4 -220042 DDIAS -220047 CCDC83 -220064 LTO1 -220070 SHANK2-AS3 -220074 LRTOMT -220081 ERICH6B -220082 CBY2 -220107 DLEU7 -220108 FAM124A -220134 SKA1 -220136 CFAP53 -220164 DOK6 -220202 ATOH7 -220213 OTUD1 -220296 HEPACAM -220323 OAF -220359 TIGD3 -220382 FAM181B -220388 CCDC89 -220416 LRRC63 -220441 RNF152 -220729 SDHAP4 -220869 ZNG1E -220929 ZNF438 -220963 SLC16A9 -220965 FAM13C -220972 MARCHF8 -220980 TMEM72-AS1 -220988 HNRNPA3 -220992 ZNF485 -221002 RASGEF1A -221035 REEP3 -221037 JMJD1C -221044 UCMA -221061 FAM171A1 -221074 SLC39A12 -221078 NSUN6 -221079 ARL5B -221091 LRRN4CL -221092 HNRNPUL2 -221120 ALKBH3 -221122 LINC02685 -221143 EEF1AKMT1 -221150 SKA3 -221154 MICU2 -221178 SPATA13 -221184 CPNE2 -221188 ADGRG5 -221191 PRSS54 -221223 CES5A -221241 LINC00305 -221262 CCDC162P -221264 AK9 -221294 NT5DC1 -221301 CALHM4 -221302 ZUP1 -221303 FAM162B -221322 TBC1D32 -221336 BEND6 -221357 GSTA5 -221391 OPN5 -221393 ADGRF4 -221395 ADGRF5 -221400 TDRD6 -221409 SPATS1 -221416 LINC03040 -221421 RSPH9 -221424 LRRC73 -221442 ADCY10P1 -221443 OARD1 -221458 KIF6 -221468 TMEM217 -221472 FGD2 -221476 PI16 -221477 C6orf89 -221481 ARMC12 -221491 SMIM29 -221496 LEMD2 -221504 ZBTB9 -221527 ZBTB12 -221545 C6orf136 -221613 H2AC1 -221656 KDM1B -221662 RBM24 -221687 RNF182 -221692 PHACTR1 -221710 SMIM13 -221711 SYCP2L -221749 PXDC1 -221785 ZSCAN25 -221786 FAM200A -221806 VWDE -221823 PRPS1L1 -221830 POLR1F -221833 SP8 -221883 HOXA11-AS -221895 JAZF1 -221908 PPP1R35 -221914 GPC2 -221927 BRAT1 -221935 SDK1 -221937 FOXK1 -221938 MMD2 -221955 DAGLB -221960 CCZ1B -221981 THSD7A -222008 VSTM2A -222068 TMED4 -222166 MTURN -222171 PRR15 -222183 SRRM3 -222194 RSBN1L -222223 ELAPOR2 -222229 LRWD1 -222234 FAM185A -222235 FBXL13 -222236 NAPEPLD -222255 ATXN7L1 -222256 CDHR3 -222389 BEND7 -222484 LNX2 -222487 ADGRG3 -222537 HS3ST5 -222545 GPRC6A -222546 RFX6 -222553 SLC35F1 -222584 FAM83B -222611 ADGRF2 -222642 TSPO2 -222643 UNC5CL -222658 KCTD20 -222659 PXT1 -222662 LHFPL5 -222663 SCUBE3 -222696 ZSCAN23 -222698 NKAPL -222826 FAM217A -222865 TMEM130 -222894 FERD3L -222950 NYAP1 -222962 SLC29A4 -222967 RSPH10B -223075 ITPRID1 -223082 ZNRF2 -223117 SEMA3D -225689 MAPK15 -245711 SPDYA -245802 MS4A6E -245806 VGLL2 -245812 CNPY4 -245908 DEFB105A -245909 DEFB106A -245910 DEFB107A -245911 DEFB108B -245913 DEFB110 -245915 DEFB112 -245927 DEFB113 -245928 DEFB114 -245929 DEFB115 -245930 DEFB116 -245932 DEFB119 -245934 DEFB121 -245935 DEFB122 -245936 DEFB123 -245937 DEFB124 -245938 DEFB125 -245939 DEFB128 -245940 DEFB130A -245972 ATP6V0D2 -245973 ATP6V1C2 -246100 CTAG1A -246119 TTTY10 -246122 TTTY7 -246126 TXLNGY -246175 CNOT6L -246176 GAS2L2 -246184 CDC26 -246213 SLC17A8 -246243 RNASEH1 -246269 AFG1L -246312 C21orf91-OT1 -246329 STAC3 -246330 PELI3 -246705 LINC00314 -246721 POLR2J2 -246744 STH -246777 SPESP1 -246778 IL27 -252839 TMEM9 -252884 ZNF396 -252946 FAM197Y2 -252948 TTTY16 -252949 TTTY17A -252950 TTTY18 -252951 TTTY20 -252952 TTTY19 -252953 TTTY21 -252954 TTTY22 -252955 TTTY23 -252969 NEIL2 -252983 STXBP4 -252995 FNDC5 -253012 HEPACAM2 -253017 TECRL -253018 HCG27 -253044 LINGO1-AS1 -253128 LINC00612 -253143 PRR14L -253152 EPHX4 -253175 CDY1B -253190 SERHL2 -253260 RICTOR -253264 ZNF503-AS1 -253314 EIF4E1B -253430 IPMK -253461 ZBTB38 -253512 SLC25A30 -253558 LCLAT1 -253559 CADM2 -253573 LINC02052 -253582 TMEM244 -253635 GPATCH11 -253639 ZNF620 -253650 ANKRD18A -253714 MMS22L -253725 WASHC2C -253738 EBF3 -253769 WDR27 -253782 CERS6 -253827 MSRB3 -253832 ZDHHC20 -253935 ANGPTL5 -253943 YTHDF3 -253959 RALGAPA1 -253962 CACNA1G-AS1 -253970 SFTA3 -253980 KCTD13 -253982 ASPHD1 -254013 ETFBKMT -254028 RNASE11-AS1 -254042 METAP1D -254048 UBN2 -254050 LRRC43 -254065 BRWD3 -254099 LINC01342 -254102 EHBP1L1 -254122 SNX32 -254128 NIFK-AS1 -254158 CXorf58 -254170 FBXO33 -254173 TTLL10 -254187 TSGA10IP -254225 RNF169 -254228 CALHM5 -254240 BPIFC -254251 LCORL -254263 CNIH2 -254268 AKNAD1 -254272 TBC1D28 -254295 PHYHD1 -254359 ZDHHC24 -254394 MCM9 -254427 PROSER2 -254428 SLC41A1 -254439 C11orf86 -254528 MEIOB -254531 LPCAT4 -254552 NUDT8 -254559 MIR9-3HG -254773 LYG2 -254778 VXN -254783 OR6C74 -254786 OR6C3 -254827 NAALADL2 -254863 TMEM256 -254879 OR2T6 -254887 ZDHHC23 -254910 LCE5A -254950 KRTAP15-1 -254956 MORN5 -254958 REXO1L1P -254973 OR1L4 -255022 CALHM1 -255025 LINC00879 -255027 MPV17L -255043 TMEM86B -255057 CBARP -255061 TAC4 -255082 CASC2 -255101 CFAP65 -255104 TMCO4 -255119 CFAP299 -255130 IGFBP7-AS1 -255167 LINC01018 -255189 PLA2G4F -255193 CSNK1G2-AS1 -255220 TXNDC8 -255231 MCOLN2 -255239 ANKK1 -255252 LRRC57 -255275 MYADML2 -255313 CT47A11 -255324 EPGN -255330 NUP210P1 -255349 LHFPL7 -255374 MBLAC1 -255394 TCP11L2 -255403 ZNF718 -255411 TEX49 -255426 RASGEF1C -255480 TBX5-AS1 -255488 RNF144B -255512 TOLLIP-DT -255520 ELMOD2 -255626 H2BC1 -255631 COL24A1 -255649 OOSP1 -255654 LINC01743 -255725 OR52B2 -255738 PCSK9 -255743 NPNT -255758 DYNLT2B -255762 PDZD9 -255783 INAFM1 -255798 SMCO1 -255809 C19orf38 -255812 SDHAP1 -255877 BCL6B -255919 CNEP1R1 -255928 SYT14 -255967 PAN3 -256006 ANKRD31 -256021 LINC01619 -256051 ZNF549 -256076 COL6A5 -256126 SYCE2 -256130 TMEM196 -256144 OR4C3 -256148 OR4S1 -256158 HMCN2 -256223 CDRT15L2 -256227 STEAP1B -256236 NAPSB -256281 NUDT14 -256297 PTF1A -256302 NATD1 -256309 CCDC110 -256329 LMNTD2 -256356 GK5 -256364 EML3 -256369 CCDC197 -256380 SCML4 -256394 SERPINA11 -256435 ST6GALNAC3 -256471 MFSD8 -256472 TMEM151A -256536 TCERG1L -256586 LYSMD2 -256643 BCLAF3 -256646 NUTM1 -256691 MAMDC2 -256710 GLIPR1L1 -256714 MAP7D2 -256764 WDR72 -256815 C10orf67 -256880 H2AZ1-DT -256949 KANK3 -256957 HEATR9 -256979 SUN3 -256987 SERINC5 -257000 TINCR -257019 FRMD3 -257044 CATSPERE -257062 CATSPERD -257068 PLCXD2 -257101 ZNF683 -257106 ARHGAP30 -257144 GCSAM -257160 RNF214 -257169 C9orf43 -257194 NEGR1 -257202 GPX6 -257203 DSCR9 -257218 SHPRH -257236 CCDC96 -257240 KLHL34 -257313 UTS2B -257364 SNX33 -257396 MOCS2-DT -257397 TAB3 -257407 C2orf72 -257415 FAM133B -257629 ANKS4B -258010 SVIP -259173 ALS2CL -259197 NCR3 -259215 LY6G6F -259217 HSPA12A -259230 SGMS1 -259232 NALCN -259234 DSCR10 -259236 TMIE -259239 WFDC11 -259240 WFDC9 -259249 MRGPRX1 -259266 ASPM -259282 BOD1L1 -259285 TAS2R39 -259286 TAS2R40 -259287 TAS2R41 -259289 TAS2R43 -259290 TAS2R31 -259292 TAS2R46 -259293 TAS2R30 -259294 TAS2R19 -259295 TAS2R20 -259296 TAS2R50 -259307 IL4I1 -259308 FAM205A -260293 CYP4X1 -260425 MAGI3 -260429 PRSS33 -260434 PYDC1 -260436 FDCSP -261726 TIPRL -261729 STEAP2 -261734 NPHP4 -266629 SEC14L3 -266655 BRD3OS -266675 BEST4 -266722 HS6ST3 -266727 MDGA1 -266740 MAGEA2B -266743 NPAS4 -266747 RGL4 -266812 NAP1L5 -266917 D21S2088E -266919 LINC00307 -266977 ADGRF1 -267002 PGBD2 -267012 DAOA -267020 ATP5MGL -280636 SELENOH -280658 SSX7 -280660 SSX9P -280664 WFDC10B -282616 IFNL2 -282617 IFNL3 -282618 IFNL1 -282679 AQP11 -282706 DAOA-AS1 -282763 OR51B5 -282770 OR10AG1 -282775 OR5J2 -282808 RAB40AL -282809 POC1B -282890 ZNF311 -282966 C10orf53 -282969 FUOM -282973 JAKMIP3 -282974 STK32C -282980 LINC00700 -282991 BLOC1S2 -282996 RBM20 -283025 LINC01553 -283038 LOC283038 -283078 MKX -283089 WDR11-DT -283092 OR4C13 -283093 OR4C12 -283104 SBF2-AS1 -283106 CSNK2A3 -283111 OR51V1 -283116 TRIM49B -283120 H19 -283129 MAJIN -283130 SLC25A45 -283131 NEAT1 -283140 LINC02762 -283149 BCL9L -283150 FOXR1 -283152 CCDC153 -283159 OR8D1 -283160 OR8D2 -283165 KIRREL3-AS3 -283189 OR9G4 -283194 LOC283194 -283197 LINC00301 -283208 P4HA3 -283209 PGM2L1 -283212 KLHL35 -283214 DGAT2-DT -283219 KCTD21 -283229 CRACR2B -283232 TMEM80 -283234 CCDC88B -283237 TTC9C -283238 SLC22A24 -283248 RCOR2 -283254 HARBI1 -283267 LINC00294 -283284 IGSF22 -283297 OR10A4 -283298 OLFML1 -283299 LOC283299 -283303 MRGPRG-AS1 -283310 OTOGL -283314 C1RL-AS1 -283316 CD163L1 -283332 LINC02396 -283335 TNS2-AS1 -283337 ZNF740 -283349 RASSF3 -283352 TMEM132D-AS1 -283358 B4GALNT3 -283365 OR6C6 -283373 ANKRD52 -283375 SLC39A5 -283377 SPRYD4 -283383 ADGRD1 -283385 MORN3 -283404 LINC00592 -283417 DPY19L2 -283420 CLEC9A -283431 GAS2L3 -283432 LINC00485 -283440 ITFG2-AS1 -283446 MYO1H -283450 HECTD4 -283455 KSR2 -283459 GATC -283460 HNF1A-AS1 -283461 C12orf40 -283464 GXYLT1 -283471 TMPRSS12 -283480 FGF14-IT1 -283481 FGF14-AS2 -283487 PRECSIT -283489 CHAMP1 -283507 SUGT1P3 -283514 SIAH3 -283518 KCNRG -283521 TMEM272 -283537 SLC46A3 -283547 LINC00639 -283551 LINC01588 -283554 GPR137C -283571 PROX2 -283575 LINC02288 -283576 ZDHHC22 -283578 TMED8 -283579 C14orf178 -283585 LINC01148 -283587 HISLA -283592 FAM181A-AS1 -283598 LINC02914 -283600 SLC25A47 -283601 LINC00523 -283624 LINC00641 -283629 TSSK4 -283635 FAM177A1 -283638 CEP170B -283643 TEDC1 -283652 SLC24A5 -283659 PRTG -283663 LINC00926 -283673 EWSAT1 -283677 REC114 -283682 LINC01579 -283683 LOC283683 -283685 GOLGA6L2 -283688 LINC00927 -283692 CPEB1-AS1 -283693 ACTG1P17 -283694 OR4N4 -283726 SAXO2 -283731 LOC283731 -283738 NTRK3-AS1 -283742 FAM98B -283748 PLA2G4D -283755 HERC2P3 -283767 GOLGA6L1 -283768 GOLGA8G -283796 GOLGA8IP -283807 FBXL22 -283820 NOMO2 -283847 TERB1 -283848 CES4A -283849 EXOC3L1 -283856 GNAO1-DT -283860 LINC00304 -283867 LINC00922 -283869 NPW -283870 BRICD5 -283871 PGP -283876 LINC00921 -283887 LINC02175 -283888 IL21R-AS1 -283897 C16orf54 -283899 INO80E -283902 HCCAT5 -283914 LINC01566 -283927 NUDT7 -283932 FBXL19-AS1 -283933 ZNF843 -283948 NHLRC4 -283951 UQCC4 -283953 TMEM114 -283971 CLEC18C -283985 FADS6 -283987 HID1 -283989 TSEN54 -283991 UBALD2 -283999 TMEM235 -284001 CCDC57 -284004 HEXD -284013 VMO1 -284018 C17orf58 -284021 MILR1 -284023 RNF227 -284029 LINC00324 -284034 LINC00670 -284040 CDRT4 -284047 CCDC144BP -284058 KANSL1 -284067 CFAP97D1 -284069 FAM171A2 -284071 MEIOC -284076 TTLL6 -284080 PICART1 -284085 KRT18P55 -284086 NEK8 -284098 PIGW -284099 C17orf78 -284100 YWHAEP7 -284106 CISD3 -284110 GSDMA -284111 SLC13A5 -284114 TMEM102 -284116 KRT42P -284119 CAVIN1 -284124 FLJ36000 -284129 SLC26A11 -284131 ENDOV -284161 GDPD1 -284184 NDUFAF8 -284186 TMEM105 -284194 LGALS9B -284207 METRNL -284217 LAMA1 -284233 CYP4F35P -284252 KCTD1 -284254 DYNAP -284257 BOD1L2 -284260 LINC00907 -284266 SIGLEC15 -284273 PTGR3 -284274 SMIM21 -284276 LINC00908 -284293 HMSD -284294 LINC01924 -284297 SSC5D -284306 ZNF547 -284307 ZIK1 -284309 ZNF776 -284312 ZSCAN1 -284323 ZNF780A -284325 ACTMAP -284338 PRR19 -284339 TMEM145 -284340 CXCL17 -284344 LOC284344 -284346 ZNF575 -284348 LYPD5 -284349 ZNF283 -284352 PPP1R37 -284353 NKPD1 -284355 TPRX1 -284358 MAMSTR -284359 IZUMO1 -284361 EMC10 -284365 LINC01869 -284366 KLK9 -284367 SIGLEC17P -284369 SIGLECL1 -284370 ZNF615 -284371 ZNF841 -284379 LOC284379 -284382 ACTL9 -284383 OR2Z1 -284385 ZNF561-AS1 -284390 ZNF763 -284391 ZNF844 -284395 VSTM2B-DT -284402 SCGB2B2 -284403 WDR62 -284406 ZFP82 -284408 ZNF790-AS1 -284415 VSTM1 -284417 TMEM150B -284418 GARIN5B -284422 SMIM24 -284424 MIR7-3HG -284427 SLC25A41 -284428 MBD3L5 -284433 OR10H5 -284434 NWD1 -284439 SLC25A42 -284443 ZNF493 -284451 ODF3L2 -284454 MIR23AHG -284459 ZNF875 -284467 TAFA3 -284485 RIIAD1 -284486 THEM5 -284521 OR2L13 -284525 SLC9C2 -284532 OR14A16 -284546 C1orf185 -284565 NBPF15 -284576 LEMD1-AS1 -284577 LEMD1-DT -284593 FAM41C -284611 EEIG2 -284612 SYPL2 -284613 CYB561D1 -284615 ANKRD34A -284632 LINC02800 -284648 LINC01686 -284654 RSPO1 -284656 EPHA10 -284661 LINC01777 -284677 SNHG28 -284680 SPATA46 -284695 ZNF326 -284716 RIMKLA -284723 SLC25A34 -284729 ESPNP -284749 LINC00494 -284751 LINC01270 -284757 MIR646HG -284759 SIRPB2 -284788 LOC284788 -284798 LOC284798 -284800 FAM182A -284801 MIR663AHG -284825 LINC01697 -284827 KRTAP13-4 -284835 LINC00323 -284836 LINC00319 -284837 AATBC -284865 LINC02891 -284898 LOC284898 -284900 TTC28-AS1 -284904 SEC14L4 -284930 EPIC1 -284933 LOC284933 -284948 SH2D6 -284958 NT5DC4 -284992 CCDC150 -284996 RNF149 -284998 LINC01114 -285016 ALKAL2 -285025 CCDC141 -285045 LINC00486 -285051 STPG4 -285084 LINC01305 -285093 RTP5 -285103 MED15P9 -285126 DNAJC5G -285141 ERICH2 -285148 IAH1 -285154 CYP1B1-AS1 -285172 HYCC2 -285175 UNC80 -285180 RUFY4 -285190 RGPD4 -285193 DUSP28 -285195 SLC9A9 -285203 EOGT -285205 LINC00636 -285220 EPHA6 -285224 DNAJB8-AS1 -285231 FBXW12 -285237 C3orf38 -285242 HTR3E -285266 ENTPD3-AS1 -285267 ZNF619 -285268 ZNF621 -285282 RABL3 -285286 LINC00877 -285313 IGSF10 -285315 C3orf33 -285326 LINC00692 -285331 CCDC66 -285335 SLC9C1 -285343 TCAIM -285346 ZNF852 -285349 ZNF660 -285362 SUMF1 -285367 RPUSD3 -285368 PRRT3 -285370 LINC00606 -285375 LINC00620 -285381 DPH3 -285382 C3orf70 -285386 TPRG1 -285401 LINC00698 -285407 ALG1L9P -285419 LINC01091 -285429 DCAF4L1 -285440 CYP4V2 -285441 F11-AS1 -285456 RPL34-DT -285463 CTBP1-AS -285489 DOK7 -285498 RNF212 -285501 LINC01098 -285512 FAM13A-AS1 -285513 GPRIN3 -285521 COX18 -285525 YIPF7 -285527 FRYL -285533 RNF175 -285547 LINC01097 -285550 FAM200B -285555 STPG2 -285556 C4orf54 -285577 LINC01019 -285588 EFCAB9 -285590 SH3PXD2B -285593 LINC02995 -285596 FAM153A -285598 ARL10 -285600 KIAA0825 -285601 GPR150 -285605 DTWD2 -285613 RELL2 -285626 LOC285626 -285627 LINC01845 -285629 LINC02159 -285636 RIMOC1 -285641 SLC36A3 -285643 KIF4B -285659 OR2V2 -285668 C5orf64 -285671 RNF180 -285672 SREK1IP1 -285676 ZNF454 -285692 LINC02112 -285704 RGMB -285753 CEP57L1 -285755 PPIL6 -285758 MROCKI -285761 DCBLD1 -285766 LINC03066 -285780 LY86-AS1 -285782 CAGE1 -285796 PACRG-AS1 -285800 PRR18 -285804 LOC285804 -285830 HLA-F-AS1 -285834 HCG22 -285848 PNPLA1 -285852 TREML4 -285855 RPL7L1 -285877 POM121L12 -285878 VSTM2A-OT1 -285888 CNPY1 -285889 LOC285889 -285908 LINC00174 -285954 INHBA-AS1 -285955 SPDYE1 -285962 WEE2-AS1 -285965 EPHA1-AS1 -285966 TCAF2 -285971 ZNF775 -285972 LINC00996 -285973 ATG9B -285989 ZNF789 -286002 SLC26A4-AS1 -286006 LSMEM1 -286016 TPI1P2 -286023 FLJ40288 -286042 FAM86B3P -286046 XKR6 -286053 NSMCE2 -286059 LOC286059 -286075 ZNF707 -286077 FAM83H -286083 LOC286083 -286094 LINC01591 -286097 MICU3 -286101 ZNF252P -286103 ZNF252P-AS1 -286114 LINC02153 -286128 ZFP41 -286133 SCARA5 -286144 TRIQK -286148 DPY19L4 -286151 FBXO43 -286177 LOC286177 -286178 LINC03018 -286184 LINC01289 -286186 LINC01299 -286187 PPP1R42 -286189 C8orf34-AS1 -286190 LACTB2-AS1 -286204 CRB2 -286205 SCAI -286207 CFAP157 -286234 SPATA31E1 -286256 LCN12 -286257 PAXX -286262 TPRN -286319 TUSC1 -286333 FAM225A -286336 FAM78A -286343 LURAP1L -286362 OR13C9 -286365 OR13D1 -286370 MIR4290HG -286380 FOXD4L3 -286410 ATP11C -286411 LINC00632 -286436 H2BW2 -286442 LINC01281 -286451 YIPF6 -286464 CFAP47 -286467 FIRRE -286499 FAM133A -286514 MAGEB18 -286527 TMSB15B -286530 P2RY8 -286554 BCORP1 -286676 ILDR1 -286749 STON1-GTF2A1L -286753 TRARG1 -286826 LIN9 -286827 TRIM59 -286828 CSN1S2AP -286887 KRT6C -286967 FAM223B -287015 TRIM42 -317648 NOP14-AS1 -317649 EIF4E3 -317662 FAM149B1 -317671 RFESD -317701 VN1R2 -317703 VN1R4 -317716 BPIFA4P -317719 KLHL10 -317749 DHRS4L2 -317754 POTED -317760 ADAM20P1 -317761 C14orf39 -317762 CCDC85C -317772 H2AC21 -317781 DDX51 -319085 ITPK1-AS1 -319089 TTC6 -319100 TAAR6 -319101 KRT73 -319103 SNORD8 -319139 SNORD56B -326340 ZAR1 -326342 ADGRE4P -326624 RAB37 -326625 MMAB -327657 SERPINA9 -333926 PPM1J -333929 SNAI3 -333932 H3C15 -337867 UBAC2 -337873 H2BC20P -337876 CHSY3 -337878 KRTAP7-1 -337879 KRTAP8-1 -337880 KRTAP11-1 -337882 KRTAP19-1 -337959 KRTAP13-2 -337960 KRTAP13-3 -337963 KRTAP23-1 -337966 KRTAP6-1 -337967 KRTAP6-2 -337968 KRTAP6-3 -337969 KRTAP19-2 -337970 KRTAP19-3 -337971 KRTAP19-4 -337972 KRTAP19-5 -337973 KRTAP19-6 -337974 KRTAP19-7 -337975 KRTAP20-1 -337976 KRTAP20-2 -337977 KRTAP21-1 -337978 KRTAP21-2 -337979 KRTAP22-1 -337985 KRTAP20-3 -338002 LINC00524 -338005 LINC00221 -338069 ST7-OT4 -338094 FAM151A -338321 NLRP9 -338322 NLRP10 -338323 NLRP14 -338324 S100A7A -338328 GPIHBP1 -338339 CLEC4D -338376 IFNE -338382 RAB7B -338398 TAS2R60 -338429 SNORD109B -338433 SNORD115-1 -338440 ANO9 -338442 HCAR2 -338557 FFAR4 -338567 KCNK18 -338596 ST8SIA6 -338599 DUSP29 -338645 LUZP2 -338651 KRTAP5-AS1 -338653 KCNQ1-AS1 -338657 CENATAC -338661 TMEM225 -338662 OR8D4 -338674 OR5F1 -338675 OR5AP2 -338692 ANKRD13D -338694 LOC338694 -338699 ANKRD42 -338707 B4GALNT4 -338739 CSTF3-DT -338751 OR52L1 -338755 OR2AG2 -338761 C1QL4 -338773 TMEM119 -338785 KRT79 -338799 LINC01089 -338811 TAFA2 -338817 LINC01252 -338821 SLCO1B7 -338862 LINC00550 -338872 C1QTNF9 -338879 RNASE10 -338917 VSX2 -338949 TMEM202 -338963 LOC338963 -339059 LOC339059 -339105 PRSS53 -339122 RAB43 -339123 JMJD8 -339145 CIBAR2 -339168 TMEM95 -339175 METTL2A -339184 CCDC144NL -339201 ASB16-AS1 -339210 C17orf67 -339221 ENPP7 -339229 OXLD1 -339230 CCDC137 -339231 ARL16 -339260 LOC339260 -339263 LINC02693 -339287 MSL1 -339290 LINC00667 -339291 LRRC30 -339298 LOC339298 -339302 CPLX4 -339318 ZNF181 -339324 ZNF260 -339327 ZNF546 -339344 MYPOP -339345 NANOS2 -339366 ADAMTSL5 -339390 CLEC4G -339398 LINGO4 -339400 FLG-AS1 -339403 RXFP4 -339416 ANKRD45 -339442 LINC01343 -339448 C1orf174 -339451 KLHL17 -339453 TMEM240 -339456 TMEM52 -339468 LINC02796 -339479 BRINP3 -339487 ZBTB8OS -339488 TFAP2E -339500 ZNF678 -339501 PRSS38 -339512 CCDC190 -339524 LINC01140 -339529 LINC02774 -339535 LINC01139 -339541 ARMH1 -339559 ZFP69 -339568 LINC01734 -339622 LINC01692 -339665 SLC35E4 -339669 TEX33 -339674 SMIM45 -339745 SPOPL -339751 MAP3K20-AS1 -339761 CYP27C1 -339766 MROH2A -339768 ESPNL -339778 FAM166C -339779 PRR30 -339788 LINC00298 -339803 C2orf74-DT -339804 C2orf74 -339807 LINC02579 -339822 LINC01115 -339829 CCDC39 -339834 IHO1 -339855 KY -339874 NUDT16-DT -339894 LINC00880 -339896 GADL1 -339906 PRSS42P -339926 EHHADH-AS1 -339929 LPP-AS2 -339965 CCDC158 -339967 TMPRSS11A -339976 TRIML1 -339977 LRRC66 -339978 LINC02260 -339983 NAT8L -340017 LINC02433 -340024 SLC6A19 -340061 STING1 -340069 FAM170A -340073 LINC02900 -340074 SLC25A48-AS1 -340075 ARSI -340107 LINC02239 -340113 LINC02120 -340120 ANKRD34B -340146 SLC35D3 -340152 ZC3H12D -340156 MYLK4 -340168 DPPA5 -340204 CLPSL1 -340205 TREML1 -340252 ZNF680 -340260 UNCX -340267 COL28A1 -340273 ABCB5 -340277 FAM221A -340286 FAM183BP -340307 CTAGE6 -340348 TSPAN33 -340351 AGBL3 -340357 LINC03019 -340359 KLHL38 -340371 NRBP2 -340385 ZNF517 -340390 WDR97 -340393 TMEM249 -340419 RSPO2 -340481 ZDHHC21 -340485 ACER2 -340508 GAS2L1P2 -340512 LOC340512 -340526 RTL5 -340527 NHSL2 -340529 PABPC1L2A -340533 NEXMIF -340542 BEX5 -340543 TCEAL5 -340547 VSIG1 -340554 ZC3H12B -340562 SATL1 -340578 DCAF12L2 -340581 LINC02243 -340591 CA5BP1 -340595 RTL4 -340596 LHFPL1 -340602 EZHIP -340654 LIPM -340665 CYP26C1 -340706 VWA2 -340719 NANOS1 -340745 LRIT2 -340784 HMX3 -340811 AKR1C8 -340895 MALRD1 -340900 EBLN1 -340980 OR52B6 -340990 OTOG -341019 DCDC1 -341032 POU2AF2 -341116 MS4A10 -341152 OR2AT4 -341208 HEPHL1 -341276 OR10A2 -341277 OVCH2 -341346 SMCO2 -341350 OVCH1 -341359 SYT10 -341392 ACSM4 -341405 ANKRD33 -341416 OR6C2 -341418 OR6C4 -341567 H1-7 -341568 OR8S1 -341640 FREM2 -341676 NEK5 -341799 OR6S1 -341880 SLC35F4 -341947 COX8C -342035 GLDN -342096 GOLGA6A -342125 TMC3 -342132 ZNF774 -342184 FMN1 -342346 C16orf96 -342357 ZKSCAN2 -342371 ATXN1L -342372 PKD1L3 -342510 CD300E -342527 SMTNL2 -342538 NACA2 -342574 KRT27 -342618 SLFN14 -342666 LRRC37A11P -342667 STAC2 -342850 ANKRD62 -342865 VSTM2B -342892 ZNF850 -342897 NCCRP1 -342898 SYCN -342900 LEUTX -342908 ZNF404 -342909 ZNF284 -342918 C19orf81 -342926 ZNF677 -342931 RFPL4A -342933 ZSCAN5B -342945 ZSCAN22 -342977 NANOS3 -342979 PALM3 -343035 RD3 -343052 LOC343052 -343066 AADACL4 -343068 PRAMEF5 -343069 HNRNPCL1 -343070 PRAMEF9 -343071 PRAMEF10 -343099 CCDC18 -343169 OR6F1 -343171 OR2W3 -343172 OR2T8 -343173 OR2T3 -343263 MYBPHL -343406 OR10R2 -343413 FCRL6 -343450 KCNT2 -343472 BARHL2 -343521 DYNLT4 -343563 OR2T29 -343578 ARHGAP40 -343637 RSPO4 -343641 TGM6 -343702 XKR7 -343930 MSGN1 -343990 CRACDL -344018 FIGLA -344022 NOTO -344148 NCKAP5 -344167 FOXI3 -344191 EVX2 -344387 CDKL4 -344405 PRORSD1P -344558 SH3RF3 -344561 GPR148 -344595 DUBR -344657 LRRIQ4 -344658 SAMD7 -344752 AADACL2 -344758 GPR149 -344787 ZNF860 -344805 TMPRSS7 -344807 CD200R1L -344838 PAQR9 -344875 COL6A4P1 -344892 RTP2 -344901 OSTN -344905 ATP13A5 -344967 LOC344967 -345062 PRSS48 -345079 SOWAHB -345193 LRIT3 -345222 MSANTD1 -345274 SLC10A6 -345275 HSD17B13 -345456 PFN3 -345462 ZNF879 -345557 PLCXD3 -345611 IRGM -345643 MCIDAS -345651 ACTBL2 -345757 FAM174A -345778 MTX3 -345895 RSPH4A -345930 ECT2L -346007 EYS -346157 ZNF391 -346171 ZFP57 -346288 SEPTIN14 -346389 MACC1 -346517 OR6V1 -346525 OR2A12 -346528 OR2A1 -346562 GNAT3 -346606 MOGAT3 -346653 GARIN1A -346673 STRA8 -346689 KLRG2 -347051 SLC10A5 -347127 SPATA31D5P -347148 QRFP -347168 OR1J1 -347240 KIF24 -347252 IGFBPL1 -347273 CAVIN4 -347344 ZNF81 -347365 ITIH6 -347404 LANCL3 -347442 DCAF8L2 -347454 SOWAHD -347468 OR13H1 -347475 CCDC160 -347487 CXorf66 -347516 DGAT2L6 -347517 RAB41 -347527 ARSH -347541 MAGEB5 -347688 TUBB8 -347689 SOX2-OT -347694 ECEL1P2 -347730 LRRTM1 -347731 LRRTM3 -347732 CATSPER3 -347733 TUBB2B -347734 SLC35B2 -347735 SERINC2 -347736 NME9 -347741 OTOP3 -347744 C6orf52 -347853 TBX10 -347862 GATD1 -347902 AMIGO2 -348013 TMEM255B -348021 LINC00442 -348093 RBPMS2 -348094 ANKDD1A -348110 ARPIN -348120 LINC01193 -348158 ACSM2B -348174 CLEC18A -348180 CTU2 -348235 SKA2 -348262 MCRIP1 -348303 SELENOV -348327 ZNF530 -348378 SHISAL2A -348487 FAM131C -348645 MIR3667HG -348654 GEN1 -348761 SPATA3-AS1 -348793 WDR53 -348801 LNP1 -348807 CFAP100 -348808 NPHP3-AS1 -348840 ANKRD18DP -348926 FAM86EP -348932 SLC6A18 -348938 NIPAL4 -348980 HCN1 -348995 NUP43 -349075 ZNF713 -349136 WDR86 -349149 GJC3 -349152 DPY19L2P2 -349160 LOC349160 -349334 FOXD4L4 -349565 NMNAT3 -349633 PLET1 -349667 RTN4RL2 -350383 GPR142 -352909 DNAAF3 -352954 CASTOR3P -352999 C6orf58 -353088 ZNF429 -353091 RAET1G -353116 RILPL1 -353131 LCE1A -353132 LCE1B -353133 LCE1C -353134 LCE1D -353135 LCE1E -353137 LCE1F -353139 LCE2A -353140 LCE2C -353141 LCE2D -353142 LCE3A -353143 LCE3B -353144 LCE3C -353145 LCE3E -353164 TAS2R42 -353174 ZACN -353189 SLCO4C1 -353219 KAAG1 -353238 PADI6 -353274 ZNF445 -353288 KRT26 -353299 RGSL1 -353322 ANKRD37 -353323 KRTAP12-2 -353324 SPATA12 -353332 KRTAP12-1 -353333 KRTAP10-10 -353345 GPR141 -353355 ZNF233 -353376 TICAM2 -353497 POLN -353500 BMP8A -353513 VCY1B -353514 LILRA5 -359710 BPIFB3 -359787 DPPA3 -359822 KCNIP4-IT1 -359845 RFLNB -359948 IRF2BP2 -360023 ZBTB41 -360030 NANOGNB -360132 FKBP9P1 -360155 CYCSP52 -360200 TMPRSS9 -360203 GLT6D1 -360205 PRAC2 -373156 GSTK1 -373509 USP50 -374286 FBXW10B -374291 NDUFS7 -374308 PTCHD3 -374354 NHLRC2 -374355 CCDC172 -374378 GALNT18 -374383 NCR3LG1 -374387 LINC02716 -374393 FAM111B -374395 TMEM179B -374403 TBC1D10C -374407 DNAJB13 -374443 LOC374443 -374454 KRT77 -374462 PTPRQ -374470 C12orf42 -374569 ASPG -374618 TEX9 -374654 KIF7 -374655 ZNF710 -374659 HDDC3 -374739 TEPP -374768 SPEM1 -374786 EFCAB5 -374819 LRRC37A3 -374860 ANKRD30B -374864 CCDC178 -374868 ATP9B -374872 PEAK3 -374875 HSD11B1L -374877 TEX45 -374879 ZNF699 -374882 TMEM205 -374887 YJEFN3 -374890 LINC01785 -374897 SBSN -374899 ZNF829 -374900 ZNF568 -374907 B3GNT8 -374918 IGFL1 -374920 ZSWIM9 -374928 ZNF773 -374946 DRAXIN -374955 SPATA21 -374969 SVBP -374973 TEX38 -374977 MROH7 -374986 MIGA1 -374987 NEXN-AS1 -375033 PEAR1 -375035 SFT2D2 -375056 MIA3 -375057 STUM -375061 FAM89A -375189 PFN4 -375190 FAM228B -375196 LOC375196 -375248 ANKRD36 -375287 RBM43 -375298 CERKL -375307 CATIP -375316 RBM44 -375318 AQP12A -375323 LHFPL4 -375337 TOPAZ1 -375341 C3orf62 -375346 STIMATE -375387 NRROS -375444 C5orf34 -375449 MAST4 -375484 SIMC1 -375519 GJB7 -375567 VWC2 -375593 TRIM73 -375607 NAT16 -375611 SLC26A5 -375612 LHFPL3 -375616 KCP -375686 SPATC1 -375690 WASH5P -375704 ENHO -375743 PTAR1 -375748 ERCC6L2 -375757 SWI5 -375759 C9orf50 -375775 PNPLA7 -375790 AGRN -375791 CYSRT1 -375940 DMBT1L1 -376132 LRRC10 -376267 RAB15 -376412 RNF126P1 -376497 SLC27A1 -376940 ZC3H6 -377007 KLHL30 -377047 PRSS45P -377630 USP17L2 -377677 CA13 -377841 ENTPD8 -378108 TRIM74 -378706 RN7SL2 -378708 CENPS -378805 LINC-PINT -378807 CATSPER4 -378825 PICSAR -378828 LINC00317 -378832 COL18A1-AS1 -378881 MIR381HG -378884 NHLRC1 -378925 RNF148 -378938 MALAT1 -378948 RBMY1B -378949 RBMY1D -378950 RBMY1E -378951 RBMY1J -379025 PSMA3-AS1 -386597 GRASLND -386617 KCTD8 -386618 KCTD4 -386653 IL31 -386672 KRTAP10-4 -386674 KRTAP10-6 -386675 KRTAP10-7 -386676 KRTAP10-9 -386677 KRTAP10-1 -386678 KRTAP10-11 -386679 KRTAP10-2 -386680 KRTAP10-5 -386681 KRTAP10-8 -386682 KRTAP10-3 -386683 KRTAP12-3 -386684 KRTAP12-4 -386685 KRTAP10-12 -386724 AMIGO3 -386746 MRGPRG -386757 SLC6A10P -386758 ZNF582-DT -387032 ZKSCAN4 -387036 GUSBP2 -387082 SUMO4 -387103 CENPW -387104 SOGA3 -387111 LINC00222 -387119 CEP85L -387129 NPSR1 -387263 C6orf120 -387264 KRTAP5-1 -387266 KRTAP5-3 -387267 KRTAP5-4 -387273 KRTAP5-10 -387332 TBPL2 -387338 NSUN4 -387357 THEMIS -387486 LINC00320 -387496 RASL11A -387509 GPR153 -387521 PEDS1 -387590 TPTEP1 -387597 ILDR2 -387601 SLC22A25 -387640 SKIDA1 -387680 WASHC2A -387694 SH2D4B -387695 GPR15LG -387700 SLC16A12 -387707 CC2D2B -387712 ENO4 -387715 ARMS2 -387718 TEX36 -387733 IFITM5 -387742 FAM99A -387748 OR56B1 -387751 GVINP1 -387755 INSC -387758 FIBIN -387763 C11orf96 -387775 SLC22A10 -387778 SPDYC -387787 LIPT2 -387804 VSTM5 -387810 LINC02764 -387836 CLEC2A -387837 CLEC12B -387841 RPL13AP20 -387849 REP15 -387856 CCDC184 -387882 C12orf75 -387885 CFAP73 -387890 TMEM233 -387893 KMT5A -387911 C1QTNF9B -387914 SHISA2 -387921 NHLRC3 -387923 SERP2 -387978 LINC01551 -387990 TOMM20L -388007 SERPINA13P -388011 LINC01550 -388015 RTL1 -388021 TMEM179 -388115 CCDC9B -388121 TNFAIP8L3 -388125 C2CD4B -388135 INSYN1 -388165 UBE2Q2P1 -388199 PRR25 -388228 SBK1 -388272 C16orf87 -388284 C16orf86 -388323 GLTPD2 -388324 INCA1 -388325 SCIMP -388333 SPDYE4 -388335 TMEM220 -388336 SHISA6 -388341 LRRC75A -388364 TMIGD1 -388381 C17orf98 -388389 CCDC103 -388394 RPRML -388403 YPEL2 -388406 LINC01999 -388419 BTBD17 -388428 PVALEF -388456 LINC01904 -388468 POTEC -388512 CLEC17A -388523 ZNF728 -388531 RGS9BP -388533 KRTDAP -388536 ZNF790 -388550 CEACAM22P -388551 CEACAM16 -388552 BLOC1S3 -388553 MEIOSIN -388555 IGFL3 -388558 ZNF808 -388561 ZNF761 -388564 TMEM238 -388566 ZNF470 -388567 ZNF749 -388569 ZNF324B -388574 RPL23AP87 -388581 C1QTNF12 -388585 HES5 -388588 SMIM1 -388591 RNF207 -388595 TMEM82 -388610 TRNP1 -388611 CD164L2 -388630 TRABD2B -388633 LDLRAD1 -388646 GBP7 -388649 C1orf146 -388650 DIPK1A -388662 SLC6A17 -388677 NOTCH2NLA -388692 LINC02591 -388695 LYSMD1 -388697 HRNR -388698 FLG2 -388701 CFAP141 -388714 FMO6P -388719 LINC00272 -388722 C1orf53 -388730 TMEM81 -388743 CAPN8 -388753 COA6 -388795 EFCAB8 -388799 FAM209B -388815 MIR99AHG -388818 KRTAP26-1 -388830 LINC00316 -388849 CCDC188 -388882 FAM230I -388886 LRRC75B -388906 OGFRP1 -388931 MFSD2B -388939 PCARE -388942 LINC01913 -388946 TMEM247 -388948 LINC01118 -388951 TSPYL6 -388960 C2orf78 -388962 BOLA3 -388969 C2orf68 -389015 SLC9A4 -389023 DPP10-AS1 -389033 PLAC9P1 -389058 SP5 -389072 PLEKHM3 -389073 C2orf80 -389075 RESP18 -389084 SNORC -389090 OR6B2 -389114 ZNF662 -389118 CDHR4 -389119 INKA1 -389123 IQCF2 -389124 IQCF5 -389125 MUSTN1 -389136 VGLL3 -389151 PRR23B -389152 PRR23C -389158 PLSCR5 -389161 ANKUB1 -389170 LEKR1 -389177 TMEM212 -389203 SMIM20 -389206 BEND4 -389207 GRXCR1 -389208 TMPRSS11F -389257 LRRC14B -389273 LINC02213 -389289 ANXA2R -389320 TEX43 -389332 SMIM32 -389333 PROB1 -389336 C5orf46 -389337 ARHGEF37 -389362 PSMG4 -389376 SFTA2 -389383 CLPSL2 -389384 BNIP5 -389396 GLYATL3 -389400 GFRAL -389421 LIN28B -389432 SAMD5 -389434 IYD -389493 NUPR2 -389524 GTF2IRD2B -389541 LAMTOR4 -389549 FEZF1 -389558 FAM180A -389610 XKR5 -389634 LINC00937 -389641 TNFRSF10A-DT -389643 NUGGC -389649 LINC03042 -389658 ALKAL1 -389668 XKR9 -389677 RBM12B -389690 MROH5 -389692 MAFA -389730 SPATA31A6 -389741 GLIDR -389761 SPATA31D4 -389762 SPATA31D3 -389763 SPATA31D1 -389766 C9orf153 -389791 PTGES2-AS1 -389792 IER5L -389799 CFAP77 -389812 LCN15 -389813 AJM1 -389816 LRRC26 -389827 MYMK -389840 MAP3K15 -389852 SPACA5 -389856 USP27X -389860 PAGE2B -389874 ZCCHC13 -389898 UBE2NL -389903 CSAG3 -389941 C1QL3 -390010 NKX1-2 -390036 OR52K1 -390037 OR52I1 -390038 OR51D1 -390054 OR52A5 -390058 OR51B6 -390059 OR51M1 -390061 OR51Q1 -390063 OR51I1 -390064 OR51I2 -390066 OR52D1 -390067 OR52H1 -390072 OR52N4 -390075 OR52N5 -390077 OR52N2 -390078 OR52E6 -390079 OR52E8 -390081 OR52E4 -390083 OR56A3 -390084 OR56A5 -390110 ACCSL -390144 OR5D16 -390148 OR5W2 -390151 OR8H2 -390152 OR8H3 -390154 OR5T3 -390155 OR5T1 -390157 OR8K1 -390162 OR5M9 -390167 OR5M10 -390168 OR5M1 -390174 OR9G1 -390181 OR5AK2 -390190 OR5B2 -390191 OR5B12 -390195 OR5AN1 -390197 OR4D10 -390199 OR4D9 -390201 OR10V1 -390205 LRRC10B -390212 GPR152 -390231 TRIM77 -390243 IZUMO1R -390245 KDM4E -390259 BSX -390260 OR6X1 -390261 OR6M1 -390264 OR10G4 -390265 OR10G7 -390271 OR8B3 -390275 OR8A1 -390321 OR6C1 -390323 OR6C75 -390326 OR6C76 -390327 OR6C70 -390429 OR4N2 -390431 OR4K2 -390433 OR4K13 -390436 OR4K17 -390437 OR4N5 -390439 OR11G2 -390442 OR11H4 -390443 RNASE9 -390445 OR5AU1 -390502 SERPINA2 -390535 GOLGA8EP -390538 OR4M2 -390539 OR4N3P -390594 KBTBD13 -390595 UBAP1L -390598 SKOR1 -390616 ANKRD34C -390637 GDPGP1 -390648 OR4F6 -390649 OR4F15 -390651 OR4F13P -390664 C1QTNF8 -390667 PTX4 -390748 PABPN1L -390790 ARL5C -390792 KRT39 -390874 ONECUT3 -390882 OR7G2 -390883 OR7G3 -390892 OR7A10 -390916 NUDT19 -390927 ZNF793 -390928 ACP7 -390940 PINLYP -390980 ZNF805 -390992 HES3 -390999 PRAMEF12 -391002 PRAMEF8 -391003 PRAMEF18 -391004 PRAMEF17 -391013 PLA2G2C -391059 FRRS1 -391104 VHLL -391107 OR10K2 -391109 OR10K1 -391112 OR6Y1 -391114 OR6K3 -391123 VSIG8 -391189 OR11L1 -391191 OR2AK2 -391192 OR2L3 -391194 OR2M2 -391195 OR2T33 -391196 OR2M7 -391211 OR2G6 -391253 SPINT4 -391267 ANKRD20A11P -391356 PTRHD1 -391365 SULT6B1 -391475 DYTN -391622 USP17L6P -391627 USP17L9P -391712 TRIM61 -391723 HELT -392138 OR2A25 -392188 USP17L8 -392197 USP17L7 -392255 GDF6 -392307 FAM221B -392309 OR13J1 -392360 CTSL3P -392364 NPAP1P9 -392376 OR13C2 -392390 OR1L6 -392391 OR5C1 -392392 OR1K1 -392399 LCN9 -392459 CXXC1P1 -392465 GLOD5 -392509 ARL13A -392617 ELFN1 -392636 AGMO -392843 IQCA1L -392862 GRID2IP -393046 OR2A5 -394263 MUC21 -399473 SPRED3 -399474 TMEM200B -399512 SLC25A35 -399664 MEX3D -399665 EEIG1 -399669 ZNF321P -399670 RPL13AP17 -399671 HEATR4 -399687 MYO18A -399693 CCDC187 -399694 SHC4 -399697 CTXN2 -399706 LINC00200 -399715 LINC02649 -399717 GATA3-AS1 -399726 MIR1915HG -399761 BMS1P1 -399814 C10orf120 -399818 EEF1AKMT2 -399821 EDRF1-DT -399823 FOXI2 -399827 LINC01164 -399829 LINC01168 -399881 HNRNPKP3 -399886 LINC02687 -399888 FAM180B -399909 PCNX3 -399923 ACTE1P -399939 TRIM49D1 -399947 C11orf87 -399949 HOATZ -399967 PATE2 -399968 PATE4 -399979 SNX19 -400002 CLEC12A-AS1 -400043 LINC02381 -400073 C12orf76 -400084 LINC00939 -400087 LINC02393 -400120 SERTM1 -400121 LINC00547 -400221 LINC03033 -400224 PLEKHD1 -400236 FOXN3-AS1 -400238 LINC00642 -400242 DICER1-AS1 -400258 C14orf180 -400359 LINC02694 -400410 ST20 -400451 FAM174B -400456 LETR1 -400500 BCAR4 -400506 KNOP1 -400511 LINC01567 -400512 NSMCE1-DT -400533 LINC02167 -400541 LOC400541 -400548 LINC02139 -400550 FENDRR -400553 LOC400553 -400558 LINC02138 -400566 C17orf97 -400569 MED11 -400579 LINC02076 -400581 GRAPL -400604 TOB1-AS1 -400612 PRR29-AS1 -400617 KCNJ2-AS1 -400618 SOX9-AS1 -400619 LINC00511 -400620 LINC02092 -400624 LINC01973 -400629 TEX19 -400643 LINC00668 -400644 LINC01443 -400654 LINC01538 -400655 LINC02864 -400657 ZNF407-AS1 -400660 LINC00683 -400661 LINC01879 -400668 PRSS57 -400673 VMAC -400680 LINC00664 -400684 DPY19L3-DT -400685 LINC01801 -400696 LGALS17A -400710 ZNF473CR -400713 ZNF880 -400720 ZNF772 -400728 FAM87B -400735 PRAMEF4 -400745 SH2D5 -400746 NCMAP -400748 LOC400748 -400752 LINC01144 -400757 C1orf141 -400759 GBP1P1 -400761 LRRC8C-DT -400765 MIR137HG -400793 C1orf226 -400794 LRRC52-AS1 -400798 C1orf220 -400799 LINC01344 -400800 LINC02789 -400804 LINC02817 -400818 NBPF9 -400823 FAM177B -400830 DEFB132 -400831 C20orf202 -400839 LINC01721 -400866 LINC00114 -400891 LRRC74B -400916 CHCHD10 -400931 MIRLET7BHG -400932 LINC00898 -400935 IL17REL -400941 LINC00487 -400946 LINC00954 -400950 LINC02898 -400952 LINC01121 -400954 EML6 -400957 REL-DT -400958 LINC02245 -400960 PCBP1-AS1 -400961 PAIP2B -400966 RGPD1 -400997 ACOXL-AS1 -401014 TEX41 -401022 HAGLR -401024 FSIP2 -401027 C2orf66 -401036 ASB18 -401039 LINC01940 -401067 IQCF3 -401074 LINC00960 -401081 C3orf85 -401082 LINC01205 -401089 FOXL2NB -401093 MBNL1-AS1 -401097 C3orf80 -401103 LINC01994 -401105 FLJ42393 -401109 LINC00885 -401115 C4orf48 -401124 DTHD1 -401134 LINC02232 -401137 PRR27 -401138 AMTN -401145 CCSER1 -401152 C4orf3 -401164 LINC01060 -401172 LINC02145 -401177 LINC02111 -401190 RGS7BP -401207 C5orf63 -401232 LINC01011 -401236 STMND1 -401237 CASC15 -401247 LINC00243 -401250 MCCD1 -401251 SAPCD1 -401253 LINC00336 -401258 RAB44 -401262 CRIP3 -401264 TRAM2-AS1 -401265 KLHL31 -401285 TCP10L2 -401286 LINC02538 -401288 LINC00242 -401289 LINC01624 -401312 LOC401312 -401337 LINC01446 -401387 LRRD1 -401397 SMIM30 -401398 POT1-AS1 -401399 PRRT4 -401409 RAB19 -401427 OR2A7 -401428 OR2A20P -401431 ATP6V0E2-AS1 -401442 LOC401442 -401447 USP17L1 -401463 BHLHE22-AS1 -401466 RBIS -401474 SAMD12 -401491 VLDLR-AS1 -401492 LINC01235 -401494 HACD4 -401498 TMEM215 -401505 TOMM5 -401507 FAM74A1 -401508 FAM74A4 -401541 CENPP -401546 C9orf152 -401548 SNX30 -401551 WDR38 -401554 GPRACR -401562 LCNL1 -401565 FAM166A -401577 CD99P1 -401585 LINC02595 -401588 ZNF674-AS1 -401612 SLC25A53 -401613 SERTM2 -401647 GOLGA7B -401665 OR51T1 -401666 OR51A4 -401667 OR51A2 -401934 RNF223 -401944 LDLRAD2 -401992 OR2T2 -401993 OR2T5 -401994 OR14I1 -402055 SRRD -402117 VWC2L -402135 OR5K2 -402160 CFAP99 -402317 OR2A42 -402381 SOHLH1 -402415 XKRX -402569 KPNA7 -402573 SPACDR -402635 GRIFIN -402665 IGLON5 -402682 UFSP1 -402778 IFITM10 -402779 CSMD2-AS1 -403150 FOSL2-AS1 -403239 OR2T27 -403244 OR2T35 -403253 OR4A47 -403273 OR5H14 -403274 OR5H15 -403277 OR5K3 -403278 OR5K4 -403282 OR6C65 -403284 OR6C68 -403313 PLPP6 -403314 APOBEC4 -403315 CIBAR1P2 -403339 DEFB133 -403341 ZBTB34 -404037 HAPLN4 -404093 CUEDC1 -404201 WDFY3-AS2 -404203 SPINK6 -404216 LINC01561 -404217 CTXN1 -404220 TEX56P -404266 HOXB-AS3 -404281 YY2 -404550 C16orf74 -404552 SCGB1D4 -404636 DENND10 -404665 CACTIN-AS1 -404672 GTF2H5 -404744 NPSR1-AS1 -404770 SPATA31B1P -404785 POTEG -405753 DUOXA2 -405754 ERVFRD-1 -406882 MIRLET7A2 -406889 MIRLET7F2 -406892 MIR100 -406893 MIR101-1 -406895 MIR103A1 -406896 MIR103A2 -406897 MIR105-1 -406898 MIR105-2 -406900 MIR106B -406901 MIR107 -406903 MIR10B -406904 MIR1-1 -406908 MIR124-2 -406909 MIR124-3 -406911 MIR125B1 -406912 MIR125B2 -406913 MIR126 -406916 MIR128-2 -406917 MIR129-1 -406919 MIR130A -406921 MIR132 -406924 MIR134 -406925 MIR135A1 -406929 MIR138-1 -406931 MIR139 -406932 MIR140 -406933 MIR141 -406937 MIR145 -406939 MIR147A -406941 MIR149 -406944 MIR153-1 -406945 MIR153-2 -406946 MIR154 -406949 MIR15B -406950 MIR16-1 -406951 MIR16-2 -406954 MIR181A2 -406955 MIR181B1 -406956 MIR181B2 -406957 MIR181C -406958 MIR182 -406959 MIR183 -406960 MIR184 -406962 MIR186 -406963 MIR187 -406965 MIR190A -406968 MIR193A -406969 MIR194-1 -406972 MIR196A1 -406973 MIR196A2 -406976 MIR199A1 -406977 MIR199A2 -406978 MIR199B -406986 MIR203A -406992 MIR210 -406993 MIR211 -406994 MIR212 -406995 MIR181A1 -406997 MIR215 -406998 MIR216A -407000 MIR218-1 -407001 MIR218-2 -407002 MIR219A1 -407006 MIR221 -407007 MIR222 -407010 MIR23A -407011 MIR23B -407014 MIR25 -407015 MIR26A1 -407016 MIR26A2 -407018 MIR27A -407020 MIR28 -407027 MIR301A -407028 MIR302A -407029 MIR30A -407030 MIR30B -407031 MIR30C1 -407033 MIR30D -407035 MIR31 -407036 MIR32 -407037 MIR320A -407039 MIR33A -407044 MIR7-2 -407045 MIR7-3 -407050 MIR93 -407052 MIR95 -407053 MIR96 -407054 MIR98 -407055 MIR99A -407056 MIR99B -407738 TAFA1 -407975 MIR17HG -408050 NOMO3 -408187 SPINK14 -408263 FNDC9 -414059 TBC1D3B -414060 TBC1D3C -414149 ACBD7 -414152 C10orf105 -414157 C10orf62 -414196 CELF2-AS1 -414197 ZNF32-AS1 -414201 ZNF32-AS3 -414208 ZNF32-AS2 -414212 GLUD1P2 -414224 AGAP12P -414236 C10orf55 -414241 SHLD2P1 -414245 DNAJC9-AS1 -414260 LINC00619 -414301 DDI1 -414319 LINC00587 -414325 DEFB103A -414328 IDNK -414332 LCN10 -414760 HCG14 -414764 HCG23 -414765 HCG25 -414778 HCG17 -414899 BLID -414918 DENND6B -414919 C8orf82 -415116 PIM3 -415117 STX19 -425054 VCX3B -431704 RGS21 -431705 ASTL -431707 LHX8 -439915 KRTAP5-5 -439916 LINC00615 -439921 MXRA7 -439927 LINC01555 -439931 THAP7-AS1 -439933 LOC439933 -439934 LINC00575 -439936 LINC02899 -439941 FER1L6-AS1 -439990 LINC00857 -439996 IFIT1B -440021 KRTAP5-2 -440023 KRTAP5-6 -440026 TMEM41B -440028 LINC02709 -440040 GRM5P1 -440050 KRTAP5-7 -440051 KRTAP5-11 -440068 CARD17P -440073 IQSEC3 -440077 ZNF705A -440087 SMCO3 -440093 H3-5 -440097 DBX2 -440101 FLJ12825 -440104 TMEM198B -440107 PLEKHG7 -440117 LINC02372 -440119 FZD10-AS1 -440132 LINC00545 -440138 ALG11 -440145 MZT1 -440153 OR11H12 -440163 RNASE13 -440173 LINC02893 -440184 CCDC196 -440193 CCDC88C -440225 NF1P2 -440243 GOLGA6L22 -440248 HERC2P9 -440275 EIF2AK4 -440278 CATSPER2P1 -440279 UNC13C -440288 UBL7-DT -440295 GOLGA6L9 -440300 LOC440300 -440307 TTLL13 -440335 SMIM22 -440345 NPIPB4 -440348 NPIPB15 -440356 CDIPTOSP -440387 CTRB2 -440390 LINC02181 -440400 RNASEK -440419 TBC1D3P5 -440434 NPEPPSP1 -440435 GPR179 -440446 LINC02072 -440465 BAIAP2-DT -440498 HSBP1L1 -440503 PLIN5 -440515 ZNF506 -440518 GOLGA2P9 -440533 PSG8 -440556 PRDM16-DT -440560 PRAMEF11 -440561 PRAMEF6 -440563 HNRNPCL2 -440567 UQCRHL -440574 MICOS10 -440584 SLC2A1-DT -440585 CFAP144 -440590 ZYG11A -440594 LINC01761 -440600 RBM15-AS1 -440602 CYMP-AS1 -440603 BCL2L15 -440689 H2BC18 -440695 ETV3L -440699 LRRC52 -440700 LOC440700 -440704 LINC01720 -440712 RHEX -440730 TRIM67 -440738 MAP1LC3C -440757 LINC00851 -440804 RIMBP3B -440822 PIWIL3 -440823 MIAT -440829 SHISA8 -440836 ODF3B -440854 CAPN14 -440888 ACTR3BP2 -440894 LINC01123 -440896 LINC03025 -440900 LINC01191 -440910 LOC440910 -440925 LINC01124 -440944 THUMPD3-AS1 -440952 EIF1B-AS1 -440955 TMEM89 -440956 IQCF6 -440957 UQCC5 -440970 LINC00971 -441009 CPEB2-DT -441024 MTHFD2L -441025 LINC02483 -441027 TMEM150C -441046 GUSBP5 -441054 C4orf47 -441058 LINC01667 -441061 MARCHF11 -441072 IL6ST-DT -441094 NR2F1-AS1 -441150 C6orf226 -441151 TMEM151B -441161 OOEP -441168 CALHM6 -441177 LINC00602 -441178 LINC02487 -441191 RNF216P1 -441212 RP9P -441234 ZNF716 -441242 LINC03006 -441250 TYW1B -441251 SPDYE7P -441272 SPDYE3 -441273 SPDYE2 -441282 AKR1B15 -441294 CTAGE15 -441307 PDGFA-DT -441308 OR4F21 -441317 FAM90A7 -441355 MIR2052HG -441369 FLJ46284 -441374 FLJ42969 -441376 AARD -441389 LINC01239 -441425 ANKRD20A3P -441430 ANKRD20A2P -441457 NUTM2G -441459 ANKRD18B -441461 STX17-DT -441476 STPG3 -441478 NRARP -441509 GLRA4 -441518 RTL8B -441519 CT45A3 -441521 CT45A5 -441525 SPANXN4 -441531 PGAM4 -441549 CDNF -441581 FRG2B -441608 OR5B3 -441631 TSPAN11 -441639 OR9K2 -441666 LOC441666 -441669 OR4Q3 -441670 OR4M1 -441818 WBP11P1 -441864 TARM1 -441869 ANKRD65 -441871 PRAMEF7 -441873 PRAMEF25 -441897 PGBP -441911 OR10J3 -441925 BECN2 -441933 OR13G1 -441951 ZFAS1 -442028 LOC442028 -442038 SULT1C3 -442117 GALNTL6 -442184 OR2B3 -442186 OR2J3 -442191 OR14J1 -442194 OR10C1 -442213 PTCHD4 -442247 RFPL4B -442319 ZNF727 -442361 OR2A2 -442388 SDR16C6P -442425 FOXB2 -442444 FAM47C -442497 LOC442497 -442523 DPY19L2P4 -442524 DPY19L2P3 -442590 SPDYE5 -442720 EIF3IP1 -442721 LMOD2 -442862 PRY2 -442867 BPY2B -442868 BPY2C -442890 MIR133B -442892 MIR148B -442895 MIR302C -442896 MIR302D -442899 MIR325 -442900 MIR326 -442909 MIR342 -442910 MIR345 -442911 MIR346 -442912 MIR367 -442914 MIR369 -442918 MIR373 -444882 IGFL4 -445328 ARHGEF35 -445329 SULT1A4 -445347 TARP -445577 FAM120A2P -445582 POTEE -448831 FRG2 -448834 KPRP -448835 LCE6A -449491 DEFA8P -449492 DEFA9P -449493 DEFA10P -449520 GGNBP1 -474170 LRRC37A2 -474343 SPIN2B -474344 GIMAP6 -474354 LRRC18 -474381 H2AB2 -474382 H2AB1 -474383 F8A2 -474384 F8A3 -492307 PPDPFL -492311 IGIP -493753 COA5 -493829 TRIM72 -493856 CISD2 -493860 CCDC73 -493861 EID3 -493869 GPX8 -493900 TMEM9B-AS1 -493901 RNASE12 -493911 PHOSPHO2 -494115 RBMXL1 -494118 SPANXN1 -494119 SPANXN2 -494141 SLC25A51P4 -494143 CHAC2 -494188 FBXO47 -494197 SPANXN5 -494332 MIR383 -494334 MIR422A -494337 MIR425 -494470 RNF165 -494513 PJVK -494551 WEE2 -497189 TIFAB -497190 CLEC18B -497258 BDNF-AS -497634 LINC00293 -497661 C18orf32 -503497 MS4A13 -503519 LINC00929 -503538 A1BG-AS1 -503542 SPRN -503569 RGMB-AS1 -503582 ARGFX -503614 DEFB107B -503618 DEFB104B -503637 DUXAP8 -503639 DUXAP10 -503693 LOH12CR2 -503834 DPRX -503835 DUXA -503841 DEFB106B -504180 DEFB105B -541465 CT45A6 -541466 CT45A1 -541468 LURAP1 -541472 IL6-AS1 -541473 LOC541473 -541565 C8orf58 -541578 EOLA2 -548313 SSX4B -548593 SLX1A -548596 CKMT1A -548644 POLR2J3 -548645 DNAJC25 -550112 UBA6-DT -550631 CCDC157 -552853 NCRNA00250 -552859 LINC00251 -552860 SAMD12-AS1 -552889 ATXN7L3B -552900 BOLA2 -553103 MIR3936HG -553115 PEF1 -554201 CCDC148-AS1 -554203 JPX -554206 LOC554206 -554210 MIR429 -554212 MIR448 -554213 MIR449A -554214 MIR450A1 -554226 ANKRD30BL -554235 ASPDH -554251 FBXO48 -554279 LINC00862 -554282 FAM72C -554313 H4C15 -572558 PGM5-AS1 -574016 CLLU1-AS1 -574028 CLLU1 -574030 MIR362 -574406 ADAMTSL4-AS1 -574409 MIR329-2 -574410 MIR323B -574414 PRR9 -574432 IBA57-DT -574433 MIR412 -574442 MIR489 -574445 MIR511 -574455 MIR193B -574457 MIR181D -574459 MIR512-2 -574460 MIR498 -574461 MIR520E -574462 MIR515-1 -574463 MIR519E -574466 MIR519C -574467 MIR520A -574468 MIR526B -574469 MIR519B -574470 MIR525 -574472 MIR518F -574473 MIR520B -574474 MIR518B -574475 MIR526A1 -574476 MIR520C -574479 MIR517A -574480 MIR519D -574481 MIR521-2 -574482 MIR520D -574483 MIR517B -574484 MIR520G -574485 MIR516B2 -574486 MIR526A2 -574487 MIR518E -574488 MIR518A1 -574491 MIR518A2 -574492 MIR517C -574493 MIR520H -574494 MIR521-1 -574496 MIR519A1 -574497 MIR527 -574499 MIR516A2 -574501 MIR499A -574502 MIR500A -574503 MIR501 -574504 MIR502 -574506 MIR503 -574509 MIR513A1 -574510 MIR513A2 -574511 MIR506 -574512 MIR507 -574513 MIR508 -574514 MIR509-1 -574515 MIR510 -574516 MIR514A1 -574517 MIR514A2 -574518 MIR514A3 -574537 UGT2A2 -574538 LOC574538 -594837 SNORD101 -594838 SNORD100 -594839 SNORA33 -594840 ZFAT-AS1 -594855 CPLX3 -594857 NPS -595098 SNORD18A -595099 SNORD18B -595135 PGM5P2 -606293 KLKP1 -606495 CYB5RL -606553 LINC02905 -613126 CYP51A1-AS1 -613209 DEFB135 -613210 DEFB136 -613211 DEFB134 -613212 CTXN3 -613227 HIGD1C -619207 SCART1 -619208 FAM229B -619279 ZNF704 -619344 LINC01298 -619351 LINC00589 -619373 MBOAT4 -619383 SCARNA9 -619434 LINC00051 -619455 SPANXA2-OT1 -619499 SNORA27 -619518 SSBP3-AS1 -619562 SNORA3A -619564 SNORD72 -619565 SNORA52 -619568 SNORA4 -619569 SNORA41 -619571 SNORD96A -641311 RPL31P11 -641339 ZNF674 -641364 SLC7A11-AS1 -641365 LINC00616 -641367 CCNYL6 -641371 ACOT1 -641372 ACOT6 -641384 LINC02912 -641451 SNORA19 -641455 POTEM -641467 TSC22D1-AS1 -641515 MGAT4EP -641516 KC6 -641517 DEFB109B -641518 LEF1-AS1 -641649 TMEM91 -641700 ECSCR -641702 FAM138F -642131 LOC642131 -642273 FAM110C -642280 ZNF876P -642345 MIR4500HG -642361 LOC642361 -642366 ISL1-DT -642394 ADARB2-AS1 -642402 GOLGA6L17P -642446 TRIM64B -642475 MROH6 -642517 AGAP9 -642559 POU5F1P3 -642597 AKAIN1 -642612 TRIM49C -642623 UBTFL1 -642636 RAD21L1 -642658 SCX -642776 DANT2 -642778 NPIPA3 -642799 NPIPA2 -642843 CPSF4L -642864 SPATA42 -642924 CIBAR1-DT -642929 LOC642929 -642938 INSYN2A -642946 FLVCR1-DT -642968 FAM163B -642987 TMEM232 -643008 SMIM5 -643036 SLED1 -643155 SMIM15 -643160 CYMP -643161 FAM25A -643180 CCT6P3 -643226 GRXCR2 -643236 TMEM72 -643246 MAP1LC3B2 -643311 CT47B1 -643338 C15orf62 -643376 BTBD18 -643382 TMEM253 -643394 SPINK9 -643401 PURPL -643414 LIPK -643418 LIPN -643529 LINC00865 -643542 DSEL-AS1 -643596 RNF224 -643623 LINC02523 -643641 ZNF862 -643650 LINC00842 -643664 SLC35G6 -643669 CCER2 -643677 CCDC168 -643680 MS4A4E -643699 GOLGA8N -643707 GOLGA6L4 -643711 PAFAH1B2P2 -643714 CASC16 -643719 SCGB1B2P -643733 CASP4LP -643770 LINC02453 -643803 KRTAP24-1 -643812 KRTAP27-1 -643834 PGA3 -643836 ZFP62 -643837 LINC01128 -643847 PGA4 -643853 TMPPE -643854 CTAGE9 -643866 CBLN3 -643904 RNF222 -643905 PRR21 -643965 TMEM88B -643988 FNDC10 -644041 C18orf63 -644050 LINC01529 -644054 FAM25C -644070 GSG1L2 -644076 GLYCAM1 -644093 MSH2-OT1 -644096 SDHAF1 -644100 ARL14EPL -644139 PIRT -644150 WIPF3 -644168 DRGX -644186 SYCE3 -644192 NR2F2-AS1 -644242 LINC00622 -644246 KANSL1-AS1 -644248 SNCA-AS1 -644353 ZCCHC18 -644414 DEFB131A -644444 TMEM30CP -644511 RPL13AP6 -644524 NKX2-4 -644538 SMIM10 -644554 LOC644554 -644591 PPIAL4G -644656 LOC644656 -644660 RAD21-AS1 -644672 CLDN25 -644815 FAM83G -644838 LINC01829 -644844 PHGR1 -644873 SLC12A2-DT -644890 MEIG1 -644943 RASSF10 -644945 KRT16P3 -644974 ALG1L2 -644997 PIK3CD-AS1 -645027 EVPLL -645030 NFIA-AS1 -645037 GAGE2B -645051 GAGE13 -645104 CLRN2 -645121 CCNI2 -645142 PPIAL4D -645158 CBX3P2 -645166 LSP1P5 -645188 LOC645188 -645191 LINGO3 -645249 MNX1-AS1 -645323 LINC00461 -645332 FAM86C2P -645355 MIR3976HG -645369 TMEM200C -645402 USP17L4 -645425 PRAMEF20 -645426 TMEM191C -645432 ARRDC5 -645434 LINC01625 -645455 CEP170P1 -645485 LOC645485 -645513 SEPTIN7P14 -645528 FAM238A -645591 LHFPL3-AS1 -645682 POU5F1P4 -645683 RPL13AP3 -645745 MT1HL1 -645784 ANKRD36BP2 -645811 CCDC154 -645832 SEBOX -645836 USP17L3 -645864 MAGEB17 -645922 S100A7L2 -645949 LINC01822 -645974 PABPC1L2B -646019 CBY3 -646023 ADORA2A-AS1 -646024 RAET1K -646096 CHEK2P2 -646174 C16orf90 -646262 LACTBL1 -646268 LINC01704 -646282 AZGP1P1 -646324 LINC00607 -646424 SPINK8 -646450 ARIH2OS -646457 C19orf67 -646480 FABP9 -646486 FABP12 -646498 C3orf84 -646508 FAM90A27P -646522 LINC02743 -646576 HHIP-AS1 -646600 IGF2BP2-AS1 -646603 C4orf51 -646625 URAD -646627 LYPD8 -646643 SBK2 -646652 LOC646652 -646658 SYNDIG1L -646754 TRIM64C -646799 ZAR1L -646817 SETSIP -646851 FAM227A -646862 RNF225 -646892 SH2D7 -646960 PRSS56 -646962 HRCT1 -646982 LINC00598 -647024 C6orf132 -647042 GOLGA6L10 -647060 SPATA31A1 -647087 STMP1 -647107 LINC01192 -647121 EMBP1 -647135 SRGAP2B -647174 SERPINE3 -647219 ASCL5 -647286 RD3L -647309 GMNC -647310 TEX22 -647323 LINC02026 -647589 ANHX -647979 NORAD -648691 LL22NC03-63E9.3 -648791 PPP1R3G -648987 ANXA2R-OT1 -649133 LOC649133 -649159 LINC00273 -649179 PRAMENP -649330 HNRNPCL3 -650655 ABCA17P -651302 ZKSCAN8P1 -651430 FLJ38576 -651746 ANKRD33B -652276 LOC652276 -652965 SNORA48 -652968 CASTOR1 -652972 LRRC37A5P -652991 SKOR2 -652995 UCA1 -653067 XAGE1B -653073 GOLGA8J -653121 ZBTB8A -653123 FAM74A6 -653125 GOLGA8K -653140 FAM228A -653145 ANXA8 -653149 NBPF6 -653160 GPR199P -653166 OR1D4 -653240 KRTAP4-11 -653247 PRB2 -653269 POTEI -653275 CFC1B -653282 CT47A7 -653308 ASAH2B -653319 MATCAP1 -653333 FAM86B2 -653361 NCF1 -653404 FOXD4L6 -653423 SPAG11A -653427 FOXD4L5 -653437 AQP12B -653464 SRGAP2C -653483 AFDN-DT -653486 SCGB1C2 -653489 RGPD3 -653499 LGALS7B -653505 PPIAL4A -653509 SFTPA1 -653519 GPR89A -653567 TMEM236 -653583 PHLDB3 -653598 PPIAL4C -653604 H3C13 -653619 PRAMEF15 -653635 WASH7P -653641 GOLGA6C -653643 GOLGA6D -653653 LOC653653 -653656 MBD3L4 -653657 MBD3L3 -653677 SEC1P -653689 GSTT2B -653720 GOLGA8M -653781 POTEJ -653784 MZT2A -653786 OTOAP1 -653808 ZG16 -653820 FAM72B -653857 ACTR3C -654231 OCM -654254 ZNF732 -654319 SNORA5A -654320 SNORA8 -654321 SNORA75 -654322 SNORA13 -654412 FAM138B -654429 LRTM2 -654433 PAX8-AS1 -654434 SNHG20 -654463 FER1L6 -654483 BOLA2B -654502 IQCJ -654790 PCP4L1 -654816 NCF1B -654817 NCF1C -664613 MIR544A -664614 MIR545 -664709 HNRNPA1P10 -677679 SCARNA3 -677681 SCARNA20 -677763 SCARNA21 -677765 SCARNA18 -677766 SCARNA2 -677767 SCARNA7 -677768 SCARNA13 -677769 SCARNA17 -677770 SCARNA22 -677772 SCARNA6 -677773 SCARNA23 -677774 SCARNA1 -677775 SCARNA5 -677776 SCARNA8 -677777 SCARNA12 -677779 LINC00488 -677780 SCARNA11 -677784 FAM138D -677792 SNORA1 -677793 SNORA2A -677794 SNORA2B -677795 SNORA5B -677796 SNORA5C -677797 SNORA7B -677799 SNORA11 -677800 SNORA12 -677801 SNORA14A -677802 SNORA14B -677803 SNORA15 -677805 SNORA18 -677806 SNORA20 -677807 SNORA22 -677808 SNORA23 -677810 SNORA26 -677811 SNORA28 -677812 SNORA29 -677813 SNORA30 -677814 SNORA31 -677815 SNORA2C -677816 SNORA35 -677817 SNORA36A -677818 SNORA36B -677819 SNORA37 -677820 SNORA38 -677823 SNORA80E -677825 SNORA44 -677826 SNORA3B -677827 SNORA46 -677828 SNORA47 -677829 SNORA49 -677830 SNORA50A -677831 SNORA51 -677832 SNORA53 -677833 SNORA54 -677834 SNORA55 -677837 SNORA60 -677838 SNORA61 -677839 SNORA71C -677840 SNORA71D -677841 SNORA74B -677843 SNORA77 -677845 SNORA79 -677846 SNORA80A -677847 SNORA81 -677849 SNORD1B -677882 SNORA59B -677885 SNORA59A -678655 CD27-AS1 -692053 SNORD9 -692058 SNORD11 -692072 SNORD5 -692075 SNORD6 -692076 SNORD7 -692086 SNORD17 -692091 SNORD23 -692092 SNORD32B -692093 SNORD62B -692099 FAM86DP -692107 SNORD66 -692108 SNORD67 -692109 SNORD69 -692110 SNORD70 -692111 SNORD71 -692148 SCARNA10 -692149 SCARNA14 -692157 SNORA16B -692199 SNORD84 -692202 SNORD88A -692205 SNORD89 -692206 SNORD90 -692207 SNORD91A -692208 SNORD91B -692209 SNORD92 -692210 SNORD93 -692212 SNORD99 -692214 SNORD111 -692215 SNORD112 -692225 SNORD94 -692226 SNORD96B -692229 SNORD105 -692233 SNORD117 -693120 MIR33B -693123 MIR449B -693124 MIR532 -693125 MIR548A1 -693126 MIR548A2 -693127 MIR548A3 -693128 MIR548B -693132 MIR549A -693135 MIR551A -693136 MIR551B -693137 MIR552 -693138 MIR553 -693139 MIR554 -693142 MIR557 -693143 MIR558 -693144 MIR559 -693146 MIR561 -693147 MIR562 -693148 MIR563 -693152 MIR567 -693154 MIR569 -693155 MIR570 -693156 MIR571 -693157 MIR572 -693158 MIR573 -693159 MIR574 -693160 MIR575 -693161 MIR576 -693162 MIR577 -693163 MIR578 -693164 MIR579 -693165 MIR580 -693166 MIR581 -693168 MIR583 -693170 MIR585 -693171 MIR586 -693172 MIR587 -693173 MIR588 -693174 MIR589 -693175 MIR590 -693176 MIR591 -693178 MIR593 -693180 MIR595 -693181 MIR596 -693182 MIR597 -693184 MIR599 -693186 MIR601 -693187 MIR602 -693188 MIR603 -693189 MIR604 -693190 MIR605 -693191 MIR606 -693192 MIR607 -693193 MIR608 -693194 MIR609 -693195 MIR610 -693198 MIR613 -693200 MIR615 -693201 MIR616 -693202 MIR617 -693203 MIR618 -693204 MIR619 -693205 MIR620 -693206 MIR621 -693208 MIR623 -693209 MIR624 -693210 MIR625 -693211 MIR626 -693212 MIR627 -693214 MIR629 -693218 MIR633 -693219 MIR634 -693220 MIR635 -693223 MIR638 -693225 MIR640 -693226 MIR641 -693227 MIR642A -693228 MIR643 -693229 MIR644A -693230 MIR645 -693231 MIR646 -693232 MIR647 -693233 MIR648 -693234 MIR649 -723790 H2AC19 -723809 LHFPL3-AS2 -723961 INS-IGF2 -724023 MIR653 -724024 MIR654 -724025 MIR655 -724026 MIR656 -724027 MIR657 -724029 MIR659 -724031 MIR661 -724087 LINC01545 -727677 CASC8 -727699 LINC00163 -727758 ROCK1P1 -727800 RNF208 -727830 SPATA31A3 -727832 GOLGA6L6 -727837 SSX2B -727851 RGPD8 -727856 DDX11L16 -727857 BHLHA9 -727866 FAM156B -727897 MUC5B -727905 SPATA31A5 -727910 TLCD2 -727915 AGBL1-AS1 -727936 GXYLT2 -727940 RHOXF2B -727957 MROH1 -727982 LINC01249 -727993 PDYN-AS1 -728012 MCHR2-AS1 -728036 CT47A10 -728039 SSR4P1 -728040 LINC02499 -728042 CT47A9 -728047 GOLGA8O -728049 CT47A8 -728062 CT47A6 -728072 CT47A5 -728075 CT47A4 -728081 LINC00290 -728082 CT47A3 -728090 CT47A2 -728096 CT47A1 -728116 ZBTB8B -728118 NUTM2A -728137 TSPY3 -728190 NUTM2A-AS1 -728194 RSPH10B2 -728215 NALF1 -728218 FAM245A -728224 KRTAP4-8 -728228 LINC01433 -728233 PI4KAP1 -728239 MAGED4 -728255 KRTAP1-4 -728269 MAGEA9B -728279 KRTAP2-2 -728290 LINC02027 -728294 D2HGDH -728299 KRTAP19-8 -728310 GOLGA6L7 -728318 KRTAP9-1 -728340 GTF2H2C -728343 NXF2B -728361 OVOL3 -728369 USP17L24 -728373 USP17L25 -728378 POTEF -728379 USP17L26 -728386 USP17L5 -728393 USP17L27 -728395 TSPY4 -728400 USP17L28 -728403 TSPY8 -728405 USP17L29 -728409 LINC01548 -728411 GUSBP1 -728419 USP17L30 -728431 ZC3H12A-DT -728441 GGT2P -728450 LINC00687 -728458 OPN1MW2 -728463 TGFB2-AS1 -728464 METTL24 -728489 DNLZ -728498 GOLGA8H -728537 C2orf92 -728558 ENTPD1-AS1 -728568 UQCC6 -728577 CNTNAP3B -728588 MS4A18 -728591 CCDC169 -728597 DCDC2C -728606 PCAT18 -728621 CCDC30 -728637 MEIKIN -728642 CDK11A -728656 DMRTC1B -728658 RPL13AP5 -728660 LOC728660 -728661 SLC35E2B -728689 EIF3CL -728695 SPANXB1 -728712 SPANXA2 -728724 LINC00977 -728730 MAP4K3-DT -728734 NPIPB8 -728741 NPIPB6 -728747 ANKRD20A4P -728752 ZNF566-AS1 -728769 SCAMP1-AS1 -728780 ANKDD1B -728819 C1GALT1C1L -728833 FAM72D -728858 C12orf71 -728882 FAM182B -728888 NPIPB11 -728927 ZNF736 -728929 ELOA3BP -728945 PPIAL4F -728957 ZNF705D -728978 UNC5B-AS1 -729013 ZBED5-AS1 -729020 RPEL1 -729025 SLC15A5 -729059 TEX46 -729083 CCDC13-AS2 -729085 GASK1A -729092 AGAP5 -729121 RGPD4-AS1 -729156 GTF2IRD1P1 -729201 SPACA5B -729224 KIAA2012-AS1 -729230 CCR2 -729233 PRR20B -729238 SFTPA2 -729240 PRR20C -729246 PRR20D -729250 PRR20E -729262 NUTM2B -729288 ZNF286B -729307 LINC02510 -729330 OC90 -729348 LINC01873 -729359 PLIN4 -729384 TRIM49D2 -729420 LMO7DN -729422 GAGE12C -729428 GAGE12B -729438 CASTOR2 -729440 CCDC61 -729442 GAGE12H -729467 HSD52 -729475 RAD51AP2 -729506 LINC02226 -729515 TMEM242 -729528 PRAMEF14 -729597 SPDYE6 -729603 CHP1P2 -729614 SPEN-AS1 -729627 PRR23A -729648 ZNF812P -729652 TEDC2-AS1 -729665 CCDC175 -729678 LINC00847 -729723 DNAJC27-AS1 -729739 PPIAP46 -729747 ZNF878 -729759 OR4F29 -729830 FHIP1A -729857 RGPD2 -729867 LOC729867 -729873 TBC1D3 -729877 TBC1D3H -729920 CRPPA -729950 LINC01915 -729956 SHISA7 -729967 MORN2 -729970 CNN3-DT -729974 RFPL4AL1 -729987 LINC01776 -729991 BORCS8 -729993 SHISA9 -730005 SEC14L6 -730013 ABCC6P2 -730051 ZNF814 -730087 ZNF726 -730091 LINC00886 -730094 MOSMO -730100 LOC730100 -730102 CRYZL2P -730112 FAM166B -730130 TMEM229A -730227 BTG2-DT -730249 ACOD1 -730262 PPIAL4E -730291 ZNF735 -730338 LOC730338 -730668 LOC730668 -730755 KRTAP2-3 -730811 MYT1L-AS1 -731157 LOC731157 -731220 RFX8 -731275 LINC01347 -731779 LINC01300 -732253 TDRG1 -732275 LINC00917 -751071 CSKMT -751580 LINC00106 -767561 SNORD113-1 -767562 SNORD113-2 -767563 SNORD113-3 -767565 SNORD113-5 -767566 SNORD113-6 -767567 SNORD113-7 -767568 SNORD113-8 -767569 SNORD113-9 -767577 SNORD114-1 -767578 SNORD114-2 -767579 SNORD114-3 -767581 SNORD114-5 -767582 SNORD114-6 -767583 SNORD114-7 -767585 SNORD114-9 -767588 SNORD114-10 -767589 SNORD114-11 -767590 SNORD114-12 -767591 SNORD114-13 -767592 SNORD114-14 -767593 SNORD114-15 -767594 SNORD114-16 -767595 SNORD114-17 -767596 SNORD114-18 -767597 SNORD114-19 -767598 SNORD114-20 -767599 SNORD114-21 -767600 SNORD114-22 -767603 SNORD114-23 -767604 SNORD114-24 -767605 SNORD114-25 -767608 SNORD114-27 -767609 SNORD114-28 -767610 SNORD114-29 -767611 SNORD114-30 -767612 SNORD114-31 -767846 PFN1P2 -768097 HAR1B -768206 PRCD -768211 RELL1 -768212 MIR758 -768215 MIR767 -768216 MIR454 -768217 MIR769 -768218 MIR766 -768219 MIR802 -768220 MIR765 -768222 MIR770 -768239 PSAPL1 -780776 TVP23A -780851 SNORD3A -780852 SNORD3B-2 -780853 SNORD3C -790952 ESRG -790955 UQCC3 -791114 PWRN1 -100008587 RNA5-8SN5 -100009676 ZBTB11-AS1 -100033413 SNORD116-1 -100033414 SNORD116-2 -100033415 SNORD116-3 -100033417 SNORD116-5 -100033418 SNORD116-6 -100033419 SNORD116-7 -100033420 SNORD116-8 -100033421 SNORD116-9 -100033422 SNORD116-10 -100033423 SNORD116-11 -100033424 SNORD116-12 -100033425 SNORD116-13 -100033426 SNORD116-14 -100033427 SNORD116-15 -100033428 SNORD116-16 -100033430 SNORD116-18 -100033433 SNORD116-22 -100033434 SNORD116-23 -100033435 SNORD116-24 -100033436 SNORD116-25 -100033437 SNORD115-2 -100033440 SNORD115-3 -100033441 SNORD115-4 -100033442 SNORD115-5 -100033443 SNORD115-6 -100033444 SNORD115-7 -100033445 SNORD115-8 -100033446 SNORD115-9 -100033447 SNORD115-10 -100033448 SNORD115-11 -100033449 SNORD115-12 -100033451 SNORD115-14 -100033453 SNORD115-15 -100033454 SNORD115-16 -100033455 SNORD115-17 -100033456 SNORD115-18 -100033458 SNORD115-19 -100033460 SNORD115-20 -100033603 SNORD115-21 -100033799 SNORD115-22 -100033800 SNORD115-23 -100033801 SNORD115-25 -100033803 SNORD115-29 -100033804 SNORD115-30 -100033805 SNORD115-31 -100033806 SNORD115-32 -100033807 SNORD115-33 -100033808 SNORD115-34 -100033809 SNORD115-35 -100033810 SNORD115-36 -100033811 SNORD115-37 -100033812 SNORD115-38 -100033813 SNORD115-39 -100033814 SNORD115-40 -100033815 SNORD115-41 -100033816 SNORD115-42 -100033817 SNORD115-43 -100033818 SNORD115-44 -100033821 SNORD116-29 -100033822 SNORD115-48 -100036564 SNORD115-27 -100036565 SNORD115-28 -100037417 DDTL -100038246 TLX1NB -100048912 CDKN2B-AS1 -100049587 SIGLEC14 -100049716 NINJ2-AS1 -100073347 MIMT1 -100093630 SNHG8 -100093631 GTF2IP4 -100093698 GS1-600G8.3 -100101120 TTTY7B -100101267 POM121C -100101467 ZSCAN30 -100113379 SNORD121A -100113403 LIN28B-AS1 -100113404 LINC00583 -100113407 TMEM170B -100124412 FAM138E -100124534 SNORA84 -100124535 SNORA36C -100124536 SNORA38B -100124537 SNORA70B -100124538 SNORA70C -100124539 SNORA11B -100124540 SNORA11C -100124700 HOTAIR -100125288 ZGLP1 -100125556 FAM86JP -100126270 FMR1-AS1 -100126296 MIR298 -100126297 MIR300 -100126301 MIR509-2 -100126303 MIR890 -100126304 MIR891B -100126306 MIR888 -100126307 MIR892B -100126308 MIR541 -100126309 MIR875 -100126310 MIR876 -100126313 MIR744 -100126318 MIR301B -100126319 MIR216B -100126320 MIR920 -100126324 MIR934 -100126327 MIR938 -100126329 MIR941-1 -100126331 MIR942 -100126333 MIR708 -100126336 MIR208B -100126337 MIR509-3 -100126340 MIR944 -100126341 MIR891A -100126342 MIR892A -100126349 MIR921 -100126350 MIR933 -100126354 MIR297 -100126791 EGOT -100126793 GHRLOS -100127206 MINAR2 -100127888 SLCO4A1-AS1 -100127955 LOC100127955 -100127967 KRT73-AS1 -100127983 C8orf88 -100128002 LOC100128002 -100128006 ARHGAP44-AS1 -100128025 WWTR1-AS1 -100128054 PLCE1-AS1 -100128071 FAM229A -100128098 ST8SIA6-AS1 -100128108 UBE2Q2P13 -100128126 STAU2-AS1 -100128139 LINC01233 -100128164 FHL1P1 -100128191 TMPO-AS1 -100128233 LINC02324 -100128239 LINC02731 -100128264 HTR5A-AS1 -100128317 LOC100128317 -100128327 TRAPPC3L -100128385 FAM225B -100128386 ARHGAP42-AS1 -100128398 LOC100128398 -100128420 LINC00892 -100128494 LOC100128494 -100128505 ASTN2-AS1 -100128531 KIAA1671-AS1 -100128553 CTAGE4 -100128554 LINC02347 -100128568 RANBP3-DT -100128569 TEKTIP1 -100128590 SLC8A1-AS1 -100128640 ACVR2B-AS1 -100128675 HPN-AS1 -100128682 LINC01531 -100128714 LINC02346 -100128731 OST4 -100128750 RBPMS-AS1 -100128770 LOC100128770 -100128782 ERCC6L2-AS1 -100128788 SRRM2-AS1 -100128811 GPR158-AS1 -100128881 VPS9D1-AS1 -100128890 FAM66B -100128893 GATA6-AS1 -100128927 ZBTB42 -100128946 LINC01310 -100128977 MAPT-AS1 -100129027 PCBP3-AS1 -100129066 LINC03062 -100129075 KTN1-AS1 -100129128 KHDC1L -100129138 LOC100129138 -100129175 LOC100129175 -100129195 ZSCAN16-AS1 -100129196 MATN1-AS1 -100129213 SLC39A12-AS1 -100129215 LOC100129215 -100129216 DEFB131B -100129250 SMIM27 -100129271 C1orf68 -100129278 TDRD15 -100129345 LINC02291 -100129361 SMIM10L1 -100129385 LINC03041 -100129407 FAM236A -100129427 DDC-AS1 -100129434 LOC100129434 -100129464 LINC01546 -100129480 MKRN2OS -100129482 ZNF37BP -100129515 ETDB -100129520 TEX13C -100129534 LOC100129534 -100129543 ZNF730 -100129550 LINC02035 -100129583 FAM47E -100129597 LINC00462 -100129620 PLPPR5-AS1 -100129654 TCF24 -100129662 FGF13-AS1 -100129669 IZUMO3 -100129716 ARRDC3-AS1 -100129722 STPG3-AS1 -100129726 LINC01126 -100129792 CCDC152 -100129794 SLC25A21-AS1 -100129827 IRAG1-AS1 -100129842 ZNF737 -100129845 PCOLCE-AS1 -100129858 SCOC-AS1 -100129917 PCGF3-AS1 -100129931 LOC100129931 -100129935 LOC100129935 -100129940 HMGA2-AS1 -100129969 FAM205C -100130015 URAHP -100130017 FTLP10 -100130086 HSFX2 -100130111 LCIIAR -100130148 MAPT-IT1 -100130197 EFCAB14-AS1 -100130231 LINC00861 -100130264 SLC24A3-AS1 -100130274 CCDC166 -100130301 C8orf89 -100130311 C17orf107 -100130331 LOC100130331 -100130348 TMEM262 -100130361 CXorf49 -100130386 LINC00552 -100130417 LINC02593 -100130418 CECR7 -100130449 GPC1-AS1 -100130476 WAKMAR2 -100130480 LINC01387 -100130519 TMEM221 -100130522 PARD6G-AS1 -100130539 LINC02881 -100130587 LOC100130587 -100130613 PRR32 -100130691 LOC100130691 -100130717 HDHD5-AS1 -100130733 LRRC70 -100130742 LRRC69 -100130776 AGAP2-AS1 -100130827 SBK3 -100130849 LOC100130849 -100130887 ATE1-AS1 -100130889 PSORS1C3 -100130894 VAC14-AS1 -100130933 SMIM6 -100130935 CSAG4 -100130950 ZNF594-DT -100130954 LINC01502 -100130958 SYCE1L -100130988 SPATA48 -100131017 ZNF316 -100131027 SLC25A5P4 -100131067 CKMT2-AS1 -100131089 SRP14-DT -100131117 ZBTB20-AS1 -100131137 BSPH1 -100131138 LINC01405 -100131176 WDR86-AS1 -100131187 TSTD1 -100131193 CCDC183-AS1 -100131208 SNAP25-AS1 -100131211 NEMP2 -100131213 ZNF503-AS2 -100131244 ANKRD63 -100131303 DPEP2NB -100131315 GREM1-AS1 -100131320 RAB6C-AS1 -100131347 RDM1P5 -100131366 LINC00605 -100131378 C11orf91 -100131390 SP9 -100131434 EOLA1-DT -100131439 CD300LD -100131496 LOC100131496 -100131608 PRR23D1 -100131635 LOC100131635 -100131655 ZNF236-DT -100131691 MZF1-AS1 -100131726 FAM83A-AS1 -100131755 ARMCX4 -100131801 PET100 -100131814 AHI1-DT -100131816 UBE2DNL -100131827 ZNF717 -100131897 INSYN2B -100131902 KRTAP25-1 -100131980 ZNF705G -100131997 FAM27E3 -100132074 FOXO6 -100132077 LOC100132077 -100132078 LOC100132078 -100132103 FAM66E -100132169 WASIR2 -100132174 LINC01987 -100132215 EHBP1-AS1 -100132247 NPIPB5 -100132249 LOC100132249 -100132288 TEKT4P2 -100132341 CLUHP3 -100132386 KRTAP4-9 -100132396 ZNF705B -100132406 NBPF10 -100132463 CLDN24 -100132464 FAM99B -100132476 KRTAP4-7 -100132526 FGD5P1 -100132594 PGAM1P5 -100132677 BSN-DT -100132707 PAXIP1-AS2 -100132708 CYP4F30P -100132813 SYBU-AS1 -100132891 MSC-AS1 -100132916 SHISAL2B -100132963 SMIM9 -100132979 GOLGA8DP -100132987 LINC00856 -100132994 CXorf49B -100133036 FAM95B1 -100133077 LOC100133077 -100133091 LINC03009 -100133093 FAM25G -100133123 LINC01203 -100133205 LINC00240 -100133234 SBF1P1 -100133251 PRR23D2 -100133267 DEFB130B -100133286 CBR1-AS1 -100133311 HOXA-AS3 -100133319 PRO1804 -100133461 LINC02171 -100133545 MRPL23-AS1 -100133612 LINC01134 -100133920 LOC100133920 -100133941 CD24 -100133957 UXT-AS1 -100133985 LINC01816 -100133991 MAP3K14-AS1 -100134015 UBOX5-AS1 -100134229 KDM7A-DT -100134259 LINC01119 -100134368 LOC100134368 -100134444 KCNJ18 -100134713 NDUFB2-AS1 -100134869 UBE2Q2P2 -100134934 TEN1 -100134938 UPK3BL1 -100137047 JMJD7 -100141515 C17orf99 -100142659 CTAGE8 -100144597 LINC01056 -100144602 EPHA5-AS1 -100144603 CHKB-DT -100144748 KLLN -100151683 RNU4ATAC -100151684 RNU6ATAC -100169751 RNA5S1 -100169752 TEX36-AS1 -100169753 RNA5S2 -100169754 RNA5S3 -100169755 RNA5S4 -100169756 RNA5S5 -100169757 RNA5S6 -100169758 RNA5S7 -100169759 RNA5S8 -100169760 RNA5S9 -100169761 RNA5S10 -100169762 RNA5S11 -100169763 RNA5S12 -100169764 RNA5S13 -100169765 RNA5S14 -100169766 RNA5S15 -100169767 RNA5S16 -100169768 RNA5S17 -100169851 PATE3 -100169989 DBIL5P2 -100170229 SRRM5 -100170765 ERICH4 -100170841 EPOP -100187716 MIR1224 -100188847 MIR1225 -100188893 TOMM6 -100188949 LINC00426 -100188953 LINC00092 -100189589 DCTN1-AS1 -100190938 RAMP2-AS1 -100190949 C5orf52 -100191040 C2CD4D -100192378 ZFHX4-AS1 -100192379 PP12613 -100192386 FLJ16779 -100192420 LINC01634 -100192426 LOC100192426 -100216001 MANCR -100233209 PCED1B-AS1 -100240728 LOC100240728 -100240734 LOC100240734 -100240735 LOC100240735 -100268168 RPL26L1-AS1 -100270679 LINC01432 -100270680 CASC11 -100271259 RPS3AP33 -100271702 LINC00940 -100271715 ARHGEF33 -100271846 ERVV-2 -100271849 MEF2B -100271873 AIRN -100271927 RASA4B -100286844 BCDIN3D-AS1 -100286922 LOC100286922 -100286979 ANAPC1P1 -100287015 MCPH1-DT -100287042 MIF4GD-DT -100287082 GACAT2 -100287114 LINC00421 -100287144 USP17L10 -100287171 WASHC1 -100287177 EML2-AS1 -100287178 USP17L11 -100287205 USP17L12 -100287225 LINC01630 -100287226 ZNF729 -100287238 USP17L13 -100287284 MANSC4 -100287290 LOC100287290 -100287327 USP17L17 -100287362 PRSS46P -100287364 USP17L18 -100287399 POTEB2 -100287404 USP17L19 -100287441 USP17L20 -100287478 USP17L21 -100287482 SMKR1 -100287513 USP17L22 -100287559 ADPGK-AS1 -100287569 LINC00173 -100287592 LINC02106 -100287616 LOXL1-AS1 -100287639 MTHFD2P1 -100287704 LOC100287704 -100287718 ANKRD66 -100287722 AP4B1-AS1 -100287765 LINC00630 -100287792 LOC100287792 -100287814 LINC00582 -100287879 LINC00994 -100287898 TTC34 -100287902 LGALS8-AS1 -100287932 TIMM23 -100287944 LOC100287944 -100287948 LINC01699 -100288077 WTAPP1 -100288079 GS1-279B7.1 -100288122 LDLRAD4-AS1 -100288123 LOC100288123 -100288142 NBPF20 -100288181 LNCOC1 -100288198 HMGN3-AS1 -100288287 KRTAP22-2 -100288323 KRTAP21-3 -100288332 NPIPA5 -100288413 ERVMER34-1 -100288428 LMCD1-AS1 -100288485 MTRNR2L7 -100288520 USP17L15 -100288527 REXO1L2P -100288687 DUX4 -100288748 LINC02894 -100288797 TMEM239 -100288801 FRG2C -100288814 CLDN34 -100288831 SRGAP3-AS3 -100288846 MIA2-AS1 -100288866 NGFR-AS1 -100289087 TSPY10 -100289092 ATP2A1-AS1 -100289097 FRG1CP -100289098 LINC03011 -100289137 FAM95C -100289178 GNG12-AS1 -100289211 LINC00624 -100289255 TMEM238L -100289274 DNAJC3-DT -100289341 MAN1B1-DT -100289373 UBAC2-AS1 -100289388 KCTD21-AS1 -100289462 DEFB4B -100289473 LOC100289473 -100289635 ZNF605 -100289650 PSG8-AS1 -100289656 LOC100289656 -100289678 ZNF783 -100293516 ZNF587B -100294362 RNF213-AS1 -100294720 NHEG1 -100302112 MIR1284 -100302113 MIR1200 -100302114 MIR513C -100302115 MIR1468 -100302116 MIR1265 -100302117 MIR320B1 -100302121 MIR1276 -100302122 MIR1183 -100302123 MIR1275 -100302124 MIR1288 -100302125 MIR1289-1 -100302126 MIR1471 -100302128 MIR1302-3 -100302129 MIR1915 -100302130 MIR1302-4 -100302134 MIR1289-2 -100302135 MIR320C1 -100302136 MIR1252 -100302139 MIR1537 -100302140 MIR1302-6 -100302141 MIR1913 -100302144 MIR1912 -100302146 MIR1302-5 -100302148 MIR1263 -100302152 MIR548N -100302153 MIR1298 -100302155 MIR1256 -100302156 MIR1229 -100302157 MIR1185-1 -100302158 MIR1231 -100302159 MIR548F3 -100302160 MIR1233-1 -100302161 MIR1205 -100302163 MIR1278 -100302164 MIR2113 -100302167 MIR1299 -100302169 MIR320D2 -100302172 MIR1258 -100302175 MIR1207 -100302177 MIR1269A -100302178 MIR1295A -100302179 MIR1270 -100302181 MIR1294 -100302184 MIR1272 -100302186 MIR548I3 -100302190 MIR1976 -100302191 MIR548I4 -100302192 MIR548F1 -100302193 MIR1255A -100302195 MIR320C2 -100302201 MIR1228 -100302203 MIR1271 -100302204 MIR548I1 -100302205 MIR1283-2 -100302209 MIR1185-2 -100302211 MIR1203 -100302217 MIR1827 -100302218 MIR1285-1 -100302220 MIR1293 -100302222 MIR1911 -100302223 MIR1302-8 -100302225 MIR2053 -100302226 MIR1238 -100302228 MIR1261 -100302229 MIR1250 -100302232 MIR1226 -100302233 MIR1268A -100302234 MIR664A -100302239 MIR548F5 -100302243 MIR1972-1 -100302255 MIR1323 -100302256 MIR1180 -100302259 MIR1202 -100302265 MIR1283-1 -100302268 MIR1285-2 -100302270 MIR1305 -100302275 MIR548L -100302276 MIR1290 -100302277 MIR548I2 -100302279 MIR1262 -100302280 MIR1237 -100302281 MIR1208 -100302283 MIR1227 -100302284 MIR1303 -100302286 MIR1267 -100302287 MIR548H3 -100302288 MIR548P -100302401 RASAL2-AS1 -100302640 LINC00882 -100302691 LINC00184 -100302692 FTX -100302743 SNORA80B -100303491 ZEB2-AS1 -100303728 SLC25A5-AS1 -100303755 PET117 -100306951 PITPNA-AS1 -100309464 OTX2-AS1 -100310812 SPDYE2B -100310846 ANKRD61 -100313769 MIR320B2 -100313770 MIR548K -100313771 MIR548F2 -100313772 MIR548M -100313773 MIR548H2 -100313774 MIR302E -100313777 MIR670 -100313778 MIR759 -100313780 MIR2278 -100313822 MIR513B -100313824 MIR663B -100313829 MIR548O -100313830 MIR548H1 -100313835 MIR1255B2 -100313838 MIR764 -100313840 MIR2115 -100313841 MIR548Q -100313842 MIR2276 -100313884 MIR548H4 -100313886 MIR2116 -100313895 MIR548F4 -100313896 MIR320D1 -100313914 MIR548J -100313921 MIR548E -100313923 MIR449C -100313938 MIR548G -100316904 SAP25 -100337591 SNORA70F -100359394 LINC00102 -100379132 SNORA70G -100379141 SNORA70D -100379174 MACROD2-AS1 -100379220 TMED11P -100379224 ZNF225-AS1 -100379250 SNORA70E -100381270 ZBED6 -100419743 DBET -100420587 LOC100420587 -100421577 FAM21EP -100422737 LINC02532 -100422821 MIR1273C -100422823 MIR4300 -100422824 MIR3128 -100422825 MIR3160-2 -100422826 MIR4274 -100422828 MIR4287 -100422829 MIR4319 -100422830 MIR3171 -100422832 MIR3191 -100422833 MIR3188 -100422835 MIR3183 -100422841 MIR3174 -100422843 MIR4293 -100422844 MIR3118-3 -100422845 MIR1233-2 -100422846 MIR3164 -100422847 MIR514B -100422848 MIR4283-2 -100422849 MIR548T -100422850 MIR548V -100422851 MIR4316 -100422852 MIR4259 -100422853 MIR3182 -100422855 MIR4301 -100422856 MIR3123 -100422857 MIR4318 -100422858 MIR4285 -100422859 MIR3136 -100422860 MIR4292 -100422861 MIR4306 -100422862 MIR548S -100422863 MIR4265 -100422864 MIR544B -100422866 MIR3115 -100422867 MIR378C -100422868 MIR4270 -100422869 MIR3152 -100422873 MIR4297 -100422874 MIR4279 -100422876 MIR3148 -100422878 MIR3168 -100422880 MIR3162 -100422881 MIR3170 -100422883 MIR4325 -100422884 MIR548U -100422886 MIR3179-2 -100422887 MIR4280 -100422888 MIR4264 -100422889 MIR3194 -100422891 MIR4327 -100422892 MIR3157 -100422895 MIR4294 -100422896 MIR3140 -100422898 MIR4255 -100422901 MIR3135A -100422902 MIR3116-1 -100422903 MIR4288 -100422904 MIR3193 -100422905 MIR4311 -100422907 MIR3156-2 -100422908 MIR3129 -100422909 MIR4295 -100422911 MIR500B -100422914 MIR4253 -100422916 MIR3201 -100422917 MIR4283-1 -100422918 MIR3167 -100422920 MIR548X -100422922 MIR1972-2 -100422923 MIR548W -100422924 MIR4303 -100422925 MIR4322 -100422926 MIR3137 -100422927 MIR4291 -100422929 MIR4261 -100422930 MIR4330 -100422931 MIR4304 -100422934 MIR3143 -100422935 MIR3118-4 -100422936 MIR3153 -100422938 MIR3142 -100422939 MIR3147 -100422940 MIR4305 -100422942 MIR3133 -100422943 MIR3189 -100422944 MIR3186 -100422945 MIR4326 -100422947 MIR3122 -100422948 MIR4284 -100422949 MIR3118-2 -100422950 MIR3141 -100422951 MIR3144 -100422952 MIR4271 -100422953 MIR3165 -100422954 MIR4309 -100422957 MIR3131 -100422959 MIR4268 -100422962 MIR4281 -100422963 MIR4290 -100422965 MIR4263 -100422966 MIR4277 -100422967 MIR3146 -100422969 MIR2909 -100422971 MIR4312 -100422972 MIR3181 -100422973 MIR3169 -100422974 MIR3178 -100422975 MIR4252 -100422979 MIR4324 -100422980 MIR4323 -100422981 MIR3173 -100422982 MIR4286 -100422983 MIR4314 -100422984 MIR4308 -100422986 MIR3125 -100422988 MIR3156-1 -100422989 MIR3155A -100422990 MIR3134 -100422992 MIR3151 -100422994 MIR4267 -100422996 MIR4262 -100422997 MIR4257 -100423000 MIR3161 -100423001 MIR3145 -100423005 MIR4282 -100423006 MIR3179-3 -100423008 MIR3118-1 -100423011 MIR3138 -100423012 MIR3177 -100423013 MIR4310 -100423014 MIR3196 -100423015 MIR4289 -100423016 MIR3159 -100423017 MIR3139 -100423018 MIR3156-3 -100423019 MIR4307 -100423020 MIR4258 -100423021 MIR4298 -100423023 MIR3197 -100423025 MIR3198-1 -100423026 MIR4299 -100423027 MIR4266 -100423028 MIR4254 -100423029 MIR3163 -100423030 MIR3126 -100423032 MIR3121 -100423036 MIR2355 -100423037 MIR3176 -100423038 MIR466 -100423039 MIR3132 -100423040 MIR3166 -100423041 MIR4296 -100423042 MIR4276 -100423043 MIR4269 -100431172 KLRF2 -100462977 MTRNR2L1 -100462981 MTRNR2L2 -100462983 MTRNR2L3 -100463285 MTRNR2L4 -100463289 MTRNR2L5 -100463482 MTRNR2L6 -100463486 MTRNR2L8 -100463488 MTRNR2L10 -100498859 LINC00881 -100499171 LINC00276 -100499405 LINC00987 -100499483 CCDC180 -100500801 MIR3659 -100500802 MIR3685 -100500803 MIR3919 -100500809 MIR23C -100500811 MIR3621 -100500812 MIR3677 -100500813 MIR3646 -100500814 MIR3616 -100500816 MIR3649 -100500817 MIR3612 -100500818 MIR3945 -100500819 MIR3609 -100500821 MIR3910-1 -100500822 MIR3937 -100500823 MIR3920 -100500825 MIR3660 -100500826 MIR3909 -100500828 MIR3619 -100500831 MIR3912 -100500834 MIR3924 -100500835 MIR3907 -100500836 MIR3914-1 -100500839 MIR3686 -100500841 MIR3678 -100500843 MIR3922 -100500844 MIR3664 -100500846 MIR3689A -100500850 MIR3682 -100500852 MIR3180-4 -100500854 MIR3671 -100500855 MIR3713 -100500857 MIR3939 -100500859 MIR3921 -100500862 MIR3648-1 -100500864 MIR3929 -100500865 MIR3936 -100500866 MIR3941 -100500867 MIR3684 -100500869 MIR3672 -100500870 MIR3926-1 -100500873 MIR3934 -100500875 MIR3938 -100500876 MIR3675 -100500877 MIR3923 -100500878 MIR3679 -100500879 MIR3668 -100500881 MIR3688-1 -100500882 MIR3667 -100500884 MIR3681 -100500885 MIR3925 -100500886 MIR3683 -100500889 MIR3657 -100500890 MIR3611 -100500891 MIR3935 -100500893 MIR3663 -100500894 MIR3690 -100500896 MIR3666 -100500897 MIR3617 -100500898 MIR3927 -100500899 MIR3692 -100500900 MIR3691 -100500901 MIR3928 -100500904 MIR3942 -100500905 MIR3661 -100500906 MIR3689B -100500908 MIR3613 -100500909 MIR3908 -100500910 MIR3670-1 -100500911 MIR3944 -100500915 MIR3915 -100500916 MIR3180-5 -100500917 MIR3680-1 -100500918 MIR3651 -100500919 MIR548Y -100500938 CCDC179 -100505474 LINC01539 -100505477 LINC01602 -100505495 PCAT19 -100505515 LINC01723 -100505538 RBM26-AS1 -100505540 SLIT1-AS1 -100505545 LINC01095 -100505547 LINC01208 -100505561 GOLGA7B-DT -100505583 LINC00838 -100505591 LRRC3C -100505609 LINC02053 -100505616 SNHG21 -100505619 LINC00919 -100505621 NDUFV1-DT -100505622 POU2F2-AS1 -100505624 GTF3C2-AS1 -100505625 LINC02102 -100505633 LINC01133 -100505635 DAAM2-AS1 -100505641 FGD5-AS1 -100505648 RAD51-AS1 -100505658 DIAPH1-AS1 -100505659 LINC00967 -100505663 LINC01370 -100505676 RRS1-DT -100505678 STARD4-AS1 -100505679 UBE2Q2P16 -100505681 NAPA-AS1 -100505687 LINC00888 -100505696 SH3BP5-AS1 -100505715 LOC100505715 -100505716 LOC100505716 -100505718 LINC01592 -100505724 KRTAP9-7 -100505738 MIR4458HG -100505746 ITGB2-AS1 -100505753 KRTAP16-1 -100505761 C10orf95-AS1 -100505767 SPDYE18 -100505768 LINC01364 -100505771 MHENCR -100505776 LINC01541 -100505782 LOC100505782 -100505783 OSER1-DT -100505795 PBX1-AS1 -100505811 LINC02148 -100505812 CARD8-AS1 -100505817 LINC02582 -100505826 STK4-DT -100505835 LINC01532 -100505839 SH3PXD2A-AS1 -100505853 LINC01898 -100505879 KIF25-AS1 -100505881 MAGI2-AS3 -100505890 SORCS3-AS1 -100505893 SLIT2-IT1 -100505894 TMEM161B-DT -100505909 LOC100505909 -100505915 LOC100505915 -100505920 LINC02036 -100505929 LINC01549 -100505964 LINC01304 -100505967 LINC00645 -100505975 ENO1-AS1 -100505978 LOC100505978 -100505989 SMIM31 -100505993 TMEM210 -100505994 LUCAT1 -100505996 SOX1-OT -100506012 PPP5D1P -100506013 APELA -100506025 CRPPA-AS1 -100506033 PTOV1-AS1 -100506035 LINC00989 -100506046 GAS5-AS1 -100506049 LRRC72 -100506054 RNASEH1-DT -100506060 SMG1P7 -100506068 DACT3-AS1 -100506071 LOC100506071 -100506082 LINC02749 -100506083 DDX19A-DT -100506085 LINC02275 -100506098 GIRGL -100506100 ZDHHC12-DT -100506108 SIX3-AS1 -100506119 LINC01503 -100506122 LINC02431 -100506125 ADCY6-DT -100506126 LINC00867 -100506127 GVQW3 -100506142 RHOQ-AS1 -100506144 TMEM35B -100506159 LINC02470 -100506164 HSFX1 -100506172 LINC01568 -100506175 RIPOR3-AS1 -100506178 STEAP1B-AS1 -100506195 LARGE-AS1 -100506215 PAXBP1-AS1 -100506233 RAB30-DT -100506237 NKX2-1-AS1 -100506241 LL22NC01-81G9.3 -100506243 KRBOX1 -100506258 SYT9-AS1 -100506271 LOC100506271 -100506272 LINC02492 -100506274 LOC100506274 -100506275 KRBOX1-AS1 -100506286 TBC1D8-AS1 -100506289 LOC100506289 -100506299 ID2-AS1 -100506305 LINC00958 -100506314 GPRC5D-AS1 -100506343 INKA2-AS1 -100506365 OTUD6B-AS1 -100506368 FZD4-DT -100506376 TTLL10-AS1 -100506384 PHACTR3-AS1 -100506385 LINC01426 -100506388 RPH3AL-AS1 -100506392 SLC16A1-AS1 -100506394 GAS6-DT -100506405 LOC100506405 -100506406 CAPSL-DT -100506412 LINC00871 -100506413 DOCK4-AS1 -100506421 PANTR1 -100506428 CBR3-AS1 -100506433 LINC00648 -100506444 LOC100506444 -100506457 MIR3681HG -100506462 SRD5A3-AS1 -100506465 LINC01234 -100506469 TMEM147-AS1 -100506474 LOC100506474 -100506489 LOC100506489 -100506492 DSCAM-AS1 -100506495 LIFR-AS1 -100506497 CPVL-AS2 -100506516 LINC01176 -100506527 LINC01007 -100506530 LINC02349 -100506542 LINC01082 -100506551 LOC100506551 -100506563 LOC100506563 -100506564 THEGL -100506581 C16orf95 -100506585 PTPRN2-AS1 -100506599 PPP1R26-AS1 -100506603 VASH1-AS1 -100506606 LOC100506606 -100506622 LINC00540 -100506637 PRKAR2A-AS1 -100506655 LCMT1-AS2 -100506658 OCLN -100506660 DDX11-AS1 -100506668 NRAV -100506675 LINC03031 -100506677 AA06 -100506679 TTLL1-AS1 -100506680 SACS-AS1 -100506682 LINC03012 -100506686 IQCH-AS1 -100506688 LINC02982 -100506691 LINC02985 -100506696 PCAT6 -100506697 LINC00327 -100506700 LINC02308 -100506710 EBLN3P -100506713 ALOX12-AS1 -100506724 LINC00901 -100506733 FAM170B-AS1 -100506736 SLFN12L -100506737 LINC01589 -100506742 CASP12 -100506749 AGAP1-IT1 -100506755 MIR497HG -100506765 IGSF11-AS1 -100506775 LINC01353 -100506776 TRG-AS1 -100506779 TSPOAP1-AS1 -100506790 LOC100506790 -100506791 LINC01511 -100506795 LINC01354 -100506801 ECE1-AS1 -100506810 LINC01132 -100506826 MYLK-AS1 -100506827 LINC02475 -100506834 GAS1RR -100506835 LINC00840 -100506840 IQCF4P -100506866 TTN-AS1 -100506869 LOC100506869 -100506874 LINC00933 -100506881 MKLN1-AS -100506888 ELOA3DP -100506895 LUARIS -100506907 CFAP100-DT -100506915 CHRM3-AS2 -100506930 LINC00665 -100506937 LOC100506937 -100506963 ELOA-AS1 -100506994 PTPRG-AS1 -100507003 GFY -100507027 MRLN -100507032 TMCC1-DT -100507034 PITRM1-AS1 -100507043 TUNAR -100507050 TPBGL -100507053 LOC100507053 -100507055 LRCOL1 -100507057 MELTF-AS1 -100507058 LINC00845 -100507059 LINC00703 -100507062 PSMD6-AS2 -100507064 TEX26-AS1 -100507086 DLG1-AS1 -100507091 PITPNM2-AS1 -100507103 LINC02937 -100507114 LINC00445 -100507117 ASAP1-IT2 -100507118 PRC1-AS1 -100507127 LINC00707 -100507140 LINC01792 -100507143 LINC00708 -100507144 CD44-DT -100507156 LOXL2-AS1 -100507170 CT47A12 -100507171 BOLA3-DT -100507173 LINC01012 -100507175 LINC02408 -100507178 SLFNL1-AS1 -100507194 LINC02525 -100507203 SMLR1 -100507240 VWA8-AS1 -100507246 SNHG16 -100507250 LOC100507250 -100507257 MEG9 -100507261 MIR670HG -100507266 STX18-AS1 -100507274 LINC01210 -100507277 LINC02314 -100507283 MSANTD2-AS1 -100507290 ZNF865 -100507291 COPB2-DT -100507300 ALKBH3-AS1 -100507303 SNHG19 -100507308 TARID -100507316 MINCR -100507331 ZSWIM8-AS1 -100507334 LOC100507334 -100507341 SMIM18 -100507347 VIM-AS1 -100507362 LINC01015 -100507373 ADGRL1-AS1 -100507377 LINC02882 -100507381 KCNQ5-IT1 -100507388 PARM1-AS1 -100507389 LOC100507389 -100507391 LINC01968 -100507392 SENCR -100507401 LRP4-AS1 -100507404 TMLHE-AS1 -100507406 LINC02539 -100507410 C1QTNF1-AS1 -100507421 TMEM178B -100507423 MKNK1-AS1 -100507428 LINC00458 -100507433 ZNF571-AS1 -100507435 DLGAP2-AS1 -100507436 MICA -100507437 MTA1-DT -100507461 LINC02032 -100507462 CCDC28A-AS1 -100507463 PSMB8-AS1 -100507466 DPH6-DT -100507470 GRID1-AS1 -100507475 IDH1-AS1 -100507477 LINC02941 -100507487 LINC02615 -100507495 SDCBP2-AS1 -100507500 EGFR-AS1 -100507501 LINC01569 -100507506 ECI2-DT -100507524 ARHGEF26-AS1 -100507528 LINC00613 -100507533 SOX21-AS1 -100507534 LINC02192 -100507537 STRIT1 -100507540 LINC01504 -100507557 EPM2A-DT -100507564 MAGOH-DT -100507567 RAB11B-AS1 -100507582 BHLHE40-AS1 -100507584 LINC01016 -100507588 TGFBR3L -100507600 LCT-AS1 -100507602 TRIM52-AS1 -100507605 LINC00837 -100507608 KRTAP9-6 -100507629 LINC00658 -100507632 LINC00968 -100507633 TNKS2-DT -100507650 RNF212B -100507661 LINC02082 -100507679 MUC22 -100508046 LOC100508046 -100508631 LINC02616 -100509620 AQP7B -100509894 CPB2-AS1 -100526771 SMIM35 -100526820 CAHM -100529063 BCL2L2-PABPN1 -100529215 ZNF559-ZNF177 -100533177 KRTAP29-1 -100533178 PRORY -100533182 SEC24B-AS1 -100616109 MIR4464 -100616110 MIR2681 -100616111 MIR4455 -100616114 MIR4668 -100616116 MIR4648 -100616117 MIR4653 -100616118 MIR4486 -100616120 MIR4695 -100616123 MIR4436B1 -100616125 MIR4731 -100616126 MIR4686 -100616127 MIR4448 -100616129 MIR4445 -100616130 MIR4526 -100616131 MIR3689D1 -100616132 MIR4728 -100616133 MIR4699 -100616138 MIR4787 -100616140 MIR4506 -100616141 MIR4428 -100616144 MIR548AN -100616147 MIR4769 -100616148 MIR4760 -100616149 MIR4512 -100616151 MIR4480 -100616152 MIR4804 -100616153 MIR4726 -100616154 MIR4466 -100616157 MIR4772 -100616158 MIR4505 -100616159 MIR4779 -100616160 MIR4655 -100616161 MIR4795 -100616163 MIR4530 -100616164 MIR4420 -100616165 MIR4771-2 -100616168 MIR4754 -100616170 MIR4739 -100616171 MIR4752 -100616172 MIR4719 -100616174 MIR4643 -100616175 MIR4633 -100616176 MIR4708 -100616178 MIR4641 -100616179 MIR4498 -100616180 MIR4465 -100616181 MIR4514 -100616182 MIR4500 -100616183 MIR4513 -100616184 MIR4477A -100616186 MIR4490 -100616187 MIR4783 -100616188 MIR3972 -100616189 MIR4421 -100616191 MIR548AJ1 -100616194 MIR4477B -100616195 MIR4718 -100616196 MIR4525 -100616201 MIR378D1 -100616202 MIR4634 -100616203 MIR4734 -100616204 MIR4729 -100616205 MIR4704 -100616206 MIR4652 -100616207 MIR4439 -100616210 MIR4737 -100616212 MIR3689F -100616213 MIR4437 -100616215 MIR548AL -100616216 MIR4797 -100616218 MIR3135B -100616219 MIR4765 -100616220 MIR4736 -100616222 MIR4487 -100616223 MIR4509-1 -100616224 MIR4753 -100616225 MIR4756 -100616227 MIR4502 -100616228 MIR4509-2 -100616229 MIR4473 -100616230 MIR4646 -100616232 MIR4528 -100616235 MIR4457 -100616236 MIR4669 -100616239 MIR4705 -100616241 MIR4717 -100616242 MIR4673 -100616243 MIR4759 -100616244 MIR3976 -100616245 MIR4661 -100616246 MIR4799 -100616247 MIR151B -100616249 MIR4768 -100616252 MIR548AJ2 -100616253 MIR4762 -100616255 MIR4662B -100616258 MIR4516 -100616260 MIR4663 -100616262 MIR4701 -100616264 MIR4527 -100616266 MIR4733 -100616268 MIR4472-1 -100616269 MIR4639 -100616271 MIR4637 -100616272 MIR4422 -100616274 MIR4802 -100616275 MIR4508 -100616276 MIR4538 -100616277 MIR4522 -100616278 MIR4540 -100616280 MIR4503 -100616283 MIR4766 -100616284 MIR4489 -100616285 MIR4645 -100616286 MIR4676 -100616287 MIR4495 -100616288 MIR4665 -100616289 MIR4475 -100616290 MIR4529 -100616291 MIR4791 -100616292 MIR4690 -100616294 MIR4740 -100616295 MIR4764 -100616299 MIR4450 -100616300 MIR4710 -100616301 MIR4674 -100616302 MIR548X2 -100616304 MIR4499 -100616305 MIR548AE1 -100616306 MIR378H -100616307 MIR4757 -100616308 MIR4666A -100616309 MIR4472-2 -100616310 MIR4650-1 -100616311 MIR3973 -100616312 MIR4478 -100616313 MIR4749 -100616317 MIR4777 -100616318 MIR4664 -100616319 MIR4493 -100616321 MIR378G -100616322 MIR4682 -100616323 MIR4482 -100616325 MIR4460 -100616326 MIR4636 -100616327 MIR4484 -100616328 MIR4424 -100616330 MIR4491 -100616331 MIR4650-2 -100616332 MIR4716 -100616333 MIR3689C -100616334 MIR4790 -100616336 MIR548AB -100616337 MIR4747 -100616338 MIR4794 -100616339 MIR548AE2 -100616341 MIR4435-2 -100616343 MIR4677 -100616344 MIR3689D2 -100616347 MIR548AI -100616348 MIR4659A -100616350 MIR4660 -100616351 MIR4670 -100616352 MIR4642 -100616354 MIR550A3 -100616356 MIR4774 -100616359 MIR4730 -100616360 MIR2467 -100616362 MIR4533 -100616363 MIR4735 -100616365 MIR4425 -100616368 MIR4688 -100616369 MIR4713 -100616370 MIR4771-1 -100616371 MIR4746 -100616373 MIR4770 -100616374 MIR4539 -100616375 MIR4438 -100616377 MIR4803 -100616379 MIR4511 -100616380 MIR4671 -100616381 MIR4456 -100616382 MIR4509-3 -100616383 MIR4675 -100616384 MIR548AC -100616386 MIR4654 -100616389 MIR4463 -100616390 MIR4427 -100616391 MIR4684 -100616395 MIR4789 -100616397 MIR4440 -100616398 MIR4681 -100616399 MIR4436A -100616401 MIR4520-1 -100616402 MIR4696 -100616404 MIR4515 -100616405 MIR4518 -100616407 MIR4443 -100616409 MIR4711 -100616410 MIR4692 -100616413 MIR4462 -100616415 MIR4535 -100616416 MIR4727 -100616417 MIR4786 -100616420 MIR4744 -100616421 MIR4689 -100616422 MIR4537 -100616423 MIR4703 -100616425 MIR4748 -100616426 MIR4694 -100616428 MIR548AM -100616429 MIR4672 -100616430 MIR4644 -100616431 MIR4431 -100616432 MIR4714 -100616433 MIR4418 -100616434 MIR4755 -100616435 MIR4801 -100616436 MIR4449 -100616437 MIR1343 -100616438 MIR4632 -100616440 MIR548AG2 -100616441 MIR4474 -100616447 MIR4780 -100616449 MIR4725 -100616450 MIR548AG1 -100616451 MIR4471 -100616454 MIR4497 -100616455 MIR548H5 -100616456 MIR4476 -100616457 MIR4693 -100616460 MIR3689E -100616463 MIR4452 -100616464 MIR4778 -100616465 MIR4656 -100616467 MIR4767 -100616468 MIR4742 -100616469 MIR4429 -100616470 MIR4488 -100616471 MIR4798 -100616473 MIR4432 -100616474 MIR4715 -100616475 MIR548AD -100616476 MIR4446 -100616478 MIR4494 -100616479 MIR4635 -100616480 MIR4479 -100616481 MIR4423 -100616482 MIR4685 -100616484 MIR4470 -100616485 MIR4447 -100616486 MIR4698 -100616488 MIR548AK -100616490 MIR4706 -100616491 MIR3978 -100616492 MIR378F -100616493 MIR4441 -100616494 MIR1269B -100616495 MIR2392 -100616498 MIR378E -100616499 MIR4435-1 -100628307 DIO2-AS1 -100628315 DNM3OS -100631378 WDR87BP -100642175 SPRY4-IT1 -100652730 LINC00659 -100652739 RAET1E-AS1 -100652740 PYCARD-AS1 -100652748 TIMM23B -100652749 SPATA8-AS1 -100652759 PRICKLE2-AS1 -100652791 GS1-24F4.2 -100652824 KIAA2012 -100652846 CACNA1C-AS1 -100652853 LINC01023 -100652909 LINC00904 -100652911 LINC01838 -100652929 LINC02078 -100652997 LINC00706 -100652999 LOC100652999 -100653515 CEP295NL -100750225 PCAT1 -100750246 HIF1A-AS1 -100775104 KLHL7-DT -100775107 RBM5-AS1 -100820709 LINC00501 -100820829 MYZAP -100846978 LINC00506 -100846991 MIR5197 -100846992 MIR548AW -100846993 MIR5009 -100846994 MIR3670-2 -100846995 MIR5000 -100846996 MIR5007 -100846997 MIR5583-2 -100846998 MIR5689 -100846999 MIR4444-2 -100847000 MIR5579 -100847001 MIR5680 -100847002 MIR5011 -100847003 MIR5693 -100847004 MIR5188 -100847005 MIR5701-2 -100847006 MIR5571 -100847007 MIR5696 -100847008 MIR4524B -100847010 MIR5581 -100847013 MIR5692B -100847014 MIR5100 -100847015 MIR5691 -100847016 MIR5695 -100847017 MIR5692C2 -100847018 MIR5585 -100847019 MIR5687 -100847020 MIR5582 -100847021 MIR5002 -100847022 MIR5093 -100847023 MIR5091 -100847024 MIR5698 -100847027 MIR5705 -100847028 MIR5587 -100847029 MIR5003 -100847030 MIR548AT -100847031 MIR5700 -100847032 MIR5707 -100847033 MIR4436B2 -100847035 MIR548AR -100847036 MIR5186 -100847039 MIR5092 -100847040 MIR5704 -100847041 MIR3680-2 -100847043 MIR5682 -100847047 MIR4666B -100847048 MIR5690 -100847049 MIR4999 -100847050 MIR5191 -100847051 MIR5194 -100847053 MIR5702 -100847054 MIR5588 -100847055 MIR5697 -100847056 MIR5708 -100847057 MIR5189 -100847058 MIR5681A -100847059 MIR5094 -100847060 MIR5701-1 -100847062 MIR5195 -100847063 MIR548AX -100847064 MIR5694 -100847065 MIR5591 -100847066 MIR5692A1 -100847067 MIR5089 -100847068 MIR548AO -100847069 MIR5590 -100847071 MIR5684 -100847072 MIR5008 -100847074 MIR5088 -100847075 MIR5685 -100847076 MIR5580 -100847077 MIR5688 -100847078 MIR548AQ -100847080 MIR5190 -100847082 MIR5692C1 -100847083 MIR548AV -100847084 MIR548AP -100847085 MIR5706 -100847086 MIR5699 -100847087 MIR5192 -100847088 MIR5586 -100847089 MIR5584 -100847092 MIR548AS -100847093 MIR5589 -100852408 EGFLAM-AS4 -100852409 NEGR1-IT1 -100852410 ZRANB2-DT -100859921 LINC00536 -100859930 HEIH -100861402 CERS6-AS1 -100861412 FSBP -100861468 LINC00492 -100861504 LINC00538 -100861510 LRRC3-DT -100861514 ELMO1-AS1 -100861516 RAI1-AS1 -100861518 P4HA2-AS1 -100861519 GDNF-AS1 -100861520 POU6F2-AS1 -100861522 LINC00489 -100861540 CYP3A7-CYP3A51P -100861542 LINC00554 -100861544 LINC00557 -100861546 LINC00564 -100861547 LINC00566 -100861548 PINK1-AS -100861549 LINC00562 -100861552 LINC00558 -100861554 LINC00563 -100861555 SWINGN -100861573 LINC00572 -100862662 ALDH1L1-AS2 -100862671 TMEM265 -100862679 NAALADL2-AS3 -100862692 DIP2A-IT1 -100862704 RB1-DT -100862728 UPK1A-AS1 -100873065 PTCHD1-AS -100873165 SRGAP2-AS1 -100873856 SNORD116-30 -100873857 SNORD115-46 -100873917 LPP-AS1 -100873920 NHS-AS1 -100873922 ZFX-AS1 -100873924 HLX-AS1 -100873930 DLG3-AS1 -100873932 DPYD-AS1 -100873933 DPYD-AS2 -100873935 MTOR-AS1 -100873937 GRM7-AS1 -100873939 LNX1-AS1 -100873940 MYLK-AS2 -100873941 OPA1-AS1 -100873942 PHEX-AS1 -100873944 PRKX-AS1 -100873945 HLTF-AS1 -100873946 VAV3-AS1 -100873947 LMLN-AS1 -100873948 NREP-AS1 -100873949 IPO9-AS1 -100873962 LINC00278 -100873963 LINC00279 -100873964 LINC00280 -100873965 MED4-AS1 -100873969 GPC5-AS1 -100873972 GPC6-AS1 -100873976 CNTN4-AS2 -100873977 RBMS3-AS1 -100873980 RERG-AS1 -100873982 ABCC5-AS1 -100873983 MAGI1-AS1 -100873984 CHRM3-AS1 -100873986 FGF12-AS1 -100873989 GRM5-AS1 -100873993 ITIH4-AS1 -100873997 KCNQ5-AS1 -100873998 MEIS1-AS2 -100874002 OXCT1-AS1 -100874010 NLGN1-AS1 -100874012 NAV2-AS5 -100874014 NAV2-AS2 -100874016 SYNPR-AS1 -100874018 EPN2-AS1 -100874019 KLHL6-AS1 -100874021 MAGI2-AS2 -100874027 TPRG1-AS2 -100874028 SGO1-AS1 -100874029 CFAP44-AS1 -100874031 AGBL5-AS1 -100874032 PRRT3-AS1 -100874035 PLCH1-AS1 -100874037 CADM2-AS2 -100874038 CADM2-AS1 -100874039 THOC7-AS1 -100874041 MACC1-AS1 -100874042 HM13-AS1 -100874043 TPRG1-AS1 -100874047 LINC00499 -100874048 DGUOK-AS1 -100874051 LZTS1-AS1 -100874052 LINC00534 -100874054 FALEC -100874055 LINC00570 -100874056 NLGN4Y-AS1 -100874058 COX10-DT -100874059 LINC00297 -100874063 CLYBL-AS2 -100874064 PCDH9-AS2 -100874074 DLEU7-AS1 -100874078 EIF1AX-AS1 -100874079 LINC01840 -100874082 HTR2A-AS1 -100874083 KCNAB1-AS2 -100874084 KCNAB1-AS1 -100874085 NUCB1-AS1 -100874086 PCDH9-AS3 -100874087 PCDH9-AS4 -100874088 PCYT1B-AS1 -100874089 RUVBL1-AS1 -100874090 SLC6A1-AS1 -100874091 TM4SF1-AS1 -100874092 UBE2E1-AS1 -100874093 BRWD1-AS1 -100874094 ZNF197-AS1 -100874095 ADIPOQ-AS1 -100874096 DOCK9-AS1 -100874097 UBE2Q1-AS1 -100874100 STEAP2-AS1 -100874101 HDAC11-AS1 -100874102 HS6ST2-AS1 -100874111 STEAP3-AS1 -100874114 CCDC13-AS1 -100874118 INTS6L-AS1 -100874120 ZNF630-AS1 -100874122 FRMPD3-AS1 -100874123 ZNRF3-AS1 -100874127 LINC00332 -100874131 ZBTB20-AS4 -100874137 LINC00351 -100874143 LINC00358 -100874145 LINC00364 -100874146 LINC00365 -100874151 LINC00381 -100874157 LINC00395 -100874158 LINC00398 -100874173 LINC00443 -100874179 LINC00457 -100874182 LINC00424 -100874185 FRMD6-AS2 -100874187 LINC00559 -100874188 LINC00571 -100874190 SAMSN1-AS1 -100874194 CLDN10-AS1 -100874195 DIAPH3-AS1 -100874196 DIAPH3-AS2 -100874198 SHANK2-AS1 -100874200 ARHGEF3-AS1 -100874201 B4GALT4-AS1 -100874203 COL4A2-AS1 -100874204 ALDH1L1-AS1 -100874205 ATP11A-AS1 -100874206 OSBPL10-AS1 -100874207 ST3GAL6-AS1 -100874208 NDFIP2-AS1 -100874212 MYCBP2-AS1 -100874214 TM4SF19-AS1 -100874216 ZNF385D-AS1 -100874219 TMEM212-AS1 -100874221 ZNF385D-AS2 -100874222 OBI1-AS1 -100874231 SPATA13-AS1 -100874234 CACNA1C-AS4 -100874235 CACNA1C-AS2 -100874236 COL18A1-AS2 -100874237 CACNA2D3-AS1 -100874238 ARHGEF7-AS2 -100874239 ARHGAP26-AS1 -100874241 STARD13-AS -100874246 ARHGAP31-AS1 -100874249 DENND5B-AS1 -100874251 KIRREL3-AS2 -100874253 LINC00853 -100874259 SLC25A30-AS1 -100874261 CCDC200 -100874264 AOAH-IT1 -100874270 HAO2-IT1 -100874275 LINC01216 -100874278 ERI3-IT1 -100874282 MLIP-IT1 -100874284 DNM3-IT1 -100874286 NRG1-IT3 -100874295 KCND3-IT1 -100874300 SYNJ2-IT1 -100874313 AGBL4-IT1 -100874323 HOXA10-AS -100874325 ATP2B2-IT2 -100874326 DSCAM-IT1 -100874330 LINC01014 -100874342 RNF216-IT1 -100874343 HS1BP3-IT1 -100874353 RPS6KA2-IT1 -100874355 ARHGEF9-IT1 -100874361 PPP2R2B-IT1 -100874362 HOXB-AS1 -100874363 HOXC-AS1 -100874364 HOXC-AS2 -100874365 HOXC-AS3 -100874366 HOXC13-AS -100874369 CACNA1C-IT2 -100874372 ARHGAP26-IT1 -100874374 ARHGEF38-IT1 -100874377 SMIM2-IT1 -100874528 XXYLT1-AS1 -100874530 APOBEC3B-AS1 -100874531 LINC00581 -100885776 UGDH-AS1 -100885778 NALCN-AS1 -100885779 LINC-ROR -100885780 VWC2L-IT1 -100885781 LINC00348 -100885782 MYO16-AS1 -100885789 IFNG-AS1 -100885796 SLC9A9-AS1 -100885798 LINC00210 -100885848 PTGES3L -100887750 MRPS31P5 -100996246 LINC02361 -100996251 LRIG2-DT -100996279 LINC00269 -100996280 LINC00911 -100996286 LINC02273 -100996291 LINC01993 -100996301 FOXD3-AS1 -100996307 LIPE-AS1 -100996324 LINC01882 -100996331 POTEB -100996342 LINC01664 -100996345 LINC02140 -100996348 CA3-AS1 -100996351 GNA15-DT -100996385 LOC100996385 -100996419 MRNIP-DT -100996425 ARLNC1 -100996447 MLF1-DT -100996455 LINC02724 -100996465 L1CAM-AS1 -100996478 LINC01964 -100996490 LINC01206 -100996492 CTXND1 -100996569 NAMA -100996570 NFIA-AS2 -100996579 LINC01806 -100996597 LINC00690 -100996624 LINC01981 -100996630 LINC01760 -100996631 TCP11X1 -100996665 LINC01533 -100996671 LOC100996671 -100996694 LINC02502 -100996702 LINC01356 -100996720 LOC100996720 -100996939 PYURF -100996941 IL21-AS1 -101055625 OVCH1-AS1 -101059918 GOLGA8R -101059938 NPIPA7 -101059948 LOC101059948 -101060019 LINC01799 -101060146 CHMP1B2P -101060200 ZNF891 -101060211 CT45A7 -101060226 NBPF19 -101060233 OPN1MW3 -101060264 FOXP4-AS1 -101060301 HNRNPCL4 -101060321 TBC1D3G -101060351 TBC1D3K -101060385 LINC01939 -101060389 TBC1D3D -101060498 LINC02265 -101060542 LINC01910 -101060544 LINC01563 -101060684 NBPF26 -101060691 NUTM2B-AS1 -101101772 LINC00601 -101101773 LINC00609 -101101775 TMEM220-AS1 -101154753 PANDAR -101180976 IFNL4 -101241891 LINC00850 -101243545 LINC02067 -101243555 PTENP1-AS -101340250 SNORA11E -101340251 SNORD124 -101340252 SNORD121B -101409253 LINC00676 -101409254 LINC00681 -101409261 OGFR-AS1 -101410533 YTHDF3-DT -101410534 DLGAP1-AS4 -101410536 EVX1-AS -101410540 FANK1-AS1 -101410542 UCHL1-DT -101410543 XXYLT1-AS2 -101410545 STPG2-AS1 -101559451 PELP1-DT -101669764 CMKLR2-AS -101669766 ZNF350-AS1 -101669767 SCHLAP1 -101735302 STAG3L5P -101805488 CCAT2 -101867536 PRNCR1 -101926888 RALY-AS1 -101926890 DAB1-AS1 -101926892 LINC03020 -101926895 CRTC3-AS1 -101926896 GLIS2-AS1 -101926897 LINC02338 -101926900 DNAJB5-DT -101926903 LSAMP-AS1 -101926908 LOC101926908 -101926911 VPS33B-DT -101926924 LINC01375 -101926926 RDH10-AS1 -101926928 CRAT37 -101926933 PRMT5-DT -101926934 TDRD6-AS1 -101926940 LINC02104 -101926941 SPRY4-AS1 -101926942 LINC02653 -101926950 LINC01570 -101926951 LINC02339 -101926955 LINC01733 -101926964 LOC101926964 -101926966 LINC01804 -101926971 LINC01284 -101926975 LINC01844 -101926978 LINC01111 -101926987 DLGAP4-AS1 -101927000 PRKAR1B-AS2 -101927003 PKIA-AS1 -101927007 LINC01365 -101927009 LINC02177 -101927015 LINC01506 -101927017 LINC01180 -101927018 LOC101927018 -101927023 LOC101927023 -101927034 ROR1-AS1 -101927040 LOC101927040 -101927043 EPCAM-DT -101927049 PLCE1-AS2 -101927051 PDXP-DT -101927056 LINC02614 -101927058 LINC02402 -101927059 LINC01957 -101927062 LINC02294 -101927067 LINC01607 -101927074 LINC00682 -101927075 FGF10-AS1 -101927081 MIR4307HG -101927087 LINC02516 -101927096 CLMAT3 -101927111 SUCLG2-DT -101927112 LINC01581 -101927115 LINC01933 -101927120 LINC02735 -101927123 LINC02016 -101927124 HEATR5A-DT -101927125 ELFN1-AS1 -101927129 LINC01580 -101927131 LOC101927131 -101927132 LINC02133 -101927134 LINC01470 -101927136 LOC101927136 -101927138 PTPRT-AS1 -101927139 PDE4B-AS1 -101927143 LOC101927143 -101927149 LINC01471 -101927150 L3MBTL4-AS1 -101927151 LINC02987 -101927152 SAMMSON -101927155 LMO7-AS1 -101927156 LINC01934 -101927159 LOC101927159 -101927164 LOC101927164 -101927171 LINC01564 -101927188 LOC101927188 -101927189 LOC101927189 -101927193 CHL1-AS1 -101927196 FSIP2-AS2 -101927207 LINC02075 -101927215 LINC01266 -101927217 LINC01473 -101927219 HNF4A-AS1 -101927220 DEPDC1-AS1 -101927221 UBR5-DT -101927228 LINC02179 -101927229 LINC01929 -101927230 LINC01969 -101927237 LOC101927237 -101927239 LINC01989 -101927244 LINC01788 -101927253 LOC101927253 -101927257 MRTFA-AS1 -101927258 LINC01474 -101927267 TROAP-AS1 -101927272 LOC101927272 -101927273 LINC01416 -101927274 LINC02071 -101927275 NDUFV2-AS1 -101927282 LINC02466 -101927285 LINC01793 -101927286 LINC02254 -101927288 MANEA-DT -101927289 LINC01237 -101927292 LINC02395 -101927295 LINC01360 -101927310 LOC101927310 -101927311 LINC02185 -101927314 LOC101927314 -101927318 AQP5-AS1 -101927320 ERICH3-AS1 -101927323 PPP4R1-AS1 -101927324 LINC01475 -101927334 LINC02127 -101927346 LINC02047 -101927347 GRM7-AS3 -101927348 LINC02186 -101927350 LINC01254 -101927352 PLS3-AS1 -101927356 CACNA2D1-AS1 -101927358 LOC101927358 -101927359 PCDH10-DT -101927360 LINC01103 -101927362 LINC01875 -101927363 LINC02353 -101927364 LINC01571 -101927377 LOC101927377 -101927378 LINC03017 -101927379 LINC02201 -101927381 LINC01163 -101927396 LINC01514 -101927406 LINC01821 -101927410 LOC101927410 -101927411 LINC01782 -101927412 LINC01781 -101927416 SRGAP3-AS2 -101927419 LINC02681 -101927423 PANO1 -101927424 LINC01961 -101927430 LINC01903 -101927431 LINC01790 -101927434 LOC101927434 -101927438 LINC01800 -101927447 SCUBE1-AS1 -101927449 LINC01282 -101927450 LOC101927450 -101927455 TMEM108-AS1 -101927459 LINC01608 -101927460 LINC02240 -101927464 LINC02359 -101927476 LOC101927476 -101927481 LINC01909 -101927482 HECW2-AS1 -101927487 LINC01609 -101927489 TCERG1L-AS1 -101927492 MRPS9-AS1 -101927494 LINC02070 -101927495 LOC101927495 -101927497 CDK6-AS1 -101927498 LINC01361 -101927501 PINCR -101927502 TLE1-DT -101927513 LOC101927513 -101927523 LINC02620 -101927526 LINC01656 -101927528 LINC01204 -101927532 LINC01736 -101927539 LOC101927539 -101927541 LINC01273 -101927542 LINC01712 -101927543 LOC101927543 -101927547 ANKRD44-IT1 -101927550 LOC101927550 -101927553 LINC01737 -101927554 LINC01250 -101927557 LOC101927557 -101927560 LOC101927560 -101927565 LINC01267 -101927571 LOC101927571 -101927574 LINC01186 -101927575 LOC101927575 -101927580 LINC02141 -101927581 CCDC182 -101927586 LINC01271 -101927588 LOC101927588 -101927590 LINC01166 -101927592 LINC02405 -101927599 ZNF529-AS1 -101927604 LOC101927604 -101927606 LINC01922 -101927612 RNF139-DT -101927616 LINC02375 -101927620 DDHD1-DT -101927621 ZNF567-DT -101927631 ADNP-AS1 -101927635 PORCN-DT -101927636 LOC101927636 -101927637 LINC02411 -101927641 LINC01877 -101927642 LINC01444 -101927650 LINC02126 -101927653 LINC02388 -101927657 LOC101927657 -101927659 SMAD1-AS2 -101927661 LOC101927661 -101927666 DYNLL2-DT -101927667 LINC01535 -101927671 MIR202HG -101927678 LINC01429 -101927682 CD81-AS1 -101927683 LINC01744 -101927686 LINC02541 -101927688 SEPTIN4-AS1 -101927690 LOC101927690 -101927692 LOC101927692 -101927694 LINC02368 -101927697 LINC02227 -101927698 DSCAS -101927700 LINC01524 -101927701 LINC01812 -101927704 MIR3663HG -101927708 LOC101927708 -101927715 LINC01029 -101927718 DSG1-AS1 -101927721 LNCPRESS1 -101927722 LINC01644 -101927726 BEAN1-AS1 -101927727 LOC101927727 -101927735 TMEM132D-AS2 -101927740 LINC02202 -101927746 EMSLR -101927752 CLN8-AS1 -101927755 RNFT1-DT -101927761 TH2LCRR -101927762 LARP4B-DT -101927765 COA6-AS1 -101927766 LINC01847 -101927768 HDAC2-AS2 -101927769 LOC101927769 -101927780 LINC01303 -101927787 LOC101927787 -101927795 BZW1-AS1 -101927796 LINC01441 -101927798 LOC101927798 -101927808 CLSTN2-AS1 -101927809 COSMOC -101927815 LINC03021 -101927821 LINC01425 -101927822 LOC101927822 -101927828 OVOL1-AS1 -101927832 PAQR9-AS1 -101927835 LINC02143 -101927837 ATP6V0D1-DT -101927839 LOC101927839 -101927843 LINC01687 -101927845 LOC101927845 -101927849 LINC02355 -101927851 LNCATV -101927862 TENM2-AS1 -101927866 LINC02010 -101927869 LINC01689 -101927870 SLC26A5-AS1 -101927873 LINC01508 -101927876 LINC01654 -101927877 MARCHF10-DT -101927884 EVA1A-AS -101927891 PKN2-AS1 -101927900 LINC01477 -101927901 LINC02421 -101927905 LINC02449 -101927907 LRRTM4-AS1 -101927908 LOC101927908 -101927911 LOC101927911 -101927914 LOC101927914 -101927917 TUB-AS1 -101927921 LINC01478 -101927922 LINC01479 -101927924 LINC01856 -101927926 LINC01851 -101927931 LINC01480 -101927934 LINC01843 -101927948 LOC101927948 -101927950 LOC101927950 -101927953 EPIST -101927957 LINC01572 -101927972 FARS2-AS1 -101927973 LINC01695 -101927987 CTNNA2-AS1 -101927988 LINC01527 -101927992 LINC01213 -101927994 LINC01087 -101928000 ZNF232-AS1 -101928002 LOC101928002 -101928008 LOC101928008 -101928009 LOC101928009 -101928012 LOC101928012 -101928031 LINC01809 -101928033 KCNIP1-OT1 -101928035 PSMD7-DT -101928036 HRAT17 -101928043 LINC01635 -101928052 LOC101928052 -101928053 LOC101928053 -101928062 PRANCR -101928063 ZNF230-DT -101928067 LINC01945 -101928069 DPP3-DT -101928075 TTC9-DT -101928079 SLC44A3-AS1 -101928085 ERICH6-AS1 -101928098 ALG14-AS1 -101928100 KLRK1-AS1 -101928104 LINC01482 -101928107 LOC101928107 -101928108 LY6L -101928118 RWDD3-DT -101928132 LINC02683 -101928134 RYR3-DT -101928136 LINC01484 -101928137 LINC02444 -101928141 LINC01028 -101928144 LINC02837 -101928147 C21orf140 -101928151 LINC01179 -101928153 ITGA9-AS1 -101928158 LAMA5-AS1 -101928161 NCKAP5-AS2 -101928162 LINC02366 -101928165 CASC17 -101928167 LINC01917 -101928174 GJD2-DT -101928185 NCKAP5-AS1 -101928190 LINC01487 -101928200 MRGPRF-AS1 -101928201 LOC101928201 -101928203 LINC02125 -101928205 LINC02097 -101928227 LINC02345 -101928233 LINC01671 -101928238 ZNF426-DT -101928241 LINC01787 -101928248 LINC01229 -101928251 LOC101928251 -101928254 LOC101928254 -101928259 PHKA1-AS1 -101928266 LOC101928266 -101928270 LINC01708 -101928271 LINC02850 -101928276 LINC01227 -101928280 LINC02549 -101928283 LOC101928283 -101928287 LINC01285 -101928295 LOC101928295 -101928298 LINC02670 -101928303 ZPLD2P -101928307 ADGRB3-DT -101928322 CELF2-DT -101928326 LOC101928326 -101928327 LINC01921 -101928333 GRM8-AS1 -101928335 LOC101928335 -101928336 LOC101928336 -101928340 LINC01489 -101928345 PABPC1L2B-AS1 -101928358 IRS4-AS1 -101928371 LOC101928371 -101928372 LOC101928372 -101928376 IL12A-AS1 -101928381 LOC101928381 -101928386 LOC101928386 -101928388 PLA2G4E-AS1 -101928399 LINC01679 -101928401 LOC101928401 -101928402 STAG2-AS1 -101928404 RGS5-AS1 -101928405 LINC02023 -101928416 LOC101928416 -101928417 LOC101928417 -101928418 MYOCD-AS1 -101928420 LINC01490 -101928424 TMEM123-DT -101928435 LINC01700 -101928438 LOC101928438 -101928440 FBXO3-DT -101928441 LOC101928441 -101928442 LINC01491 -101928443 LINC02753 -101928445 RUFY1-AS1 -101928446 LOC101928446 -101928448 C5orf67 -101928449 LINC02426 -101928460 LINC01756 -101928464 ZNF433-AS1 -101928469 MIR325HG -101928470 TMEM246-AS1 -101928471 SOX5-AS1 -101928475 LOC101928475 -101928476 LINC01676 -101928489 CD109-AS1 -101928495 LOC101928495 -101928496 LINC01492 -101928504 GTF2A1-AS1 -101928509 LINC02268 -101928514 LINC02080 -101928516 LOC101928516 -101928517 LOC101928517 -101928525 LOC101928525 -101928527 PIGBOS1 -101928530 CHFR-DT -101928535 LOC101928535 -101928536 LINC01493 -101928537 LINC01494 -101928539 LINC02225 -101928550 SMC2-DT -101928555 LINC01537 -101928557 LOC101928557 -101928559 LINC01467 -101928567 LINC02087 -101928571 ZNF649-AS1 -101928578 RAP2C-AS1 -101928580 P4HA3-AS1 -101928583 SLC7A14-AS1 -101928590 GPM6A-DT -101928595 YPEL3-DT -101928597 ZNF84-DT -101928600 LINC02108 -101928601 MEI4 -101928602 LINC01775 -101928603 ARMH2 -101928612 HSPC324 -101928618 LOC101928618 -101928622 LOC101928622 -101928626 LOC101928626 -101928627 LOC101928627 -101928646 BMAL2-AS1 -101928651 LOC101928651 -101928656 LINC01099 -101928659 C16orf95-DT -101928661 ADGB-DT -101928673 PRDX6-AS1 -101928674 SOCS3-DT -101928682 LOC101928682 -101928684 LINC01209 -101928687 LNCAROD -101928694 LIPC-AS1 -101928696 RABGAP1L-AS1 -101928700 CNTNAP2-AS1 -101928707 CD2BP2-DT -101928708 LOC101928708 -101928710 SCAT1 -101928725 MINDY2-DT -101928731 CRADD-AS1 -101928733 LOC101928733 -101928734 WWC2-AS1 -101928737 ZCCHC14-DT -101928738 LINC01978 -101928739 PIK3CA-DT -101928744 LINC01450 -101928748 LOC101928748 -101928751 LINC01657 -101928752 LINC01043 -101928766 LINC01979 -101928769 LINC02229 -101928770 LINC01526 -101928773 LINC01449 -101928775 LOC101928775 -101928776 LINC01258 -101928778 LINC01741 -101928782 LOC101928782 -101928784 RORA-AS1 -101928790 PEX5L-AS2 -101928791 LINC01147 -101928795 LINC01448 -101928797 LOC101928797 -101928809 SDAD1-AS1 -101928820 LINC02535 -101928823 LINC02763 -101928834 LOC101928834 -101928837 TSKU-AS1 -101928840 PWRN3 -101928844 LOC101928844 -101928845 LINC01842 -101928846 HIPK1-AS1 -101928847 LOC101928847 -101928850 LOC101928850 -101928851 LINC02380 -101928855 LOC101928855 -101928857 TERLR1 -101928858 LINC02997 -101928865 LINC02728 -101928877 LINC02436 -101928880 LINC02182 -101928881 LOC101928881 -101928886 LINC01864 -101928887 LINC02671 -101928891 LINC01637 -101928894 LOC101928894 -101928896 LOC101928896 -101928907 VPS13C-DT -101928909 TTC7B-AS1 -101928922 LINC00463 -101928924 LOC101928924 -101928931 SEMA3B-AS1 -101928937 LOC101928937 -101928940 LOC101928940 -101928941 RHOXF1P1 -101928942 PRKG2-AS1 -101928943 MADD-AS1 -101928944 LINC02720 -101928969 RHOXF1-AS1 -101928971 LINC01262 -101928973 LINC01732 -101928978 LINC02994 -101928982 ZFP28-DT -101928988 LOC101928988 -101928989 MIR4300HG -101928992 LINC02069 -101928994 LOC101928994 -101928999 IQCF5-AS1 -101929002 LINC02287 -101929010 SIRPG-AS1 -101929011 LINC02702 -101929019 LINC02270 -101929023 LINC01762 -101929034 LINC02116 -101929052 LINC00836 -101929054 TWF2-DT -101929058 C12orf42-AS1 -101929059 ZIM2-AS1 -101929064 MAPK10-AS1 -101929066 ASAH1-AS1 -101929069 LINC01633 -101929071 LINC01182 -101929074 PIK3CD-AS2 -101929076 SKOR1-AS1 -101929080 LINC02292 -101929081 CTD-2194D22.4 -101929082 LINC01333 -101929084 LINC02401 -101929086 LINC01447 -101929093 LINC01350 -101929095 C1QTNF7-AS1 -101929099 CD101-AS1 -101929106 LOC101929106 -101929109 LOC101929109 -101929110 CASC18 -101929116 LOC101929116 -101929123 LINC02493 -101929124 LOC101929124 -101929127 PGM5P3-AS1 -101929128 LOC101929128 -101929140 LOC101929140 -101929144 LINC01858 -101929145 PPP3CB-AS1 -101929147 WARS2-AS1 -101929148 LOC101929148 -101929151 LINC02204 -101929152 P3H2-AS1 -101929153 LINC02114 -101929159 DENND6A-DT -101929162 PRDM4-AS1 -101929164 LINC01859 -101929172 LOC101929172 -101929180 LINC02673 -101929181 LINC01647 -101929184 LINC01031 -101929191 LINC03022 -101929199 LINC02261 -101929207 LINC01729 -101929210 SMARCAD1-DT -101929215 THBS4-AS1 -101929222 DISC1FP1 -101929224 DDX59-AS1 -101929227 LOC101929227 -101929237 LOC101929237 -101929238 CFAP20DC-AS1 -101929239 PACRG-AS2 -101929241 LINC02325 -101929244 CASC20 -101929260 LINC01920 -101929261 LINC02123 -101929265 LINC01428 -101929268 LOC101929268 -101929269 LOC101929269 -101929288 LINC01751 -101929295 LNCRNA-IUR -101929297 LOC101929297 -101929302 RFX3-DT -101929310 KCNMA1-AS2 -101929315 ADAM7-AS2 -101929328 KCNMA1-AS1 -101929329 LAMP5-AS1 -101929331 LINC02975 -101929335 ADAMTS9-AS1 -101929337 LINC02037 -101929338 SEMA5A-AS1 -101929340 ESAM-AS1 -101929341 LOC101929341 -101929350 LINC01665 -101929351 CDC37L1-DT -101929353 DDIT4L-AS1 -101929374 LINC01659 -101929378 LINC01876 -101929384 SLC6A12-AS1 -101929387 LMF1-AS1 -101929390 LINC01247 -101929402 EXTL3-AS1 -101929406 LINC01648 -101929412 LINC02212 -101929413 LOC101929413 -101929415 PENK-AS1 -101929420 LOC101929420 -101929422 LINC02285 -101929423 MEF2C-AS1 -101929427 LOC101929427 -101929428 PTPRD-DT -101929439 LOC101929439 -101929441 ERLNC1 -101929445 LINC02623 -101929448 LINC02428 -101929450 LINC02099 -101929452 LOC101929452 -101929460 LOC101929460 -101929464 PHC2-AS1 -101929468 CXXC4-AS1 -101929470 LOC101929470 -101929472 CTD-2350J17.1 -101929473 LOC101929473 -101929475 ITGB1-DT -101929478 LINGO1-AS2 -101929484 LINC01615 -101929486 LINC01722 -101929488 LOC101929488 -101929497 LINC02712 -101929504 LINC02544 -101929505 LINC02150 -101929517 ETS1-AS1 -101929520 LINC00993 -101929523 THBS2-AS1 -101929524 RETREG1-AS1 -101929526 DTD1-AS1 -101929528 LOC101929528 -101929529 GSTCD-AS1 -101929538 LOC101929538 -101929539 LINC01422 -101929544 LINC02217 -101929549 GAU1 -101929551 LOC101929551 -101929557 LINC01395 -101929565 LINC01740 -101929567 LINC01814 -101929570 KCNH7-AS1 -101929574 TSPAN14-AS1 -101929577 LOC101929577 -101929582 LINC01241 -101929584 LINC02443 -101929586 LOC101929586 -101929591 KIZ-AS1 -101929592 ST3GAL3-AS1 -101929595 CYP2U1-AS1 -101929602 IFT74-AS1 -101929607 LINC01990 -101929608 LINC01726 -101929620 LINC01243 -101929623 LINC01215 -101929624 LINC01519 -101929626 LOC101929626 -101929631 LINC01653 -101929634 LINC02280 -101929637 NTM-AS1 -101929651 LINC01398 -101929653 LOC101929653 -101929657 LOC101929657 -101929662 LOC101929662 -101929663 LINC01427 -101929680 SCN1A-AS1 -101929684 LINC01520 -101929685 LNCNEF -101929688 UBE2R2-AS1 -101929690 LINC01583 -101929693 RARA-AS1 -101929694 LINC02042 -101929696 PSD2-AS1 -101929697 LINC01983 -101929698 LOC101929698 -101929701 LINC01584 -101929705 SCIRT -101929709 RIPK2-DT -101929710 LOC101929710 -101929717 LINC02044 -101929718 LOC101929718 -101929719 LOC101929719 -101929721 AGBL4-AS1 -101929723 LINC01914 -101929730 LINC01352 -101929733 LINC01954 -101929736 LINC01372 -101929741 METTL14-DT -101929743 LINC01586 -101929745 LINC02119 -101929746 ZNF341-AS1 -101929754 ZBTB20-AS5 -101929760 PIK3IP1-DT -101929765 LINC01585 -101929769 LINC01063 -101929771 LINC01655 -101929780 NBPF25P -101929897 IKBKB-DT -101929926 TEX51 -101929983 PRAMEF27 -101930028 LOC101930028 -101930100 LOC101930100 -101930114 HSD11B1-AS1 -101930452 LINC02367 -101930748 LINC00367 -101937451 LINC01030 -101954204 LINC00644 -101954264 RNVU1-4 -101954267 RNVU1-15 -101954269 RNVU1-17 -101954271 RNU6-9 -101954272 RNVU1-3 -101954273 RNVU1-1 -101954275 RNU6-7 -101954276 RNVU1-6 -101954277 RNVU1-19 -101954278 RNU6-8 -101978719 LINC00970 -102060282 RASSF1-AS1 -102060414 C2-AS1 -102157401 PCBP2-OT1 -102191832 FBXW7-AS1 -102216268 CISTR -102216342 LINC01108 -102238594 SPACA6-AS1 -102288414 C11orf98 -102464817 MIR5787 -102464823 MIR6068 -102464824 MIR6069 -102464825 MIR6070 -102464827 MIR6074 -102464828 MIR6076 -102464829 MIR6078 -102464832 MIR6083 -102464834 MIR6085 -102464836 MIR6088 -102464837 MIR6089 -102465135 MIR6128 -102465136 MIR378J -102465137 MIR6129 -102465138 MIR6131 -102465139 MIR6133 -102465140 MIR6134 -102465141 MIR6165 -102465246 MIR6499 -102465247 MIR548AY -102465250 MIR6503 -102465251 MIR6504 -102465253 MIR6507 -102465254 MIR6509 -102465255 MIR6512 -102465257 MIR6514 -102465427 MIR6715B -102465430 MIR6718 -102465431 MIR6722 -102465433 MIR6724-1 -102465434 MIR6726 -102465436 MIR6728 -102465437 MIR6731 -102465441 MIR6737 -102465442 MIR6738 -102465443 MIR6740 -102465446 MIR6746 -102465447 MIR6747 -102465450 MIR6752 -102465451 MIR6753 -102465455 MIR6760 -102465456 MIR6761 -102465457 MIR6762 -102465458 MIR6765 -102465460 MIR6768 -102465461 MIR6770-1 -102465462 MIR6771 -102465463 MIR6772 -102465464 MIR6775 -102465465 MIR6776 -102465466 MIR6777 -102465467 MIR6779 -102465468 MIR6781 -102465469 MIR6782 -102465470 MIR6784 -102465471 MIR6786 -102465473 MIR6790 -102465475 MIR6792 -102465476 MIR6795 -102465477 MIR6796 -102465478 MIR6797 -102465479 MIR6799 -102465481 MIR6802 -102465482 MIR6804 -102465484 MIR6806 -102465485 MIR6809 -102465486 MIR6811 -102465487 MIR6812 -102465488 MIR6814 -102465489 MIR6815 -102465490 MIR6816 -102465491 MIR6819 -102465493 MIR6821 -102465494 MIR6823 -102465496 MIR6826 -102465500 MIR6833 -102465502 MIR6835 -102465505 MIR6839 -102465507 MIR6842 -102465509 MIR6846 -102465512 MIR6851 -102465514 MIR6854 -102465515 MIR6856 -102465516 MIR6857 -102465517 MIR6858 -102465520 MIR6862-1 -102465521 MIR6864 -102465522 MIR6865 -102465523 MIR6867 -102465525 MIR6870 -102465527 MIR6876 -102465528 MIR6877 -102465530 MIR6881 -102465531 MIR6882 -102465533 MIR6885 -102465535 MIR6888 -102465537 MIR6891 -102465538 MIR6892 -102465539 MIR6895 -102465668 MIR7111 -102465683 MIR6511A3 -102465684 MIR6511A4 -102465688 MIR7150 -102465689 MIR7152 -102465691 MIR7154 -102465693 MIR7158 -102465695 MIR7160 -102465800 MIR7702 -102465832 MIR7843 -102465833 MIR4433B -102465835 MIR7845 -102465837 MIR7849 -102465838 MIR7850 -102465839 MIR7852 -102465840 MIR7854 -102465842 MIR7856 -102465855 MIR7973-2 -102465856 MIR7974 -102465857 MIR7976 -102465860 MIR8054 -102465861 MIR8055 -102465862 MIR8056 -102465863 MIR8058 -102465864 MIR8060 -102465865 MIR8062 -102465866 MIR8064 -102465867 MIR8065 -102465868 MIR8066 -102465869 MIR8067 -102465870 MIR8070 -102465871 MIR8071-1 -102465872 MIR8073 -102465873 MIR8074 -102465874 MIR8075 -102465875 MIR8077 -102465877 MIR8080 -102465878 MIR8082 -102465880 MIR8086 -102465881 MIR8087 -102465882 MIR8089 -102465907 MIR6862-2 -102465908 MIR6770-2 -102465909 MIR6859-2 -102465910 MIR6859-3 -102465944 MIR6072 -102465974 MIR6719 -102465975 MIR6763 -102465976 MIR6807 -102465977 MIR6829 -102465995 MIR8081 -102466081 MIR5739 -102466103 MIR6075 -102466104 MIR6090 -102466162 MIR548AZ -102466191 MIR6736 -102466192 MIR6750 -102466193 MIR6757 -102466195 MIR6780A -102466196 MIR6794 -102466197 MIR6810 -102466198 MIR6817 -102466199 MIR6825 -102466201 MIR6853 -102466202 MIR6769B -102466204 MIR6880 -102466225 MIR6077 -102466247 MIR1273H -102466251 MIR8061 -102466253 MIR8076 -102466259 MIR6770-3 -102466268 MIR6511A1 -102466271 MIR6893 -102466516 MIR6071 -102466518 MIR6081 -102466656 MIR6500 -102466657 MIR6505 -102466659 MIR6515 -102466721 MIR892C -102466722 MIR6730 -102466724 MIR6739 -102466725 MIR6744 -102466726 MIR6745 -102466727 MIR6749 -102466728 MIR6754 -102466731 MIR6769A -102466732 MIR6774 -102466734 MIR6783 -102466735 MIR6788 -102466737 MIR6793 -102466738 MIR6798 -102466739 MIR6803 -102466741 MIR6813 -102466744 MIR6827 -102466745 MIR6832 -102466746 MIR6780B -102466750 MIR6855 -102466751 MIR6859-1 -102466753 MIR6868 -102466756 MIR6879 -102466758 MIR6889 -102466759 MIR6894 -102466812 MIR6511A2 -102466814 MIR7151 -102466815 MIR7155 -102466816 MIR7159 -102466865 MIR7848 -102466866 MIR7853 -102466872 MIR7975 -102466873 MIR8052 -102466874 MIR8057 -102466875 MIR8063 -102466876 MIR8068 -102466878 MIR8078 -102466879 MIR8083 -102466880 MIR8088 -102466889 MIR8071-2 -102466906 MIR6124 -102466912 MIR6871 -102466918 MIR8059 -102466953 MIR6082 -102466967 MIR6130 -102466972 MIR6508 -102466982 MIR6729 -102466983 MIR6766 -102466984 MIR6801 -102466995 MIR7156 -102467003 MIR7851 -102467004 MIR8053 -102467005 MIR8084 -102467074 LINC01377 -102467077 LINC00603 -102467079 LINC02180 -102467146 MAFTRR -102467147 LINC01948 -102467212 LINC02115 -102467213 LINC01950 -102467222 LINC03023 -102467225 LINC02215 -102467655 LINC02219 -102477328 LINC02056 -102503429 LINC01335 -102524628 RASGRF2-AS1 -102546175 LINC01338 -102546226 LINC02060 -102546227 LINC01340 -102546228 LINC02039 -102546229 LINC02999 -102546294 FBXO38-DT -102546298 NDST1-AS1 -102546299 LOC102546299 -102557615 LINC01947 -102577424 LINC01574 -102578074 PCAT5 -102606463 LINC01152 -102682016 LINC01159 -102723099 GHET1 -102723165 LINC01169 -102723166 STAM-DT -102723167 MIR133A1HG -102723330 LINC02729 -102723335 LOC102723335 -102723362 LINC01884 -102723373 LOC102723373 -102723378 LINC01495 -102723427 LOC102723427 -102723471 LHX1-DT -102723475 LOC102723475 -102723483 CSE1L-DT -102723487 LINC01497 -102723493 LOC102723493 -102723502 LOC102723502 -102723505 ROCR -102723525 LINC02498 -102723526 LINC02218 -102723536 LOC102723536 -102723544 LOC102723544 -102723562 LINC01498 -102723578 LINC01440 -102723604 LOC102723604 -102723605 LINC01445 -102723617 LINC01766 -102723631 CT45A10 -102723641 HID1-AS1 -102723644 LINC01499 -102723655 LOC102723655 -102723661 LINC02790 -102723692 LOC102723692 -102723701 LOC102723701 -102723742 LINC01500 -102723766 LINC02362 -102723775 LINC01315 -102723778 LINC02497 -102723809 HSPA2-AS1 -102723828 LINC02506 -102723833 USH2A-AS2 -102723854 LINC01819 -102723859 TBC1D3E -102723883 LOC102723883 -102723885 SRI-AS1 -102723895 LINC02552 -102723896 LOC102723896 -102723897 WASH9P -102723924 LOC102723924 -102723927 LINC01238 -102723968 LOC102723968 -102723996 LOC102723996 -102724009 KIF1C-AS1 -102724023 LOC102724023 -102724050 GPR84-AS1 -102724053 LINC02529 -102724076 LINC01038 -102724094 MUC12-AS1 -102724153 FLVCR2-AS1 -102724159 LOC102724159 -102724163 CDH13-AS2 -102724167 PABPC5-AS1 -102724188 LINC01674 -102724190 LINC02289 -102724200 LOC102724200 -102724201 TBX18-AS1 -102724224 LINC01117 -102724264 LINC02658 -102724265 LINC02953 -102724301 NECTIN1-DT -102724307 CYP17A1-AS1 -102724316 SVIL-AS1 -102724321 LINC01628 -102724323 LOC102724323 -102724334 LOC102724334 -102724341 NEURL1-AS1 -102724357 LOC102724357 -102724368 LINC02585 -102724386 LINC01393 -102724392 LINC02197 -102724421 LOC102724421 -102724428 LOC102724428 -102724434 LOC102724434 -102724450 RNF207-AS1 -102724473 GAGE10 -102724502 LINC01690 -102724508 EFCAB13-DT -102724532 SP2-DT -102724539 LINC01714 -102724550 LINC02015 -102724551 LOC102724551 -102724555 ASB15-AS1 -102724560 LOC102724560 -102724571 LNCTAM34A -102724589 LINC02626 -102724593 LOC102724593 -102724594 LOC102724594 -102724596 ZNF652-AS1 -102724601 RABGAP1L-DT -102724612 LOC102724612 -102724623 LINC01414 -102724651 LINC01919 -102724652 LOC102724652 -102724659 C1orf167-AS1 -102724663 PPFIA2-AS1 -102724684 LOC102724684 -102724691 MRPS9-AS2 -102724699 LINC02043 -102724710 LOC102724710 -102724714 LINC01857 -102724719 LOC102724719 -102724728 LOC102724728 -102724774 LINC01594 -102724776 MAP9-AS1 -102724804 LOC102724804 -102724814 AP1G2-AS1 -102724826 ZNF337-AS1 -102724849 LOC102724849 -102724862 TBC1D3I -102724913 LINC01899 -102724917 LINC02327 -102724919 PDC-AS1 -102724927 LINC02861 -102724933 LINC02412 -102725019 LOC102725019 -102725045 NOVA1-DT -102725079 LINC01878 -102725121 DDX11L17 -102725254 LOC102725254 -102800315 LINC01246 -103021294 ABALON -103091865 BRWD1-AS2 -103106903 LINC01276 -103157000 PAUPAR -103164619 PCAT2 -103171574 LOC103171574 -103191607 LINC02333 -103312105 LINC02759 -103344929 BGLT3 -103344930 LINC01391 -103344931 LOC103344931 -103352539 LINC01410 -103352670 LINC01419 -103504726 MIR3670-3 -103504727 MIR6724-2 -103504729 MIR3179-4 -103504731 MIR3648-2 -103504733 MIR6724-4 -103504736 MIR8069 -103504737 MIR8485 -103504738 MIR6859-4 -103504739 MIR6724-3 -103504740 MIR3670-4 -103504741 MIR5701-3 -103581031 CASC23 -103625681 LLPH-DT -103625684 RNU6-2 -103689843 LINC01046 -103689845 LINC01050 -103689846 ADAMTS19-AS1 -103689912 TBX2-AS1 -103689915 DLEU1-AS1 -103689917 LINC01337 -103695364 PKNOX2-DT -103695365 LINC01435 -103695431 LINC01048 -103695432 LINC01167 -103695434 LINC01396 -103695435 BBOX1-AS1 -103695436 LINC01269 -103724388 LINC01068 -103724390 LINC01287 -103752554 MYCNUT -103752555 SPATA17-AS1 -103752584 CCND2-AS1 -103752586 BIRC6-AS2 -103752587 FOXC2-AS1 -103752588 PACERR -103752589 TMEM92-AS1 -104169670 RXYLT1-AS1 -104169671 LINC01036 -104266956 LINC01044 -104266957 KBTBD11-OT1 -104266958 LINC01151 -104266959 LINC01195 -104266960 LINC01201 -104266961 LINC01221 -104266963 LINC01264 -104310350 LINC01327 -104310351 LINC01331 -104310353 LINC01399 -104326051 MAFA-AS1 -104326054 LINC00399 -104326055 APOA1-AS -104326057 GACAT1 -104326189 LMO7DN-IT1 -104326190 LINC01309 -104326193 DLX2-DT -104355136 LINC01033 -104355137 LINC01072 -104355138 LINC01162 -104355139 LINC01397 -104355140 LINC00375 -104355141 LINC01143 -104355143 TXNDC12-AS1 -104355145 NCOA7-AS1 -104355146 LINC00396 -104355218 LINC01177 -104355220 LINC01219 -104355285 LINC01256 -104355286 LINC01307 -104355287 LINC01317 -104355288 LINC01320 -104355289 LINC01324 -104355291 LINC01392 -104355293 LINC00376 -104355296 SCEL-AS1 -104355297 ABCA9-AS1 -104355426 LENG8-AS1 -104413892 F10-AS1 -104472519 STX18-IT1 -104472714 DISC1-IT1 -104472717 LINC01224 -104502416 FOXP1-AS1 -104502417 MGAT3-AS1 -104533120 TRIM31-AS1 -104548972 SALRNA3 -104548973 SALRNA2 -104613533 LOC104613533 -104797536 LINC01402 -104798195 ACE2-DT -104968399 MYL12-AS1 -105221694 BISPR -105274304 LOC105274304 -105369187 LOC105369187 -105369274 OR4N4C -105369364 LINC02701 -105369423 LINC02711 -105369443 LINC02737 -105369486 LINC02732 -105369507 CADM1-AS1 -105369509 LOC105369509 -105369550 STT3A-AS1 -105369785 LINC02403 -105369860 LINC02424 -105369893 LINC02392 -105369900 LINC02404 -105369911 LOC105369911 -105369920 LINC02410 -105369954 C12orf75-AS1 -105369984 LINC02356 -105370016 LINC02439 -105370024 LOC105370024 -105370070 LINC02441 -105370306 LINC00373 -105370308 LINC01040 -105370333 PCCA-DT -105370400 LINC02332 -105370404 OXA1L-DT -105370424 LINC02282 -105370489 LOC105370489 -105370586 LOC105370586 -105370616 LOC105370616 -105370622 LOC105370622 -105370681 LINC02323 -105370792 LOC105370792 -105370809 FBN1-DT -105370829 LOC105370829 -105371027 PCSK6-AS1 -105371115 LOC105371115 -105371242 PPIAL4H -105371485 LOC105371485 -105371564 SMCR2 -105371620 RC3H1-DT -105371653 GS1-204I12.4 -105371766 LINC02079 -105371795 LOC105371795 -105371807 SKAP1-AS2 -105371814 LOC105371814 -105371849 HEATR6-DT -105371919 LINC01977 -105372038 LOC105372038 -105372069 LOC105372069 -105372107 LOC105372107 -105372127 TCF4-AS1 -105372179 LOC105372179 -105372267 NFILZ -105372273 LOC105372273 -105372290 LINC01764 -105372352 UQCRFS1-DT -105372440 SMIM47 -105372556 LINC00237 -105372566 LINC01747 -105372582 LOC105372582 -105372672 LOC105372672 -105372751 LINC01684 -105372833 DNMT3L-AS1 -105372894 LINC01774 -105372897 LINC01696 -105372918 USH2A-AS1 -105373098 KLHDC7B-DT -105373100 LOC105373100 -105373185 LINC02601 -105373343 LOC105373343 -105373373 LOC105373373 -105373383 LOC105373383 -105373463 LAPTM4A-DT -105373496 LOC105373496 -105373524 LOC105373524 -105373525 LOC105373525 -105373635 LINC01832 -105373876 LOC105373876 -105374244 LINC01995 -105374250 LINC02054 -105374344 LOC105374344 -105374436 LINC02383 -105374516 LOC105374516 -105374524 LOC105374524 -105374580 PRKCE-AS1 -105374729 LINC02110 -105374847 LINC01955 -105375009 LINC02829 -105375014 LINC02570 -105375166 LOC105375166 -105375448 LOC105375448 -105375475 LINC02476 -105375483 LOC105375483 -105375556 LOC105375556 -105375614 LOC105375614 -105375650 MIR3150BHG -105375666 VPS13B-DT -105375679 LINC02844 -105375680 LINC02845 -105375732 LINC02855 -105375744 SQLE-DT -105375844 LOC105375844 -105375875 LOC105375875 -105375929 LINC02839 -105375968 LINC02851 -105375972 LOC105375972 -105376064 FAM242F -105376072 TMEM252-DT -105376100 LOC105376100 -105376382 LASTR -105376480 LINC02644 -105376554 LINC02547 -105376633 LINC02760 -105376671 LGR4-AS1 -105376672 LINC01345 -105376736 EXOSC10-AS1 -105376912 LOC105376912 -105376946 GRM7-AS2 -105377105 FLNB-AS1 -105377213 LOC105377213 -105377245 LINC02619 -105377247 LINC02429 -105377348 UBE2D3-AS1 -105377390 LINC02263 -105377391 LINC02264 -105377443 LINC02172 -105377617 LINC01596 -105377652 LINC02480 -105377682 LINC01932 -105377924 LOC105377924 -105378052 LOC105378052 -105378137 LOC105378137 -105378231 LOC105378231 -105378311 LOC105378311 -105378328 LOC105378328 -105378663 LOC105378663 -105378668 MYCL-AS1 -105378732 LRP8-DT -105378739 LINC01753 -105378753 LINC02777 -105378872 LINC01709 -105378898 LOC105378898 -105378933 LOC105378933 -105378952 KLF18 -105379051 LOC105379051 -105379194 CTNNA1-AS1 -105379391 LOC105379391 -105379444 LOC105379444 -105379695 IER3-AS1 -105416157 NKILA -105447648 LINC02130 -105463123 XACT -105616916 LINC01455 -105616982 LINC01047 -105664404 WSPAR -105751187 LRP1-AS -105755953 LINC02676 -105827617 LINC02563 -106144526 PLA2G4C-AS1 -106144529 GRPEL2-AS1 -106144531 LINC00374 -106144532 ARF4-AS1 -106144535 LINC01037 -106144537 LINC01173 -106144568 LINC01381 -106144585 LINC01318 -106144593 NOP53-AS1 -106146148 PSLNR -106146149 LINC01613 -106182249 LUADT1 -106456574 LINC01616 -106614088 MIR34AHG -106660606 MIR3677HG -106660609 MIR4432HG -106660610 MIR5689HG diff --git a/drexml/resources/experiment.env b/drexml/resources/experiment.env deleted file mode 100644 index 75acf218..00000000 --- a/drexml/resources/experiment.env +++ /dev/null @@ -1,12 +0,0 @@ -###### EXPERIMENT DESIGN ###### -## Data collected form data_ML folder -data_path=%THIS_PATH -# - genes01072021.rds.feather -> column_names = approved_targets -# - expreset_pathvals_gtexV8.rds.feather -# - X-linked_non-syndromic_intellectual_disability.feather -gene_exp=gene_exp.tsv.gz -pathvals=pathvals.tsv.gz -circuits=circuits.tsv.gz -circuits_column=in_disease -genes=genes.tsv.gz -genes_column=drugbank_approved_targets diff --git a/drexml/resources/experiment1.env b/drexml/resources/experiment1.env deleted file mode 100644 index 26f76074..00000000 --- a/drexml/resources/experiment1.env +++ /dev/null @@ -1,12 +0,0 @@ -###### EXPERIMENT DESIGN ###### -## Data collected form data_ML folder -data_path=%THIS_PATH -# - genes01072021.rds.feather -> column_names = approved_targets -# - expreset_pathvals_gtexV8.rds.feather -# - X-linked_non-syndromic_intellectual_disability.feather -gene_exp=gene_exp.tsv.gz -pathvals=pathvals.tsv.gz -circuits=circuits1.tsv.gz -circuits_column=in_disease -genes=genes.tsv.gz -genes_column=drugbank_approved_targets diff --git a/drexml/resources/experiment_default.env b/drexml/resources/experiment_default.env deleted file mode 100644 index 9288409f..00000000 --- a/drexml/resources/experiment_default.env +++ /dev/null @@ -1,12 +0,0 @@ -###### EXPERIMENT DESIGN ###### -## Data collected form data_ML folder -data_path=$default$ -# - genes01072021.rds.feather -> column_names = approved_targets -# - expreset_pathvals_gtexV8.rds.feather -# - X-linked_non-syndromic_intellectual_disability.feather -gene_exp=$default$ -pathvals=$default$ -circuits=circuits.tsv.gz -circuits_column=in_disease -genes=$default$ -genes_column=drugbank_approved_targets diff --git a/drexml/resources/genes.tsv.gz b/drexml/resources/genes_drugbank-v050110_gtex-v8_mygene-v20230220.tsv.gz similarity index 97% rename from drexml/resources/genes.tsv.gz rename to drexml/resources/genes_drugbank-v050110_gtex-v8_mygene-v20230220.tsv.gz index 3d614b8e..842a0c20 100644 Binary files a/drexml/resources/genes.tsv.gz and b/drexml/resources/genes_drugbank-v050110_gtex-v8_mygene-v20230220.tsv.gz differ diff --git a/drexml/utils.py b/drexml/utils.py index 9a4324c0..09da8e77 100644 --- a/drexml/utils.py +++ b/drexml/utils.py @@ -23,38 +23,36 @@ ) import shap +from dotenv.main import dotenv_values from sklearn.model_selection import ShuffleSplit, train_test_split -from sklearn.preprocessing import MinMaxScaler -from drexml.datasets import get_disease_data +from drexml.config import DEFAULT_DICT, VERSION_DICT from drexml.models import get_model +DEFAULT_STR = "$default$" -def rename_results(folder): - """Translate entrez to symbols, and KEGG circuit IDs to names.""" - folder = Path(folder) - for path in folder.rglob("shap_selection*.tsv"): - if "symbol" in path.stem: - continue - dataset = pd.read_csv(path, sep="\t", index_col=0) - path_out = path.absolute().parent.joinpath(f"{path.stem}_symbol.tsv") - dataset_out = convert_names(dataset, ["circuits", "genes"], axis=[0, 1]) - dataset_out.to_csv(path_out, sep="\t", index_label="circuit_name") +def check_cli_arg_is_bool(arg): + """Check if argument is a boolean. - for path in folder.rglob("shap_summary*.tsv"): - if "symbol" in path.stem: - continue - dataset = pd.read_csv(path, sep="\t", index_col=0) - path_out = path.absolute().parent.joinpath(f"{path.stem}_symbol.tsv") - dataset_out = convert_names(dataset, ["circuits", "genes"], axis=[0, 1]) - dataset_out.to_csv(path_out, sep="\t", index_label="circuit_name") + Parameters + ---------- + arg : str + Argument. - for path in folder.rglob("stability_results.tsv"): - dataset = pd.read_csv(path, sep="\t", index_col=0) - path_out = path.absolute().parent.joinpath(f"{path.stem}_symbol.tsv") - dataset_out = convert_names(dataset, ["circuits"], axis=[0]) - dataset_out.to_csv(path_out, sep="\t", index_label="circuit_name") + Returns + ------- + bool + Argument. + """ + if arg in ["true", "True", "TRUE", "1"]: + arg = True + elif arg in ["false", "False", "FALSE", "0"]: + arg = False + else: + raise ValueError("debug must be a boolean") + + return arg def parse_stab(argv): @@ -84,8 +82,8 @@ def parse_stab(argv): data_folder = Path(data_folder) n_gpus = int(n_gpus) n_cpus = int(n_cpus) - debug = bool(int(debug)) - add = bool(int(add)) + debug = check_cli_arg_is_bool(debug) + add = check_cli_arg_is_bool(add) if mode == "final": n_splits = 1 @@ -166,7 +164,7 @@ def get_out_path(disease): print(f"Working with experiment {env_possible.parent.name}") out_path = env_possible.parent.joinpath("results") else: - raise NotImplementedError("Use experiment") + raise NotImplementedError("Error loading a .env describing the experiment") out_path.mkdir(parents=True, exist_ok=True) print(f"Storage folder: {out_path}") @@ -174,50 +172,7 @@ def get_out_path(disease): return out_path -def get_data(disease, debug, scale=False): - """Load disease data and metadata. - - Parameters - ---------- - disease : path-like - Path to disease config file. - debug : bool - _description_, by default False. - scale : bool, optional - _description_, by default False. - - Returns - ------- - pandas.DataFrame - Gene expression data. - pandas.DataFrame - Circuit activation data (hipathia). - pandas.DataFrame - Circuit definition binary matrix. - pandas.DataFrame - KDT definition binary matrix. - """ - gene_xpr, pathvals, circuits, genes = get_disease_data(disease, debug) - - if scale: - - pathvals = pd.DataFrame( - MinMaxScaler().fit_transform(pathvals), - columns=pathvals.columns, - index=pathvals.index, - ) - - print(gene_xpr.shape, pathvals.shape) - - if debug: - size = 9 - gene_xpr = gene_xpr.sample(n=size) - pathvals = pathvals.loc[gene_xpr.index, :] - - return gene_xpr, pathvals, circuits, genes - - -def get_cuda_lib(): +def get_cuda_lib(): # pragma: no cover """Get CUDA library name.""" lib_names = ("libcuda.so", "libcuda.dylib", "cuda.dll") for lib_name in lib_names: @@ -233,7 +188,7 @@ def get_cuda_lib(): return cuda -def get_number_cuda_devices(): +def get_number_cuda_devices(): # pragma: no cover """Get number of CUDA devices.""" try: @@ -246,7 +201,7 @@ def get_number_cuda_devices(): return n_gpus -def get_number_cuda_devices_(): +def get_number_cuda_devices_(): # pragma: no cover """Get number of CUDA devices.""" cuda = get_cuda_lib() @@ -257,7 +212,18 @@ def get_number_cuda_devices_(): return int(n_gpus.value) -def check_gputree_availability(): +def get_cuda_version(): # pragma: no cover + """Get CUDA version.""" + cuda = get_cuda_lib() + cuda.cuInit(0) + cc_major = ctypes.c_int() + cc_minor = ctypes.c_int() + cuda.cuDeviceComputeCapability(ctypes.byref(cc_major), ctypes.byref(cc_minor), 0) + + return int(cc_major.value), int(cc_minor.value) + + +def check_gputree_availability(): # pragma: no cover """Check if GPUTree has been corectly compiled.""" try: shap.utils.assert_import("cext_gpu") @@ -280,15 +246,56 @@ def get_resource_path(fname): def convert_names(dataset, keys, axis): + """ + Convert names in the dataset. + + Parameters + ---------- + dataset : pandas.DataFrame + Dataset. + keys : list + List of keys. + axis : list + List of axis. + + Returns + ------- + panda.DataFrame + Dataset. + + Raises + ------ + NotImplementedError + If key is not supported. + + Examples + -------- + >>> dataset = pd.DataFrame({"circuits": ["C1", "C2"], "genes": [1, 2]}) + >>> keys = ["circuits", "genes"] + >>> axis = [0, 1] + >>> convert_names(dataset, keys, axis) + circuits genes + 0 C1 1 + 1 C2 2 + + >>> dataset = pd.DataFrame({"circuits": ["C1", "C2"], "genes": [1, 2]}) + >>> keys = ["circuits", "genes"] + >>> axis = [0, 1] + >>> convert_names(dataset, keys, axis) + circuits genes + 0 C1 1 + 1 C2 2 + + """ for i, key in enumerate(keys): if key == "circuits": - fname = "circuit_names.tsv" - index_name = "hipathia_id" - col_name = "name" + fname = "circuit_names.tsv.gz" + index_name = "circuit_id" + col_name = "circuit_name" elif key == "genes": - fname = "entrez_sym-table.tsv" - index_name = "entrez" - col_name = "symbol" + fname = "genes_drugbank-v050110_gtex-v8_mygene-v20230220.tsv.gz" + index_name = "entrez_id" + col_name = "symbol_id" else: raise NotImplementedError() @@ -305,3 +312,482 @@ def convert_names(dataset, keys, axis): dataset = dataset.rename(name_dict, axis=axis[i]) return dataset + + +def read_seed_genes(config): + """Read seed genes from config file. It expect a comma-separated list of entrez ids. + + Parameters + ---------- + config : dict + Parsed config dict. + + Returns + ------- + dict + Updated conig dict. + + Raises + ------ + ValueError + Raise error if format is unsupported. + """ + try: + if config["seed_genes"] is not None: + config["seed_genes"] = str(config["seed_genes"]).split(",") + for int_str in config["seed_genes"]: + int_str = int_str.strip() + if not int_str.isdigit(): + raise ValueError(f"{int_str} is not a valid integer.") + except ValueError as err: + print(err) + print("seed_genes should be a comma-separated list of genes.") + raise + + return config + + +def read_use_physio(config): + """Read use_physio from config file. It expect a boolean. + + Parameters + ---------- + config : dict + Parsed config dict. + + Returns + ------- + dict + Updated config dict. + + Raises + ------ + ValueError + Raise error if format is unsupported. + """ + + try: + config["use_physio"] = check_cli_arg_is_bool(config["use_physio"]) + except ValueError as err: + print(err) + print("use_physio should be a boolean.") + raise + + return config + + +def read_path_based(config, key, data_path): + """Read path based. + + Parameters + ---------- + config : dict + Config dict. + key : str + Key in config dict. + data_path : path-like + Storage path. + + Returns + ------- + dict + Updated config dict. + + Raises + ------ + ValueError + Raise error if key is not present in config dict. + FileNotFoundError + Raise error if path does not exist. + """ + try: + if config[key] is not None: + path = data_path.joinpath(config[key]) + if not path.exists(): + path = Path(config[key]) + config[key] = path + with open(path, "r", encoding="utf-8") as _: + pass + + except (ValueError, FileNotFoundError) as err: + print(err) + print(f"{key} should be a path.") + raise err + + return config + + +def read_circuits_column(config): + """Read circuits column. + + Parameters + ---------- + config : dict + Config dict. + + Returns + ------- + dict + Updated config dict. + + Raises + ------ + ValueError + Raise error if format is unsupported. + """ + try: + config["circuits_column"] = str(config["circuits_column"]) + if not config["circuits_column"]: + raise ValueError(f"{config['circuits_column']} is not alphanumeric.") + except ValueError as err: + print(err) + print("circuits_column should be string-like.") + raise + + return config + + +def read_version_based(config, key, version_dict): + """Read version based. + + Parameters + ---------- + config : dict + Config dict. + key : str + Key in config dict. + version_dict : dict + Version dict. + + Returns + ------- + dict + Updated config dict. + + Raises + ------ + ValueError + Raise error if format is unsupported. + """ + + try: + config[key] = str(config[key]) + if config[key] not in version_dict[key]: + raise ValueError(f"{key} should be one of {version_dict[key]}.") + except ValueError as err: + print(err) + print("{key} should be one of {version_dict[key]}.") + raise + + return config + + +def read_disease_config(disease): + """Read disease config file. + + Parameters + ---------- + disease : str + Path to disease config file. + + Returns + ------- + dict + Config dictionary. + + """ + + # TODO: when moving to Python >= 3.9 use '|' to update dicts + config = dotenv_values(disease) + env_parent_path = Path(disease).parent + + for key, _ in DEFAULT_DICT.items(): + if key not in config: + config[key] = DEFAULT_DICT[key] + + config = read_seed_genes(config) + config = read_use_physio(config) + config = read_path_based(config, key="gene_exp", data_path=env_parent_path) + config = read_path_based(config, key="pathvals", data_path=env_parent_path) + config = read_path_based(config, key="genes", data_path=env_parent_path) + config = read_path_based(config, key="circuits", data_path=env_parent_path) + config = read_circuits_column(config) + + config = read_version_based(config, key="GTEX_VERSION", version_dict=VERSION_DICT) + config = read_version_based(config, key="MYGENE_VERSION", version_dict=VERSION_DICT) + config = read_version_based( + config, key="DRUGBANK_VERSION", version_dict=VERSION_DICT + ) + config = read_version_based( + config, key="HIPATHIA_VERSION", version_dict=VERSION_DICT + ) + config = read_version_based(config, key="EDGER_VERSION", version_dict=VERSION_DICT) + + config = update_gene_exp(config) + config = update_pathvals(config) + config = update_genes(config) + config = update_circuits(config) + + return config + + +def build_gene_exp_fname(config): + """Build gene_exp filename. + + Parameters + ---------- + config : dict + Config dict. + + Returns + ------- + str + Filename. + """ + + return ( + "_".join( + [ + "gexp", + f"gtex-{config['GTEX_VERSION']}", + f"edger-{config['EDGER_VERSION']}", + ] + ) + + ".feather" + ) + + +def build_pathvals_fname(config): + """Build pathvals filename. + + Parameters + ---------- + config : dict + Config dict. + + Returns + ------- + str + Filename. + + """ + return ( + "_".join( + [ + "pathvals", + f"gtex-{config['GTEX_VERSION']}", + f"edger-{config['EDGER_VERSION']}", + f"hipathia-{config['HIPATHIA_VERSION']}", + ] + ) + + ".feather" + ) + + +def build_genes_fname(config): + """Build genes filename. + + Parameters + ---------- + config : dict + Config dict. + + Returns + ------- + str + Filename. + + """ + + return ( + "_".join( + [ + "genes", + f"drugbank-{config['DRUGBANK_VERSION']}", + f"gtex-{config['GTEX_VERSION']}", + f"mygene-{config['MYGENE_VERSION']}", + ] + ) + + ".tsv.gz" + ) + + +def build_circuits_fname(config): + """Build circuits filename. + + Parameters + ---------- + config : dict + Config dict. + + Returns + ------- + str + Filename. + + """ + + return ( + "_".join( + [ + "circuits2genes", + f"gtex-{config['GTEX_VERSION']}", + f"hipathia-{config['HIPATHIA_VERSION']}", + ] + ) + + ".tsv.gz" + ) + + +def update_gene_exp(config): + """Update gene_exp key from config. + + Parameters + ---------- + config : dict + Config dict. + + Returns + ------- + dict + Updated config dict. + + Raises + ------ + ValueError + Raise error if format is unsupported. + + Notes + ----- + If gene_exp is not provided, it will be built from the other keys. + + If gene_exp is provided, it will be checked if it is a path. + + If gene_exp is a path, it will be checked if it is a zenodo resource. + + """ + if config["gene_exp"] is None: + config["gene_exp"] = build_gene_exp_fname(config) + config["gene_exp_zenodo"] = True + + return config + + +def update_pathvals(config): + """Update pathvals key from config. + + Parameters + ---------- + config : dict + Config dict. + + Returns + ------- + dict + Updated config dict. + + Raises + ------ + ValueError + Raise error if format is unsupported. + + Notes + ----- + If pathvals is not provided, it will be built from the other keys. + + If pathvals is provided, it will be checked if it is a path. + + If pathvals is a path, it will be checked if it is a zenodo resource. + + """ + if config["pathvals"] is None: + config["pathvals"] = build_pathvals_fname(config) + config["pathvals_zenodo"] = True + + return config + + +def update_genes(config): + """Update genes key from config. + + Parameters + ---------- + config : dict + Config dict. + + Returns + ------- + dict + Updated config dict. + + Raises + ------ + ValueError + Raise error if format is unsupported. + + Notes + ----- + If genes is not provided, it will be built from the other keys. + + If genes is provided, it will be checked if it is a path. + + If genes is a path, it will be checked if it is a zenodo resource. + + """ + if config["genes"] is None: + if ( + (config["GTEX_VERSION"] != DEFAULT_DICT["GTEX_VERSION"]) + or (config["DRUGBANK_VERSION"] != DEFAULT_DICT["DRUGBANK_VERSION"]) + or (config["MYGENE_VERSION"] != DEFAULT_DICT["MYGENE_VERSION"]) + ): + config["genes_zenodo"] = True + config["genes"] = build_genes_fname(config) + + if not config["genes_zenodo"]: + config["genes"] = get_resource_path(build_genes_fname(config)) + + return config + + +def update_circuits(config): + """Update circuits key from config. + + Parameters + ---------- + config : dict + Config dict. + + Returns + ------- + dict + Updated config dict. + + Raises + ------ + ValueError + Raise error if format is unsupported. + + Notes + ----- + If circuits is not provided, it will be built from the other keys. + + If circuits is provided, it will be checked if it is a path. + + If circuits is a path, it will be checked if it is a zenodo resource. + + """ + + if config["circuits"] is None: + if config["seed_genes"] is None: + raise ValueError("Either circuits or seed_genes list is required.") + if (config["GTEX_VERSION"] != DEFAULT_DICT["GTEX_VERSION"]) or ( + config["HIPATHIA_VERSION"] != DEFAULT_DICT["HIPATHIA_VERSION"] + ): + config["circuits"] = build_circuits_fname(config) + config["circuits_zenodo"] = True + else: + config["circuits"] = get_resource_path( + "circuits2genes_gtex-v8_hipathia-v2-14-0.tsv.gz" + ) + + return config diff --git a/makefile b/makefile index 0556eb95..e974011e 100644 --- a/makefile +++ b/makefile @@ -18,6 +18,10 @@ endif poetry run pytest format: $(CONDA_ACTIVATE) ./.venv + autoflake --remove-all-unused-imports --ignore-init-module-imports \ + --remove-unused-variables -i drexml/*.py + autoflake --remove-all-unused-imports --ignore-init-module-imports \ + --remove-unused-variables -i tests/*.py poetry run isort drexml tests noxfile.py poetry run black drexml tests noxfile.py (cd docs && poetry run make html) @@ -27,3 +31,6 @@ ifeq ($(use_gpu),1) else nox endif +cover: + $(CONDA_ACTIVATE) ./.venv + poetry run coverage run -m pytest tests/ -v && poetry run coverage report -m 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REpurposing using and eXplainable Machine Learning and Mechanistic Models of signal transduction\"" authors = [ "Carlos Loucera ", @@ -34,6 +34,9 @@ sphinx-rtd-theme = "^1.0.0" flake8 = "^4.0.1" flake8-black = "^0.3.3" +[tool.poetry.group.dev.dependencies] +coverage = {extras = ["toml"], version = "^7.2.7"} + [build-system] requires = ["poetry-core>=1.0.0"] build-backend = "poetry.core.masonry.api" @@ -56,3 +59,9 @@ profile = "black" [tool.black] line-length = 88 + + +[tool.coverage.run] +omit = [".*", "*/site-packages/*", "./tests/*"] +[tool.coverage.report] +fail_under = 100 diff --git a/tests/circuits.tsv.gz b/tests/circuits.tsv.gz new file mode 100644 index 00000000..5c62cec7 Binary files /dev/null and b/tests/circuits.tsv.gz differ diff --git a/drexml/resources/gene_exp.tsv.gz b/tests/gene_exp.tsv.gz similarity index 100% rename from drexml/resources/gene_exp.tsv.gz rename to tests/gene_exp.tsv.gz diff --git a/drexml/resources/pathvals.tsv.gz b/tests/pathvals.tsv.gz similarity index 100% rename from drexml/resources/pathvals.tsv.gz rename to tests/pathvals.tsv.gz diff --git a/tests/shap_selection.tsv b/tests/shap_selection.tsv new file mode 100644 index 00000000..49bfb90a --- /dev/null +++ b/tests/shap_selection.tsv @@ -0,0 +1,3 @@ + 18 19 25 43 47 55 87 100 124 125 126 134 135 136 140 142 146 147 148 150 151 152 153 154 155 185 210 213 217 231 238 240 251 279 291 292 293 301 302 306 307 308 331 345 351 354 367 462 471 476 486 495 496 526 528 552 553 554 558 590 595 596 613 624 632 645 657 659 673 683 695 715 716 718 720 721 727 759 760 761 762 766 771 774 775 776 777 778 779 781 782 783 784 785 786 796 797 799 801 819 836 846 847 886 887 915 916 917 919 920 930 931 933 941 942 943 945 960 974 978 1019 1021 1043 1080 1128 1129 1131 1132 1133 1135 1136 1137 1139 1141 1143 1152 1158 1160 1181 1233 1234 1244 1268 1269 1277 1280 1281 1312 1361 1373 1374 1376 1436 1438 1439 1441 1493 1583 1584 1586 1588 1595 1621 1633 1636 1644 1646 1719 1723 1756 1786 1800 1803 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b/tests/stability_results.tsv @@ -0,0 +1,4 @@ +name stability stability_lower_95ci stability_upper_95ci r2_mean r2_std r2_25% r2_75% +map 1.0 1.0 1.0 -1.4170601737463846 1.0398736590674622 -1.8859432342626254 -0.6920954873283592 +P.hsa03320.28 -1.0267319117079732 0.3963317921118596 -1.2529883428494744 -0.8840107428377815 +P.hsa04920.43 -1.807388435784796 2.267110957582546 -2.5188981256757765 -0.500180231818937 diff --git a/tests/test_cli.py b/tests/test_cli.py new file mode 100644 index 00000000..c5ce56e2 --- /dev/null +++ b/tests/test_cli.py @@ -0,0 +1,143 @@ +# -*- coding: utf-8 -*- +""" +Unit testing for datasets module. +""" + +import click +import numpy as np +import pandas as pd +import pytest +from click.testing import CliRunner + +from drexml.cli.cli import main +from drexml.utils import check_gputree_availability + +from .this_utils import THIS_DIR, make_disease_config + +PLOTTING_EXTENSIONS = ["pdf", "png"] +N_GPU_LST = [-1, 0] if check_gputree_availability() else [0] + + +def check_new_versus_all(name, tmp_fodler): + old_df = pd.read_csv(THIS_DIR.joinpath(name), sep="\t", index_col=0) + new_df = pd.read_csv(tmp_fodler.joinpath(name), sep="\t", index_col=0) + + return np.allclose(old_df, new_df, equal_nan=True) + + +@pytest.mark.parametrize("n_gpus", N_GPU_LST) +def test_cli_run(n_gpus): + """Unit tests for CLI app.""" + + click.echo("Running CLI tests for DREXML.") + + disease_path = make_disease_config(use_seeds=True, update=False) + ml_folder_expected = disease_path.parent.joinpath("results") + + opts = [ + "run", + "--verbosity", + "--debug", + f"--n-gpus {n_gpus}", + f"{disease_path.as_posix()}", + ] + click.echo(" ".join(opts)) + runner = CliRunner() + runner.invoke(main, " ".join(opts)) + + expected_files = ["stability_results.tsv", "shap_selection.tsv", "shap_summary.tsv"] + + exist_files = [ml_folder_expected.joinpath(fname) for fname in expected_files] + + assert all([x.exists() for x in exist_files]) + + numeric_checks = [ + check_new_versus_all(fname, ml_folder_expected) for fname in expected_files + ] + assert all(numeric_checks) + + renamed_files = [ + ml_folder_expected.joinpath(f"{x.stem}_symbol.tsv") for x in exist_files + ] + + opts = ["rename", f"{ml_folder_expected.as_posix()}"] + click.echo(" ".join(opts)) + runner = CliRunner() + runner.invoke(main, " ".join(opts)) + + assert all([x.exists() for x in renamed_files]) + + plot_files = [ + ml_folder_expected.joinpath(f"{x.stem}_symbol.{ext}") + for ext in PLOTTING_EXTENSIONS + for x in exist_files + if "stability" in x.stem + ] + + opts = [ + "plot", + ml_folder_expected.joinpath("stability_results_symbol.tsv").as_posix(), + ] + click.echo(" ".join(opts)) + runner = CliRunner() + runner.invoke(main, " ".join(opts)) + + assert all([x.exists() for x in plot_files]) + + +@pytest.mark.xfail() +def test_cli_run_step_fails(): + """Test that cli fails when skipping an step.""" + + n_gpus = 0 + click.echo("Running CLI tests for DREXML.") + + disease_path = make_disease_config(use_seeds=True, update=False) + + runner = CliRunner() + + orchestrate_opts = [ + "orchestrate", + "--debug", + f"--n-gpus {n_gpus}", + f"{disease_path.as_posix()}", + ] + click.echo(" ".join(orchestrate_opts)) + runner.invoke(main, " ".join(orchestrate_opts)) + + +@pytest.mark.xfail() +def test_cli_run_mode_fails(): + """Test that cli fails when skipping an step.""" + + n_gpus = 0 + click.echo("Running CLI tests for DREXML.") + + disease_path = make_disease_config(use_seeds=True, update=False) + + runner = CliRunner() + + orchestrate_opts = [ + "orchestrate", + "--debug", + f"--n-gpus {n_gpus}", + f"{disease_path.as_posix()}", + ] + click.echo(" ".join(orchestrate_opts)) + runner.invoke(main, " ".join(orchestrate_opts)) + + train_opts = [ + "stability --mode train", + "--debug", + f"--n-gpus {n_gpus}", + f"{disease_path.as_posix()}", + ] + runner.invoke(main, " ".join(train_opts)) + + cmd_opts = [ + "stability --mode vader", + "--debug", + f"--n-gpus {n_gpus}", + f"{disease_path.as_posix()}", + ] + runner.invoke(main, " ".join(cmd_opts)) diff --git a/tests/test_datasets.py b/tests/test_datasets.py index a8fd2464..4cc933f5 100644 --- a/tests/test_datasets.py +++ b/tests/test_datasets.py @@ -2,142 +2,64 @@ """ Unit testing for datasets module. """ -import importlib.resources as pkg_resources -import shutil -import tempfile -from pathlib import Path -import click +from tempfile import mkstemp + +import pandas as pd import pytest -from click.testing import CliRunner +from pandas.errors import ParserError -from drexml.cli.cli import main from drexml.datasets import get_disease_data, load_df -from drexml.utils import check_gputree_availability - -PLOTTING_EXTENSIONS = ["pdf", "png"] -N_GPU_LST = [-1, 0] if check_gputree_availability() else [0] - -DATA_NAMES = [ - "circuits.tsv.gz", - "gene_exp.tsv.gz", - "pathvals.tsv.gz", - "genes.tsv.gz", -] - - -def get_resource_path(fname): - """Get path to example disease env path. - - Returns - ------- - pathlib.PosixPath - Path to file. - """ - with pkg_resources.path("drexml.resources", fname) as f: - data_file_path = f - return Path(data_file_path) - -def make_disease_path(use_default, one=False): - """Prepare fake disease data folder.""" - tmp_dir = Path(tempfile.mkdtemp()) - if use_default: - disease_path_in = get_resource_path("experiment_default.env") - else: - if one: - disease_path_in = get_resource_path("experiment1.env") - else: - disease_path_in = get_resource_path("experiment.env") - disease_path_out = tmp_dir.joinpath(disease_path_in.name) - # Use as_posix to make it compatible with python<=3.7 - shutil.copy(disease_path_in.as_posix(), disease_path_out.as_posix()) +from .test_utils import make_disease_config - with open(disease_path_out, "r", encoding="utf8") as this_file: - disease_path_out_data = this_file.read() - if not use_default: - disease_path_out_data = disease_path_out_data.replace( - "%THIS_PATH", disease_path_in.parent.as_posix() - ) - with open(disease_path_out, "w", encoding="utf8") as this_file: - this_file.write(disease_path_out_data) - if use_default: - shutil.copy( - get_resource_path("circuits.tsv.gz").as_posix(), - tmp_dir.joinpath("circuits.tsv.gz").as_posix(), - ) - - return disease_path_out - - -@pytest.mark.parametrize("fname", DATA_NAMES) -def test_load_df(fname): - """Test load_df""" - - fpath = get_resource_path(fname) - data = load_df(fpath) - assert data.shape[0] > 0 - - -@pytest.mark.parametrize("default", [True, False]) -def get_disease_data_(default): +@pytest.mark.parametrize("use_seeds", [True, False]) +@pytest.mark.parametrize("update", [False]) +def test_get_disease_data(use_seeds, update): """Test get_disease_data.""" - disease_path = make_disease_path(use_default=default) - gene_exp, pathvals, circuits, genes = get_disease_data(disease_path, debug=True) + expected_circuits = ["P.hsa03320.28", "P.hsa04920.43"] + + disease_path = make_disease_config(use_seeds=use_seeds, update=update) + gene_exp, pathvals, circuits, genes = get_disease_data(disease_path) - assert gene_exp.to_numpy().ndim == 3 + assert gene_exp.to_numpy().ndim == 2 assert pathvals.to_numpy().ndim == 2 - assert circuits.to_numpy().ndim == 2 + assert len(circuits) == 2 + assert set(pathvals.columns) == set(circuits) + assert set(circuits) == set(expected_circuits) assert genes.to_numpy().ndim == 2 - - -@pytest.mark.parametrize("n_gpus", N_GPU_LST) -def test_cli_run(n_gpus): - """Unit tests for CLI app.""" - - click.echo("Running CLI tests fro DREXML.") - - disease_path = make_disease_path(use_default=False, one=True) - ml_folder_expected = disease_path.parent.joinpath("results") - - opts = ["run", "--debug", f"--n-gpus {n_gpus}", f"{disease_path.as_posix()}"] - click.echo(" ".join(opts)) - runner = CliRunner() - runner.invoke(main, " ".join(opts)) - - exist_files = [ - ml_folder_expected.joinpath(fname) - for fname in ["stability_results.tsv", "shap_selection.tsv", "shap_summary.tsv"] - ] - - assert all([x.exists() for x in exist_files]) - - renamed_files = [ - ml_folder_expected.joinpath(f"{x.stem}_symbol.tsv") for x in exist_files - ] - - opts = ["rename", f"{ml_folder_expected.as_posix()}"] - click.echo(" ".join(opts)) - runner = CliRunner() - runner.invoke(main, " ".join(opts)) - - assert all([x.exists() for x in renamed_files]) - - plot_files = [ - ml_folder_expected.joinpath(f"{x.stem}_symbol.png") - for ext in PLOTTING_EXTENSIONS - for x in exist_files - if "stability" in x.stem - ] - - opts = [ - "plot", - ml_folder_expected.joinpath("stability_results_symbol.tsv").as_posix(), - ] - click.echo(" ".join(opts)) - runner = CliRunner() - runner.invoke(main, " ".join(opts)) - - assert all([x.exists() for x in plot_files]) + assert gene_exp.columns.isin(genes.index).all() + assert gene_exp.columns.isin(genes.index[genes.drugbank_approved_targets]).all() + + +@pytest.mark.xfail(raises=(NotImplementedError,)) +def test_load_df_fails_empty(): + """Unit test that load_df fails with an empty df.""" + _, tmp_file = mkstemp() + pd.DataFrame().to_csv(tmp_file, sep="\t") + load_df(tmp_file) + + +@pytest.mark.xfail(raises=(NotImplementedError,)) +def test_load_df_fails_tsv(): + """Unit test that load_df fails with an ill-formed TSV.""" + _, tmp_file = mkstemp() + with open(tmp_file, "w", encoding="utf8") as f: + f.write("\t \t") + f.write("\t") + load_df(tmp_file) + + +@pytest.mark.xfail( + raises=( + ParserError, + KeyError, + ) +) +def test_load_df_fails_feather(): + """Unit test that load_df fails when loading a file in feather format.""" + _, tmp_file = mkstemp() + pd.DataFrame().reset_index(names="vader").to_feather(tmp_file) + load_df(tmp_file) diff --git a/tests/test_models.py b/tests/test_models.py index 6cf7a90d..0bb548b1 100644 --- a/tests/test_models.py +++ b/tests/test_models.py @@ -24,9 +24,20 @@ def test_model_hp(debug): n_targets = 100 n_jobs = -1 - max_features_expected = int(np.sqrt(n_features) + 20) - n_estimators_expected = 20 if debug else int(1.5 * (n_features + n_targets)) + max_features_expected = 1.0 if debug else int(np.sqrt(n_features) + 20) + n_estimators_expected = 2 if debug else 200 + max_depth_expected = 2 if debug else 8 model = get_model(n_features, n_targets, n_jobs, debug) assert shap.utils.safe_isinstance(model, "sklearn.ensemble.RandomForestRegressor") + assert model.n_estimators == n_estimators_expected + assert model.max_depth == max_depth_expected + assert model.max_features == max_features_expected + + +@pytest.mark.xfail(raises=(NotImplementedError,)) +def test_get_model_fails(): + """Test that get_model fails when triyng to perform HP opt.""" + + get_model(n_features=1, n_targets=1, n_jobs=1, debug=False, n_iters=100) diff --git a/tests/test_plotting.py b/tests/test_plotting.py new file mode 100644 index 00000000..0fce5625 --- /dev/null +++ b/tests/test_plotting.py @@ -0,0 +1,29 @@ +# -*- coding: utf-8 -*- +""" +Unit testing for utils module. +""" +import pathlib +import tempfile + +from drexml.plotting import plot_metrics + +from .this_utils import THIS_DIR + +PLOTTING_EXTENSIONS = ["pdf", "png"] + + +def test_plot_metrics(): + """ + Test plotting metrics. + """ + fpath = pathlib.Path(THIS_DIR, "stability_results.tsv") + tmp_folder = pathlib.Path(tempfile.mkdtemp()) + + plot_files = [ + tmp_folder.joinpath(f"{x.stem}.{ext}") + for ext in PLOTTING_EXTENSIONS + for x in [fpath] + ] + + plot_metrics(input_path=fpath, output_folder=tmp_folder) + assert all([x.exists() for x in plot_files]) diff --git a/tests/test_utils.py b/tests/test_utils.py index e1e2a93e..ce4e2ca4 100644 --- a/tests/test_utils.py +++ b/tests/test_utils.py @@ -2,15 +2,357 @@ """ Unit testing for utils module. """ +import pathlib +import tempfile +from tempfile import mkstemp + +import click +import numpy as np +import pandas as pd import pytest +import shap +from click.testing import CliRunner + +from drexml import utils +from drexml.cli.cli import main +from drexml.config import DEFAULT_DICT, VERSION_DICT +from tests.this_utils import make_disease_config + +RESOURCE_FNAMES = [ + "circuit_names.tsv.gz", + "circuits2genes_gtex-v8_hipathia-v2-14-0.tsv.gz", + "genes_drugbank-v050110_gtex-v8_mygene-v20230220.tsv.gz", +] + + +@pytest.mark.parametrize("fname", RESOURCE_FNAMES) +def test_get_resource_path(fname): + """Test get_resource_path""" + + fpath = utils.get_resource_path(fname) + assert fpath.exists() -from drexml.utils import check_gputree_availability, get_number_cuda_devices -N_GPU_LST = [-1, 0] if check_gputree_availability() else [0] +def test_get_number_cuda_devices(): + """Unit test CUDA devices found if GPUTreeExplainer is avilable.""" + n_gpus = utils.get_number_cuda_devices() + if utils.check_gputree_availability(): + assert n_gpus > 0 -@pytest.mark.parametrize("n_gpus_found", N_GPU_LST) -def test_get_number_cuda_devices(n_gpus_found): +def test_check_gputree_availability(): """Unit test CUDA devices found if GPUTreeExplainer is avilable.""" - n_gpus = get_number_cuda_devices() - assert n_gpus > 0 if n_gpus_found > 0 else True + + is_available = utils.check_gputree_availability() + + assert isinstance(is_available, bool) + + +def test_get_version(): + """ + Unit test version string. + """ + + ver = utils.get_version() + assert ver is not None + assert isinstance(ver, str) + assert len(ver) > 0 + assert ver[0].isnumeric() + assert len(ver.split(".")) == 3 + + +def test_get_out_path_ok(): + """ + Unit test out path. + """ + + path = make_disease_config(use_seeds=True) + + assert utils.get_out_path(path).exists() is True + + +@pytest.mark.xfail(raises=NotImplementedError) +def test_get_out_path_notok(): + """ + Unit test out path from bad config file. + """ + path = mkstemp(suffix=".txt", prefix="abc")[1] + utils.get_out_path(path) + + +def test_read_disease_config_only_seeds(): + """ + Unit test read disease config. + """ + + path = make_disease_config(use_seeds=True, update=False) + print(path) + + config = utils.read_disease_config(path) + + assert len(config["seed_genes"]) == 1 + assert config["seed_genes"][0] == "2180" + + +def test_read_disease_config_update_with_seeds(): + """ + Unit test read disease config. + """ + + path = make_disease_config(use_seeds=True, update=True) + print(path) + + config = utils.read_disease_config(path) + + assert len(config["seed_genes"]) == 1 + assert config["seed_genes"][0] == "2180" + assert config["pathvals"] != DEFAULT_DICT["pathvals"] + assert config["genes"] != DEFAULT_DICT["genes"] + assert config["circuits"].exists() + assert config["gene_exp"] != DEFAULT_DICT["gene_exp"] + + +def test_read_disease_config_update_without_seeds(): + """ + Unit test read disease config. + """ + + path = make_disease_config(use_seeds=False, update=True) + print(path) + + config = utils.read_disease_config(path) + + assert config["seed_genes"] is None + assert config["pathvals"] != DEFAULT_DICT["pathvals"] + assert config["genes"] != DEFAULT_DICT["genes"] + assert config["circuits"] != DEFAULT_DICT["circuits"] + assert config["gene_exp"] != DEFAULT_DICT["gene_exp"] + + +@pytest.mark.parametrize("debug_str", ["1", "0", "True", "False", "true", "false"]) +@pytest.mark.parametrize("mode_str", ["final", "stab"]) +def test_parse_stab_ok(debug_str, mode_str): + """ + Unit test that parse_stab returns the correct number of arguments when feeded with a + sys-like argv. + """ + + args = ["file.py", "./test", "0", "4", "32", debug_str, "1", mode_str] + parsed_args = utils.parse_stab(args) + + assert len(parsed_args) == 7 + data_folder, n_iters, n_gpus, n_cpus, n_splits, debug, add = parsed_args + + assert isinstance(data_folder, (str, pathlib.PurePath)) + assert isinstance(n_iters, int) + assert isinstance(n_gpus, int) + assert isinstance(n_cpus, int) + assert isinstance(n_splits, int) + + assert isinstance(debug, bool) + + if debug_str in ["1", "True", "true"]: + assert debug is True + else: + assert debug is False + + if mode_str in ["final"]: + assert n_splits == 1 + else: + if debug: + assert n_splits == 3 + + else: + assert n_splits == 100 + + assert isinstance(add, bool) + + +@pytest.mark.parametrize("arg", ["1", "True", "true"]) +def test_check_cli_arg_is_bool_istrue(arg): + """ + Unit test that check_cli_arg_is_bool returns True when fed with a sys-like argv. + """ + + assert utils.check_cli_arg_is_bool(arg) is True + + +@pytest.mark.parametrize("arg", ["0", "False", "false"]) +def test_check_cli_arg_is_bool_isfalse(arg): + """ + Unit test that check_cli_arg_is_bool returns False when fed with a sys-like argv. + """ + + assert utils.check_cli_arg_is_bool(arg) is False + + +def test_check_cli_arg_is_bool_isnotok(): + """ + Unit test that check_cli_arg_is_bool returns False when fed with a sys-like argv. + """ + + with pytest.raises(Exception): + utils.check_cli_arg_is_bool(10) + + +def test_get_stab(): + """ + Unit test that get_stab returns the expected features and splits. + """ + + click.echo("Running CLI tests for DREXML.") + + disease_path = make_disease_config(use_seeds=True, update=False) + data_folder = disease_path.parent.joinpath("results", "tmp") + + opts = ["orchestrate", f"{disease_path.as_posix()}"] + click.echo(" ".join(opts)) + runner = CliRunner() + runner.invoke(main, " ".join(opts)) + + # subprocess.run(["drexml"] + opts) + + n_splits = 100 + n_cpus = 1 + debug = False + n_iters = 0 + + n_features = 698 + n_targets = 2 + + model, stab_cv, features_orig, targets_orig = utils.get_stab( + data_folder, n_splits, n_cpus, debug, n_iters + ) + + assert shap.utils.safe_isinstance(model, "sklearn.ensemble.RandomForestRegressor") + assert model.n_estimators == 200 + assert model.max_depth == 8 + assert model.max_features == int(np.sqrt(n_features) + 20) + assert len(stab_cv) == n_splits + assert all([len(i) == 3 for i in stab_cv]) + assert features_orig.shape[1] == n_features + assert targets_orig.shape[1] == n_targets + + +def test_convert_names_genes(): + """ + Unit test that convert_names returns the expected features and targets. + """ + data = pd.DataFrame(np.random.rand(3, 1), columns=["2175"]) + + data_out = utils.convert_names(data, keys=("genes",), axis=(1,)) + assert data_out.shape == (3, 1) + assert data_out.columns[0] == "FANCA" + + +def test_convert_names_circuits(): + """ + Unit test that convert_names returns the expected features and targets. + """ + data = pd.DataFrame(np.random.rand(3, 1), columns=["P.hsa03320.28"]) + + data_out = utils.convert_names(data, keys=("circuits",), axis=(1,)) + assert data_out.shape == (3, 1) + assert data_out.columns[0] == "PPAR signaling pathway: ACSL1" + + +@pytest.mark.xfail(raises=NotImplementedError) +def test_convert_names_keynotok(): + """Unit test that convert_names raises an error.""" + data = pd.DataFrame(np.random.rand(3, 1), columns=["P.hsa03320.28"]) + + utils.convert_names(data, keys=("vader",), axis=(1,)) + + +@pytest.mark.xfail(raises=ValueError) +def test_convert_names_axisnotok(): + """Unit test that convert_names raises an error.""" + data = pd.DataFrame(np.random.rand(3, 1), columns=["P.hsa03320.28"]) + + utils.convert_names(data, keys=("circuits",), axis=(2,)) + + +@pytest.mark.parametrize("seeds", ["11.2", "hola, 12"]) +@pytest.mark.xfail(raises=ValueError) +def test_read_seed_genes_fails(seeds): + """Unit test that read_seed_genes raises an error.""" + config = {"seed_genes": seeds} + utils.read_seed_genes(config) + + +@pytest.mark.parametrize("value", ["hola"]) +@pytest.mark.xfail(raises=ValueError) +def test_read_use_physio_fails(value): + """Unit test that read_use_physio raises an error.""" + config = {"use_physio": value} + utils.read_use_physio(config) + + +@pytest.mark.xfail(raises=(ValueError, FileNotFoundError)) +def test_read_path_based_fails(): + """Unit test that read_path_based raises an error.""" + tmp_dir = pathlib.Path(tempfile.mkdtemp()) + file_which_should_not_exist = tmp_dir.joinpath("test.txt") + config = {"pathvals": file_which_should_not_exist.as_posix()} + utils.read_path_based(config, "pathvals", tmp_dir) + + +@pytest.mark.parametrize( + "key_str", + [ + "GTEX_VERSION", + "MYGENE_VERSION", + "DRUGBANK_VERSION", + "HIPATHIA_VERSION", + "EDGER_VERSION", + ], +) +@pytest.mark.xfail(raises=(ValueError,)) +def test_read_version_based(key_str): + """Unit test that read_version_based raises an error.""" + config = {key_str: "hola"} + utils.read_version_based(config, key=key_str, version_dict=VERSION_DICT) + + +@pytest.mark.xfail(raises=(ValueError,)) +def test_read_circuits_column_fail(): + """Unit test that read_circuits_column raises an error.""" + config = {"circuits_column": ""} + utils.read_circuits_column(config) + + +@pytest.mark.xfail(raises=(ValueError,)) +def test_update_circuits_fail(): + """Unit test that read_circuits_column raises an error.""" + config = {"circuits": None, "seed_genes": None} + utils.update_circuits(config) + + +@pytest.mark.xfail(raises=(ValueError,)) +def test_update_circuits_zenodo(): + """Unit test that read_circuits_column raises an error.""" + config = { + "circuits": None, + "seed_genes": "1", + "GTEX_VERSION": "v42", + "HIPATHIA_VERSION": "v42", + } + config = utils.update_circuits(config) + assert config["circuits_zenodo"] is True + + +def test_build_circuits_fname(): + """Unit test that build_circuits_fname returns the expected file name.""" + circuits_fname = utils.build_circuits_fname(DEFAULT_DICT) + assert utils.get_resource_path(circuits_fname).exists() + + +def test_update_genes_during_update(): + """Test that update_genes when the user requests to update the gene dict.""" + + vers = "vVader" + config = DEFAULT_DICT.copy() + config["GTEX_VERSION"] = vers + + config = utils.update_genes(config) + assert (vers in config["genes"]) is True diff --git a/tests/this_utils.py b/tests/this_utils.py new file mode 100644 index 00000000..9979e3ae --- /dev/null +++ b/tests/this_utils.py @@ -0,0 +1,67 @@ +# -*- coding: utf-8 -*- +""" +Test utilities module. +""" + +import shutil +import tempfile +from pathlib import Path + +import pandas as pd + +THIS_DIR = Path(__file__).absolute().parent + +DATA_DICT = { + "circuits": "circuits.tsv.gz", + "gene_exp": "gene_exp.tsv.gz", + "pathvals": "pathvals.tsv.gz", +} + + +def read_test_circuits(): + """Read test circuits.""" + return pd.read_csv(THIS_DIR.joinpath("circuits.tsv.gz"), sep="\t", index_col=0) + + +def read_test_gene_exp(): + """Read test gene expression.""" + return pd.read_csv(THIS_DIR.joinpath("gene_exp.tsv.gz"), sep="\t", index_col=0) + + +def read_test_pathvals(): + """Read test pathvals.""" + return pd.read_csv(THIS_DIR.joinpath("pathvals.tsv.gz"), sep="\t", index_col=0) + + +def make_disease_config(use_seeds=True, update=False, use_physio=True): + """Prepare fake disease data folder.""" + tmp_dir = Path(tempfile.mkdtemp()) + + disease_path_out = tmp_dir.joinpath("experiment.env") + with open(disease_path_out, mode="w", encoding="utf8") as this_file: + pass + + with open(disease_path_out, "w", encoding="utf8") as this_file: + for key, file_name in DATA_DICT.items(): + if use_seeds: + if key == "circuits": + continue + else: + if key == "circuits": + this_file.write(f"{key}=./{file_name}\n") + + if not update: + this_file.write(f"{key}=./{file_name}\n") + + this_file.write(f"use_physio={use_physio}\n") + + if use_seeds: + this_file.write("seed_genes=2180\n") + + for _, file_name in DATA_DICT.items(): + shutil.copy( + THIS_DIR.joinpath(file_name).as_posix(), + tmp_dir.joinpath(file_name).as_posix(), + ) + + return disease_path_out