diff --git a/DataModel/Project/Core/Project-core-definition.yaml b/DataModel/Project/Core/Project-core-definition.yaml index e69de29..d82ff36 100644 --- a/DataModel/Project/Core/Project-core-definition.yaml +++ b/DataModel/Project/Core/Project-core-definition.yaml @@ -0,0 +1,97 @@ +Project-core: + description: Describes the core details of the project like project ID, summary, + overall design, publication related details and any other supplementary links + associated with the project + properties: + properties: + project_id: + description: Primary key or unique identified for a project + type: string + pattern: "^DO-[0-9]{4}$" + example: "P034" + summary: + description: Summary of the experiment from which the project has been derived + type: string + example: "The identification of novel therapeutic strategies to overcome + the intrinsic or acquired resistance to trametinib in mutant KRAS lung + adenocarcinoma (LUAD) is a major challenge. This study analyzes the effects + of trametinib in Id1, a key factor involved in the oncogenic KRAS pathway, + and investigates the Id1 role in acquire resistance and synergy with immunotherapy + in KRAS-driven LUAD. Restoring the antitumor immune response by blocking + programmed-cell death protein 1 (PD-1) and programmed-cell death-ligand + 1 (PD-L1) pathway represents a major breakthrough in non-small-cell lung + cancer (NSCLC) treatment. Nevertheless, a high proportion of LUAD patients + with KRAS alterations remain refractory to this therapy. Material and + Methods: To explore whether MEK1/2 inhibition reduces Id1 expression, + in vitro and in vivo experiments were conducted in KRAS-mutant NSCLC cells + and murine models. RNAseq analysis was performed to elucidate the pathways + involved in Id1 inhibition. Apoptosis and PD-L1 expression was measured + by flow cytometry. Synergy of trametinib combined with anti-PD1 was investigated + in KRAS-mutant LUAD mouse models. Results: Using preclinical syngeneic + KRAS-mutant lung cancer mouse models, we demonstrate that trametinib synergizes + with PD-1 blockade to reduce lung cancer progression and increase mice + overall survival. This antitumor activity was linked to the degradation + of Id1 via proteasome, and an enhanced INF-Y-mediated PD-L1 tumor cell + expression in KRAS-mutant tumor cells. This effect required CD8+ T cells, + boosted the intratumoral CD8+/Treg ratio, reducing the intratumoral Treg/CD4+ + ratio. Conclusions: Our data may support the role of Id1 in the trametinib + antitumoral effect, sustaining the mitogen-activated protein kinases (MAPK) + signaling pathway involved in the trametinib acquired resistance cells + and sensitizing KRAS-mutant lung tumors to PD-1 inhibitors, through PD-L1 + overexpression." + overall_design: + description: Overall design of the experiment as given by the author + type: string + example: "In order to investigate the molecular mechanisms involved in the + trametinib-mediated Id1 downregulation, a global transcriptomic profiling + using RNA sequencing analysis was performed on murine CMT167 and KLA lung + cancer cells treated or not with trametinib" + donor_derived_dataset: + description: Whether the dataset has been derived from a donor or not + type: boolean + enum: + - True + - False + - NA + ontology_link: + type: string + description: Link to the ontology file + url: https://bioportal.bioontology.org/ontologies/HRAVS?p=classes&conceptid=https%3A%2F%2Fpurl.humanatlas.io%2Fvocab%2Fhravs%23HRAVS_1002101 + organism: + description: The organism from which the samples were derived + type: string + example: "Homo sapiens" + ontology_link: + type: string + description: Link to the ontology file + url: https://bioportal.bioontology.org/ontologies/ORTH?p=classes&conceptid=http%3A%2F%2Fpurl.org%2Fnet%2Forth%23Organism + cell_line: + description: Identifier of the cell lines from which the samples were derived for this experiment + type: string + pattern: "^CVCL_[0-9]{4}$" + example: "CVCL_0030" + ontology_link: + type: string + description: Link to the ontology file + url: https://www.cellosaurus.org/index.html + author_cell_type: + description: Cell types as curated from the publication/source for this experiment + type: string + example: "CMT167 cell" + ontology_link: + type: string + description: Link to the ontology file + url: https://bioportal.bioontology.org/ontologies/CCF?p=classes&conceptid=http%3A%2F%2Fpurl.org%2Fccf%2FCellType + source_link: + description: Link to source from where the data was fetched given as a url + type: string + format: alphanumeric + example: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE236258 + supplementary_links: + description: External link(s) pointing to code, supplementary data files, + or analysis files associated with the project which will not be uploaded + type: array + format: alphanumeric + example: https://github.com/czbiohub/tabula-muris, http://celltag.org/ + type: object + version: 1.0.0 \ No newline at end of file diff --git a/DataModel/Project/Protocol/Protocol-definition.yaml b/DataModel/Project/Protocol/Protocol-definition.yaml index e69de29..b763f8d 100644 --- a/DataModel/Project/Protocol/Protocol-definition.yaml +++ b/DataModel/Project/Protocol/Protocol-definition.yaml @@ -0,0 +1,437 @@ +Protocol: + description: Describes the protocols followed in a study, including details such + as the cell capture system, library protocol, the chemistry kit and sampling technique + used, as well as sequencing related information. + properties: + core: + description: Core properties of the protocol + properties: + donor_id: + description: Foreign key or unique identifier to map to donor ID + type: string + pattern: "^DO-[0-9]{4}$" + example: "DO-31724" + project_id: + description: Foreign key or unique identifier to map a project + type: string + pattern: "^P[0-9]{3}$" + example: "P024" + protocol_id: + description: Primary key or unique identifier for the protocol ID + type: string + pattern: "^PRT[0-9]{3}$" + example: "PRT451" + protocol_name: + description: Describes the experiment procedure or methods organized in a standardized format that can be executed in a laboratory environment. + type: string + example: "Single cell sequencing protocol" + protocol_description: + description: Protocols define step-by-step procedures and include a list of the materials needed to perform the experiment. + type: string + example: "Prepare Media from stocks, Add 485 µl Clone Medium to ionomycin vial; add 490 µl Clone Medium to PMA vial, mix and transfer 5µl of diluted PMA to ionomycin vial yielding the final solution. Collect spleens from mice and place each in a small petri dish containing 5ml Clone Medium. Isolate lymphocytes using the syringe puncture method. Wash and lyse rbcs with ACT. + Wash with Clone Medium and resuspend in 2ml Clone Medium. Place exactly + 1ml in one well of a 12 well plate. Add an additional 1ml of Clone Medium + to the well. Can store spleen suspensions in 12 well plate overnight in + refrigerator. Use remaining spleen cells for phenotype FACS if desired - + wash with Staining Buffer to remove Clone Medium." + protocol_core: + description: Core protocol-level information + type: string + example: "Prepare Media from stocks, Add 485 µl Clone Medium to ionomycin vial; + add 490 µl Clone Medium to PMA vial, mix and transfer 5µl of diluted PMA + to ionomycin vial yielding the final solution. Collect spleens from mice + and place each in a small petri dish containing 5ml Clone Medium. Isolate + lymphocytes using the syringe puncture method. Wash and lyse rbcs with ACT. + Wash with Clone Medium and resuspend in 2ml Clone Medium. Place exactly + 1ml in one well of a 12 well plate. Add an additional 1ml of Clone Medium + to the well. Can store spleen suspensions in 12 well plate overnight in + refrigerator. Use remaining spleen cells for phenotype FACS if desired - + wash with Staining Buffer to remove Clone Medium." + analysis: + description: Analysis related information of the protocol + properties: + computational_method: + description: A URL to a versioned workflow and versioned execution environment + type: string + format: alphanumeric + matrix_transformation: + description: Information related to protocols that transforms a matrix + type: string + example: "r2" + ontology: + type: string + description: Link to the ontology file + url: https://bioportal.bioontology.org/ontologies/ATOM?p=classes&conceptid=http%3A%2F%2Furi.interlex.org%2Ftgbugs%2Furis%2Freadable%2Fatlas%2FTransformationMatrix + bioinformatics_software: + description: A wide array of computer programs and tools designed to manage, analyze, and interpret biological data + type: string + example: "Cellranger" + Ontology: + type: string + description: Link to the ontology file + url: https://bioportal.bioontology.org/ontologies/NGBO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FNGBO_6000410 + bioinformatics_software_version: + description: Version of software used + type: string + example: "v2.0.1" + ontology: + type: string + description: Link to the ontology file + url: https://bioportal.bioontology.org/ontologies/NCIT?p=classes&conceptid=http%3A%2F%2Fncicb.nci.nih.gov%2Fxml%2Fowl%2FEVS%2FThesaurus.owl%23C111093 + gene_annotation_version: + description: Ensembl release version accession number or NCBI RefSeq assembly + version used for gene annotation + type: string + example: "GCF_000001405.40" + sequencing: + description: Sequence related information of the protocol + properties: + chemistry_kit: + description: Chemistry/Reagent kit used in the protocol + type: string + example: "Ion Total RNASeq Kit v2" + ontology: + type: string + description: Link to the ontology file + url: https://bioportal.bioontology.org/ontologies/NCIT?p=classes&conceptid=http%3A%2F%2Fncicb.nci.nih.gov%2Fxml%2Fowl%2FEVS%2FThesaurus.owl%23C42793 + library_protocol: + description: Specifies the protocol for preparing sequencing libraries from + single-cell RNA or DNA, outlining the steps for library construction and + amplification. + type: string + example: "Stage I - Preparation of single-cell lysates" + enum: + - Stage I - Preparation of single-cell lysates + - Stage II - Lysate cleanup and reverse transcription of mRNA species + - Stage III - Performing whole transcriptome amplification) and post-PCR cleanup + - Stage IV - Nextera XT sequencing-library construction + - Stage V - Pooling and DNA SPRI bead cleanup + - Stage VI - Sequencing + ontology: + type: string + description: Link to the ontology file + url: https://bioportal.bioontology.org/ontologies/NCIT?p=classes&conceptid=http%3A%2F%2Fncicb.nci.nih.gov%2Fxml%2Fowl%2FEVS%2FThesaurus.owl%23C41111 + sampling_technique: + description: The method/procedure used for collecting samples + type: string + example: "Biopsy" + ontology: + type: string + description: Link to the ontology file + url: https://bioportal.bioontology.org/ontologies/NCIT?p=classes&conceptid=http%3A%2F%2Fncicb.nci.nih.gov%2Fxml%2Fowl%2FEVS%2FThesaurus.owl%23C71492 + sequencer: + description: The sequencing platform used to generate single-cell sequencing + data. + type: string + example: "Illumina NexSeq 2000" + ontology: + type: string + description: Link to the ontology file + url: https://bioportal.bioontology.org/ontologies/BIRNLEX?p=classes&conceptid=http%3A%2F%2Fbioontology.org%2Fprojects%2Fontologies%2Fbirnlex%23birnlex_2408 + sequencing_technology: + description: Describes the methodology employed for sequencing, such as single + cell RNA-seq, ATAC-seq, or DNA sequencing. + type: string + example: "scRNA-Seq" + ontology: + type: string + description: Link to the ontology file + url: https://bioportal.bioontology.org/ontologies/GFVO?p=classes&conceptid=https%3A%2F%2Fwww.codamono.com%2Fbiointerchange%2Fgfvo%23SequencingTechnologyPlatform + sample_collection: + description: Sample collection related information of the protocol + properties: + formation_method: + description: Method used to form cell aggregates + type: string + example: "suspension cultures" + ontology: + type: string + description: Link to the ontology file + url: https://bioportal.bioontology.org/ontologies/ENM?p=classes&conceptid=http%3A%2F%2Fpurl.enanomapper.org%2Fonto%2FENM_9000002 + cell_uniformity: + description: Description of the cell aggregates uniformity after formation + type: string + example: Mostly homogenous embryoid bodies of variable cell numbers; Low-homogeneity + in morphology and size + ontology: + type: string + description: Link to the ontology file + url: https://bioportal.bioontology.org/ontologies/IOBC?p=classes&conceptid=http%3A%2F%2Fpurl.jp%2Fbio%2F4%2Fid%2F201106089792994038 + method_collection: + description: Method used to collect the biomaterial + type: string + example: "Biopsy" + ontology: + type: string + description: Link to the ontology file + url: https://bioportal.bioontology.org/ontologies/NCIT?p=classes&conceptid=http%3A%2F%2Fncicb.nci.nih.gov%2Fxml%2Fowl%2FEVS%2FThesaurus.owl%23C70700 + reagents: + description: A list of purchased reagents used in this protocol + type: array + example: "SMART CDS Primer II A, SMARTer II A Oligo, SMARTScribe Reverse Transcriptase" + ontology: + type: string + description: Link to the ontology file + url: https://bioportal.bioontology.org/ontologies/SNOMEDCT?p=classes&conceptid=http%3A%2F%2Fpurl.bioontology.org%2Fontology%2FSNOMEDCT%2F337340002 + method_differentiation: + description: Method applied to cell culture to induce a specific differentiation + response + type: string + example: "Inductive Co-Culture" + media_differentiation: + description: Culture media used to induce a specific differentiation response + type: string + example: "StemPro-34 Serum-Free Medium" + ontology: + type: string + description: Link to the ontology file + url: https://bioportal.bioontology.org/ontologies/EFO?p=classes&conceptid=http%3A%2F%2Fwww.ebi.ac.uk%2Fefo%2FEFO_0000579 + small_molecules: + description: Small molecules added to stem cell medium to induce a specific + differentiation response + type: string + example: "Retinoic Acid" + ontology: + type: string + description: Link to the ontology file + url: https://bioportal.bioontology.org/ontologies/EDAM?p=classes&conceptid=http%3A%2F%2Fedamontology.org%2Ftopic_0154 + target_cell_yield: + description: Percent of target cells obtained after directed differentiation + of origin cell + type: float + format: numeric + example: 95 + lower_value: 0.0 + target_pathway: + description: Targeted pathway for specific differentiation response + type: string + example: "Hedgehog signaling pathway" + ontology: + type: string + description: Link to the ontology file + url: https://bioportal.bioontology.org/ontologies/NCIT/?p=classes&conceptid=http%3A%2F%2Fncicb.nci.nih.gov%2Fxml%2Fowl%2FEVS%2FThesaurus.owl%23C20633 + validation_method: + description: Method used to validate origin cell successfully differentiated + to target cell + type: string + example: "Pancreatic Cell DTZ Detection Assay" + ontology: + type: string + description: Link to the ontology file + url: https://bioportal.bioontology.org/ontologies/NCIT?p=classes&conceptid=http%3A%2F%2Fncicb.nci.nih.gov%2Fxml%2Fowl%2FEVS%2FThesaurus.owl%23C115542 + validation_result: + description: Result confirming successful differentiation to target cell type + type: string + example: "CD103 Positive" + ontology: + type: string + description: Link to the ontology file + url: https://bioportal.bioontology.org/ontologies/NCIT?p=classes&conceptid=http%3A%2F%2Fncicb.nci.nih.gov%2Fxml%2Fowl%2FEVS%2FThesaurus.owl%23C16237 + markers: + description: A list of markers used to enrich for or against certain cells + type: string + example: "CD4+ CD8-" + ontology: + type: string + description: Link to the ontology file + url: https://bioportal.bioontology.org/ontologies/LOINC?p=classes&conceptid=http%3A%2F%2Fpurl.bioontology.org%2Fontology%2FLNC%2FLP7783-6 + minimum_size: + description: Minimum cell or organelle size passing selection, in microns + type: float + format: numeric + example: 70 + upper_value: 10000.0 + lower_value: 0.01 + units: + description: Unit is a quantity of constant magnitude which is used to measure + the magnitudes of other quantities of the same manner + uom: µm + encoding: UTF-8 + maximum_size: + description: Maximum cell or organelle size passing selection, in microns + type: float + format: numeric + example: 90 + upper_value: 10000.0 + lower_value: 0.01 + units: + description: Unit is a quantity of constant magnitude which is used to measure + the magnitudes of other quantities of the same manner + uom: µm + encoding: UTF-8 + method_induction: + description: Induction method applied to primary cell culture to induce pluripotent + stem cell generation + type: string + example: "lentivirus" + ontology: + type: string + description: Link to the ontology file + url: https://bioportal.bioontology.org/ontologies/NCIT?p=classes&conceptid=http%3A%2F%2Fncicb.nci.nih.gov%2Fxml%2Fowl%2FEVS%2FThesaurus.owl%23C61367 + reprogramming_factors: + description: Reprogramming factors added to primary cell culture to induce + pluripotency + type: string + example: "POU5F1" + ontology: + type: string + description: Link to the ontology file + url: https://bioportal.bioontology.org/ontologies/MESH?p=classes&conceptid=http%3A%2F%2Fpurl.bioontology.org%2Fontology%2FMESH%2FD065150 + ipsc_induction_kit: + description: Kit used to induce pluripotent stem cell generation + type: string + example: "Human iPS Cell Reprogramming Episomal Kit" + pluripotency_test: + description: Description of how pluripotency was tested in induced pluripotent + stem cells + type: string + example: "Teratoma formation" + ontology: + type: string + description: Link to the ontology file + url: https://bioportal.bioontology.org/ontologies/PLOSTHES?p=classes&conceptid=http%3A%2F%2Flocalhost%2Fplosthes.2017-1%236180 + percent_pluripotency: + description: Percent of iPSCs that passed the pluripotency test + type: float + format: numeric + example: 97.2 + units: + description: Unit is a quantity of constant magnitude which is used to measure + the magnitudes of other quantities of the same manner + uom: '%' + encoding: UTF-8 + pluripotency_vector_removed: + description: Whether a viral vector was removed after induction + type: boolean + enum: + - 'True' + - 'False' + imaging_preparation_protocol: + description: Image preperation related information of protocol + properties: + slice_thickness: + description: Thickness of the imaged slice in micrometres + type: integer + format: numeric + example: 14 + units: + description: Unit is a quantity of constant magnitude which is used to measure + the magnitudes of other quantities of the same manner + uom: µm + encoding: UTF-8 + internal_anatomical_structures: + description: Internal (landmark) structures visible in the overview image + that are informative about the broader anatomical context/location of the + sample + type: string + example: "M0" + ontology: + type: string + description: Link to the ontology file + url: https://bioportal.bioontology.org/ontologies/OCHV?p=classes&conceptid=http%3A%2F%2Fsbmi.uth.tmc.edu%2Fontology%2Fochv%2325102 + fiducial_marker: + description: Fiducial markers for the alignment of images taken across multiple + rounds of imaging + type: string + example: "beads" + ontology: + type: string + description: Link to the ontology file + url: https://bioportal.bioontology.org/ontologies/NCIT?p=classes&conceptid=http%3A%2F%2Fncicb.nci.nih.gov%2Fxml%2Fowl%2FEVS%2FThesaurus.owl%23C82602 + expansion_factor: + description: Factor by which the imaged tissue was expanded in one dimension + type: integer + format: numeric + example: 3 + microscope_setup_description: + description: Description of the microscope setup + type: string + example: "Motorized stage (SCAN IM 112 x 74, Marzhauser)" + microscopy_technique: + description: The type of microscopy + type: string + example: "Fluroscence" + ontology: + type: string + description: Link to the ontology file + url: https://bioportal.bioontology.org/ontologies/SNOMEDCT?p=classes&conceptid=http%3A%2F%2Fpurl.bioontology.org%2Fontology%2FSNOMEDCT%2F278289002 + magnification: + description: Magnification of the objective used for imaging + type: string + example: "60x" + numerical_aperture: + description: Numerical aperture of the objective + type: float + format: numeric + example: 1.3 + immersion_medium_type: + description: Immersion medium used for imaging + type: string + example: "oil" + ontology: + type: string + description: Link to the ontology file + url: https://bioportal.bioontology.org/ontologies/NCIT?p=classes&conceptid=http%3A%2F%2Fncicb.nci.nih.gov%2Fxml%2Fowl%2FEVS%2FThesaurus.owl%23C182013 + immersion_medium_refractive_index: + description: Refractive index of the immersion medium used for imaging + type: float + format: numeric + example: 1.5 + pixel_size: + description: Pixel size in nanometers + type: integer + format: numeric + example: 109 + units: + description: Unit is a quantity of constant magnitude which is used to measure + the magnitudes of other quantities of the same manner + uom: nm + encoding: UTF-8 + number_of_tiles: + description: Number of XY tiles in the experiment + type: integer + format: numeric + example: 2000 + tile_size_y: + description: Y size of the tile in micrometers + type: integer + format: numeric + example: 100 + units: + description: Unit is a quantity of constant magnitude which is used to measure + the magnitudes of other quantities of the same manner + uom: µm + encoding: UTF-8 + tile_size_x: + description: X size of the tile in micrometers + type: integer + format: numeric + example: 100 + units: + description: Unit is a quantity of constant magnitude which is used to measure + the magnitudes of other quantities of the same manner + uom: µm + encoding: UTF-8 + z_stack_step_size: + description: Z-stack step size in nanometers + type: integer + format: numeric + example: 200 + units: + description: Unit is a quantity of constant magnitude which is used to measure + the magnitudes of other quantities of the same manner + uom: nm + encoding: UTF-8 + overlapping_tiles: + description: Whether tiles were collected with overlap + type: boolean + channel: + description: Information about each channel used in the imaging protocol + type: array + example: "red" + probe: + description: Information about each probe in the imaging experiment + type: array + example: "CNA35-OG488" + type: object + version: 1.0.0 \ No newline at end of file diff --git a/DataModel/Project/Publication/Publication-definition.yaml b/DataModel/Project/Publication/Publication-definition.yaml index e69de29..ede0741 100644 --- a/DataModel/Project/Publication/Publication-definition.yaml +++ b/DataModel/Project/Publication/Publication-definition.yaml @@ -0,0 +1,88 @@ +Publication: + description: Describes the details of the publication from which the experiment has been taken. Details include abtract, author information, pubication year and link + properties: + project_id: + description: Primary key or unique identified for a project + type: string + pattern: "^DO-[0-9]{4}$" + example: "P034" + abstract: + description: Abstract of the publication associated with the dataset. + type: string + example: "Background: The identification of novel therapeutic strategies to overcome resistance + to overcome resistance to the MEK inhibitor trametinib in mutant KRAS + lung adenocarcinoma (LUAD) is a challenge. This study analyzes the effects + of trametinib on Id1 protein, a key factor involved in the KRAS oncogenic + pathway, and investigates the role of Id1 in the acquired resistance to + trametinib as well as the synergistic anticancer effect of trametinib + combined with immunotherapy in KRAS-mutant LUAD. Methods: We evaluated + the effects of trametinib on KRAS-mutant LUAD by Western blot, RNA-seq + and different syngeneic mouse models. Genetic modulation of Id1 expression + was performed in KRAS-mutant LUAD cells by lentiviral or retroviral transductions + of specific vectors. Cell viability was assessed by cell proliferation + and colony formation assays. PD-L1 expression and apoptosis were measured + by flow cytometry. The anti-tumor efficacy of the combined treatment with + trametinib and PD-1 blockade was investigated in KRAS-mutant LUAD mouse + models, and the effects on the tumor immune infiltrate were analyzed by + flow cytometry and immunohistochemistry. Results: We found that trametinib + activates the proteasome-ubiquitin system to downregulate Id1 in KRAS-mutant + LUAD tumors. Moreover, we found that Id1 plays a major role in the acquired + resistance to trametinib treatment in KRAS-mutant LUAD cells. Using two + preclinical syngeneic KRAS-mutant LUAD mouse models, we found that trametinib + synergizes with PD-1/PD-L1 blockade to hamper lung cancer progression + and increase survival. This anti-tumor activity depended on trametinib-mediated + Id1 reduction and was associated with a less immunosuppressive tumor microenvironment + and increased PD-L1 expression on tumor cells.Conclusions: Our data demonstrate + that Id1 expression is involved in the resistance to trametinib and in + the synergistic effect of trametinib with anti-PD-1 therapy in KRAS-mutant + LUAD tumors. These findings suggest a potential therapeutic approach for + immunotherapy-refractory KRAS-mutant lung cancers." + authors: + description: List of authors for the associated publication + type: string + example: "Puyalto A, Rodríguez-Remírez M, López I, Macaya I" + journal: + description: Journal in which the associated study was published + type: string + example: "Molecular Cancer" + publication_link: + description: Link to the publication associated with the dataset. If the + associated publication information is not available, then this field provides + the link to the data source providing more information on the dataset. + type: string + format: alphanumeric + example: https://pubmed.ncbi.nlm.nih.gov/38643157/ + publication_title: + description: Title of the publication associated with this dataset + type: string + example: "Trametinib sensitizes KRAS-mutant lung adenocarcinoma tumors to + PD-1/PD-L1 axis blockade via Id1 downregulation" + publication_year: + description: Year in which the dataset was published + type: integer + format: numeric + example: 2023 + lower_value: 1900 + units: + description: Unit is a quantity of constant magnitude which is used to + measure the magnitudes of other quantities of the same manner + uom: year + encoding: UTF-8 + pubmed_id: + description: Unique PUBMED identifier of the publication associated with + the dataset + type: integer + format: numeric + example: 38643157 + ontology_link: + type: string + description: Link to the ontology file + url: https://bioportal.bioontology.org/ontologies/OBI?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FOBI_0001617 + total_number_of_cells: + description: Total number of cells in a dataset + type: integer + format: numeric + example: 150000 + lower_value: 0.0 + type: object + version: 1.0.0