db_generation.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e2b3ef59",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# Generation of protein file for pan-genome sample files\n",
    "\n",
    "### Import Modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2d27c531",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "import os\n",
    "from collections import Counter\n",
    "import seaborn as sns\n",
    "from supervenn import supervenn\n",
    "from glob import glob\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib_venn import venn2, venn3\n",
    "import Bio\n",
    "from Bio import BiopythonWarning\n",
    "import warnings\n",
    "with warnings.catch_warnings():\n",
    "    warnings.simplefilter('ignore', BiopythonWarning)\n",
    "    from Bio import SeqIO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "23df4f1b",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "os.chdir('/mnt/nfs/wangd/project/paper_db/')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "acadee34",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### Define directories and parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "fdb49930",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "cdna_dir = 'cdna_files'\n",
    "try:\n",
    "    os.mkdir(cdna_dir)\n",
    "except FileExistsError:\n",
    "    pass\n",
    "\n",
    "prot_dir = 'prot_files'\n",
    "try:\n",
    "    os.mkdir(prot_dir)\n",
    "except FileExistsError:\n",
    "    pass\n",
    "\n",
    "pep_dir = 'pep_files'\n",
    "try:\n",
    "    os.mkdir(pep_dir)\n",
    "except FileExistsError:\n",
    "    pass\n",
    "\n",
    "tryptic_pep_dir = 'tryptic_pep_files'\n",
    "try:\n",
    "    os.mkdir(tryptic_pep_dir)\n",
    "except FileExistsError:\n",
    "    pass\n",
    "\n",
    "min_pep_len = 7\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a0aef95",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### Define required functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "df50e52c",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "#function to digest proteins\n",
    "\n",
    "def trypsin_digestion(proseq_incl_stop, miss_cleavage=0, min_len=1):\n",
    "    \"digest peptides using the tryptic rule, allowing for miss cleavages\"\n",
    "    all_peptides = []\n",
    "    for protseq in proseq_incl_stop.split('*'):\n",
    "        if len(protseq)<min_len:\n",
    "            continue\n",
    "        peptides = []\n",
    "        peptide = ''\n",
    "        \"remove the first K/R if in the begining of a reading frame\"\n",
    "        protseq_updated = protseq[0::]\n",
    "        if protseq[0]=='K' or protseq[0]=='R' and len(protseq)>0:\n",
    "            protseq_updated = protseq[1::]\n",
    "\n",
    "        for c, aa in enumerate(protseq_updated):\n",
    "            peptide += aa\n",
    "            next_aa = ''\n",
    "            try:\n",
    "                next_aa = protseq_updated[c + 1]\n",
    "            except IndexError:\n",
    "                pass\n",
    "\n",
    "            if aa in ['K', 'R'] and next_aa != 'P':  # for trypsin peptides\n",
    "                if len(peptide) >= min_len:\n",
    "                    peptides.append(peptide)\n",
    "                peptide = ''\n",
    "                continue\n",
    "\n",
    "        if len(peptide) >= min_len:\n",
    "            peptides.append(peptide)\n",
    "\n",
    "        peptides_with_miss_cleavage = []\n",
    "        for i in range(1, miss_cleavage + 1):\n",
    "            for j, pep in enumerate(peptides):\n",
    "                if j + i < len(peptides):\n",
    "                    peptide = ''.join([x for x in (peptides[j:j + i + 1])])\n",
    "                    if len(peptide) >= min_len:\n",
    "                        peptides_with_miss_cleavage.append(peptide)\n",
    "\n",
    "        peptides.extend(peptides_with_miss_cleavage)\n",
    "        all_peptides.extend(peptides)\n",
    "\n",
    "    return all_peptides"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ee7a3c2",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### Translation of CDNA files into protein sequences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "c425844e",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Translating 98 CDNA files into protein sequences (skipped if exists already).\n"
     ]
    }
   ],
   "source": [
    "cdna_files = glob(cdna_dir + '/*cdna.fa')\n",
    "\n",
    "print('Translating {} CDNA files into protein sequences (skipped if exists already).'.format(len(cdna_files)))\n",
    "\n",
    "for cdna_file in cdna_files:\n",
    "    prot_file = prot_dir + '/' + '-'.join(cdna_file.split('/')[-1].split('-')[0:-1])+'-prots.fa'\n",
    "    prefix = cdna_file.split('/')[-1].split('-')[1] + '_'\n",
    "    \n",
    "    if not os.path.isfile(prot_file):\n",
    "        print('Translating: ', cdna_file)\n",
    "        os.system(\"pypgatk_cli.py dnaseq-to-proteindb --input_fasta {} --output_proteindb {} --include_biotypes 'all' --protein_prefix {}\".format(\n",
    "            cdna_file, prot_file, prefix))\n",
    "\n",
    "        if os.path.isfile(prot_file):\n",
    "            print('Number of protein sequences: {}'.format(list(Counter(['_'.join(x.split('_')[0:2]) for x in list(SeqIO.index(prot_file, \"fasta\").keys())]).items())))\n",
    "        else:\n",
    "            print('Failed to generate {}'.format(prot_file))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa2a2a29",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Unifiy sequences and concatenate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "94ae5f12",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def merge_prot_files(input_files, output_dir, merged_prots_suffix, min_pep_len, accepted_projs):\n",
    "    prots = {}\n",
    "    generated_files = []\n",
    "\n",
    "    merged_prot_exists = True\n",
    "    for proj in accepted_projs:\n",
    "        if not os.path.isfile('{}/{}'.format(output_dir, proj + merged_prots_suffix)):\n",
    "            print('{}/{}'.format(output_dir, proj + merged_prots_suffix))\n",
    "            merged_prot_exists = False\n",
    "            break\n",
    "\n",
    "    if not merged_prot_exists:\n",
    "        print(\"Unifying {} protein sequences and splitting by stop codon.\".format(len(input_files)))\n",
    "        for prot_file in input_files:\n",
    "            print(\"Processing: {}\".format(prot_file))\n",
    "            proj = prot_file.split('/')[-1].split('-')[1].split('_')[0]\n",
    "            for n, record in enumerate(SeqIO.parse(prot_file, 'fasta')):\n",
    "                if ';transcript_biotype:' in str(record.description):\n",
    "                    desc = str(record.description).split(' ')[-1].split(';')\n",
    "                else:\n",
    "                    desc = str(record.description).split(' ')\n",
    "                transcript_biotype = ''.join([x.split(':')[1] for x in desc if x.startswith('transcript_biotype')])\n",
    "                seqs = str(record.seq).split('*')\n",
    "                for seq in seqs:\n",
    "                    if len(seq)<min_pep_len:\n",
    "                        continue\n",
    "                    try:\n",
    "                        prots[proj][seq]['transcript_biotype'].add(transcript_biotype)\n",
    "                    except KeyError:\n",
    "                        try:\n",
    "                            prots[proj][seq] = {'transcript_biotype': {transcript_biotype}}\n",
    "                        except KeyError:\n",
    "                            prots[proj] = {seq: {'transcript_biotype': {transcript_biotype}} }\n",
    "\n",
    "        #write all merged proteins in prots dict into output file(s) by proj\n",
    "        for proj in prots.keys():\n",
    "            output_file = '{}/{}'.format(output_dir, proj + merged_prots_suffix)\n",
    "            generated_files.append(output_file)\n",
    "            with open(output_file, 'w') as merged_prots:\n",
    "                n = 0\n",
    "                for seq, item in prots[proj].items():\n",
    "                    n+=1\n",
    "                    merged_prots.write(\n",
    "                        '>{}_{} {}\\n{}\\n'.format(\n",
    "                            proj, n, ','.join(item['transcript_biotype']), seq))\n",
    "                print('Wrote {} {}/{}'.format(n, output_dir, proj + merged_prots_suffix))\n",
    "\n",
    "    else:\n",
    "        for proj in accepted_projs:\n",
    "            output_file = '{}/{}'.format(output_dir, proj + merged_prots_suffix)\n",
    "            if os.path.isfile(output_file):\n",
    "                generated_files.append(output_file)\n",
    "                print('File exists: {}/{}{} and contains {} protein sequences:\\n'.format(\n",
    "                    output_dir, proj, merged_prots_suffix, len([x for x in SeqIO.parse(output_file, 'fasta')])))\n",
    "            else:\n",
    "                print('Failed to generate: {}/{}{}'.format(output_dir, proj, merged_prots_suffix))\n",
    "    return generated_files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "b73b2d72",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File exists: prot_files/GCA_proteins_19Jul23.fa and contains 8538763 protein sequences:\n",
      "\n",
      "File exists: prot_files/GRCh38_proteins_19Jul23.fa and contains 5549568 protein sequences:\n",
      "\n",
      "File exists: pep_files/GCA_coding_proteins_19Jul23.fa and contains 319593 protein sequences:\n",
      "\n",
      "File exists: pep_files/GRCh38_coding_proteins_19Jul23.fa and contains 96136 protein sequences:\n",
      "\n"
     ]
    }
   ],
   "source": [
    "accepted_projs = ['GCA', 'GRCh38']\n",
    "\n",
    "#concatenate all pan-genome protein files into one (unique seqs and biotype). write all to output regardless biotype\n",
    "gen_prot_files = merge_prot_files(glob(prot_dir + '/*-prots.fa'), 'prot_files', '_proteins_19Jul23.fa', 7, accepted_projs)\n",
    "gen_coding_prot_files = merge_prot_files(glob(pep_dir + '/*-pep.fa'), 'pep_files', '_coding_proteins_19Jul23.fa', 1, accepted_projs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "84c1715c",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['prot_files/GCA_proteins_19Jul23.fa', 'prot_files/GRCh38_proteins_19Jul23.fa']"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gen_prot_files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "de75b5bf",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['pep_files/GCA_coding_proteins_19Jul23.fa',\n",
       " 'pep_files/GRCh38_coding_proteins_19Jul23.fa']"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gen_coding_prot_files"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "96b98214",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### Write prots to output file, set the file suffix according to the selected biotypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "d9999942",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def get_tryptic_peps(pep_dir, prot_files, min_pep_len):\n",
    "    peptides = {}\n",
    "\n",
    "    for prot_file in prot_files:\n",
    "        pep_file_name = '{}/{}_{}-peps.fa'.format(\n",
    "                pep_dir, prot_file.split('/')[-1].replace('.fa', ''), min_pep_len)\n",
    "        \n",
    "        for record in SeqIO.parse(prot_file, 'fasta'):\n",
    "            prot_type = str(record.id).split('_')[0]\n",
    "\n",
    "            if os.path.isfile(pep_file_name):\n",
    "                peptides[prot_type] = set([x.strip() for x in open(pep_file_name).readlines()])\n",
    "                break\n",
    "\n",
    "            try:\n",
    "                peptides[prot_type].extend(trypsin_digestion(str(record.seq), min_len=min_pep_len))\n",
    "            except KeyError:\n",
    "                peptides[prot_type] = trypsin_digestion(str(record.seq), min_len=min_pep_len)\n",
    "\n",
    "        peptides[prot_type] = set(peptides[prot_type])\n",
    "\n",
    "        with open(pep_file_name, 'w') as pep_file:\n",
    "            pep_file.write('\\n'.join(peptides[prot_type]) + '\\n')\n",
    "\n",
    "    return peptides"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d77bc915",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### Translation of protein sequences into tryptic peptides (for visualization only, comment first line to run)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "0ded660b",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of tryptic peptides per type:\n",
      " GCA = 892614\n",
      "GRCh38 = 782775\n"
     ]
    }
   ],
   "source": [
    "peptides = get_tryptic_peps(tryptic_pep_dir, gen_coding_prot_files, 1)\n",
    "print('Number of tryptic peptides per type:\\n', '\\n'.join([k+' = '+str(len(items)) for k,items in peptides.items()]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "45a1ad13",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x1000 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the overlap between the samples and the GRCH38 reference\n",
    "labels = list(peptides.keys())\n",
    "sets = [set(peptides[x]) for x in peptides.keys()]\n",
    "\n",
    "plt.figure(figsize=(20, 10))\n",
    "supervenn(sets, labels, min_width_for_annotation=10000, rotate_col_annotations=True, \n",
    "          side_plots='right', chunks_ordering='occurrence', alternating_background= False)\n",
    "\n",
    "plt.grid(False)\n",
    "plt.savefig('coding_baroverlap.pdf')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "5fc3661c",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = list(peptides.keys())\n",
    "sets = [set(peptides[x]) for x in peptides.keys()]\n",
    "venn = venn2(sets, set_labels=labels)\n",
    "\n",
    "venn.get_label_by_id('100').set_text(f'GCA\\n({len(peptides[\"GCA\"] - peptides[\"GRCh38\"])})')\n",
    "venn.get_label_by_id('010').set_text(f'GRCh38\\n({len(peptides[\"GRCh38\"] - peptides[\"GCA\"])})')\n",
    "venn.get_label_by_id('110').set_text(len(peptides[\"GCA\"].intersection(peptides[\"GRCh38\"])))\n",
    "\n",
    "plt.savefig('gen_coding_peptide.svg', format='svg')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "e7c00327",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of tryptic peptides per type:\n",
      " GCA = 9791203\n",
      "GRCh38 = 8084394\n"
     ]
    }
   ],
   "source": [
    "peptides = get_tryptic_peps(tryptic_pep_dir, gen_prot_files, min_pep_len)\n",
    "print('Number of tryptic peptides per type:\\n', '\\n'.join([k+' = '+str(len(items)) for k,items in peptides.items()]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "d78a73dd",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x1000 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the overlap between the samples and the GRCH38 reference\n",
    "labels = list(peptides.keys())\n",
    "sets = [set(peptides[x]) for x in peptides.keys()]\n",
    "\n",
    "plt.figure(figsize=(20, 10))\n",
    "supervenn(sets, labels, min_width_for_annotation=10000, rotate_col_annotations=True, \n",
    "          side_plots='right', chunks_ordering='occurrence', alternating_background= False)\n",
    "\n",
    "plt.grid(False)\n",
    "plt.savefig('noncan_baroverlap.pdf')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "6a1cee5d",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = list(peptides.keys())\n",
    "sets = [set(peptides[x]) for x in peptides.keys()]\n",
    "venn = venn2(sets, set_labels=labels)\n",
    "\n",
    "venn.get_label_by_id('100').set_text(f'GCA\\n({len(peptides[\"GCA\"] - peptides[\"GRCh38\"])})')\n",
    "venn.get_label_by_id('010').set_text(f'GRCh38\\n({len(peptides[\"GRCh38\"] - peptides[\"GCA\"])})')\n",
    "venn.get_label_by_id('110').set_text(len(peptides[\"GCA\"].intersection(peptides[\"GRCh38\"])))\n",
    "\n",
    "plt.savefig('gen_peptide.svg', format='svg')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5e241cd4",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## protein venn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "8c25e3db",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def get_protein_set(protein_fasta):\n",
    "    proteins = set()\n",
    "    for record in SeqIO.parse(protein_fasta, 'fasta'):\n",
    "        proteins.add(str(record.seq))\n",
    "    return proteins\n",
    "\n",
    "def get_protein_sets(protein_fastas):\n",
    "    proteins = set()\n",
    "    for protein_fasta in protein_fastas:\n",
    "        for record in SeqIO.parse(protein_fasta, 'fasta'):\n",
    "            proteins.add(str(record.seq))\n",
    "    return proteins"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "8b53fe8d",
   "metadata": {},
   "outputs": [],
   "source": [
    "GCA_proteins = get_protein_set(\"/mnt/nfs/wangd/project/paper_db/pep_files/GCA_coding_proteins_19Jul23.fa\")\n",
    "GRCh38_proteins = get_protein_set(\"/mnt/nfs/wangd/project/paper_db/pep_files/GRCh38_coding_proteins_19Jul23.fa\")\n",
    "proteins = {\"GCA\":GCA_proteins,\"GRCh38\":GRCh38_proteins}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "597ca548",
   "metadata": {},
   "outputs": [],
   "source": [
    "GCA_proteins = get_protein_sets(glob(prot_dir + '/Homo_sapiens-GCA_*-prots.fa'))\n",
    "GRCh38_proteins = get_protein_set(prot_dir+\"/Homo_sapiens-GRCh38_ENS.110-20230422_ncrna-prots.fa\")\n",
    "proteins = {\"GCA\":GCA_proteins,\"GRCh38\":GRCh38_proteins}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "2439fd2a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "96136"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(proteins2[\"GRCh38\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "fb21cec0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = list(proteins.keys())\n",
    "sets = [set(proteins[x]) for x in proteins.keys()]\n",
    "venn = venn2(sets, set_labels=labels)\n",
    "\n",
    "venn.get_label_by_id('100').set_text(f'GCA\\n({len(proteins[\"GCA\"] - proteins[\"GRCh38\"])})')\n",
    "venn.get_label_by_id('010').set_text(f'GRCh38\\n({len(proteins[\"GRCh38\"] - proteins[\"GCA\"])})')\n",
    "venn.get_label_by_id('110').set_text(len(proteins[\"GCA\"].intersection(proteins[\"GRCh38\"])))\n",
    "\n",
    "plt.savefig('protein.svg', format='svg')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70a3627a-c3aa-44bf-a568-5b1cc56b43b7",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Explore contents of the database"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7fade530-cd12-43b9-88bb-af4177dda098",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "biotypes_counts = {}\n",
    "def get_biotype_counts(db_file):\n",
    "    for n, record in enumerate(SeqIO.parse(db_file, 'fasta')):\n",
    "        desc = str(record.description).split(' ')\n",
    "        proj = desc[0]\n",
    "        biotype = desc[-1]\n",
    "        seqs = str(record.seq)\n",
    "        try:\n",
    "            biotypes_counts[biotype]+=1\n",
    "        except KeyError:\n",
    "            biotypes_counts[biotype] = 1\n",
    "    return biotypes_counts\n",
    "\n",
    "\n",
    "def plot_counts(counts, min_other, fig_pdf):\n",
    "    items = []\n",
    "    values = []\n",
    "    other = 0\n",
    "    for k in can_biotypes_dict.keys():\n",
    "        if can_biotypes_dict[k]>min_other:\n",
    "            items.append(k.replace('nonsense_mediated_decay','nmd').replace('protein_coding_CDS_not_defined', 'pc-Ncds'))\n",
    "            values.append(can_biotypes_dict[k])\n",
    "        else:\n",
    "            other+=can_biotypes_dict[k]\n",
    "    items.append('other')\n",
    "    values.append(other)\n",
    "    plt.figure(figsize=(20, 10))\n",
    "    sns.set_style(\"ticks\")\n",
    "    barplot = sns.barplot(x=items, y=values)\n",
    "    sns.despine(right=True,top=True,left=False)\n",
    "    plt.xticks(rotation=90)\n",
    "    plt.savefig(fig_pdf)\n",
    "    \n",
    "    return barplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "743da94d-0ea9-4f30-a663-b4808008bfa3",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "can_db_file = '../GRCh38r110_GCA97s_coding_proteins_19Jul23.fa'\n",
    "can_biotypes_dict = get_biotype_counts(can_db_file)\n",
    "plot_counts(can_biotypes_dict, 1000, 'can_biotype_counts.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "48d8be9b-240e-4d47-92c6-aaee35493ac5",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "noncan_db_file = '../GRCh38r110_GCA97s_noncanonical_proteins_19Jul23.fa'\n",
    "noncan_biotypes_dict = get_biotype_counts(noncan_db_file)\n",
    "plot_counts(noncan_biotypes_dict, 10000, 'noncan_biotype_counts.pdf')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.17"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}