03f_characterising_diseases_in_networks.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\melis\\AppData\\Local\\Programs\\Python\\Python37\\lib\\site-packages\\tqdm\\auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "import omnipath as op\n",
    "import pandas as pd \n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from pySankey import sankey as sn\n",
    "import mellon as ml\n",
    "import networkx as nx\n",
    "from matplotlib.pyplot import figure\n",
    "import glob\n",
    "import netrd\n",
    "import itertools\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(9708, 45)\n",
      "(8345, 45)\n",
      "(9708, 45)\n",
      "(8345, 45)\n",
      "(9708, 45)\n",
      "(8345, 45)\n",
      "(9708, 45)\n",
      "(8345, 45)\n",
      "(9708, 45)\n",
      "(8345, 45)\n",
      "(9708, 45)\n",
      "(8345, 45)\n",
      "(9708, 45)\n",
      "(8345, 45)\n"
     ]
    }
   ],
   "source": [
    "path = glob.glob(\"processed_data/hot-encoded-diseases_*.csv\")\n",
    "reslist = ['0.1','0.2','0.3','0.4','0.5','0.6','0.7']\n",
    "for res in range(0,len(path)):\n",
    "    db = op.interactions.import_intercell_network(transmitter_params = {\"categories\":\"ligand\"}, receiver_params = {\"categories\": \"receptor\"})\n",
    "    print(np.shape(db))\n",
    "    db = db[np.logical_not(db['genesymbol_intercell_source'].str.startswith('HLA'))]\n",
    "    db = db[np.logical_not(db['genesymbol_intercell_target'].str.startswith('HLA'))]\n",
    "    db = db[~db['genesymbol_intercell_target'].astype(str).str.startswith('COMPLEX')]\n",
    "    db = db[~db['genesymbol_intercell_source'].astype(str).str.startswith('COMPLEX')]\n",
    "    print(np.shape(db))\n",
    "    tgts_all = pd.read_csv(path[res])\n",
    "    tgts_all['gene']=tgts_all['genes']\n",
    "    tgts = tgts_all.drop(columns=['genes']).set_index(['gene'])\n",
    "\n",
    "    source, percSrc, targets, percTgt, sum = ml.lr.find_hits(tgts, db)\n",
    "    network = pd.read_csv('processed_data/03-LR_network_visualisation/louvain_largest_cluster_%s.csv' % reslist[res], index_col = 0)\n",
    "    dis_tgts = tgts.loc[list(set(list(network['0'])) & set(list(tgts.index)))]\n",
    "    dis_tgts.to_csv('processed_data/03-LR_network_visualisation/03f_diseases_in_networks/targets_and_diseases_network_%s.csv' % reslist[res])\n",
    "    if (res == 0):\n",
    "        summary = pd.DataFrame(dis_tgts.sum())\n",
    "        summary_perc = summary/len(list(network['0']))\n",
    "        genes_across = pd.DataFrame(dis_tgts.sum(axis = 1))\n",
    "    else: \n",
    "        summary = summary.merge(pd.DataFrame(dis_tgts.sum().rename(reslist[res])), left_index=True, right_index=True, how='left')\n",
    "        summary_perc = summary_perc.merge(pd.DataFrame(dis_tgts.sum().rename(reslist[res]))/len(list(network['0'])), left_index=True, right_index=True, how='left')\n",
    "        genes_across = genes_across.merge(pd.DataFrame(dis_tgts.sum(axis =1).rename(reslist[res])), left_index=True, right_index=True, how='left')\n",
    "\n",
    "summary_perc = summary_perc.fillna(0)*100\n",
    "summary_perc = summary_perc.drop(['Empty'])\n",
    "summary_perc.to_csv('processed_data/03-LR_network_visualisation/03f_diseases_in_networks/targets_and_diseases_summary_perc.csv')\n",
    "summary = summary.fillna(0)\n",
    "summary = summary.drop(['Empty'])\n",
    "summary.to_csv('processed_data/03-LR_network_visualisation/03f_diseases_in_networks/targets_and_diseases_summary_total.csv')\n",
    "genes_across = genes_across.fillna(0)\n",
    "genes_across.to_csv('processed_data/03-LR_network_visualisation/03f_diseases_in_networks/network_targets_summary_across_thresholds.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10), dpi = 150)\n",
    "sns.heatmap(summary.fillna(0))\n",
    "plt.savefig('plots/03-LR_network_visualisation/03f_diseases_in_networks/total_disease_contribution.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x1500 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10), dpi = 150)\n",
    "\n",
    "sns.clustermap(summary_perc.fillna(0), col_cluster = False)\n",
    "plt.savefig('plots/03-LR_network_visualisation/03f_diseases_in_networks/percentage_disease_contribution.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 9000x9000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(30,30), dpi = 300)\n",
    "sns.clustermap(genes_across, col_cluster = False, cmap = 'viridis_r')\n",
    "plt.savefig('plots/03-LR_network_visualisation/03f_diseases_in_networks/genes_withdiseases_acrosshtresholds.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AD                    0.0\n",
       "ALS                   0.0\n",
       "BipolarDisorder       1.0\n",
       "MigraineDisorder      0.0\n",
       "PartialEpilepsy       0.0\n",
       "PD                    0.0\n",
       "Schizophrenia         1.0\n",
       "UnipolarDepression    1.0\n",
       "Empty                 0.0\n",
       "Name: VRK2, dtype: float64"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dis_tgts.loc['VRK2']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AD</th>\n",
       "      <th>ALS</th>\n",
       "      <th>BipolarDisorder</th>\n",
       "      <th>MigraineDisorder</th>\n",
       "      <th>PartialEpilepsy</th>\n",
       "      <th>PD</th>\n",
       "      <th>Schizophrenia</th>\n",
       "      <th>UnipolarDepression</th>\n",
       "      <th>Empty</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gene</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>PLA2G6</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TUBA4A</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>APOE</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SCN2A</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SCN9A</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SCN1A</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>APP</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RELN</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TBK1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ATM</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRIN2A</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NOTCH3</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADCY2</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UNC5C</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CR1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DCC</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VRK2</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRIA1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STK39</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TLR4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRKD1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PSEN1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNTN4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         AD  ALS  BipolarDisorder  MigraineDisorder  PartialEpilepsy   PD  \\\n",
       "gene                                                                        \n",
       "PLA2G6  0.0  0.0              0.0               0.0              0.0  1.0   \n",
       "TUBA4A  0.0  1.0              0.0               0.0              0.0  0.0   \n",
       "APOE    1.0  0.0              0.0               0.0              0.0  0.0   \n",
       "SCN2A   0.0  0.0              1.0               0.0              1.0  0.0   \n",
       "SCN9A   0.0  0.0              0.0               0.0              1.0  0.0   \n",
       "SCN1A   0.0  0.0              0.0               1.0              0.0  0.0   \n",
       "APP     1.0  0.0              0.0               0.0              0.0  0.0   \n",
       "RELN    0.0  0.0              0.0               0.0              1.0  0.0   \n",
       "TBK1    0.0  1.0              0.0               0.0              0.0  0.0   \n",
       "ATM     0.0  0.0              0.0               0.0              0.0  1.0   \n",
       "GRIN2A  0.0  0.0              0.0               0.0              1.0  0.0   \n",
       "NOTCH3  0.0  0.0              0.0               1.0              0.0  0.0   \n",
       "ADCY2   0.0  0.0              1.0               0.0              0.0  0.0   \n",
       "UNC5C   1.0  0.0              0.0               0.0              0.0  0.0   \n",
       "CR1     1.0  0.0              0.0               0.0              0.0  0.0   \n",
       "DCC     0.0  0.0              0.0               0.0              0.0  0.0   \n",
       "VRK2    0.0  0.0              1.0               0.0              0.0  0.0   \n",
       "GRIA1   0.0  0.0              0.0               0.0              0.0  0.0   \n",
       "STK39   0.0  0.0              0.0               0.0              0.0  1.0   \n",
       "TLR4    0.0  0.0              0.0               0.0              0.0  0.0   \n",
       "PRKD1   0.0  0.0              0.0               0.0              0.0  0.0   \n",
       "PSEN1   1.0  0.0              0.0               0.0              0.0  0.0   \n",
       "CNTN4   0.0  0.0              0.0               0.0              0.0  0.0   \n",
       "\n",
       "        Schizophrenia  UnipolarDepression  Empty  \n",
       "gene                                              \n",
       "PLA2G6            0.0                 0.0      0  \n",
       "TUBA4A            0.0                 0.0      0  \n",
       "APOE              0.0                 0.0      0  \n",
       "SCN2A             0.0                 0.0      0  \n",
       "SCN9A             0.0                 0.0      0  \n",
       "SCN1A             0.0                 0.0      0  \n",
       "APP               0.0                 0.0      0  \n",
       "RELN              0.0                 0.0      0  \n",
       "TBK1              0.0                 0.0      0  \n",
       "ATM               0.0                 0.0      0  \n",
       "GRIN2A            0.0                 0.0      0  \n",
       "NOTCH3            0.0                 0.0      0  \n",
       "ADCY2             0.0                 0.0      0  \n",
       "UNC5C             0.0                 0.0      0  \n",
       "CR1               0.0                 0.0      0  \n",
       "DCC               0.0                 1.0      0  \n",
       "VRK2              1.0                 1.0      0  \n",
       "GRIA1             1.0                 0.0      0  \n",
       "STK39             0.0                 0.0      0  \n",
       "TLR4              0.0                 1.0      0  \n",
       "PRKD1             1.0                 0.0      0  \n",
       "PSEN1             0.0                 0.0      0  \n",
       "CNTN4             1.0                 0.0      0  "
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dis_tgts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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