{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd \n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from matplotlib.cbook import boxplot_stats\n",
    "from tqdm.notebook import tqdm\n",
    "sns.set_palette(\"coolwarm\")\n",
    "from DataManager import DataManager"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "dm = DataManager()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "  </tbody>\n",
       "</table>\n",
       "<p>32928 rows × 388 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       drug  cell_line  replicate          n  nseg.0.m.cx.mean  \\\n",
       "0         0          0          0  11.908014         10.062505   \n",
       "1         0          0          1  12.368314         10.059354   \n",
       "2         0          1          0  12.983570         10.000412   \n",
       "3         0          1          1  12.948506          9.976027   \n",
       "4         0          2          0  12.664426          9.999071   \n",
       "...     ...        ...        ...        ...               ...   \n",
       "32923  1371          9          1  13.121068         10.082178   \n",
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       "32925  1371         10          1  12.196224          9.983833   \n",
       "32926  1371         11          0  13.167953         10.058170   \n",
       "32927  1371         11          1  13.449793         10.114879   \n",
       "\n",
       "       nseg.0.m.cy.mean  nseg.0.m.majoraxis.mean  nseg.0.m.eccentricity.mean  \\\n",
       "0              9.889313                 4.720813                   -0.458763   \n",
       "1             10.046932                 4.740584                   -0.462816   \n",
       "2              9.948694                 4.717664                   -0.407438   \n",
       "3             10.005307                 4.713709                   -0.384049   \n",
       "4              9.954613                 4.714847                   -0.403862   \n",
       "...                 ...                      ...                         ...   \n",
       "32923          9.964604                 4.675257                   -0.438223   \n",
       "32924         10.021471                 4.739401                   -0.399021   \n",
       "32925         10.066827                 4.707107                   -0.391595   \n",
       "32926         10.131641                 4.683559                   -0.401863   \n",
       "32927         10.028159                 4.671927                   -0.391136   \n",
       "\n",
       "       nseg.0.m.theta.mean  nseg.0.s.area.mean  ...  lcd.10NN.qt.0.95  \\\n",
       "0                -5.396460            8.469626  ...         -9.296161   \n",
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       "...                    ...                 ...  ...               ...   \n",
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       "\n",
       "       lcd.10NN.qt.0.99  lcd.15NN.qt.0.01  lcd.15NN.qt.0.05  lcd.15NN.qt.0.95  \\\n",
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       "...                 ...               ...               ...               ...   \n",
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       "32926         -8.417296        -12.429462        -11.221106         -8.899290   \n",
       "32927         -8.391560        -11.762939        -10.863657         -8.845768   \n",
       "\n",
       "       lcd.15NN.qt.0.99  lcd.20NN.qt.0.01  lcd.20NN.qt.0.05  lcd.20NN.qt.0.95  \\\n",
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       "...                 ...               ...               ...               ...   \n",
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       "\n",
       "       lcd.20NN.qt.0.99  \n",
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       "...                 ...  \n",
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       "32926         -8.486387  \n",
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       "\n",
       "[32928 rows x 388 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dm.data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>mutationDetailed</th>\n",
       "      <th>mutation</th>\n",
       "      <th>startPlate</th>\n",
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       "      <th>0</th>\n",
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       "      <td>MEK2-/-</td>\n",
       "      <td>MEK2</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>02-004</td>\n",
       "      <td>AKT1-/-</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>104-009</td>\n",
       "      <td>CTNNB1 mt-/wt+</td>\n",
       "      <td>CTNNB1 wt</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>PAR007</td>\n",
       "      <td>PARENTAL007</td>\n",
       "      <td>HCT116 P2</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>104-001</td>\n",
       "      <td>P53-/-</td>\n",
       "      <td>P53</td>\n",
       "      <td>21.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>104-004</td>\n",
       "      <td>PTEN-/-</td>\n",
       "      <td>PTEN</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>104-007</td>\n",
       "      <td>PI3KCA mt-/wt+</td>\n",
       "      <td>PI3KCA wt</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>104-008</td>\n",
       "      <td>KRAS mt-/wt+</td>\n",
       "      <td>KRAS wt</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>02-008</td>\n",
       "      <td>BAX-/-</td>\n",
       "      <td>BAX</td>\n",
       "      <td>37.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>02-030</td>\n",
       "      <td>MEK1-/-</td>\n",
       "      <td>MEK1</td>\n",
       "      <td>41.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>PAR001</td>\n",
       "      <td>PARENTAL001</td>\n",
       "      <td>HCT116 P1</td>\n",
       "      <td>45.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       name mutationDetailed   mutation  startPlate\n",
       "0    02-006  AKT1-/-&AKT2-/-     AKT1/2         1.0\n",
       "1    02-031          MEK2-/-       MEK2         5.0\n",
       "2    02-004          AKT1-/-       AKT1         9.0\n",
       "3   104-009   CTNNB1 mt-/wt+  CTNNB1 wt        13.0\n",
       "4    PAR007      PARENTAL007  HCT116 P2        17.0\n",
       "5   104-001           P53-/-        P53        21.0\n",
       "6   104-004          PTEN-/-       PTEN        25.0\n",
       "7   104-007   PI3KCA mt-/wt+  PI3KCA wt        29.0\n",
       "8   104-008     KRAS mt-/wt+    KRAS wt        33.0\n",
       "9    02-008           BAX-/-        BAX        37.0\n",
       "10   02-030          MEK1-/-       MEK1        41.0\n",
       "11   PAR001      PARENTAL001  HCT116 P1        45.0"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dm.cell_line_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# KEGG Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from Bio import SeqIO\n",
    "from Bio.KEGG.REST import *\n",
    "from Bio.KEGG.KGML import KGML_parser\n",
    "#from Bio.Graphics.KGML_vis import KGMLCanvas\n",
    "#from Bio.Graphics.ColorSpiral import ColorSpiral\n",
    "\n",
    "from IPython.display import Image, HTML, IFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "337\n"
     ]
    }
   ],
   "source": [
    "human_pathways = kegg_list(\"pathway\", \"hsa\").read()\n",
    "\n",
    "#human_pathways.decode(\"utf-8\").split(\"\\n\")[0:5]\n",
    "human_pathways = human_pathways.split(\"\\n\")\n",
    "human_pathways = [r.replace(\"path:\", \"\").replace(\" - Homo sapiens (human)\", \"\") for r in human_pathways if r]\n",
    "human_pathways = {r.split(\"\\t\")[0]: r.split(\"\\t\")[1] for r in human_pathways}\n",
    "print(len(human_pathways))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'hsa00010': 'Glycolysis / Gluconeogenesis',\n",
       " 'hsa00020': 'Citrate cycle (TCA cycle)',\n",
       " 'hsa00030': 'Pentose phosphate pathway',\n",
       " 'hsa00040': 'Pentose and glucuronate interconversions',\n",
       " 'hsa00051': 'Fructose and mannose metabolism',\n",
       " 'hsa00052': 'Galactose metabolism',\n",
       " 'hsa00053': 'Ascorbate and aldarate metabolism',\n",
       " 'hsa00061': 'Fatty acid biosynthesis',\n",
       " 'hsa00062': 'Fatty acid elongation',\n",
       " 'hsa00071': 'Fatty acid degradation',\n",
       " 'hsa00072': 'Synthesis and degradation of ketone bodies',\n",
       " 'hsa00100': 'Steroid biosynthesis',\n",
       " 'hsa00120': 'Primary bile acid biosynthesis',\n",
       " 'hsa00130': 'Ubiquinone and other terpenoid-quinone biosynthesis',\n",
       " 'hsa00140': 'Steroid hormone biosynthesis',\n",
       " 'hsa00190': 'Oxidative phosphorylation',\n",
       " 'hsa00220': 'Arginine biosynthesis',\n",
       " 'hsa00230': 'Purine metabolism',\n",
       " 'hsa00232': 'Caffeine metabolism',\n",
       " 'hsa00240': 'Pyrimidine metabolism',\n",
       " 'hsa00250': 'Alanine, aspartate and glutamate metabolism',\n",
       " 'hsa00260': 'Glycine, serine and threonine metabolism',\n",
       " 'hsa00270': 'Cysteine and methionine metabolism',\n",
       " 'hsa00280': 'Valine, leucine and isoleucine degradation',\n",
       " 'hsa00290': 'Valine, leucine and isoleucine biosynthesis',\n",
       " 'hsa00310': 'Lysine degradation',\n",
       " 'hsa00330': 'Arginine and proline metabolism',\n",
       " 'hsa00340': 'Histidine metabolism',\n",
       " 'hsa00350': 'Tyrosine metabolism',\n",
       " 'hsa00360': 'Phenylalanine metabolism',\n",
       " 'hsa00380': 'Tryptophan metabolism',\n",
       " 'hsa00400': 'Phenylalanine, tyrosine and tryptophan biosynthesis',\n",
       " 'hsa00410': 'beta-Alanine metabolism',\n",
       " 'hsa00430': 'Taurine and hypotaurine metabolism',\n",
       " 'hsa00440': 'Phosphonate and phosphinate metabolism',\n",
       " 'hsa00450': 'Selenocompound metabolism',\n",
       " 'hsa00471': 'D-Glutamine and D-glutamate metabolism',\n",
       " 'hsa00472': 'D-Arginine and D-ornithine metabolism',\n",
       " 'hsa00480': 'Glutathione metabolism',\n",
       " 'hsa00500': 'Starch and sucrose metabolism',\n",
       " 'hsa00510': 'N-Glycan biosynthesis',\n",
       " 'hsa00511': 'Other glycan degradation',\n",
       " 'hsa00512': 'Mucin type O-glycan biosynthesis',\n",
       " 'hsa00513': 'Various types of N-glycan biosynthesis',\n",
       " 'hsa00514': 'Other types of O-glycan biosynthesis',\n",
       " 'hsa00515': 'Mannose type O-glycan biosynthesis',\n",
       " 'hsa00520': 'Amino sugar and nucleotide sugar metabolism',\n",
       " 'hsa00524': 'Neomycin, kanamycin and gentamicin biosynthesis',\n",
       " 'hsa00531': 'Glycosaminoglycan degradation',\n",
       " 'hsa00532': 'Glycosaminoglycan biosynthesis - chondroitin sulfate / dermatan sulfate',\n",
       " 'hsa00533': 'Glycosaminoglycan biosynthesis - keratan sulfate',\n",
       " 'hsa00534': 'Glycosaminoglycan biosynthesis - heparan sulfate / heparin',\n",
       " 'hsa00561': 'Glycerolipid metabolism',\n",
       " 'hsa00562': 'Inositol phosphate metabolism',\n",
       " 'hsa00563': 'Glycosylphosphatidylinositol (GPI)-anchor biosynthesis',\n",
       " 'hsa00564': 'Glycerophospholipid metabolism',\n",
       " 'hsa00565': 'Ether lipid metabolism',\n",
       " 'hsa00590': 'Arachidonic acid metabolism',\n",
       " 'hsa00591': 'Linoleic acid metabolism',\n",
       " 'hsa00592': 'alpha-Linolenic acid metabolism',\n",
       " 'hsa00600': 'Sphingolipid metabolism',\n",
       " 'hsa00601': 'Glycosphingolipid biosynthesis - lacto and neolacto series',\n",
       " 'hsa00603': 'Glycosphingolipid biosynthesis - globo and isoglobo series',\n",
       " 'hsa00604': 'Glycosphingolipid biosynthesis - ganglio series',\n",
       " 'hsa00620': 'Pyruvate metabolism',\n",
       " 'hsa00630': 'Glyoxylate and dicarboxylate metabolism',\n",
       " 'hsa00640': 'Propanoate metabolism',\n",
       " 'hsa00650': 'Butanoate metabolism',\n",
       " 'hsa00670': 'One carbon pool by folate',\n",
       " 'hsa00730': 'Thiamine metabolism',\n",
       " 'hsa00740': 'Riboflavin metabolism',\n",
       " 'hsa00750': 'Vitamin B6 metabolism',\n",
       " 'hsa00760': 'Nicotinate and nicotinamide metabolism',\n",
       " 'hsa00770': 'Pantothenate and CoA biosynthesis',\n",
       " 'hsa00780': 'Biotin metabolism',\n",
       " 'hsa00785': 'Lipoic acid metabolism',\n",
       " 'hsa00790': 'Folate biosynthesis',\n",
       " 'hsa00830': 'Retinol metabolism',\n",
       " 'hsa00860': 'Porphyrin and chlorophyll metabolism',\n",
       " 'hsa00900': 'Terpenoid backbone biosynthesis',\n",
       " 'hsa00910': 'Nitrogen metabolism',\n",
       " 'hsa00920': 'Sulfur metabolism',\n",
       " 'hsa00970': 'Aminoacyl-tRNA biosynthesis',\n",
       " 'hsa00980': 'Metabolism of xenobiotics by cytochrome P450',\n",
       " 'hsa00982': 'Drug metabolism - cytochrome P450',\n",
       " 'hsa00983': 'Drug metabolism - other enzymes',\n",
       " 'hsa01040': 'Biosynthesis of unsaturated fatty acids',\n",
       " 'hsa01100': 'Metabolic pathways',\n",
       " 'hsa01200': 'Carbon metabolism',\n",
       " 'hsa01210': '2-Oxocarboxylic acid metabolism',\n",
       " 'hsa01212': 'Fatty acid metabolism',\n",
       " 'hsa01230': 'Biosynthesis of amino acids',\n",
       " 'hsa01521': 'EGFR tyrosine kinase inhibitor resistance',\n",
       " 'hsa01522': 'Endocrine resistance',\n",
       " 'hsa01523': 'Antifolate resistance',\n",
       " 'hsa01524': 'Platinum drug resistance',\n",
       " 'hsa02010': 'ABC transporters',\n",
       " 'hsa03008': 'Ribosome biogenesis in eukaryotes',\n",
       " 'hsa03010': 'Ribosome',\n",
       " 'hsa03013': 'RNA transport',\n",
       " 'hsa03015': 'mRNA surveillance pathway',\n",
       " 'hsa03018': 'RNA degradation',\n",
       " 'hsa03020': 'RNA polymerase',\n",
       " 'hsa03022': 'Basal transcription factors',\n",
       " 'hsa03030': 'DNA replication',\n",
       " 'hsa03040': 'Spliceosome',\n",
       " 'hsa03050': 'Proteasome',\n",
       " 'hsa03060': 'Protein export',\n",
       " 'hsa03320': 'PPAR signaling pathway',\n",
       " 'hsa03410': 'Base excision repair',\n",
       " 'hsa03420': 'Nucleotide excision repair',\n",
       " 'hsa03430': 'Mismatch repair',\n",
       " 'hsa03440': 'Homologous recombination',\n",
       " 'hsa03450': 'Non-homologous end-joining',\n",
       " 'hsa03460': 'Fanconi anemia pathway',\n",
       " 'hsa04010': 'MAPK signaling pathway',\n",
       " 'hsa04012': 'ErbB signaling pathway',\n",
       " 'hsa04014': 'Ras signaling pathway',\n",
       " 'hsa04015': 'Rap1 signaling pathway',\n",
       " 'hsa04020': 'Calcium signaling pathway',\n",
       " 'hsa04022': 'cGMP-PKG signaling pathway',\n",
       " 'hsa04024': 'cAMP signaling pathway',\n",
       " 'hsa04060': 'Cytokine-cytokine receptor interaction',\n",
       " 'hsa04061': 'Viral protein interaction with cytokine and cytokine receptor',\n",
       " 'hsa04062': 'Chemokine signaling pathway',\n",
       " 'hsa04064': 'NF-kappa B signaling pathway',\n",
       " 'hsa04066': 'HIF-1 signaling pathway',\n",
       " 'hsa04068': 'FoxO signaling pathway',\n",
       " 'hsa04070': 'Phosphatidylinositol signaling system',\n",
       " 'hsa04071': 'Sphingolipid signaling pathway',\n",
       " 'hsa04072': 'Phospholipase D signaling pathway',\n",
       " 'hsa04080': 'Neuroactive ligand-receptor interaction',\n",
       " 'hsa04110': 'Cell cycle',\n",
       " 'hsa04114': 'Oocyte meiosis',\n",
       " 'hsa04115': 'p53 signaling pathway',\n",
       " 'hsa04120': 'Ubiquitin mediated proteolysis',\n",
       " 'hsa04122': 'Sulfur relay system',\n",
       " 'hsa04130': 'SNARE interactions in vesicular transport',\n",
       " 'hsa04136': 'Autophagy - other',\n",
       " 'hsa04137': 'Mitophagy - animal',\n",
       " 'hsa04140': 'Autophagy - animal',\n",
       " 'hsa04141': 'Protein processing in endoplasmic reticulum',\n",
       " 'hsa04142': 'Lysosome',\n",
       " 'hsa04144': 'Endocytosis',\n",
       " 'hsa04145': 'Phagosome',\n",
       " 'hsa04146': 'Peroxisome',\n",
       " 'hsa04150': 'mTOR signaling pathway',\n",
       " 'hsa04151': 'PI3K-Akt signaling pathway',\n",
       " 'hsa04152': 'AMPK signaling pathway',\n",
       " 'hsa04210': 'Apoptosis',\n",
       " 'hsa04211': 'Longevity regulating pathway',\n",
       " 'hsa04213': 'Longevity regulating pathway - multiple species',\n",
       " 'hsa04215': 'Apoptosis - multiple species',\n",
       " 'hsa04216': 'Ferroptosis',\n",
       " 'hsa04217': 'Necroptosis',\n",
       " 'hsa04218': 'Cellular senescence',\n",
       " 'hsa04260': 'Cardiac muscle contraction',\n",
       " 'hsa04261': 'Adrenergic signaling in cardiomyocytes',\n",
       " 'hsa04270': 'Vascular smooth muscle contraction',\n",
       " 'hsa04310': 'Wnt signaling pathway',\n",
       " 'hsa04330': 'Notch signaling pathway',\n",
       " 'hsa04340': 'Hedgehog signaling pathway',\n",
       " 'hsa04350': 'TGF-beta signaling pathway',\n",
       " 'hsa04360': 'Axon guidance',\n",
       " 'hsa04370': 'VEGF signaling pathway',\n",
       " 'hsa04371': 'Apelin signaling pathway',\n",
       " 'hsa04380': 'Osteoclast differentiation',\n",
       " 'hsa04390': 'Hippo signaling pathway',\n",
       " 'hsa04392': 'Hippo signaling pathway - multiple species',\n",
       " 'hsa04510': 'Focal adhesion',\n",
       " 'hsa04512': 'ECM-receptor interaction',\n",
       " 'hsa04514': 'Cell adhesion molecules',\n",
       " 'hsa04520': 'Adherens junction',\n",
       " 'hsa04530': 'Tight junction',\n",
       " 'hsa04540': 'Gap junction',\n",
       " 'hsa04550': 'Signaling pathways regulating pluripotency of stem cells',\n",
       " 'hsa04610': 'Complement and coagulation cascades',\n",
       " 'hsa04611': 'Platelet activation',\n",
       " 'hsa04612': 'Antigen processing and presentation',\n",
       " 'hsa04614': 'Renin-angiotensin system',\n",
       " 'hsa04620': 'Toll-like receptor signaling pathway',\n",
       " 'hsa04621': 'NOD-like receptor signaling pathway',\n",
       " 'hsa04622': 'RIG-I-like receptor signaling pathway',\n",
       " 'hsa04623': 'Cytosolic DNA-sensing pathway',\n",
       " 'hsa04625': 'C-type lectin receptor signaling pathway',\n",
       " 'hsa04630': 'JAK-STAT signaling pathway',\n",
       " 'hsa04640': 'Hematopoietic cell lineage',\n",
       " 'hsa04650': 'Natural killer cell mediated cytotoxicity',\n",
       " 'hsa04657': 'IL-17 signaling pathway',\n",
       " 'hsa04658': 'Th1 and Th2 cell differentiation',\n",
       " 'hsa04659': 'Th17 cell differentiation',\n",
       " 'hsa04660': 'T cell receptor signaling pathway',\n",
       " 'hsa04662': 'B cell receptor signaling pathway',\n",
       " 'hsa04664': 'Fc epsilon RI signaling pathway',\n",
       " 'hsa04666': 'Fc gamma R-mediated phagocytosis',\n",
       " 'hsa04668': 'TNF signaling pathway',\n",
       " 'hsa04670': 'Leukocyte transendothelial migration',\n",
       " 'hsa04672': 'Intestinal immune network for IgA production',\n",
       " 'hsa04710': 'Circadian rhythm',\n",
       " 'hsa04713': 'Circadian entrainment',\n",
       " 'hsa04714': 'Thermogenesis',\n",
       " 'hsa04720': 'Long-term potentiation',\n",
       " 'hsa04721': 'Synaptic vesicle cycle',\n",
       " 'hsa04722': 'Neurotrophin signaling pathway',\n",
       " 'hsa04723': 'Retrograde endocannabinoid signaling',\n",
       " 'hsa04724': 'Glutamatergic synapse',\n",
       " 'hsa04725': 'Cholinergic synapse',\n",
       " 'hsa04726': 'Serotonergic synapse',\n",
       " 'hsa04727': 'GABAergic synapse',\n",
       " 'hsa04728': 'Dopaminergic synapse',\n",
       " 'hsa04730': 'Long-term depression',\n",
       " 'hsa04740': 'Olfactory transduction',\n",
       " 'hsa04742': 'Taste transduction',\n",
       " 'hsa04744': 'Phototransduction',\n",
       " 'hsa04750': 'Inflammatory mediator regulation of TRP channels',\n",
       " 'hsa04810': 'Regulation of actin cytoskeleton',\n",
       " 'hsa04910': 'Insulin signaling pathway',\n",
       " 'hsa04911': 'Insulin secretion',\n",
       " 'hsa04912': 'GnRH signaling pathway',\n",
       " 'hsa04913': 'Ovarian steroidogenesis',\n",
       " 'hsa04914': 'Progesterone-mediated oocyte maturation',\n",
       " 'hsa04915': 'Estrogen signaling pathway',\n",
       " 'hsa04916': 'Melanogenesis',\n",
       " 'hsa04917': 'Prolactin signaling pathway',\n",
       " 'hsa04918': 'Thyroid hormone synthesis',\n",
       " 'hsa04919': 'Thyroid hormone signaling pathway',\n",
       " 'hsa04920': 'Adipocytokine signaling pathway',\n",
       " 'hsa04921': 'Oxytocin signaling pathway',\n",
       " 'hsa04922': 'Glucagon signaling pathway',\n",
       " 'hsa04923': 'Regulation of lipolysis in adipocytes',\n",
       " 'hsa04924': 'Renin secretion',\n",
       " 'hsa04925': 'Aldosterone synthesis and secretion',\n",
       " 'hsa04926': 'Relaxin signaling pathway',\n",
       " 'hsa04927': 'Cortisol synthesis and secretion',\n",
       " 'hsa04928': 'Parathyroid hormone synthesis, secretion and action',\n",
       " 'hsa04929': 'GnRH secretion',\n",
       " 'hsa04930': 'Type II diabetes mellitus',\n",
       " 'hsa04931': 'Insulin resistance',\n",
       " 'hsa04932': 'Non-alcoholic fatty liver disease',\n",
       " 'hsa04933': 'AGE-RAGE signaling pathway in diabetic complications',\n",
       " 'hsa04934': 'Cushing syndrome',\n",
       " 'hsa04935': 'Growth hormone synthesis, secretion and action',\n",
       " 'hsa04940': 'Type I diabetes mellitus',\n",
       " 'hsa04950': 'Maturity onset diabetes of the young',\n",
       " 'hsa04960': 'Aldosterone-regulated sodium reabsorption',\n",
       " 'hsa04961': 'Endocrine and other factor-regulated calcium reabsorption',\n",
       " 'hsa04962': 'Vasopressin-regulated water reabsorption',\n",
       " 'hsa04964': 'Proximal tubule bicarbonate reclamation',\n",
       " 'hsa04966': 'Collecting duct acid secretion',\n",
       " 'hsa04970': 'Salivary secretion',\n",
       " 'hsa04971': 'Gastric acid secretion',\n",
       " 'hsa04972': 'Pancreatic secretion',\n",
       " 'hsa04973': 'Carbohydrate digestion and absorption',\n",
       " 'hsa04974': 'Protein digestion and absorption',\n",
       " 'hsa04975': 'Fat digestion and absorption',\n",
       " 'hsa04976': 'Bile secretion',\n",
       " 'hsa04977': 'Vitamin digestion and absorption',\n",
       " 'hsa04978': 'Mineral absorption',\n",
       " 'hsa04979': 'Cholesterol metabolism',\n",
       " 'hsa05010': 'Alzheimer disease',\n",
       " 'hsa05012': 'Parkinson disease',\n",
       " 'hsa05014': 'Amyotrophic lateral sclerosis',\n",
       " 'hsa05016': 'Huntington disease',\n",
       " 'hsa05017': 'Spinocerebellar ataxia',\n",
       " 'hsa05020': 'Prion diseases',\n",
       " 'hsa05030': 'Cocaine addiction',\n",
       " 'hsa05031': 'Amphetamine addiction',\n",
       " 'hsa05032': 'Morphine addiction',\n",
       " 'hsa05033': 'Nicotine addiction',\n",
       " 'hsa05034': 'Alcoholism',\n",
       " 'hsa05100': 'Bacterial invasion of epithelial cells',\n",
       " 'hsa05110': 'Vibrio cholerae infection',\n",
       " 'hsa05120': 'Epithelial cell signaling in Helicobacter pylori infection',\n",
       " 'hsa05130': 'Pathogenic Escherichia coli infection',\n",
       " 'hsa05131': 'Shigellosis',\n",
       " 'hsa05132': 'Salmonella infection',\n",
       " 'hsa05133': 'Pertussis',\n",
       " 'hsa05134': 'Legionellosis',\n",
       " 'hsa05135': 'Yersinia infection',\n",
       " 'hsa05140': 'Leishmaniasis',\n",
       " 'hsa05142': 'Chagas disease',\n",
       " 'hsa05143': 'African trypanosomiasis',\n",
       " 'hsa05144': 'Malaria',\n",
       " 'hsa05145': 'Toxoplasmosis',\n",
       " 'hsa05146': 'Amoebiasis',\n",
       " 'hsa05150': 'Staphylococcus aureus infection',\n",
       " 'hsa05152': 'Tuberculosis',\n",
       " 'hsa05160': 'Hepatitis C',\n",
       " 'hsa05161': 'Hepatitis B',\n",
       " 'hsa05162': 'Measles',\n",
       " 'hsa05163': 'Human cytomegalovirus infection',\n",
       " 'hsa05164': 'Influenza A',\n",
       " 'hsa05165': 'Human papillomavirus infection',\n",
       " 'hsa05166': 'Human T-cell leukemia virus 1 infection',\n",
       " 'hsa05167': 'Kaposi sarcoma-associated herpesvirus infection',\n",
       " 'hsa05168': 'Herpes simplex virus 1 infection',\n",
       " 'hsa05169': 'Epstein-Barr virus infection',\n",
       " 'hsa05170': 'Human immunodeficiency virus 1 infection',\n",
       " 'hsa05200': 'Pathways in cancer',\n",
       " 'hsa05202': 'Transcriptional misregulation in cancer',\n",
       " 'hsa05203': 'Viral carcinogenesis',\n",
       " 'hsa05204': 'Chemical carcinogenesis',\n",
       " 'hsa05205': 'Proteoglycans in cancer',\n",
       " 'hsa05206': 'MicroRNAs in cancer',\n",
       " 'hsa05210': 'Colorectal cancer',\n",
       " 'hsa05211': 'Renal cell carcinoma',\n",
       " 'hsa05212': 'Pancreatic cancer',\n",
       " 'hsa05213': 'Endometrial cancer',\n",
       " 'hsa05214': 'Glioma',\n",
       " 'hsa05215': 'Prostate cancer',\n",
       " 'hsa05216': 'Thyroid cancer',\n",
       " 'hsa05217': 'Basal cell carcinoma',\n",
       " 'hsa05218': 'Melanoma',\n",
       " 'hsa05219': 'Bladder cancer',\n",
       " 'hsa05220': 'Chronic myeloid leukemia',\n",
       " 'hsa05221': 'Acute myeloid leukemia',\n",
       " 'hsa05222': 'Small cell lung cancer',\n",
       " 'hsa05223': 'Non-small cell lung cancer',\n",
       " 'hsa05224': 'Breast cancer',\n",
       " 'hsa05225': 'Hepatocellular carcinoma',\n",
       " 'hsa05226': 'Gastric cancer',\n",
       " 'hsa05230': 'Central carbon metabolism in cancer',\n",
       " 'hsa05231': 'Choline metabolism in cancer',\n",
       " 'hsa05235': 'PD-L1 expression and PD-1 checkpoint pathway in cancer',\n",
       " 'hsa05310': 'Asthma',\n",
       " 'hsa05320': 'Autoimmune thyroid disease',\n",
       " 'hsa05321': 'Inflammatory bowel disease',\n",
       " 'hsa05322': 'Systemic lupus erythematosus',\n",
       " 'hsa05323': 'Rheumatoid arthritis',\n",
       " 'hsa05330': 'Allograft rejection',\n",
       " 'hsa05332': 'Graft-versus-host disease',\n",
       " 'hsa05340': 'Primary immunodeficiency',\n",
       " 'hsa05410': 'Hypertrophic cardiomyopathy',\n",
       " 'hsa05412': 'Arrhythmogenic right ventricular cardiomyopathy',\n",
       " 'hsa05414': 'Dilated cardiomyopathy',\n",
       " 'hsa05416': 'Viral myocarditis',\n",
       " 'hsa05418': 'Fluid shear stress and atherosclerosis'}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "human_pathways"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "database = \"genes\"\n",
    "organism = \"hsa\"\n",
    "organism_tcode = \"T01001\"\n",
    "query = \"MEK2\"\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def find_KEGG_entries(gene, filtering=True):\n",
    "    resp = kegg_find(\"T01001\", gene).read()\n",
    "    resp_list = resp.split(\"\\n\")\n",
    "    resp_list = [r for r in resp_list if r]\n",
    "    query_results = []\n",
    "    for r in resp_list:\n",
    "        entry_id, results = r.split(\"\\t\")\n",
    "        genes, description = results.split(\"; \")\n",
    "        genes = genes.split(\", \")\n",
    "        if gene in genes or not filtering:\n",
    "            query_results.append({\"entry_id\": entry_id, \"gene_names\": genes, \"description\": description})\n",
    "        \n",
    "    return query_results\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def parse_pathways(entry_id):\n",
    "    entry_content = kegg_get(entry_id).read()\n",
    "    pathways_str = entry_content.split(\"PATHWAY\")[1].split(\"NETWORK\")[0]\n",
    "    pathways = pathways_str.split(\"\\n\")\n",
    "    pathways = [p.strip() for p in pathways if p]\n",
    "    parsed_pathways = {}\n",
    "    for p in pathways:\n",
    "        path_id, description = p.split(\" \", 1)\n",
    "        parsed_pathways[path_id.strip()] = description.strip()\n",
    "    return parsed_pathways"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'hsa01521': 'EGFR tyrosine kinase inhibitor resistance',\n",
       " 'hsa01522': 'Endocrine resistance',\n",
       " 'hsa01524': 'Platinum drug resistance',\n",
       " 'hsa04010': 'MAPK signaling pathway',\n",
       " 'hsa04012': 'ErbB signaling pathway',\n",
       " 'hsa04014': 'Ras signaling pathway',\n",
       " 'hsa04015': 'Rap1 signaling pathway',\n",
       " 'hsa04022': 'cGMP-PKG signaling pathway',\n",
       " 'hsa04024': 'cAMP signaling pathway',\n",
       " 'hsa04062': 'Chemokine signaling pathway',\n",
       " 'hsa04066': 'HIF-1 signaling pathway',\n",
       " 'hsa04068': 'FoxO signaling pathway',\n",
       " 'hsa04071': 'Sphingolipid signaling pathway',\n",
       " 'hsa04072': 'Phospholipase D signaling pathway',\n",
       " 'hsa04140': 'Autophagy - animal',\n",
       " 'hsa04150': 'mTOR signaling pathway',\n",
       " 'hsa04151': 'PI3K-Akt signaling pathway',\n",
       " 'hsa04152': 'AMPK signaling pathway',\n",
       " 'hsa04210': 'Apoptosis',\n",
       " 'hsa04211': 'Longevity regulating pathway',\n",
       " 'hsa04213': 'Longevity regulating pathway - multiple species',\n",
       " 'hsa04218': 'Cellular senescence',\n",
       " 'hsa04261': 'Adrenergic signaling in cardiomyocytes',\n",
       " 'hsa04370': 'VEGF signaling pathway',\n",
       " 'hsa04371': 'Apelin signaling pathway',\n",
       " 'hsa04380': 'Osteoclast differentiation',\n",
       " 'hsa04510': 'Focal adhesion',\n",
       " 'hsa04550': 'Signaling pathways regulating pluripotency of stem cells',\n",
       " 'hsa04611': 'Platelet activation',\n",
       " 'hsa04620': 'Toll-like receptor signaling pathway',\n",
       " 'hsa04625': 'C-type lectin receptor signaling pathway',\n",
       " 'hsa04630': 'JAK-STAT signaling pathway',\n",
       " 'hsa04660': 'T cell receptor signaling pathway',\n",
       " 'hsa04662': 'B cell receptor signaling pathway',\n",
       " 'hsa04664': 'Fc epsilon RI signaling pathway',\n",
       " 'hsa04666': 'Fc gamma R-mediated phagocytosis',\n",
       " 'hsa04668': 'TNF signaling pathway',\n",
       " 'hsa04722': 'Neurotrophin signaling pathway',\n",
       " 'hsa04725': 'Cholinergic synapse',\n",
       " 'hsa04728': 'Dopaminergic synapse',\n",
       " 'hsa04910': 'Insulin signaling pathway',\n",
       " 'hsa04914': 'Progesterone-mediated oocyte maturation',\n",
       " 'hsa04915': 'Estrogen signaling pathway',\n",
       " 'hsa04917': 'Prolactin signaling pathway',\n",
       " 'hsa04919': 'Thyroid hormone signaling pathway',\n",
       " 'hsa04920': 'Adipocytokine signaling pathway',\n",
       " 'hsa04922': 'Glucagon signaling pathway',\n",
       " 'hsa04923': 'Regulation of lipolysis in adipocytes',\n",
       " 'hsa04926': 'Relaxin signaling pathway',\n",
       " 'hsa04929': 'GnRH secretion',\n",
       " 'hsa04931': 'Insulin resistance',\n",
       " 'hsa04932': 'Non-alcoholic fatty liver disease',\n",
       " 'hsa04933': 'AGE-RAGE signaling pathway in diabetic complications',\n",
       " 'hsa04935': 'Growth hormone synthesis, secretion and action',\n",
       " 'hsa04973': 'Carbohydrate digestion and absorption',\n",
       " 'hsa05010': 'Alzheimer disease',\n",
       " 'hsa05017': 'Spinocerebellar ataxia',\n",
       " 'hsa05131': 'Shigellosis',\n",
       " 'hsa05132': 'Salmonella infection',\n",
       " 'hsa05135': 'Yersinia infection',\n",
       " 'hsa05142': 'Chagas disease',\n",
       " 'hsa05145': 'Toxoplasmosis',\n",
       " 'hsa05152': 'Tuberculosis',\n",
       " 'hsa05160': 'Hepatitis C',\n",
       " 'hsa05161': 'Hepatitis B',\n",
       " 'hsa05162': 'Measles',\n",
       " 'hsa05163': 'Human cytomegalovirus infection',\n",
       " 'hsa05164': 'Influenza A',\n",
       " 'hsa05165': 'Human papillomavirus infection',\n",
       " 'hsa05166': 'Human T-cell leukemia virus 1 infection',\n",
       " 'hsa05167': 'Kaposi sarcoma-associated herpesvirus infection',\n",
       " 'hsa05168': 'Herpes simplex virus 1 infection',\n",
       " 'hsa05169': 'Epstein-Barr virus infection',\n",
       " 'hsa05170': 'Human immunodeficiency virus 1 infection',\n",
       " 'hsa05200': 'Pathways in cancer',\n",
       " 'hsa05205': 'Proteoglycans in cancer',\n",
       " 'hsa05210': 'Colorectal cancer',\n",
       " 'hsa05211': 'Renal cell carcinoma',\n",
       " 'hsa05212': 'Pancreatic cancer',\n",
       " 'hsa05213': 'Endometrial cancer',\n",
       " 'hsa05214': 'Glioma',\n",
       " 'hsa05215': 'Prostate cancer',\n",
       " 'hsa05218': 'Melanoma',\n",
       " 'hsa05220': 'Chronic myeloid leukemia',\n",
       " 'hsa05221': 'Acute myeloid leukemia',\n",
       " 'hsa05222': 'Small cell lung cancer',\n",
       " 'hsa05223': 'Non-small cell lung cancer',\n",
       " 'hsa05224': 'Breast cancer',\n",
       " 'hsa05225': 'Hepatocellular carcinoma',\n",
       " 'hsa05226': 'Gastric cancer',\n",
       " 'hsa05230': 'Central carbon metabolism in cancer',\n",
       " 'hsa05231': 'Choline metabolism in cancer',\n",
       " 'hsa05235': 'PD-L1 expression and PD-1 checkpoint pathway in cancer',\n",
       " 'hsa05418': 'Fluid shear stress and atherosclerosis'}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "parse_pathways(\"hsa:207\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gene Pathways"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### AKT 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'entry_id': 'hsa:207',\n",
       "  'gene_names': ['AKT1',\n",
       "   'AKT',\n",
       "   'CWS6',\n",
       "   'PKB',\n",
       "   'PKB-ALPHA',\n",
       "   'PRKBA',\n",
       "   'RAC',\n",
       "   'RAC-ALPHA'],\n",
       "  'description': 'AKT serine/threonine kinase 1'}]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "find_KEGG_entries(\"AKT1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "94"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "akt1_parsed = parse_pathways(\"hsa:207\")\n",
    "akt1_pathways = list(akt1_parsed.keys())\n",
    "len(akt1_pathways)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ATK1 & 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'entry_id': 'hsa:208',\n",
       "  'gene_names': ['AKT2', 'HIHGHH', 'PKBB', 'PKBBETA', 'PRKBB', 'RAC-BETA'],\n",
       "  'description': 'AKT serine/threonine kinase 2'}]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "find_KEGG_entries(\"AKT2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "94"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "akt2_parsed = parse_pathways(\"hsa:208\")\n",
    "akt2_pathways = list(akt2_parsed.keys())\n",
    "\n",
    "akt1_and_2_pathways = list(set(akt1_pathways + akt2_pathways))\n",
    "len(akt1_and_2_pathways)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### MEK2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'entry_id': 'hsa:5605',\n",
       "  'gene_names': ['MAP2K2', 'CFC4', 'MAPKK2', 'MEK2', 'MKK2', 'PRKMK2'],\n",
       "  'description': 'mitogen-activated protein kinase kinase 2'}]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "find_KEGG_entries(\"MEK2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['hsa01521',\n",
       " 'hsa01522',\n",
       " 'hsa04010',\n",
       " 'hsa04012',\n",
       " 'hsa04014',\n",
       " 'hsa04015',\n",
       " 'hsa04022',\n",
       " 'hsa04024',\n",
       " 'hsa04066',\n",
       " 'hsa04068',\n",
       " 'hsa04071',\n",
       " 'hsa04072',\n",
       " 'hsa04140',\n",
       " 'hsa04150',\n",
       " 'hsa04151',\n",
       " 'hsa04210',\n",
       " 'hsa04218',\n",
       " 'hsa04270',\n",
       " 'hsa04370',\n",
       " 'hsa04371',\n",
       " 'hsa04540',\n",
       " 'hsa04550',\n",
       " 'hsa04620',\n",
       " 'hsa04650',\n",
       " 'hsa04660',\n",
       " 'hsa04662',\n",
       " 'hsa04664',\n",
       " 'hsa04720',\n",
       " 'hsa04722',\n",
       " 'hsa04730',\n",
       " 'hsa04810',\n",
       " 'hsa04910',\n",
       " 'hsa04912',\n",
       " 'hsa04915',\n",
       " 'hsa04916',\n",
       " 'hsa04917',\n",
       " 'hsa04919',\n",
       " 'hsa04921',\n",
       " 'hsa04926',\n",
       " 'hsa04929',\n",
       " 'hsa04934',\n",
       " 'hsa04935',\n",
       " 'hsa05010',\n",
       " 'hsa05020',\n",
       " 'hsa05132',\n",
       " 'hsa05135',\n",
       " 'hsa05160',\n",
       " 'hsa05161',\n",
       " 'hsa05163',\n",
       " 'hsa05164',\n",
       " 'hsa05165',\n",
       " 'hsa05166',\n",
       " 'hsa05167',\n",
       " 'hsa05170',\n",
       " 'hsa05200',\n",
       " 'hsa05205',\n",
       " 'hsa05206',\n",
       " 'hsa05210',\n",
       " 'hsa05211',\n",
       " 'hsa05213',\n",
       " 'hsa05214',\n",
       " 'hsa05215',\n",
       " 'hsa05216',\n",
       " 'hsa05218',\n",
       " 'hsa05219',\n",
       " 'hsa05220',\n",
       " 'hsa05221',\n",
       " 'hsa05223',\n",
       " 'hsa05224',\n",
       " 'hsa05225',\n",
       " 'hsa05226',\n",
       " 'hsa05230',\n",
       " 'hsa05231',\n",
       " 'hsa05235']"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mek2_parsed = parse_pathways(\"hsa:5605\")\n",
    "mek2_pathways = list(mek2_parsed.keys())\n",
    "mek2_pathways"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### P53"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'entry_id': 'hsa:7157',\n",
       "  'gene_names': ['TP53', 'BCC7', 'BMFS5', 'LFS1', 'P53', 'TRP53'],\n",
       "  'description': 'tumor protein p53'}]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "find_KEGG_entries(\"P53\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "50"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p53_parsed = parse_pathways(\"hsa:7157\")\n",
    "p53_pathways = list(p53_parsed.keys())\n",
    "len(p53_pathways)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### PTEN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'entry_id': 'hsa:5728',\n",
       "  'gene_names': ['PTEN',\n",
       "   '10q23del',\n",
       "   'BZS',\n",
       "   'CWS1',\n",
       "   'DEC',\n",
       "   'GLM2',\n",
       "   'MHAM',\n",
       "   'MMAC1',\n",
       "   'PTEN1',\n",
       "   'PTENbeta',\n",
       "   'TEP1'],\n",
       "  'description': 'phosphatase and tensin homolog'}]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "find_KEGG_entries(\"PTEN\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "26"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pten_parsed = parse_pathways(\"hsa:5728\")\n",
    "pten_pathways = list(pten_parsed.keys())\n",
    "len(pten_pathways)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### BAX"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'entry_id': 'hsa:581',\n",
       "  'gene_names': ['BAX', 'BCL2L4'],\n",
       "  'description': 'BCL2 associated X, apoptosis regulator'}]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "find_KEGG_entries(\"BAX\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "48"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bax_parsed = parse_pathways(\"hsa:581\")\n",
    "bax_pathways = list(bax_parsed.keys())\n",
    "len(bax_pathways)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### MEK1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'entry_id': 'hsa:5604',\n",
       "  'gene_names': ['MAP2K1', 'CFC3', 'MAPKK1', 'MEK1', 'MEL', 'MKK1', 'PRKMK1'],\n",
       "  'description': 'mitogen-activated protein kinase kinase 1'}]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "find_KEGG_entries(\"MEK1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "48"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mek1_parsed = parse_pathways(\"hsa:581\")\n",
    "mek1_pathways = list(mek1_parsed.keys())\n",
    "len(mek1_pathways)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### PI3KCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'entry_id': 'hsa:23049',\n",
       "  'gene_names': ['SMG1', '61E3.4', 'ATX', 'LIP'],\n",
       "  'description': 'SMG1 nonsense mediated mRNA decay associated PI3K related kinase'},\n",
       " {'entry_id': 'hsa:5291',\n",
       "  'gene_names': ['PIK3CB', 'P110BETA', 'PI3K', 'PI3KBETA', 'PIK3C1'],\n",
       "  'description': 'phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit beta'},\n",
       " {'entry_id': 'hsa:5286',\n",
       "  'gene_names': ['PIK3C2A',\n",
       "   'CPK',\n",
       "   'OCSKD',\n",
       "   'PI3-K-C2(ALPHA)',\n",
       "   'PI3-K-C2A',\n",
       "   'PI3K-C2-alpha',\n",
       "   'PI3K-C2alpha'],\n",
       "  'description': 'phosphatidylinositol-4-phosphate 3-kinase catalytic subunit type 2 alpha'},\n",
       " {'entry_id': 'hsa:5287',\n",
       "  'gene_names': ['PIK3C2B', 'C2-PI3K'],\n",
       "  'description': 'phosphatidylinositol-4-phosphate 3-kinase catalytic subunit type 2 beta'},\n",
       " {'entry_id': 'hsa:23533',\n",
       "  'gene_names': ['PIK3R5', 'F730038I15Rik', 'FOAP-2', 'P101-PI3K', 'p101'],\n",
       "  'description': 'phosphoinositide-3-kinase regulatory subunit 5'},\n",
       " {'entry_id': 'hsa:5288',\n",
       "  'gene_names': ['PIK3C2G', 'PI3K-C2-gamma', 'PI3K-C2GAMMA'],\n",
       "  'description': 'phosphatidylinositol-4-phosphate 3-kinase catalytic subunit type 2 gamma'},\n",
       " {'entry_id': 'hsa:5293',\n",
       "  'gene_names': ['PIK3CD', 'APDS', 'IMD14', 'P110DELTA', 'PI3K', 'p110D'],\n",
       "  'description': 'phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit delta'},\n",
       " {'entry_id': 'hsa:5290',\n",
       "  'gene_names': ['PIK3CA',\n",
       "   'CLAPO',\n",
       "   'CLOVE',\n",
       "   'CWS5',\n",
       "   'MCAP',\n",
       "   'MCM',\n",
       "   'MCMTC',\n",
       "   'PI3K',\n",
       "   'PI3K-alpha',\n",
       "   'p110-alpha'],\n",
       "  'description': 'phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit alpha'},\n",
       " {'entry_id': 'hsa:5294',\n",
       "  'gene_names': ['PIK3CG',\n",
       "   'PI3CG',\n",
       "   'PI3K',\n",
       "   'PI3Kgamma',\n",
       "   'PIK3',\n",
       "   'p110gamma',\n",
       "   'p120-PI3K'],\n",
       "  'description': 'phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit gamma'}]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "find_KEGG_entries(\"PI3K\", filtering=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "99"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pik3kca_parsed = parse_pathways(\"hsa:5290\")\n",
    "pik3kca_pathways = list(pik3kca_parsed.keys())\n",
    "len(pik3kca_pathways)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### KRAS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'entry_id': 'hsa:3845',\n",
       "  'gene_names': ['KRAS',\n",
       "   \"'C-K-RAS\",\n",
       "   'C-K-RAS',\n",
       "   'CFC2',\n",
       "   'K-RAS2A',\n",
       "   'K-RAS2B',\n",
       "   'K-RAS4A',\n",
       "   'K-RAS4B',\n",
       "   'K-Ras',\n",
       "   'K-Ras_2',\n",
       "   'KI-RAS',\n",
       "   'KRAS1',\n",
       "   'KRAS2',\n",
       "   'NS',\n",
       "   'NS3',\n",
       "   'OES',\n",
       "   'RALD',\n",
       "   'RASK2',\n",
       "   'c-Ki-ras',\n",
       "   'c-Ki-ras2'],\n",
       "  'description': 'KRAS proto-oncogene, GTPase'}]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "find_KEGG_entries(\"KRAS\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "79"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kras_parsed = parse_pathways(\"hsa:3845\")\n",
    "kras_pathways = list(kras_parsed.keys())\n",
    "len(kras_pathways)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### CTNNB1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'entry_id': 'hsa:1499',\n",
       "  'gene_names': ['CTNNB1', 'CTNNB', 'EVR7', 'MRD19', 'NEDSDV', 'armadillo'],\n",
       "  'description': 'catenin beta 1'}]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "find_KEGG_entries(\"CTNNB1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "29"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ctnnb1_parsed = parse_pathways(\"hsa:1499\")\n",
    "ctnnb1_pathways = list(ctnnb1_parsed.keys())\n",
    "len(ctnnb1_pathways)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pathways Priors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "mutations_order = [\"HCT116 P1\", \"HCT116 P2\", \"PI3KCA wt\",\n",
    "                   \"AKT1\", \"AKT1/2\", \"PTEN\", \"KRAS wt\",\n",
    "                   \"MEK1\", \"MEK2\", \"CTNNB1 wt\", \"P53\", \"BAX\"]\n",
    "mutations_order = list(dm.cell_line_df[\"mutation\"])\n",
    "hsa_pathways = sorted(list(human_pathways.keys()))\n",
    "pathway_lists = {\n",
    "    \"HCT116 P1\": [],\n",
    "    \"HCT116 P2\": [],\n",
    "    \"PI3KCA wt\": pik3kca_pathways,\n",
    "    \"AKT1\": akt1_pathways,\n",
    "    \"AKT1/2\": akt1_and_2_pathways,\n",
    "    \"PTEN\": pten_pathways,\n",
    "    \"KRAS wt\": kras_pathways,\n",
    "    \"MEK1\": mek1_pathways,\n",
    "    \"MEK2\": mek2_pathways,\n",
    "    \"CTNNB1 wt\": ctnnb1_pathways,\n",
    "    \"P53\": p53_pathways,\n",
    "    \"BAX\": bax_pathways\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['AKT1/2',\n",
       " 'MEK2',\n",
       " 'AKT1',\n",
       " 'CTNNB1 wt',\n",
       " 'HCT116 P2',\n",
       " 'P53',\n",
       " 'PTEN',\n",
       " 'PI3KCA wt',\n",
       " 'KRAS wt',\n",
       " 'BAX',\n",
       " 'MEK1',\n",
       " 'HCT116 P1']"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mutations_order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "pathways_set = set()\n",
    "for k, pw in pathway_lists.items():\n",
    "    pathways_set.update(pw)\n",
    "len(pathways_set)\n",
    "pathways_set = sorted(list(pathways_set))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "cl_idxs = {}\n",
    "for i, mut in dm.cell_line_df[\"mutation\"].iteritems():\n",
    "    cl_idxs[mut] = i"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "cl_pathways_mask = np.zeros((len(pathways_set), len(mutations_order)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fcba89a4550>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i, mut in enumerate(mutations_order):\n",
    "    impacted_pathways_idxs = [j for j, p in enumerate(pathways_set) if p in pathway_lists[mut]]\n",
    "    cl_pathways_mask[impacted_pathways_idxs, i] = 1\n",
    "cl_pathways_mask = cl_pathways_mask.T\n",
    "sns.heatmap(cl_pathways_mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[62,\n",
       " 129,\n",
       " 173,\n",
       " 239,\n",
       " 283,\n",
       " 406,\n",
       " 473,\n",
       " 517,\n",
       " 583,\n",
       " 627,\n",
       " 749,\n",
       " 816,\n",
       " 860,\n",
       " 925,\n",
       " 968,\n",
       " 1091,\n",
       " 1158,\n",
       " 1202,\n",
       " 1268,\n",
       " 1312]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dmso_indexes = []\n",
    "for row in dm.drug_df.itertuples():\n",
    "    #\"dimethyl\" in row.Name or \"DMSO\" in row.SecName or \n",
    "    if \"ctr\" in row.GeneID and \"DMSO\" in row.Content:\n",
    "        dmso_indexes.append(row.Index)\n",
    "dmso_indexes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fcba7f05f10>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "drug_pathways_mask = np.ones((len(pathways_set), len(dm.drug_df)))\n",
    "drug_pathways_mask[:, dmso_indexes] = 0\n",
    "drug_pathways_mask = drug_pathways_mask.T\n",
    "sns.heatmap(drug_pathways_mask)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Features Processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Int64Index([ 1496,  1497,  1510,  1511,  3104,  3105,  3118,  3119,  4160,\n",
       "             4161,  4174,  4175,  5744,  5745,  5758,  5759,  6800,  6801,\n",
       "             6814,  6815,  9752,  9753,  9766,  9767, 11360, 11361, 11374,\n",
       "            11375, 12416, 12417, 12430, 12431, 14000, 14001, 14014, 14015,\n",
       "            15056, 15057, 15070, 15071, 17984, 17985, 17998, 17999, 19592,\n",
       "            19593, 19606, 19607, 20648, 20649, 20662, 20663, 22208, 22209,\n",
       "            22222, 22223, 23240, 23241, 23254, 23255, 26192, 26193, 26206,\n",
       "            26207, 27800, 27801, 27814, 27815, 28856, 28857, 28870, 28871,\n",
       "            30440, 30441, 30454, 30455, 31496, 31497, 31510, 31511],\n",
       "           dtype='int64')"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "control_samples = dm.get_control_samples()\n",
    "control_samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1.11271623e+04, 1.03874617e+03, 1.02288407e+03, 2.54016495e+01,\n",
       "       7.54897670e-01, 1.72885610e-02, 3.18331696e+02, 6.25171763e+01,\n",
       "       1.05032459e+01, 7.33656259e+00, 1.27831031e+01, 4.02141528e-01,\n",
       "       8.12486373e-02, 8.54314671e-02, 1.03874198e+03, 1.02289685e+03,\n",
       "       2.42776688e+01, 7.67195448e-01, 1.58197737e-02, 5.26179884e-02,\n",
       "       2.13528206e+00, 9.30856531e-01, 6.81780567e+00, 6.92384354e-01,\n",
       "       2.67521666e+01, 5.92282472e+02, 1.35186411e+00, 1.77417219e+00,\n",
       "       2.13528206e+00, 5.95753993e-01, 3.03459370e-01, 7.16064342e-01,\n",
       "       4.16505991e-02, 5.44549878e+00, 5.47232029e-01, 6.78443501e+00,\n",
       "       5.18704617e-01, 2.71115268e+01, 6.07467026e+02, 1.29631028e+00,\n",
       "       1.87263664e+00, 5.44549878e+00, 7.73962240e-01, 1.46896080e-01,\n",
       "       5.13781136e-01, 1.03871189e+03, 1.02282284e+03, 4.38961368e+01,\n",
       "       8.55466477e-01, 2.07869968e-02, 7.90797277e+02, 1.21400386e+02,\n",
       "       1.73235203e+01, 9.73366750e+00, 2.48642506e+01, 2.36909663e-01,\n",
       "       5.44636441e-02, 4.82499916e-02, 1.03876242e+03, 1.02280714e+03,\n",
       "       4.42972121e+01, 8.48945276e-01, 2.03435856e-02, 1.07411901e-01,\n",
       "       9.53587919e-01, 9.48463608e-01, 4.14555192e+00, 8.46019249e-01,\n",
       "       1.57656711e+01, 2.26467448e+02, 1.07629641e+00, 1.31688433e+00,\n",
       "       9.53587919e-01, 4.33547514e-01, 3.99085794e-01, 7.00556222e-01,\n",
       "       8.43861884e-02, 2.08476661e+00, 7.04399968e-01, 4.04013481e+00,\n",
       "       7.06764571e-01, 1.56874709e+01, 2.23205094e+02, 1.05605441e+00,\n",
       "       1.41579323e+00, 2.08476661e+00, 5.54940774e-01, 2.14410228e-01,\n",
       "       5.30499726e-01, 1.77739601e-01, 6.73101089e-01, 5.37371008e-01,\n",
       "       1.03889330e+03, 1.02302158e+03, 2.68423243e+01, 2.97642532e-01,\n",
       "       1.47171115e-02, 3.53191533e-01, 2.24919041e+01, 9.89977869e-01,\n",
       "       9.01590760e+01, 8.50065608e-01, 1.73534293e+01, 6.76010313e+02,\n",
       "       1.07102329e+00, 1.35431969e+00, 1.96811822e+01, 6.85547193e-01,\n",
       "       3.80329033e-01, 7.19816597e-01, 2.95805932e-01, 5.47940421e+01,\n",
       "       7.20621518e-01, 9.01725884e+01, 7.49227248e-01, 1.79140762e+01,\n",
       "       6.70878570e+02, 1.12235481e+00, 1.38997353e+00, 3.90441967e+01,\n",
       "       8.11306984e-01, 2.67318100e-01, 6.11270944e-01, 1.37607723e-03,\n",
       "       1.31091247e-03, 1.27415538e-03, 6.09401831e+02, 6.06492686e+02,\n",
       "       8.41941855e+00, 1.86661337e-01, 1.09230582e+00, 1.45040549e+02,\n",
       "       1.89423903e+01, 2.30033373e+00, 2.11629739e+00, 3.93235754e+00,\n",
       "       1.29700393e-01, 6.95129555e-02, 7.79149703e-02, 6.09401536e+02,\n",
       "       6.06493031e+02, 8.25565950e+00, 1.85651863e-01, 1.09341485e+00,\n",
       "       6.15994864e-02, 5.80726148e+00, 9.86083544e-02, 1.41321028e+01,\n",
       "       1.59061285e-01, 8.12187740e+00, 4.59198114e+02, 2.71092816e-01,\n",
       "       4.52930228e-01, 5.80726148e+00, 1.93560011e-01, 7.03168582e-02,\n",
       "       9.40447522e-02, 5.25739817e-02, 1.65787319e+01, 1.62717505e-01,\n",
       "       1.43214455e+01, 1.63513913e-01, 8.36893489e+00, 4.74756027e+02,\n",
       "       2.66747260e-01, 4.17054106e-01, 1.65787319e+01, 2.24721568e-01,\n",
       "       6.09754032e-02, 1.34007630e-01, 6.09212236e+02, 6.06307398e+02,\n",
       "       1.27133624e+01, 1.75920155e-01, 1.09791919e+00, 4.00835271e+02,\n",
       "       3.96369676e+01, 4.24366451e+00, 3.09344265e+00, 7.22805657e+00,\n",
       "       9.45027428e-02, 3.76150655e-02, 3.49834362e-02, 6.09206059e+02,\n",
       "       6.06301257e+02, 1.23972926e+01, 1.76505385e-01, 1.09794378e+00,\n",
       "       1.10125874e-01, 1.50594730e+00, 9.37455249e-02, 6.20092842e+00,\n",
       "       1.23473110e-01, 5.83894776e+00, 2.31481907e+02, 2.81655912e-01,\n",
       "       4.15660789e-01, 1.50594730e+00, 1.48845936e-01, 9.48197198e-02,\n",
       "       9.80106300e-02, 1.00100967e-01, 3.84054526e+00, 1.54759062e-01,\n",
       "       6.04454992e+00, 1.50621937e-01, 5.81500881e+00, 2.27845070e+02,\n",
       "       2.67542420e-01, 4.26421225e-01, 3.84054526e+00, 1.82123133e-01,\n",
       "       8.16016091e-02, 1.20598043e-01, 1.41568119e+00, 1.53867535e+00,\n",
       "       1.35521476e+00, 1.37311998e+03, 1.13563317e+03, 5.31189469e+01,\n",
       "       4.69068785e-01, 1.09087069e+00, 1.78600152e-01, 2.39527621e+01,\n",
       "       1.35426375e-01, 8.93882403e+01, 1.32396634e-01, 1.51831292e+01,\n",
       "       9.77764101e+02, 3.31330401e-01, 4.79426575e-01, 1.73635015e+01,\n",
       "       2.29008645e-01, 1.09228204e-01, 1.31407300e-01, 1.80579577e-01,\n",
       "       5.54372781e+01, 2.08022600e-01, 8.89190199e+01, 1.58073204e-01,\n",
       "       1.58372480e+01, 9.94913023e+02, 3.49555761e-01, 4.86699558e-01,\n",
       "       3.23806342e+01, 2.80397448e-01, 1.02796927e-01, 1.55975090e-01,\n",
       "       5.30788384e-04, 4.98062056e-04, 4.87396100e-04, 1.82709400e+01,\n",
       "       9.65263939e+01, 2.00216938e+03, 2.08968547e+03, 1.81797409e+01,\n",
       "       9.58859466e+01, 1.99776906e+03, 2.08906301e+03, 1.66590745e+01,\n",
       "       1.85178761e+01, 4.35970258e+01, 6.05063551e+01, 2.89527145e-01,\n",
       "       4.26963770e-01, 1.05483231e+00, 1.12128891e+00, 1.31727201e+02,\n",
       "       6.10424112e+02, 8.67218866e+02, 1.39958387e+02, 6.67484683e+00,\n",
       "       7.45318167e+00, 1.50403559e+01, 1.84464795e+01, 1.20637457e+00,\n",
       "       3.26109924e+00, 1.03094416e+01, 1.13236576e+01, 8.38261931e+00,\n",
       "       9.34054528e+00, 2.11510294e+01, 2.88241820e+01, 2.15583367e-01,\n",
       "       2.51458340e-01, 6.54567139e-01, 8.42202376e-01, 1.82530809e+01,\n",
       "       9.65458652e+01, 2.00217490e+03, 2.08967745e+03, 1.81760770e+01,\n",
       "       9.58835280e+01, 1.99778147e+03, 2.08904591e+03, 1.57025954e+01,\n",
       "       1.76442828e+01, 4.21173410e+01, 5.86425442e+01, 2.97902072e-01,\n",
       "       4.38544651e-01, 1.06144855e+00, 1.12463482e+00, 1.85484785e+01,\n",
       "       9.67399583e+01, 2.00201363e+03, 2.08996803e+03, 1.84917982e+01,\n",
       "       9.61259855e+01, 1.99748376e+03, 2.08920252e+03, 2.33552040e+01,\n",
       "       2.77703408e+01, 6.79957245e+01, 8.46515756e+01, 3.34999916e-01,\n",
       "       4.98312570e-01, 1.07623030e+00, 1.12499666e+00, 2.57738222e+02,\n",
       "       3.53350221e+02, 1.57100210e+03, 2.17200856e+03, 1.97612754e+02,\n",
       "       2.51680062e+02, 9.54927019e+00, 1.14347489e+01, 2.51741607e+01,\n",
       "       2.98762112e+01, 1.85911300e+00, 4.34594525e+00, 1.52102945e+01,\n",
       "       1.80231032e+01, 1.23531786e+01, 1.52745307e+01, 3.84894726e+01,\n",
       "       4.72612737e+01, 1.08217697e-01, 1.35717710e-01, 4.27399393e-01,\n",
       "       5.59053800e-01, 1.85320036e+01, 9.67974632e+01, 2.00207129e+03,\n",
       "       2.08999986e+03, 1.84536421e+01, 9.61099790e+01, 1.99750554e+03,\n",
       "       2.08920032e+03, 2.33990365e+01, 2.80551536e+01, 6.75425587e+01,\n",
       "       8.33842935e+01, 3.23913819e-01, 4.85943805e-01, 1.07115317e+00,\n",
       "       1.12142785e+00, 9.14969705e-02, 4.36455869e-02, 2.52350708e+00,\n",
       "       6.45955808e+00, 1.30481595e+01, 9.31341260e+01, 2.00581263e+03,\n",
       "       2.09538169e+03, 1.27812501e+01, 9.24774248e+01, 2.00131211e+03,\n",
       "       2.09457100e+03, 8.89845059e+01, 1.74403155e+02, 1.13495008e+00,\n",
       "       1.18882804e+00, 3.35747349e-04, 5.79062196e-04, 2.26585904e-03,\n",
       "       2.88317447e-03, 3.15587900e-04, 5.46969420e-04, 2.11296714e-03,\n",
       "       2.73759657e-03, 2.97467445e-04, 5.26159961e-04, 2.04140740e-03,\n",
       "       2.71837575e-03])"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "avg_ctrl_features = dm.data.iloc[control_samples].drop([\"drug\", \"cell_line\", \"replicate\"], axis=1)\n",
    "avg_ctrl_features = np.mean(np.exp2(avg_ctrl_features.values), axis=0)\n",
    "avg_ctrl_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>drug</th>\n",
       "      <th>cell_line</th>\n",
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       "      <th>32923</th>\n",
       "      <td>1371</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>-2218.038332</td>\n",
       "      <td>45.275715</td>\n",
       "      <td>-23.701998</td>\n",
       "      <td>0.148453</td>\n",
       "      <td>-0.016854</td>\n",
       "      <td>0.003149</td>\n",
       "      <td>11.752371</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.000230</td>\n",
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       "      <td>-0.000272</td>\n",
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       "      <td>-0.000113</td>\n",
       "      <td>-0.000208</td>\n",
       "      <td>-0.000289</td>\n",
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       "    <tr>\n",
       "      <th>32924</th>\n",
       "      <td>1371</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>-6054.662386</td>\n",
       "      <td>41.690949</td>\n",
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       "      <td>0.003475</td>\n",
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       "      <td>1371</td>\n",
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       "      <td>17.983659</td>\n",
       "      <td>...</td>\n",
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       "      <td>-0.000337</td>\n",
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       "      <td>-0.000507</td>\n",
       "      <td>-0.000471</td>\n",
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       "    <tr>\n",
       "      <th>32926</th>\n",
       "      <td>1371</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>-1923.748549</td>\n",
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       "      <td>1371</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>32928 rows × 388 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       drug  cell_line  replicate            n  nseg.0.m.cx.mean  \\\n",
       "0         0          0          0 -7284.169964         30.593868   \n",
       "1         0          0          1 -5839.866991         28.261114   \n",
       "2         0          1          0 -3027.926975        -14.453934   \n",
       "3         0          1          1 -3222.401599        -31.620917   \n",
       "4         0          2          0 -4635.257378        -15.405372   \n",
       "...     ...        ...        ...          ...               ...   \n",
       "32923  1371          9          1 -2218.038332         45.275715   \n",
       "32924  1371         10          0 -6054.662386         41.690949   \n",
       "32925  1371         10          1 -6434.393475        -26.157304   \n",
       "32926  1371         11          0 -1923.748549         27.385308   \n",
       "32927  1371         11          1    61.830263         70.127110   \n",
       "\n",
       "       nseg.0.m.cy.mean  nseg.0.m.majoraxis.mean  nseg.0.m.eccentricity.mean  \\\n",
       "0            -74.509636                 0.968124                   -0.027288   \n",
       "1             34.975465                 1.331991                   -0.029329   \n",
       "2            -34.660359                 0.910630                   -0.000937   \n",
       "3              4.889729                 0.838599                    0.011387   \n",
       "4            -30.597441                 0.859302                    0.000935   \n",
       "...                 ...                      ...                         ...   \n",
       "32923        -23.701998                 0.148453                   -0.016854   \n",
       "32924         16.469687                 1.310067                    0.003475   \n",
       "32925         49.664382                 0.718789                    0.007389   \n",
       "32926         98.947776                 0.295898                    0.001983   \n",
       "32927         21.299159                 0.089540                    0.007631   \n",
       "\n",
       "       nseg.0.m.theta.mean  nseg.0.s.area.mean  ...  lcd.10NN.qt.0.95  \\\n",
       "0                 0.006453           36.164336  ...         -0.000675   \n",
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       "3                -0.001673           16.584951  ...         -0.000334   \n",
       "4                -0.003640           20.304462  ...         -0.000378   \n",
       "...                    ...                 ...  ...               ...   \n",
       "32923             0.003149           11.752371  ...         -0.000230   \n",
       "32924            -0.007318           34.655914  ...         -0.000638   \n",
       "32925            -0.003167           17.983659  ...         -0.000476   \n",
       "32926            -0.003352            8.174727  ...         -0.000018   \n",
       "32927             0.002877           -1.194732  ...          0.000045   \n",
       "\n",
       "       lcd.10NN.qt.0.99  lcd.15NN.qt.0.01  lcd.15NN.qt.0.05  lcd.15NN.qt.0.95  \\\n",
       "0             -0.000880         -0.000244         -0.000398         -0.000643   \n",
       "1             -0.000846         -0.000201         -0.000318         -0.000673   \n",
       "2             -0.000579         -0.000105         -0.000181         -0.000421   \n",
       "3             -0.000388         -0.000128         -0.000168         -0.000326   \n",
       "4             -0.000542         -0.000170         -0.000271         -0.000365   \n",
       "...                 ...               ...               ...               ...   \n",
       "32923         -0.000335         -0.000074         -0.000126         -0.000220   \n",
       "32924         -0.000803         -0.000225         -0.000324         -0.000621   \n",
       "32925         -0.000337         -0.000205         -0.000331         -0.000498   \n",
       "32926          0.000042         -0.000134         -0.000128         -0.000019   \n",
       "32927          0.000095         -0.000028         -0.000010          0.000061   \n",
       "\n",
       "       lcd.15NN.qt.0.99  lcd.20NN.qt.0.01  lcd.20NN.qt.0.05  lcd.20NN.qt.0.95  \\\n",
       "0             -0.000938         -0.000227         -0.000394         -0.000661   \n",
       "1             -0.000910         -0.000176         -0.000315         -0.000663   \n",
       "2             -0.000603         -0.000094         -0.000168         -0.000416   \n",
       "3             -0.000461         -0.000140         -0.000178         -0.000296   \n",
       "4             -0.000567         -0.000152         -0.000274         -0.000363   \n",
       "...                 ...               ...               ...               ...   \n",
       "32923         -0.000272         -0.000062         -0.000113         -0.000208   \n",
       "32924         -0.000882         -0.000204         -0.000333         -0.000624   \n",
       "32925         -0.000517         -0.000196         -0.000324         -0.000507   \n",
       "32926          0.000090         -0.000119         -0.000126         -0.000014   \n",
       "32927         -0.000022         -0.000025         -0.000010          0.000059   \n",
       "\n",
       "       lcd.20NN.qt.0.99  \n",
       "0             -0.000987  \n",
       "1             -0.000931  \n",
       "2             -0.000705  \n",
       "3             -0.000378  \n",
       "4             -0.000622  \n",
       "...                 ...  \n",
       "32923         -0.000289  \n",
       "32924         -0.000954  \n",
       "32925         -0.000471  \n",
       "32926          0.000070  \n",
       "32927         -0.000062  \n",
       "\n",
       "[32928 rows x 388 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_values = dm.data.values\n",
    "new_values[:,3:] = np.exp2(new_values[:,3:]) - avg_ctrl_features\n",
    "exp_df = pd.DataFrame(new_values, columns=dm.data.columns)\n",
    "exp_df[\"drug\"] = exp_df[\"drug\"].astype(int)\n",
    "exp_df[\"cell_line\"] = exp_df[\"cell_line\"].astype(int)\n",
    "exp_df[\"replicate\"] = exp_df[\"replicate\"].astype(int)\n",
    "exp_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(42)\n",
    "ptw_ftr_matrix = np.random.randn(len(avg_ctrl_features), cl_pathways_mask.shape[0])/4\n",
    "cl_ptw_matrix = np.multiply(np.random.rand(*cl_pathways_mask.shape), cl_pathways_mask)\n",
    "drug_ptw_matrix = np.multiply(np.random.rand(*drug_pathways_mask.shape), drug_pathways_mask)\n",
    "\n",
    "def predict_features(cl_id, drug_idx):\n",
    "    cl_ftrs = np.dot(ptw_ftr_matrix, cl_ptw_matrix[:, cl_id])\n",
    "    drug_ftrs = np.dot(ptw_ftr_matrix, drug_ptw_matrix[:, drug_idx])\n",
    "    return cl_ftrs.flatten() + drug_ftrs.flatten()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mse_reconstruction(ftrs, c, d, F):\n",
    "    return (ftrs - np.dot(F, (c+d).reshape(-1,1)))**2\n",
    "\n",
    "def loss_function(ftrs, c, d, F, alpha=0.1, beta=0.01, gamma=0.1):\n",
    "    reconstruction_loss = mse_reconstruction(ftrs, c, d)\n",
    "    l1_loss = alpha*(np.sum(np.abs(c)) + np.sum(np.abs(d)))\n",
    "    l2_loss = beta*(np.sum(c**2) + np.sum(d**2))\n",
    "    l2_F_loss = gamma*(np.sum(np.multiply(F, F)))\n",
    "    return reconstruction_loss+l1_loss+l2_loss+l2_F_loss\n",
    "    \n",
    "# def grad_c(ftrs, c, d, F):\n",
    "#     mse_grad = "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pytorch Lightning Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "from torch.utils.data import Dataset, DataLoader\n",
    "import pytorch_lightning as pl\n",
    "from pytorch_lightning.core.lightning import LightningModule\n",
    "from pytorch_lightning import loggers, Trainer\n",
    "from pytorch_lightning.callbacks.early_stopping import EarlyStopping\n",
    "from torch import device as device_\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "class FeaturesDataset(Dataset):\n",
    "    def __init__(self, df, control_avg=None, train=None, val_split=0.1, standardize=False):\n",
    "        super().__init__()\n",
    "        \n",
    "        self.control_avg = control_avg\n",
    "        self.data = df.values[:,3:]\n",
    "        if control_avg is not None:\n",
    "            self.data -= control_avg\n",
    "        self.dcr = df.values[:,:3]\n",
    "        \n",
    "        if train is not None:\n",
    "            train_idxs, val_idxs = train_test_split(list(range(len(self.data))), \n",
    "                                                    test_size=val_split, random_state=42)\n",
    "            if train:\n",
    "                self.data = self.data[train_idxs,:]\n",
    "                self.dcr = self.dcr[train_idxs,:]\n",
    "            else:\n",
    "                self.data = self.data[val_idxs,:]\n",
    "                self.dcr = self.dcr[val_idxs,:]\n",
    "                \n",
    "        self.standardize = standardize\n",
    "        self.scaler = StandardScaler()\n",
    "        if standardize:\n",
    "            self.data = self.scaler.fit_transform(self.data)\n",
    "        self.data = torch.tensor(self.data)\n",
    "        self.dcr = torch.tensor(self.dcr, dtype=torch.int32)\n",
    "        \n",
    "    def __len__(self):\n",
    "        return len(self.data)\n",
    "    \n",
    "    def __getitem__(self, i):\n",
    "        return (self.dcr[i,:], self.data[i,:])\n",
    "    \n",
    "    def get_control_cl_idxs(self):\n",
    "        return [i for i, dcr in enumerate(self.dcr) if dcr[1] in [4,11]]\n",
    "    \n",
    "    def get_control_drug_idxs(self):\n",
    "        return [i for i, dcr in enumerate(self.dcr) if dcr[0] in dmso_indexes]\n",
    "    \n",
    "    def get_index(self, drug, cell_line, replicate):\n",
    "        dcr = torch.tensor([drug, cell_line, replicate])\n",
    "        for i in range(len(self.dcr)):\n",
    "            if self.dcr[i, :] == dcr:\n",
    "                return i\n",
    "        return None\n",
    "\n",
    "class CustomLoss(nn.Module):\n",
    "    def __init__(self, alpha=0.1, beta=0.01, gamma=0.01):\n",
    "        super().__init__()\n",
    "        self.reconstr_loss = nn.MSELoss()\n",
    "        self.l1_loss = nn.L1Loss(reduction=\"mean\")\n",
    "        self.l2_loss = nn.MSELoss()\n",
    "        \n",
    "        self.alpha = alpha\n",
    "        self.beta = beta\n",
    "        self.gamma = gamma\n",
    "        \n",
    "    def forward(self, pred_ftr, target_ftr, c, d, F):\n",
    "        reconstr_loss = self.reconstr_loss(pred_ftr, target_ftr)\n",
    "        l1_loss = self.alpha*(self.l1_loss(c, torch.zeros_like(c))+self.l1_loss(c, torch.zeros_like(d)))\n",
    "        l2_loss = self.beta*(self.l2_loss(c, torch.zeros_like(c))+self.l2_loss(c, torch.zeros_like(d)))\n",
    "        l2_loss_F = self.gamma*self.l2_loss(F, torch.zeros_like(F))\n",
    "        return reconstr_loss+l1_loss+l2_loss+l2_loss_F\n",
    "    \n",
    "class MF_Model(LightningModule):\n",
    "    def __init__(self, cl_mask, drug_mask, hparams, train_dataset, val_dataset, dvc=\"cpu\"):\n",
    "        super().__init__()\n",
    "        \n",
    "        self.hparams = hparams\n",
    "        self.dvc = dvc\n",
    "#         self.use_cuda = cuda\n",
    "        self.cl_mask = torch.tensor(cl_mask).detach()\n",
    "        self.drug_mask = torch.tensor(drug_mask).detach()\n",
    "#         if dvc == \"cuda\":\n",
    "#             self.cl_mask = self.cl_mask.cuda()\n",
    "#             self.drug_mask = self.drug_mask.cuda()\n",
    "        self.train_dataset = train_dataset\n",
    "        self.val_dataset = val_dataset\n",
    "        \n",
    "        torch.manual_seed(42)\n",
    "        self.cl_embedding = nn.Embedding(*cl_mask.shape)\n",
    "        self.cl_embedding.weight.data *= self.cl_mask\n",
    "#         self.cl_embedding.weight.data = self.cl_mask\n",
    "        self.drug_embedding = nn.Embedding(*drug_mask.shape)\n",
    "        self.drug_embedding.weight.data *= self.drug_mask\n",
    "\n",
    "        \n",
    "        n_pathways = drug_mask.shape[1]\n",
    "        n_ftrs = hparams.get(\"n_ftrs\", 385)\n",
    "        self.ftr_ptw = nn.Linear(n_pathways, n_ftrs, bias=False)\n",
    "        \n",
    "        self.layers = {\"cl_embedding\": self.cl_embedding,\n",
    "                       \"drug_embedding\": self.drug_embedding,\n",
    "                        \"pathway_effect\": self.ftr_ptw}\n",
    "        self.lambda_ftr = hparams.get(\"lambda_ftr\", 0.01)\n",
    "        self.lambda_drg = hparams.get(\"lambda_drg\", 0.01)\n",
    "        self.loss_function = nn.MSELoss()\n",
    "        self.activation = None\n",
    "        activation = hparams.get(\"activation\", None)\n",
    "        if activation == \"Sigmoid\":\n",
    "            self.activation = nn.Sigmoid()\n",
    "        elif activation == \"Tanh\":\n",
    "            self.activation = nn.Tanh()\n",
    "        elif activation == \"ReLU\":\n",
    "            self.activation = nn.ReLU()\n",
    "            \n",
    "    def get_matrix(self, name):\n",
    "        if name == \"cl_embedding\":\n",
    "            matrix = self.cl_embedding.weight.data\n",
    "            if self.activation is not None:\n",
    "                matrix = self.activation(matrix)\n",
    "            return matrix\n",
    "        elif name == \"drug_embedding\":\n",
    "            matrix = self.drug_embedding.weight.data\n",
    "            if self.activation is not None:\n",
    "                matrix = self.activation(matrix)\n",
    "            return matrix\n",
    "        elif name == \"pathway_effect\":\n",
    "            return self.ftr_ptw.weight.data\n",
    "        return None\n",
    "        \n",
    "    def freeze_layer(self, layer_name):\n",
    "        assert layer_name in self.layers.keys()\n",
    "        for param in self.layers[layer_name].parameters():\n",
    "            param.requires_grad = False\n",
    "    \n",
    "    def freeze_all(self):\n",
    "        for layer in self.layers.values():\n",
    "            for param in layer.parameters():\n",
    "                param.requires_grad = False\n",
    "            \n",
    "    def unfreeze_layer(self, layer_name):\n",
    "        assert layer_name in self.layers.keys()\n",
    "        for param in self.layers[layer_name].parameters():\n",
    "            param.requires_grad = True\n",
    "            \n",
    "    def unfreeze_all(self):\n",
    "        for layer in self.layers.values():\n",
    "            for param in layer.parameters():\n",
    "                param.requires_grad = True\n",
    "                \n",
    "    def forward(self, drg_idx, cl_idx):\n",
    "        drg_idx = drg_idx.long()\n",
    "        cl_idx = cl_idx.long()\n",
    "        if self.dvc == \"cuda\":\n",
    "            drg_idx = drg_idx.cuda()\n",
    "            cl_idx = cl_idx.cuda()\n",
    "        drug_embedding = self.drug_embedding(drg_idx)\n",
    "        cl_embedding = self.drug_embedding(cl_idx)\n",
    "        if self.dvc == \"cuda\":\n",
    "            drug_embedding *= self.drug_mask[drg_idx, :].cuda()\n",
    "            cl_embedding *= self.cl_mask[cl_idx, :].cuda()\n",
    "        else:\n",
    "            drug_embedding *= self.drug_mask[drg_idx, :]\n",
    "            cl_embedding *= self.cl_mask[cl_idx, :]\n",
    "            \n",
    "        drug_ftrs = self.ftr_ptw(drug_embedding)\n",
    "        cl_ftrs = self.ftr_ptw(cl_embedding)\n",
    "        if self.activation is not None:\n",
    "            drug_ftrs = self.activation(drug_ftrs)\n",
    "            cl_ftrs = self.activation(cl_ftrs)\n",
    "        return drug_ftrs + cl_ftrs\n",
    "    \n",
    "    def configure_optimizers(self):\n",
    "        lr = self.hparams.get(\"lr\", 0.01)\n",
    "        optimizer = torch.optim.SGD(self.parameters(), lr=lr)\n",
    "        return optimizer\n",
    "    \n",
    "    def train_dataloader(self):\n",
    "        loader = DataLoader(self.train_dataset,\n",
    "                            batch_size=self.hparams[\"batch_size\"],\n",
    "                            num_workers=self.hparams[\"num_workers\"],\n",
    "                            shuffle=True,\n",
    "                            drop_last=True, pin_memory=True)\n",
    "        return loader\n",
    "\n",
    "    def val_dataloader(self):\n",
    "        loader = DataLoader(self.val_dataset,\n",
    "                            batch_size=self.hparams[\"batch_size\"],\n",
    "                            num_workers=self.hparams[\"num_workers\"],\n",
    "                            shuffle=False,\n",
    "                            drop_last=True, pin_memory=True)\n",
    "        return loader\n",
    "    \n",
    "    def init_matrices(self, lr=0.01):\n",
    "#         for param_group in self.optimizer.param_groups:\n",
    "#             param_group['lr'] = lr\n",
    "        optimizer = torch.optim.SGD(self.parameters(), lr=lr)\n",
    "    \n",
    "        print(\"Initializing cl matrix value by using control drug samples only\")\n",
    "        control_drug_idxs = self.train_dataset.get_control_drug_idxs()\n",
    "        self.unfreeze_all()\n",
    "        self.freeze_layer(\"drug_embedding\")\n",
    "        dcr, ftrs = self.train_dataset[control_drug_idxs]\n",
    "        drg = dcr[:,0].long()\n",
    "        cl = dcr[:,1].long()\n",
    "        errors_list = []\n",
    "        #for n_iter in tqdm(range(100)):\n",
    "        counter = 0\n",
    "        while True:\n",
    "            counter +=1\n",
    "            \n",
    "            pred_ftrs = self(drg, cl)\n",
    "            error = self.loss_function(pred_ftrs, ftrs.cuda())\n",
    "#                           mf_model.cl_embedding(cl), mf_model.drug_embedding(drg), \n",
    "#                           mf_model.ftr_ptw.weight.data)\n",
    "            error.backward()\n",
    "            errors_list.append(error.item())\n",
    "            print(\"\\rIteration {}, Error: {}\".format(counter, errors_list[-1]), end=\"\")\n",
    "            optimizer.step()\n",
    "            optimizer.zero_grad()\n",
    "            if len(errors_list)>2:\n",
    "                if np.abs(errors_list[-1]-errors_list[-2])<0.00001:\n",
    "                    break\n",
    "            if counter > 1000: break\n",
    "        fig, ax = plt.subplots(figsize=(10,10))\n",
    "        ax.plot(range(len(errors_list)), errors_list)\n",
    "        plt.show()\n",
    "        \n",
    "        print(\"Initializing drug matrix value by using control cl only and freezing ftrs\")\n",
    "        control_cl_idxs = self.train_dataset.get_control_drug_idxs()\n",
    "        self.freeze_all()\n",
    "        self.unfreeze_layer(\"drug_embedding\")\n",
    "        dcr, ftrs = self.train_dataset[control_cl_idxs]\n",
    "        drg = dcr[:,0].long()\n",
    "        cl = dcr[:,1].long()\n",
    "        errors_list = []\n",
    "        #for n_iter in tqdm(range(100)):\n",
    "        counter = 0\n",
    "        while True:\n",
    "            counter +=1      \n",
    "            pred_ftrs = self(drg, cl)\n",
    "            error = self.loss_function(pred_ftrs, ftrs.cuda())\n",
    "#                           mf_model.cl_embedding(cl), mf_model.drug_embedding(drg), \n",
    "#                           mf_model.ftr_ptw.weight.data)\n",
    "            error.backward()\n",
    "            errors_list.append(error.item())\n",
    "            print(\"\\rIteration {}, Error: {}\".format(counter, errors_list[-1]), end=\"\")\n",
    "            optimizer.step()\n",
    "            optimizer.zero_grad()\n",
    "            if len(errors_list)>2:\n",
    "                if np.abs(errors_list[-1]-errors_list[-2])<0.00001:\n",
    "                    break\n",
    "            if counter > 1000: break\n",
    "        fig, ax = plt.subplots(figsize=(10,10))\n",
    "        ax.plot(range(len(errors_list)), errors_list)\n",
    "        plt.show()\n",
    "        \n",
    "        print(\"Refine ftrs by freezing the rest on the whole dataset\")\n",
    "        self.freeze_all()\n",
    "        self.unfreeze_layer(\"pathway_effect\")\n",
    "\n",
    "        errors_list = []\n",
    "        #for n_iter in tqdm(range(100)):\n",
    "        counter = 0\n",
    "        loader = self.train_dataloader()\n",
    "        while True:\n",
    "            epoch_error = 0\n",
    "            for i_batch, batch in enumerate(loader):\n",
    "                dcr, ftrs = batch\n",
    "                drg = dcr[:,0].long()\n",
    "                cl = dcr[:,1].long()\n",
    "                pred_ftrs = self(drg, cl)\n",
    "                error = self.loss_function(pred_ftrs, ftrs.cuda()) \n",
    "#                               mf_model.cl_embedding(cl), mf_model.drug_embedding(drg), \n",
    "#                               mf_model.ftr_ptw.weight.data)\n",
    "                error.backward()\n",
    "                epoch_error += error.item()\n",
    "            errors_list.append(epoch_error/(i_batch+1))\n",
    "            counter +=1\n",
    "            print(\"\\rIteration {}, Error: {}\".format(counter, errors_list[-1]), end=\"\")\n",
    "            optimizer.step()\n",
    "            optimizer.zero_grad()\n",
    "            if len(errors_list)>2:\n",
    "                if np.abs(errors_list[-1]-errors_list[-2])<0.00001:\n",
    "                    break\n",
    "            if counter > 1000: break\n",
    "        fig, ax = plt.subplots(figsize=(10,10))\n",
    "        ax.plot(range(len(errors_list)), errors_list)\n",
    "        plt.show()\n",
    "                \n",
    "    def training_step(self, batch, batch_idx):\n",
    "        dcr, ftrs = batch\n",
    "        drg = dcr[:,0].long()\n",
    "        cl = dcr[:,1].long()\n",
    "        pred_ftrs = self(drg, cl)\n",
    "        train_loss = self.loss_function(pred_ftrs, ftrs.cuda())\n",
    "        ftr_layer_params = torch.cat([x.view(-1) for x in self.ftr_ptw.parameters()])\n",
    "        l1_ftr = self.lambda_ftr * torch.norm(ftr_layer_params, 1)\n",
    "        drg_layer_params = torch.cat([x.view(-1) for x in self.drug_embedding.parameters()])\n",
    "        l1_drg = self.lambda_drg * torch.norm(drg_layer_params, 1)\n",
    "        return {\"loss\": train_loss + l1_ftr + l1_drg, \"l1_ftr\": l1_ftr, \"l1_drg\": l1_drg}\n",
    "    \n",
    "    def validation_step(self, batch, batch_idx):\n",
    "        dcr, ftrs = batch\n",
    "        drg = dcr[:,0].long()\n",
    "        cl = dcr[:,1].long()\n",
    "        pred_ftrs = self(drg, cl)\n",
    "        val_loss = self.loss_function(pred_ftrs, ftrs.cuda())\n",
    "        ftr_layer_params = torch.cat([x.view(-1) for x in self.ftr_ptw.parameters()])\n",
    "        l1_ftr = self.lambda_ftr * torch.norm(ftr_layer_params, 1)\n",
    "        drg_layer_params = torch.cat([x.view(-1) for x in self.drug_embedding.parameters()])\n",
    "        l1_drg = self.lambda_drg * torch.norm(drg_layer_params, 1)\n",
    "        return {\"loss\": val_loss, \"l1_ftr\": l1_ftr, \"l1_drg\": l1_drg}\n",
    "    \n",
    "    def validation_epoch_end(self, outputs):\n",
    "        if outputs:\n",
    "            avg_loss = torch.stack([x['loss'] for x in outputs]).mean()\n",
    "            avg_l1_ftr_loss = torch.stack([x['l1_ftr'] for x in outputs]).mean()\n",
    "            avg_l1_drg_loss = torch.stack([x['l1_drg'] for x in outputs]).mean()\n",
    "            tensorboard_logs = {'val_loss': avg_loss, \"l1_ftr\": avg_l1_ftr_loss, \"l1_drg\": avg_l1_drg_loss}\n",
    "            return {'val_loss': avg_loss, 'log': tensorboard_logs}\n",
    "        return {}\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Parameter containing:\n",
       " tensor([[ 0.7669,  1.6211,  0.0451,  ...,  0.5370, -2.3560, -0.8686],\n",
       "         [-2.2613, -1.0091,  0.5115,  ...,  1.3398, -1.1170, -0.5898],\n",
       "         [ 0.5268, -0.9870,  0.3480,  ...,  0.4978,  0.3924, -2.2301],\n",
       "         ...,\n",
       "         [-0.4736, -0.2744, -0.4921,  ...,  0.0638, -0.5316, -0.3077],\n",
       "         [ 0.7791, -0.7593, -0.8291,  ...,  2.0686, -1.4308,  0.6009],\n",
       "         [-0.0492, -0.4347,  0.7502,  ...,  0.2537,  1.1460,  0.3102]],\n",
       "        dtype=torch.float64, requires_grad=True)]"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(mf_model.drug_embedding.parameters())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_config = {\"lr\": 0.001, \"batch_size\": 32, \"num_workers\": 8, \"activation\": \"Tanh\", \"lambda_ftr\": 0.00001, \"lambda_drg\": 0.01}\n",
    "train_ftrs_ds = FeaturesDataset(exp_df, None, train=True, standardize=True)\n",
    "val_ftrs_ds = FeaturesDataset(exp_df, None, train=False, standardize=True)\n",
    "\n",
    "device = device_(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "mf_model = MF_Model(cl_pathways_mask, drug_pathways_mask, model_config, train_ftrs_ds, val_ftrs_ds, dvc=device.type).to(device).double()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initializing cl matrix value by using control drug samples only\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-97-3ca90f0e0ba4>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmf_model\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minit_matrices\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m<ipython-input-87-5cd01b08a03e>\u001b[0m in \u001b[0;36minit_matrices\u001b[0;34m(self, lr)\u001b[0m\n\u001b[1;32m    189\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    190\u001b[0m         \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Initializing cl matrix value by using control drug samples only\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 191\u001b[0;31m         \u001b[0mcontrol_drug_idxs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrain_dataset\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_control_drug_idxs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    192\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munfreeze_all\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    193\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfreeze_layer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"drug_embedding\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m<ipython-input-87-5cd01b08a03e>\u001b[0m in \u001b[0;36mget_control_drug_idxs\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m     36\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     37\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mget_control_drug_idxs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 38\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdcr\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdcr\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mdcr\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdmso_indexes\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     39\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     40\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mget_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdrug\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcell_line\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mreplicate\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m<ipython-input-87-5cd01b08a03e>\u001b[0m in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m     36\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     37\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mget_control_drug_idxs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 38\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdcr\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdcr\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mdcr\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdmso_indexes\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     39\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     40\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mget_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdrug\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcell_line\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mreplicate\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "mf_model.init_matrices()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pretrain_cl_emb = mf_model.get_matrix(\"cl_embedding\").cpu().numpy().astype(float).copy()\n",
    "#fig, ax = plt.subplots(figsize=(10,10))\n",
    "#sns.heatmap(cl_emb, ax=ax)\n",
    "gs = sns.clustermap(pretrain_cl_emb, col_cluster=False, method='centroid', cmap=\"coolwarm\", vmin=-1, vmax=1 )\n",
    "#gs.ax_heatmap.set_yticklabels(dm.cell_line_df[\"mutation\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/is/ei/gvisona/anaconda3/envs/ml/lib/python3.7/site-packages/seaborn/matrix.py:649: UserWarning: Clustering large matrix with scipy. Installing `fastcluster` may give better performance.\n",
      "  warnings.warn(msg)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pretrain_drug_emb = mf_model.get_matrix(\"drug_embedding\").cpu().numpy().astype(float).copy()\n",
    "#fig, ax = plt.subplots(figsize=(10,10))\n",
    "#sns.heatmap(drug_emb, ax=ax)\n",
    "# with sns.color_palette(\"PuBuGn_d\"):\n",
    "# sns.set_palette(\"husl\")\n",
    "sns.clustermap(pretrain_drug_emb, col_cluster=False, method='centroid', cmap=\"coolwarm\", vmin=-1, vmax=1 )\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pretrain_ftr_pat = mf_model.get_matrix(\"pathway_effect\").cpu().numpy().astype('float').copy()\n",
    "np.max(pretrain_ftr_pat)\n",
    "lim = max(np.abs(np.max(pretrain_ftr_pat)), np.abs(np.min(np.max(pretrain_ftr_pat))))\n",
    "#fig, ax = plt.subplots(figsize=(18,28))\n",
    "sns.clustermap(pretrain_ftr_pat, col_cluster=False, cmap=\"coolwarm\", vmin = -lim, vmax=lim)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10,10))\n",
    "ax.hist(pretrain_ftr_pat.flatten(), bins=30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://ui.neptune.ai/gvisona/idr0017/e/IDR-59\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "NeptuneLogger will work in online mode\n",
      "GPU available: True, used: True\n",
      "TPU available: False, using: 0 TPU cores\n",
      "CUDA_VISIBLE_DEVICES: [0]\n",
      "\n",
      "  | Name           | Type      | Params\n",
      "---------------------------------------------\n",
      "0 | cl_embedding   | Embedding | 1 K   \n",
      "1 | drug_embedding | Embedding | 190 K \n",
      "2 | ftr_ptw        | Linear    | 53 K  \n",
      "3 | loss_function  | MSELoss   | 0     \n",
      "4 | activation     | Tanh      | 0     \n"
     ]
    },
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      "\n"
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    },
    {
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       "1"
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     "execution_count": 117,
     "metadata": {},
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   ],
   "source": [
    "neptune_logger = loggers.NeptuneLogger(\n",
    "        api_key=\"eyJhcGlfYWRkcmVzcyI6Imh0dHBzOi8vdWkubmVwdHVuZS5haSIsImFwaV91cmwiOiJodHRwczovL3VpLm5lcHR1bmUuYWkiLCJhcGlfa2V5IjoiYTNiN2FlZWQtODk2Yy00NmE5LThmMGItYWUxZmViYmE5OGQ4In0=\",\n",
    "        project_name=\"gvisona/idr0017\",\n",
    "        params=model_config,\n",
    "        experiment_name=\"MF\")\n",
    "\n",
    "torch.manual_seed(42)\n",
    "torch.backends.cudnn.deterministic = True\n",
    "torch.backends.cudnn.benchmark = False\n",
    "np.random.seed(42)\n",
    "\n",
    "early_stopping_cb = EarlyStopping('val_loss', patience=5)\n",
    "# mf_model = mf_model.cuda()\n",
    "trainer = Trainer(gpus=1,\n",
    "                  max_epochs=100,\n",
    "                  \n",
    "                  logger=[neptune_logger],\n",
    "                  callbacks=[early_stopping_cb])\n",
    "trainer.fit(mf_model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cl_emb = mf_model.get_matrix(\"cl_embedding\").cpu().numpy().astype(float)\n",
    "#fig, ax = plt.subplots(figsize=(10,10))\n",
    "#sns.heatmap(cl_emb, ax=ax)\n",
    "gs = sns.clustermap(cl_emb, col_cluster=False, method='centroid', cmap=\"coolwarm\", vmin=-1, vmax=1 )\n",
    "#gs.ax_heatmap.set_yticklabels(dm.cell_line_df[\"mutation\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/is/ei/gvisona/anaconda3/envs/ml/lib/python3.7/site-packages/seaborn/matrix.py:649: UserWarning: Clustering large matrix with scipy. Installing `fastcluster` may give better performance.\n",
      "  warnings.warn(msg)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "drug_emb = mf_model.get_matrix(\"drug_embedding\").cpu().numpy().astype(float).copy()\n",
    "#fig, ax = plt.subplots(figsize=(10,10))\n",
    "#sns.heatmap(drug_emb, ax=ax)\n",
    "sns.clustermap(drug_emb, col_cluster=False, method='centroid', cmap=\"coolwarm\", vmin=-1, vmax=1 )\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ftr_pat = mf_model.get_matrix(\"pathway_effect\").cpu().numpy().astype('float').copy()\n",
    "#fig, ax = plt.subplots(figsize=(18,28))\n",
    "lim = max(np.abs(np.max(ftr_pat)), np.abs(np.min(np.max(ftr_pat))))\n",
    "#fig, ax = plt.subplots(figsize=(18,28))\n",
    "sns.clustermap(ftr_pat, col_cluster=False, cmap=\"coolwarm\", vmin = -lim, vmax=lim)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.save(\"cl_emb-idr59.npy\", cl_emb)\n",
    "np.save(\"drug_emb-idr59.npy\", drug_emb)\n",
    "np.save(\"ftr_pat-idr59.npy\", ftr_pat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fcb3adae610>"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(ftr_pat, cmap=\"coolwarm\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [],
   "source": [
    "transformed_data = train_ftrs_ds.scaler.transform(exp_df.values[:,3:])\n",
    "test_df = pd.DataFrame(np.concatenate((exp_df.values[:,:3], transformed_data), axis=1), columns = dm.data.columns)\n",
    "test_df[\"drug\"] = test_df[\"drug\"].astype(int)\n",
    "test_df[\"cell_line\"] = test_df[\"cell_line\"].astype(int)\n",
    "test_df[\"replicate\"] = test_df[\"replicate\"].astype(int)\n",
    "reconstr_ds = FeaturesDataset(test_df, train=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [],
   "source": [
    "residuals = None\n",
    "relative_error = None\n",
    "for dcr, ftrs in reconstr_ds:\n",
    "    d,c,r = dcr.long()\n",
    "    reconstr_ftrs = mf_model.to(device)(torch.LongTensor([d]).cuda(),torch.LongTensor([c]).cuda())\n",
    "    res = torch.abs(reconstr_ftrs - ftrs.cuda())\n",
    "    rel_err = torch.div(res, ftrs.cuda()+1e-5)\n",
    "    if residuals is None:\n",
    "        residuals = res\n",
    "    else:\n",
    "        residuals = torch.cat((residuals, res), axis=0)\n",
    "        \n",
    "    if relative_error is None:\n",
    "        relative_error = rel_err\n",
    "    else:\n",
    "        relative_error = torch.cat((relative_error, rel_err), axis=0)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "residuals_array = residuals.cpu().detach().numpy().flatten()\n",
    "fig, ax = plt.subplots(figsize=(10,10))\n",
    "ax.hist(residuals_array, bins=3000)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fcaf074ced0>"
      ]
     },
     "execution_count": 181,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15, 15))\n",
    "sns.boxplot(x=residuals_array, ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.045363437582825336"
      ]
     },
     "execution_count": 187,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "outliers = [y for stat in boxplot_stats(residuals_array) for y in stat['fliers']]\n",
    "len(outliers)/len(residuals_array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.7720481077744954"
      ]
     },
     "execution_count": 186,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min(outliers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rel_residuals_array = relative_error.cpu().detach().numpy().flatten()\n",
    "fig, ax = plt.subplots(figsize=(10,10))\n",
    "ax.hist(rel_residuals_array)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fcaf1f59bd0>"
      ]
     },
     "execution_count": 190,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15, 15))\n",
    "sns.boxplot(x=rel_residuals_array, ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
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   "title_cell": "Table of Contents",
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   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
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     "delete_cmd_postfix": ") ",
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 "nbformat": 4,
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