mutual_info_jupyter.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Importing Modules/Reading Everything In"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np # importing modules, need to think of a way to denote if the genes are in a module or not\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Approved.Symbol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABCB9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ACIN1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ACOT13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ACTR3C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>ZMPSTE24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>ZNF184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>ZNF276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>ZNF3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>ZNF335</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>120 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Approved.Symbol\n",
       "0             ABCB9\n",
       "1               ACD\n",
       "2             ACIN1\n",
       "3            ACOT13\n",
       "4            ACTR3C\n",
       "..              ...\n",
       "115        ZMPSTE24\n",
       "116          ZNF184\n",
       "117          ZNF276\n",
       "118            ZNF3\n",
       "119          ZNF335\n",
       "\n",
       "[120 rows x 1 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "modChip = pd.read_csv(\"module_chip_123\")\n",
    "modChip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Approved.Symbol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ADM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ADORA2B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AGR2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AHR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AMPH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>ZNF165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>ZNF185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>ZNF415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>ZNF44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>ZNF799</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>191 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Approved.Symbol\n",
       "0               ADM\n",
       "1           ADORA2B\n",
       "2              AGR2\n",
       "3               AHR\n",
       "4              AMPH\n",
       "..              ...\n",
       "186          ZNF165\n",
       "187          ZNF185\n",
       "188          ZNF415\n",
       "189           ZNF44\n",
       "190          ZNF799\n",
       "\n",
       "[191 rows x 1 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "modOnc = pd.read_csv(\"module_onc_131\")\n",
    "modOnc"
   ]
  },
  {
   "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>sample_TCGA</th>\n",
       "      <th>OS.time</th>\n",
       "      <th>OS</th>\n",
       "      <th>PFI.time</th>\n",
       "      <th>PFI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>TCGA-2J-AAB1</td>\n",
       "      <td>2.168378</td>\n",
       "      <td>1</td>\n",
       "      <td>2.168378</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TCGA-2J-AAB4</td>\n",
       "      <td>23.950719</td>\n",
       "      <td>0</td>\n",
       "      <td>23.950719</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>TCGA-2J-AAB6</td>\n",
       "      <td>9.626283</td>\n",
       "      <td>1</td>\n",
       "      <td>5.552361</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TCGA-2J-AAB8</td>\n",
       "      <td>2.628337</td>\n",
       "      <td>0</td>\n",
       "      <td>2.628337</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>TCGA-2J-AAB9</td>\n",
       "      <td>20.599589</td>\n",
       "      <td>1</td>\n",
       "      <td>17.117043</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>TCGA-XN-A8T5</td>\n",
       "      <td>23.655031</td>\n",
       "      <td>0</td>\n",
       "      <td>7.950719</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>TCGA-YB-A89D</td>\n",
       "      <td>11.498973</td>\n",
       "      <td>0</td>\n",
       "      <td>11.498973</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>TCGA-YH-A8SY</td>\n",
       "      <td>12.747433</td>\n",
       "      <td>0</td>\n",
       "      <td>12.747433</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>TCGA-YY-A8LH</td>\n",
       "      <td>66.234086</td>\n",
       "      <td>0</td>\n",
       "      <td>66.234086</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>TCGA-Z5-AAPL</td>\n",
       "      <td>15.342916</td>\n",
       "      <td>0</td>\n",
       "      <td>15.342916</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>177 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      sample_TCGA    OS.time  OS   PFI.time  PFI\n",
       "0    TCGA-2J-AAB1   2.168378   1   2.168378    0\n",
       "1    TCGA-2J-AAB4  23.950719   0  23.950719    0\n",
       "2    TCGA-2J-AAB6   9.626283   1   5.552361    1\n",
       "3    TCGA-2J-AAB8   2.628337   0   2.628337    0\n",
       "4    TCGA-2J-AAB9  20.599589   1  17.117043    1\n",
       "..            ...        ...  ..        ...  ...\n",
       "172  TCGA-XN-A8T5  23.655031   0   7.950719    1\n",
       "173  TCGA-YB-A89D  11.498973   0  11.498973    0\n",
       "174  TCGA-YH-A8SY  12.747433   0  12.747433    0\n",
       "175  TCGA-YY-A8LH  66.234086   0  66.234086    0\n",
       "176  TCGA-Z5-AAPL  15.342916   0  15.342916    0\n",
       "\n",
       "[177 rows x 5 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pancSurvival = pd.read_table(\"pancreatic_cancer_survival_.txt\")\n",
    "pancSurvival"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Approved.Symbol</th>\n",
       "      <th>TCGA-2J-AAB1</th>\n",
       "      <th>TCGA-2J-AAB4</th>\n",
       "      <th>TCGA-2J-AAB6</th>\n",
       "      <th>TCGA-2J-AAB8</th>\n",
       "      <th>TCGA-2J-AAB9</th>\n",
       "      <th>TCGA-2J-AABA</th>\n",
       "      <th>TCGA-2J-AABE</th>\n",
       "      <th>TCGA-2J-AABF</th>\n",
       "      <th>TCGA-2J-AABH</th>\n",
       "      <th>...</th>\n",
       "      <th>TCGA-XD-AAUG</th>\n",
       "      <th>TCGA-XD-AAUH</th>\n",
       "      <th>TCGA-XD-AAUI</th>\n",
       "      <th>TCGA-XD-AAUL</th>\n",
       "      <th>TCGA-XN-A8T3</th>\n",
       "      <th>TCGA-XN-A8T5</th>\n",
       "      <th>TCGA-YB-A89D</th>\n",
       "      <th>TCGA-YH-A8SY</th>\n",
       "      <th>TCGA-YY-A8LH</th>\n",
       "      <th>TCGA-Z5-AAPL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A1BG</td>\n",
       "      <td>4.054252</td>\n",
       "      <td>2.878414</td>\n",
       "      <td>3.750193</td>\n",
       "      <td>2.933075</td>\n",
       "      <td>4.661964</td>\n",
       "      <td>5.338217</td>\n",
       "      <td>4.100557</td>\n",
       "      <td>4.883202</td>\n",
       "      <td>2.508038</td>\n",
       "      <td>...</td>\n",
       "      <td>8.757603</td>\n",
       "      <td>7.215061</td>\n",
       "      <td>7.300983</td>\n",
       "      <td>4.945949</td>\n",
       "      <td>6.622535</td>\n",
       "      <td>6.433119</td>\n",
       "      <td>6.532193</td>\n",
       "      <td>10.398025</td>\n",
       "      <td>3.363568</td>\n",
       "      <td>6.541134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>A1BG-AS1</td>\n",
       "      <td>3.010510</td>\n",
       "      <td>2.290778</td>\n",
       "      <td>2.879327</td>\n",
       "      <td>2.931622</td>\n",
       "      <td>3.667696</td>\n",
       "      <td>2.806579</td>\n",
       "      <td>3.360181</td>\n",
       "      <td>5.036596</td>\n",
       "      <td>1.963673</td>\n",
       "      <td>...</td>\n",
       "      <td>6.276894</td>\n",
       "      <td>8.817820</td>\n",
       "      <td>6.394747</td>\n",
       "      <td>3.491708</td>\n",
       "      <td>3.512070</td>\n",
       "      <td>5.012481</td>\n",
       "      <td>3.577827</td>\n",
       "      <td>3.949084</td>\n",
       "      <td>1.227764</td>\n",
       "      <td>8.579880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>A1CF</td>\n",
       "      <td>1.255488</td>\n",
       "      <td>2.710852</td>\n",
       "      <td>0.371936</td>\n",
       "      <td>1.743569</td>\n",
       "      <td>0.944672</td>\n",
       "      <td>1.009563</td>\n",
       "      <td>0.159221</td>\n",
       "      <td>5.915524</td>\n",
       "      <td>2.971167</td>\n",
       "      <td>...</td>\n",
       "      <td>1.962486</td>\n",
       "      <td>2.280518</td>\n",
       "      <td>4.421277</td>\n",
       "      <td>4.335897</td>\n",
       "      <td>1.058249</td>\n",
       "      <td>0.499347</td>\n",
       "      <td>0.575363</td>\n",
       "      <td>0.101484</td>\n",
       "      <td>1.532173</td>\n",
       "      <td>0.215838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>A2M</td>\n",
       "      <td>975.241770</td>\n",
       "      <td>803.237346</td>\n",
       "      <td>386.943373</td>\n",
       "      <td>742.606082</td>\n",
       "      <td>1071.396048</td>\n",
       "      <td>553.566622</td>\n",
       "      <td>572.043006</td>\n",
       "      <td>989.730129</td>\n",
       "      <td>704.932776</td>\n",
       "      <td>...</td>\n",
       "      <td>1260.152699</td>\n",
       "      <td>1272.351092</td>\n",
       "      <td>1072.597637</td>\n",
       "      <td>1099.901187</td>\n",
       "      <td>943.610080</td>\n",
       "      <td>1058.039572</td>\n",
       "      <td>1452.320049</td>\n",
       "      <td>366.537524</td>\n",
       "      <td>228.468111</td>\n",
       "      <td>551.617890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>A2M-AS1</td>\n",
       "      <td>1.115451</td>\n",
       "      <td>1.607938</td>\n",
       "      <td>1.253164</td>\n",
       "      <td>2.092282</td>\n",
       "      <td>1.469441</td>\n",
       "      <td>2.263770</td>\n",
       "      <td>1.627231</td>\n",
       "      <td>1.838852</td>\n",
       "      <td>1.041780</td>\n",
       "      <td>...</td>\n",
       "      <td>2.554914</td>\n",
       "      <td>3.570958</td>\n",
       "      <td>1.797901</td>\n",
       "      <td>1.618196</td>\n",
       "      <td>1.752198</td>\n",
       "      <td>1.725545</td>\n",
       "      <td>1.457045</td>\n",
       "      <td>1.324649</td>\n",
       "      <td>0.636528</td>\n",
       "      <td>0.897271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19945</th>\n",
       "      <td>ZYG11A</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.026567</td>\n",
       "      <td>0.193731</td>\n",
       "      <td>0.047233</td>\n",
       "      <td>0.067302</td>\n",
       "      <td>0.031843</td>\n",
       "      <td>0.055984</td>\n",
       "      <td>0.020775</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.178897</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.026455</td>\n",
       "      <td>0.093625</td>\n",
       "      <td>0.069044</td>\n",
       "      <td>0.025371</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.462510</td>\n",
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       "    <tr>\n",
       "      <th>19946</th>\n",
       "      <td>ZYG11B</td>\n",
       "      <td>28.369140</td>\n",
       "      <td>32.786354</td>\n",
       "      <td>31.056784</td>\n",
       "      <td>35.065139</td>\n",
       "      <td>28.481903</td>\n",
       "      <td>50.814549</td>\n",
       "      <td>29.137288</td>\n",
       "      <td>37.900418</td>\n",
       "      <td>23.083692</td>\n",
       "      <td>...</td>\n",
       "      <td>36.765982</td>\n",
       "      <td>44.164180</td>\n",
       "      <td>31.102271</td>\n",
       "      <td>34.404834</td>\n",
       "      <td>36.800687</td>\n",
       "      <td>36.015225</td>\n",
       "      <td>30.931429</td>\n",
       "      <td>26.335673</td>\n",
       "      <td>16.358179</td>\n",
       "      <td>37.864201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19947</th>\n",
       "      <td>ZYX</td>\n",
       "      <td>382.319456</td>\n",
       "      <td>282.163312</td>\n",
       "      <td>531.365930</td>\n",
       "      <td>300.330033</td>\n",
       "      <td>356.708645</td>\n",
       "      <td>259.524371</td>\n",
       "      <td>385.503851</td>\n",
       "      <td>320.558037</td>\n",
       "      <td>323.400259</td>\n",
       "      <td>...</td>\n",
       "      <td>349.353502</td>\n",
       "      <td>291.711635</td>\n",
       "      <td>320.044131</td>\n",
       "      <td>566.046249</td>\n",
       "      <td>294.167386</td>\n",
       "      <td>355.377253</td>\n",
       "      <td>564.613626</td>\n",
       "      <td>413.150395</td>\n",
       "      <td>260.671871</td>\n",
       "      <td>269.242838</td>\n",
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       "    <tr>\n",
       "      <th>19948</th>\n",
       "      <td>ZZEF1</td>\n",
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       "      <td>45.849670</td>\n",
       "      <td>39.478513</td>\n",
       "      <td>42.669046</td>\n",
       "      <td>47.753237</td>\n",
       "      <td>73.327747</td>\n",
       "      <td>42.989443</td>\n",
       "      <td>80.130180</td>\n",
       "      <td>49.055445</td>\n",
       "      <td>...</td>\n",
       "      <td>50.718047</td>\n",
       "      <td>80.596847</td>\n",
       "      <td>50.908559</td>\n",
       "      <td>44.730317</td>\n",
       "      <td>63.256965</td>\n",
       "      <td>69.533727</td>\n",
       "      <td>53.715737</td>\n",
       "      <td>38.234933</td>\n",
       "      <td>40.917978</td>\n",
       "      <td>101.289823</td>\n",
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       "    <tr>\n",
       "      <th>19949</th>\n",
       "      <td>ZZZ3</td>\n",
       "      <td>30.493812</td>\n",
       "      <td>24.845911</td>\n",
       "      <td>27.337411</td>\n",
       "      <td>31.384271</td>\n",
       "      <td>25.270012</td>\n",
       "      <td>42.637109</td>\n",
       "      <td>24.201466</td>\n",
       "      <td>45.346142</td>\n",
       "      <td>20.631960</td>\n",
       "      <td>...</td>\n",
       "      <td>29.345325</td>\n",
       "      <td>40.938082</td>\n",
       "      <td>26.169864</td>\n",
       "      <td>24.523024</td>\n",
       "      <td>35.848258</td>\n",
       "      <td>30.335178</td>\n",
       "      <td>16.340261</td>\n",
       "      <td>16.288538</td>\n",
       "      <td>16.898946</td>\n",
       "      <td>37.617529</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>19950 rows × 178 columns</p>\n",
       "</div>"
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       "19945          ZYG11A      0.000000      0.000000      0.026567      0.193731   \n",
       "19946          ZYG11B     28.369140     32.786354     31.056784     35.065139   \n",
       "19947             ZYX    382.319456    282.163312    531.365930    300.330033   \n",
       "19948           ZZEF1     53.358132     45.849670     39.478513     42.669046   \n",
       "19949            ZZZ3     30.493812     24.845911     27.337411     31.384271   \n",
       "\n",
       "       TCGA-2J-AAB9  TCGA-2J-AABA  TCGA-2J-AABE  TCGA-2J-AABF  TCGA-2J-AABH  \\\n",
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       "...             ...           ...           ...           ...           ...   \n",
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       "\n",
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       "\n",
       "       TCGA-XN-A8T3  TCGA-XN-A8T5  TCGA-YB-A89D  TCGA-YH-A8SY  TCGA-YY-A8LH  \\\n",
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       "...             ...           ...           ...           ...           ...   \n",
       "19945      0.026455      0.093625      0.069044      0.025371      0.000000   \n",
       "19946     36.800687     36.015225     30.931429     26.335673     16.358179   \n",
       "19947    294.167386    355.377253    564.613626    413.150395    260.671871   \n",
       "19948     63.256965     69.533727     53.715737     38.234933     40.917978   \n",
       "19949     35.848258     30.335178     16.340261     16.288538     16.898946   \n",
       "\n",
       "       TCGA-Z5-AAPL  \n",
       "0          6.541134  \n",
       "1          8.579880  \n",
       "2          0.215838  \n",
       "3        551.617890  \n",
       "4          0.897271  \n",
       "...             ...  \n",
       "19945      0.462510  \n",
       "19946     37.864201  \n",
       "19947    269.242838  \n",
       "19948    101.289823  \n",
       "19949     37.617529  \n",
       "\n",
       "[19950 rows x 178 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pancGeneExp = pd.read_table(\"pancreatic_cancer_gene_exp_file_.txt\", delim_whitespace=True)\n",
    "pancGeneExp"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "normalizing all data (log first)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\ndjed\\anaconda3\\lib\\site-packages\\pandas\\core\\internals\\blocks.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = func(self.values, **kwargs)\n"
     ]
    },
    {
     "data": {
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       "      <td>-1.837464</td>\n",
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       "      <td>0.674212</td>\n",
       "      <td>0.824403</td>\n",
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       "      <td>7.138988</td>\n",
       "      <td>7.148622</td>\n",
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       "      <td>6.964173</td>\n",
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       "      <td>5.904101</td>\n",
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       "      <td>-2.698570</td>\n",
       "      <td>-3.446934</td>\n",
       "      <td>-2.882681</td>\n",
       "      <td>-3.873981</td>\n",
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       "      <td>-inf</td>\n",
       "      <td>-1.720942</td>\n",
       "      <td>-inf</td>\n",
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       "      <td>-2.368459</td>\n",
       "      <td>-2.673010</td>\n",
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       "      <th>19946</th>\n",
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       "      <td>2.753058</td>\n",
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       "      <td>3.538197</td>\n",
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       "      <td>3.583942</td>\n",
       "      <td>3.431773</td>\n",
       "      <td>3.270924</td>\n",
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       "      <th>19947</th>\n",
       "      <td>5.946257</td>\n",
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       "      <td>5.768459</td>\n",
       "      <td>6.338676</td>\n",
       "      <td>5.684149</td>\n",
       "      <td>5.873180</td>\n",
       "      <td>6.336142</td>\n",
       "      <td>6.023812</td>\n",
       "      <td>5.563262</td>\n",
       "      <td>5.595614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19948</th>\n",
       "      <td>3.977026</td>\n",
       "      <td>3.825368</td>\n",
       "      <td>3.675757</td>\n",
       "      <td>3.753474</td>\n",
       "      <td>3.866047</td>\n",
       "      <td>4.294939</td>\n",
       "      <td>3.760955</td>\n",
       "      <td>4.383653</td>\n",
       "      <td>3.892951</td>\n",
       "      <td>3.860296</td>\n",
       "      <td>...</td>\n",
       "      <td>3.926282</td>\n",
       "      <td>4.389460</td>\n",
       "      <td>3.930031</td>\n",
       "      <td>3.800652</td>\n",
       "      <td>4.147205</td>\n",
       "      <td>4.241812</td>\n",
       "      <td>3.983706</td>\n",
       "      <td>3.643750</td>\n",
       "      <td>3.711570</td>\n",
       "      <td>4.617986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19949</th>\n",
       "      <td>3.417524</td>\n",
       "      <td>3.212693</td>\n",
       "      <td>3.308256</td>\n",
       "      <td>3.446307</td>\n",
       "      <td>3.229618</td>\n",
       "      <td>3.752725</td>\n",
       "      <td>3.186413</td>\n",
       "      <td>3.814325</td>\n",
       "      <td>3.026841</td>\n",
       "      <td>2.914446</td>\n",
       "      <td>...</td>\n",
       "      <td>3.379133</td>\n",
       "      <td>3.712061</td>\n",
       "      <td>3.264609</td>\n",
       "      <td>3.199612</td>\n",
       "      <td>3.579295</td>\n",
       "      <td>3.412308</td>\n",
       "      <td>2.793632</td>\n",
       "      <td>2.790462</td>\n",
       "      <td>2.827251</td>\n",
       "      <td>3.627470</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>19950 rows × 177 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       TCGA-2J-AAB1  TCGA-2J-AAB4  TCGA-2J-AAB6  TCGA-2J-AAB8  TCGA-2J-AAB9  \\\n",
       "0          1.399766      1.057239      1.321807      1.076051      1.539437   \n",
       "1          1.102109      0.828892      1.057557      1.075556      1.299564   \n",
       "2          0.227524      0.997263     -0.989034      0.555934     -0.056917   \n",
       "3          6.882685      6.688650      5.958278      6.610166      6.976718   \n",
       "4          0.109259      0.474953      0.225672      0.738255      0.384882   \n",
       "...             ...           ...           ...           ...           ...   \n",
       "19945          -inf          -inf     -3.628079     -1.641285     -3.052659   \n",
       "19946      3.345302      3.490012      3.435817      3.557207      3.349269   \n",
       "19947      5.946257      5.642486      6.275451      5.704882      5.876919   \n",
       "19948      3.977026      3.825368      3.675757      3.753474      3.866047   \n",
       "19949      3.417524      3.212693      3.308256      3.446307      3.229618   \n",
       "\n",
       "       TCGA-2J-AABA  TCGA-2J-AABE  TCGA-2J-AABF  TCGA-2J-AABH  TCGA-2J-AABI  \\\n",
       "0          1.674892      1.411123      1.585801      0.919501      1.316337   \n",
       "1          1.031966      1.211995      1.616730      0.674817      0.422514   \n",
       "2          0.009517     -1.837464      1.777580      1.088955          -inf   \n",
       "3          6.316382      6.349214      6.897432      6.558102      5.215940   \n",
       "4          0.817032      0.486880      0.609141      0.040931      1.903264   \n",
       "...             ...           ...           ...           ...           ...   \n",
       "19945     -2.698570     -3.446934     -2.882681     -3.873981     -1.634633   \n",
       "19946      3.928183      3.372019      3.634962      3.139126      2.753058   \n",
       "19947      5.558851      5.954551      5.770063      5.778891      5.639467   \n",
       "19948      4.294939      3.760955      4.383653      3.892951      3.860296   \n",
       "19949      3.752725      3.186413      3.814325      3.026841      2.914446   \n",
       "\n",
       "       ...  TCGA-XD-AAUG  TCGA-XD-AAUH  TCGA-XD-AAUI  TCGA-XD-AAUL  \\\n",
       "0      ...      2.169922      1.976171      1.988009      1.598569   \n",
       "1      ...      1.836875      2.176775      1.855477      1.250391   \n",
       "2      ...      0.674212      0.824403      1.486428      1.466929   \n",
       "3      ...      7.138988      7.148622      6.977839      7.002976   \n",
       "4      ...      0.938019      1.272834      0.586620      0.481312   \n",
       "...    ...           ...           ...           ...           ...   \n",
       "19945  ...          -inf          -inf     -1.720942          -inf   \n",
       "19946  ...      3.604573      3.787914      3.437281      3.538197   \n",
       "19947  ...      5.856084      5.675766      5.768459      6.338676   \n",
       "19948  ...      3.926282      4.389460      3.930031      3.800652   \n",
       "19949  ...      3.379133      3.712061      3.264609      3.199612   \n",
       "\n",
       "       TCGA-XN-A8T3  TCGA-XN-A8T5  TCGA-YB-A89D  TCGA-YH-A8SY  TCGA-YY-A8LH  \\\n",
       "0          1.890478      1.861460      1.876743      2.341616      1.213002   \n",
       "1          1.256206      1.611931      1.274755      1.373484      0.205194   \n",
       "2          0.056616     -0.694455     -0.552754     -2.287853      0.426687   \n",
       "3          6.849713      6.964173      7.280918      5.904101      5.431397   \n",
       "4          0.560871      0.545543      0.376410      0.281148     -0.451727   \n",
       "...             ...           ...           ...           ...           ...   \n",
       "19945     -3.632311     -2.368459     -2.673010     -3.674147          -inf   \n",
       "19946      3.605517      3.583942      3.431773      3.270924      2.794728   \n",
       "19947      5.684149      5.873180      6.336142      6.023812      5.563262   \n",
       "19948      4.147205      4.241812      3.983706      3.643750      3.711570   \n",
       "19949      3.579295      3.412308      2.793632      2.790462      2.827251   \n",
       "\n",
       "       TCGA-Z5-AAPL  \n",
       "0          1.878110  \n",
       "1          2.149420  \n",
       "2         -1.533227  \n",
       "3          6.312856  \n",
       "4         -0.108398  \n",
       "...             ...  \n",
       "19945     -0.771087  \n",
       "19946      3.634006  \n",
       "19947      5.595614  \n",
       "19948      4.617986  \n",
       "19949      3.627470  \n",
       "\n",
       "[19950 rows x 177 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "log_values = np.log(pancGeneExp[pancGeneExp.columns[1:]])\n",
    "log_values\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
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       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
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       "      <th>19940</th>\n",
       "      <th>19941</th>\n",
       "      <th>19942</th>\n",
       "      <th>19943</th>\n",
       "      <th>19944</th>\n",
       "      <th>19945</th>\n",
       "      <th>19946</th>\n",
       "      <th>19947</th>\n",
       "      <th>19948</th>\n",
       "      <th>19949</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>TCGA-2J-AAB1</th>\n",
       "      <td>1.399766</td>\n",
       "      <td>1.102109</td>\n",
       "      <td>0.227524</td>\n",
       "      <td>6.882685</td>\n",
       "      <td>0.109259</td>\n",
       "      <td>1.446763</td>\n",
       "      <td>4.334606</td>\n",
       "      <td>3.070865</td>\n",
       "      <td>3.521934</td>\n",
       "      <td>4.078079</td>\n",
       "      <td>...</td>\n",
       "      <td>2.973313</td>\n",
       "      <td>2.591637</td>\n",
       "      <td>1.326135</td>\n",
       "      <td>3.205795</td>\n",
       "      <td>3.886636</td>\n",
       "      <td>-inf</td>\n",
       "      <td>3.345302</td>\n",
       "      <td>5.946257</td>\n",
       "      <td>3.977026</td>\n",
       "      <td>3.417524</td>\n",
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       "    <tr>\n",
       "      <th>TCGA-2J-AAB4</th>\n",
       "      <td>1.057239</td>\n",
       "      <td>0.828892</td>\n",
       "      <td>0.997263</td>\n",
       "      <td>6.688650</td>\n",
       "      <td>0.474953</td>\n",
       "      <td>-inf</td>\n",
       "      <td>4.070248</td>\n",
       "      <td>0.880463</td>\n",
       "      <td>3.298272</td>\n",
       "      <td>4.130701</td>\n",
       "      <td>...</td>\n",
       "      <td>3.030372</td>\n",
       "      <td>2.654020</td>\n",
       "      <td>1.012887</td>\n",
       "      <td>2.923865</td>\n",
       "      <td>3.975921</td>\n",
       "      <td>-inf</td>\n",
       "      <td>3.490012</td>\n",
       "      <td>5.642486</td>\n",
       "      <td>3.825368</td>\n",
       "      <td>3.212693</td>\n",
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       "    <tr>\n",
       "      <th>TCGA-2J-AAB6</th>\n",
       "      <td>1.321807</td>\n",
       "      <td>1.057557</td>\n",
       "      <td>-0.989034</td>\n",
       "      <td>5.958278</td>\n",
       "      <td>0.225672</td>\n",
       "      <td>4.412682</td>\n",
       "      <td>3.930430</td>\n",
       "      <td>-2.934931</td>\n",
       "      <td>3.635243</td>\n",
       "      <td>3.273650</td>\n",
       "      <td>...</td>\n",
       "      <td>3.028640</td>\n",
       "      <td>2.702490</td>\n",
       "      <td>-0.409210</td>\n",
       "      <td>2.503140</td>\n",
       "      <td>3.868011</td>\n",
       "      <td>-3.628079</td>\n",
       "      <td>3.435817</td>\n",
       "      <td>6.275451</td>\n",
       "      <td>3.675757</td>\n",
       "      <td>3.308256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TCGA-2J-AAB8</th>\n",
       "      <td>1.076051</td>\n",
       "      <td>1.075556</td>\n",
       "      <td>0.555934</td>\n",
       "      <td>6.610166</td>\n",
       "      <td>0.738255</td>\n",
       "      <td>-0.137210</td>\n",
       "      <td>3.007898</td>\n",
       "      <td>-0.724999</td>\n",
       "      <td>3.721176</td>\n",
       "      <td>3.559966</td>\n",
       "      <td>...</td>\n",
       "      <td>2.991009</td>\n",
       "      <td>3.024505</td>\n",
       "      <td>0.610003</td>\n",
       "      <td>2.909952</td>\n",
       "      <td>3.754608</td>\n",
       "      <td>-1.641285</td>\n",
       "      <td>3.557207</td>\n",
       "      <td>5.704882</td>\n",
       "      <td>3.753474</td>\n",
       "      <td>3.446307</td>\n",
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       "    <tr>\n",
       "      <th>TCGA-2J-AAB9</th>\n",
       "      <td>1.539437</td>\n",
       "      <td>1.299564</td>\n",
       "      <td>-0.056917</td>\n",
       "      <td>6.976718</td>\n",
       "      <td>0.384882</td>\n",
       "      <td>3.342613</td>\n",
       "      <td>3.903897</td>\n",
       "      <td>0.797499</td>\n",
       "      <td>3.638194</td>\n",
       "      <td>3.344281</td>\n",
       "      <td>...</td>\n",
       "      <td>3.034126</td>\n",
       "      <td>2.555504</td>\n",
       "      <td>0.936335</td>\n",
       "      <td>2.822282</td>\n",
       "      <td>3.720432</td>\n",
       "      <td>-3.052659</td>\n",
       "      <td>3.349269</td>\n",
       "      <td>5.876919</td>\n",
       "      <td>3.866047</td>\n",
       "      <td>3.229618</td>\n",
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       "      <th>TCGA-XN-A8T5</th>\n",
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       "      <td>-0.694455</td>\n",
       "      <td>6.964173</td>\n",
       "      <td>0.545543</td>\n",
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       "      <td>3.352969</td>\n",
       "      <td>1.043811</td>\n",
       "      <td>3.254378</td>\n",
       "      <td>3.946923</td>\n",
       "      <td>...</td>\n",
       "      <td>2.848310</td>\n",
       "      <td>2.563734</td>\n",
       "      <td>1.107663</td>\n",
       "      <td>3.046183</td>\n",
       "      <td>3.856123</td>\n",
       "      <td>-2.368459</td>\n",
       "      <td>3.583942</td>\n",
       "      <td>5.873180</td>\n",
       "      <td>4.241812</td>\n",
       "      <td>3.412308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TCGA-YB-A89D</th>\n",
       "      <td>1.876743</td>\n",
       "      <td>1.274755</td>\n",
       "      <td>-0.552754</td>\n",
       "      <td>7.280918</td>\n",
       "      <td>0.376410</td>\n",
       "      <td>-2.385328</td>\n",
       "      <td>4.202900</td>\n",
       "      <td>-1.206688</td>\n",
       "      <td>3.320941</td>\n",
       "      <td>3.489592</td>\n",
       "      <td>...</td>\n",
       "      <td>2.589670</td>\n",
       "      <td>2.258596</td>\n",
       "      <td>0.597816</td>\n",
       "      <td>2.762156</td>\n",
       "      <td>3.500071</td>\n",
       "      <td>-2.673010</td>\n",
       "      <td>3.431773</td>\n",
       "      <td>6.336142</td>\n",
       "      <td>3.983706</td>\n",
       "      <td>2.793632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TCGA-YH-A8SY</th>\n",
       "      <td>2.341616</td>\n",
       "      <td>1.373484</td>\n",
       "      <td>-2.287853</td>\n",
       "      <td>5.904101</td>\n",
       "      <td>0.281148</td>\n",
       "      <td>4.143096</td>\n",
       "      <td>4.357909</td>\n",
       "      <td>-2.575535</td>\n",
       "      <td>3.319806</td>\n",
       "      <td>3.452764</td>\n",
       "      <td>...</td>\n",
       "      <td>2.465758</td>\n",
       "      <td>2.672211</td>\n",
       "      <td>0.314859</td>\n",
       "      <td>2.554385</td>\n",
       "      <td>3.362022</td>\n",
       "      <td>-3.674147</td>\n",
       "      <td>3.270924</td>\n",
       "      <td>6.023812</td>\n",
       "      <td>3.643750</td>\n",
       "      <td>2.790462</td>\n",
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       "    <tr>\n",
       "      <th>TCGA-YY-A8LH</th>\n",
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       "      <td>0.426687</td>\n",
       "      <td>5.431397</td>\n",
       "      <td>-0.451727</td>\n",
       "      <td>-0.797091</td>\n",
       "      <td>2.749650</td>\n",
       "      <td>1.623279</td>\n",
       "      <td>3.672261</td>\n",
       "      <td>3.974019</td>\n",
       "      <td>...</td>\n",
       "      <td>2.985963</td>\n",
       "      <td>2.571929</td>\n",
       "      <td>0.802298</td>\n",
       "      <td>3.021721</td>\n",
       "      <td>3.607188</td>\n",
       "      <td>-inf</td>\n",
       "      <td>2.794728</td>\n",
       "      <td>5.563262</td>\n",
       "      <td>3.711570</td>\n",
       "      <td>2.827251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TCGA-Z5-AAPL</th>\n",
       "      <td>1.878110</td>\n",
       "      <td>2.149420</td>\n",
       "      <td>-1.533227</td>\n",
       "      <td>6.312856</td>\n",
       "      <td>-0.108398</td>\n",
       "      <td>0.647997</td>\n",
       "      <td>3.346324</td>\n",
       "      <td>-1.399695</td>\n",
       "      <td>3.739041</td>\n",
       "      <td>3.059004</td>\n",
       "      <td>...</td>\n",
       "      <td>2.974489</td>\n",
       "      <td>3.058381</td>\n",
       "      <td>1.418704</td>\n",
       "      <td>3.243494</td>\n",
       "      <td>4.277487</td>\n",
       "      <td>-0.771087</td>\n",
       "      <td>3.634006</td>\n",
       "      <td>5.595614</td>\n",
       "      <td>4.617986</td>\n",
       "      <td>3.627470</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>177 rows × 19950 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 0         1         2         3         4         5      \\\n",
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       "...                ...       ...       ...       ...       ...       ...   \n",
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       "\n",
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       "TCGA-2J-AAB8  0.610003  2.909952  3.754608 -1.641285  3.557207  5.704882   \n",
       "TCGA-2J-AAB9  0.936335  2.822282  3.720432 -3.052659  3.349269  5.876919   \n",
       "...                ...       ...       ...       ...       ...       ...   \n",
       "TCGA-XN-A8T5  1.107663  3.046183  3.856123 -2.368459  3.583942  5.873180   \n",
       "TCGA-YB-A89D  0.597816  2.762156  3.500071 -2.673010  3.431773  6.336142   \n",
       "TCGA-YH-A8SY  0.314859  2.554385  3.362022 -3.674147  3.270924  6.023812   \n",
       "TCGA-YY-A8LH  0.802298  3.021721  3.607188      -inf  2.794728  5.563262   \n",
       "TCGA-Z5-AAPL  1.418704  3.243494  4.277487 -0.771087  3.634006  5.595614   \n",
       "\n",
       "                 19948     19949  \n",
       "TCGA-2J-AAB1  3.977026  3.417524  \n",
       "TCGA-2J-AAB4  3.825368  3.212693  \n",
       "TCGA-2J-AAB6  3.675757  3.308256  \n",
       "TCGA-2J-AAB8  3.753474  3.446307  \n",
       "TCGA-2J-AAB9  3.866047  3.229618  \n",
       "...                ...       ...  \n",
       "TCGA-XN-A8T5  4.241812  3.412308  \n",
       "TCGA-YB-A89D  3.983706  2.793632  \n",
       "TCGA-YH-A8SY  3.643750  2.790462  \n",
       "TCGA-YY-A8LH  3.711570  2.827251  \n",
       "TCGA-Z5-AAPL  4.617986  3.627470  \n",
       "\n",
       "[177 rows x 19950 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from scipy.stats import zscore\n",
    "log_values = log_values.transpose()\n",
    "log_values\n",
    "\n",
    "# log_values = log_values.replace([np.nan, -np.inf, np.inf], 0)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<p>177 rows × 19950 columns</p>\n",
       "</div>"
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       "...                ...       ...       ...       ...  ...       ...       ...   \n",
       "TCGA-XN-A8T5  0.179069  0.464787 -0.703177  0.351947  ... -0.045983 -0.007438   \n",
       "TCGA-YB-A89D  1.386423 -0.803806 -0.476659 -0.717169  ... -0.962765 -0.666361   \n",
       "TCGA-YH-A8SY  1.606617 -1.575417 -0.480520 -0.803263  ... -1.401986  0.226812   \n",
       "TCGA-YY-A8LH -0.677963  0.791429  0.718908  0.415290  ...  0.441944  0.010260   \n",
       "TCGA-Z5-AAPL  0.169630 -0.912603  0.946166 -1.723770  ...  0.401273  1.060719   \n",
       "\n",
       "                 19942     19943     19944     19945     19946     19947  \\\n",
       "TCGA-2J-AAB1  0.932816  0.665021  0.113031  1.465965 -0.337178  0.797127   \n",
       "TCGA-2J-AAB4  0.341238  0.028093  0.429203  1.465965  0.045152  0.192631   \n",
       "TCGA-2J-AAB6 -2.344437 -0.922396  0.047076 -1.007562 -0.098034  1.452215   \n",
       "TCGA-2J-AAB8 -0.419622 -0.003338 -0.354501  0.346981  0.222683  0.316798   \n",
       "TCGA-2J-AAB9  0.196667 -0.201400 -0.475525 -0.615256 -0.326697  0.659147   \n",
       "...                ...       ...       ...       ...       ...       ...   \n",
       "TCGA-XN-A8T5  0.520225  0.304428  0.004979 -0.148787  0.293316  0.651706   \n",
       "TCGA-YB-A89D -0.442638 -0.337235 -1.255859 -0.356421 -0.108719  1.572988   \n",
       "TCGA-YH-A8SY -0.977011 -0.806626 -1.744713 -1.038970 -0.533685  0.951459   \n",
       "TCGA-YY-A8LH -0.056467  0.249166 -0.876542  1.465965 -1.791810  0.034978   \n",
       "TCGA-Z5-AAPL  1.107636  0.750188  1.497098  0.940259  0.425587  0.099357   \n",
       "\n",
       "                 19948     19949  \n",
       "TCGA-2J-AAB1 -0.093675  0.211440  \n",
       "TCGA-2J-AAB4 -0.440275 -0.342051  \n",
       "TCGA-2J-AAB6 -0.782196 -0.083822  \n",
       "TCGA-2J-AAB8 -0.604581  0.289217  \n",
       "TCGA-2J-AAB9 -0.347307 -0.296316  \n",
       "...                ...       ...  \n",
       "TCGA-XN-A8T5  0.511465  0.197346  \n",
       "TCGA-YB-A89D -0.078409 -1.474432  \n",
       "TCGA-YH-A8SY -0.855345 -1.482999  \n",
       "TCGA-YY-A8LH -0.700349 -1.383587  \n",
       "TCGA-Z5-AAPL  1.371171  0.778754  \n",
       "\n",
       "[177 rows x 19950 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# just add one before I log transfer\n",
    "log_values = log_values.replace([np.nan, -np.inf -np.inf], 0)\n",
    "zScoreValues = log_values.apply(zscore)\n",
    "# zScoreValues = zScoreValues.transpose()\n",
    "zScoreValues"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0        1.002837\n",
      "1        1.002837\n",
      "2        1.002837\n",
      "3        1.002837\n",
      "4        1.002837\n",
      "           ...   \n",
      "19945    1.002837\n",
      "19946    1.002837\n",
      "19947    1.002837\n",
      "19948    1.002837\n",
      "19949    1.002837\n",
      "Length: 19950, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "zScoreValues.mean() # all basically zero\n",
    "print(zScoreValues.std()) # all basically one\n",
    "# print(zScoreValues)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "time to bin things"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "Length mismatch: Expected axis has 178 elements, new values have 19950 elements",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32mc:\\Users\\ndjed\\Downloads\\Balaji_Lab_Work\\mutual_info_jupyter.ipynb Cell 14\u001b[0m in \u001b[0;36m<cell line: 1>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> <a href='vscode-notebook-cell:/c%3A/Users/ndjed/Downloads/Balaji_Lab_Work/mutual_info_jupyter.ipynb#X16sZmlsZQ%3D%3D?line=0'>1</a>\u001b[0m zScoreValues\u001b[39m.\u001b[39mcolumns \u001b[39m=\u001b[39m pancGeneExp[\u001b[39m'\u001b[39m\u001b[39mApproved.Symbol\u001b[39m\u001b[39m'\u001b[39m]\n\u001b[0;32m      <a href='vscode-notebook-cell:/c%3A/Users/ndjed/Downloads/Balaji_Lab_Work/mutual_info_jupyter.ipynb#X16sZmlsZQ%3D%3D?line=1'>2</a>\u001b[0m zScoreValues\u001b[39m.\u001b[39mcolumns\n",
      "File \u001b[1;32mc:\\Users\\ndjed\\anaconda3\\lib\\site-packages\\pandas\\core\\generic.py:5588\u001b[0m, in \u001b[0;36mNDFrame.__setattr__\u001b[1;34m(self, name, value)\u001b[0m\n\u001b[0;32m   5586\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m   5587\u001b[0m     \u001b[39mobject\u001b[39m\u001b[39m.\u001b[39m\u001b[39m__getattribute__\u001b[39m(\u001b[39mself\u001b[39m, name)\n\u001b[1;32m-> 5588\u001b[0m     \u001b[39mreturn\u001b[39;00m \u001b[39mobject\u001b[39;49m\u001b[39m.\u001b[39;49m\u001b[39m__setattr__\u001b[39;49m(\u001b[39mself\u001b[39;49m, name, value)\n\u001b[0;32m   5589\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mAttributeError\u001b[39;00m:\n\u001b[0;32m   5590\u001b[0m     \u001b[39mpass\u001b[39;00m\n",
      "File \u001b[1;32mc:\\Users\\ndjed\\anaconda3\\lib\\site-packages\\pandas\\_libs\\properties.pyx:70\u001b[0m, in \u001b[0;36mpandas._libs.properties.AxisProperty.__set__\u001b[1;34m()\u001b[0m\n",
      "File \u001b[1;32mc:\\Users\\ndjed\\anaconda3\\lib\\site-packages\\pandas\\core\\generic.py:769\u001b[0m, in \u001b[0;36mNDFrame._set_axis\u001b[1;34m(self, axis, labels)\u001b[0m\n\u001b[0;32m    767\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m_set_axis\u001b[39m(\u001b[39mself\u001b[39m, axis: \u001b[39mint\u001b[39m, labels: Index) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m \u001b[39mNone\u001b[39;00m:\n\u001b[0;32m    768\u001b[0m     labels \u001b[39m=\u001b[39m ensure_index(labels)\n\u001b[1;32m--> 769\u001b[0m     \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_mgr\u001b[39m.\u001b[39;49mset_axis(axis, labels)\n\u001b[0;32m    770\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_clear_item_cache()\n",
      "File \u001b[1;32mc:\\Users\\ndjed\\anaconda3\\lib\\site-packages\\pandas\\core\\internals\\managers.py:214\u001b[0m, in \u001b[0;36mBaseBlockManager.set_axis\u001b[1;34m(self, axis, new_labels)\u001b[0m\n\u001b[0;32m    212\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mset_axis\u001b[39m(\u001b[39mself\u001b[39m, axis: \u001b[39mint\u001b[39m, new_labels: Index) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m \u001b[39mNone\u001b[39;00m:\n\u001b[0;32m    213\u001b[0m     \u001b[39m# Caller is responsible for ensuring we have an Index object.\u001b[39;00m\n\u001b[1;32m--> 214\u001b[0m     \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_validate_set_axis(axis, new_labels)\n\u001b[0;32m    215\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39maxes[axis] \u001b[39m=\u001b[39m new_labels\n",
      "File \u001b[1;32mc:\\Users\\ndjed\\anaconda3\\lib\\site-packages\\pandas\\core\\internals\\base.py:69\u001b[0m, in \u001b[0;36mDataManager._validate_set_axis\u001b[1;34m(self, axis, new_labels)\u001b[0m\n\u001b[0;32m     66\u001b[0m     \u001b[39mpass\u001b[39;00m\n\u001b[0;32m     68\u001b[0m \u001b[39melif\u001b[39;00m new_len \u001b[39m!=\u001b[39m old_len:\n\u001b[1;32m---> 69\u001b[0m     \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\n\u001b[0;32m     70\u001b[0m         \u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mLength mismatch: Expected axis has \u001b[39m\u001b[39m{\u001b[39;00mold_len\u001b[39m}\u001b[39;00m\u001b[39m elements, new \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m     71\u001b[0m         \u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mvalues have \u001b[39m\u001b[39m{\u001b[39;00mnew_len\u001b[39m}\u001b[39;00m\u001b[39m elements\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m     72\u001b[0m     )\n",
      "\u001b[1;31mValueError\u001b[0m: Length mismatch: Expected axis has 178 elements, new values have 19950 elements"
     ]
    }
   ],
   "source": [
    "zScoreValues.columns = pancGeneExp['Approved.Symbol']\n",
    "zScoreValues.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['A1BG', 'A1BG-AS1', 'A1CF', 'A2M', 'A2M-AS1', 'A2ML1', 'A4GALT', 'A4GNT', 'AAAS', 'AACS', 'AACSP1', 'AADAC', 'AADACL2', 'AADACL3', 'AADACL4', 'AADACP1', 'AADAT', 'AAED1', 'AAGAB', 'AAK1', 'AAMDC', 'AAMP', 'AANAT', 'AAR2', 'AARD', 'AARS', 'AARS2', 'AARSD1', 'AASDH', 'AASDHPPT', 'AASS', 'AATBC', 'AATF', 'AATK', 'AATK-AS1', 'ABAT', 'ABCA1', 'ABCA10', 'ABCA11P', 'ABCA12', 'ABCA13', 'ABCA17P', 'ABCA2', 'ABCA3', 'ABCA4', 'ABCA5', 'ABCA6', 'ABCA7', 'ABCA8', 'ABCA9', 'ABCB1', 'ABCB10', 'ABCB11', 'ABCB4', 'ABCB5', 'ABCB6', 'ABCB7', 'ABCB8', 'ABCB9', 'ABCC1', 'ABCC10', 'ABCC11', 'ABCC12', 'ABCC13', 'ABCC2', 'ABCC3', 'ABCC4', 'ABCC5', 'ABCC6', 'ABCC6P1', 'ABCC6P2', 'ABCC8', 'ABCC9', 'ABCD1', 'ABCD2', 'ABCD3', 'ABCD4', 'ABCE1', 'ABCF1', 'ABCF2', 'ABCF3', 'ABCG1', 'ABCG2', 'ABCG4', 'ABCG5', 'ABCG8', 'ABHD1', 'ABHD10', 'ABHD11', 'ABHD11-AS1', 'ABHD12', 'ABHD12B', 'ABHD13', 'ABHD14A', 'ABHD14B', 'ABHD15', 'ABHD16A', 'ABHD16B', 'ABHD17A', 'ABHD17B', 'ABHD17C', 'ABHD18', 'ABHD2', 'ABHD3', 'ABHD4', 'ABHD5', 'ABHD6', 'ABHD8', 'ABI1', 'ABI2', 'ABI3', 'ABI3BP', 'ABL1', 'ABL2', 'ABLIM1', 'ABLIM2', 'ABLIM3', 'ABO', 'ABR', 'ABRA', 'ABRACL', 'ABT1', 'ABTB1', 'ABTB2', 'ACAA1', 'ACAA2', 'ACACA', 'ACACB', 'ACAD10', 'ACAD11', 'ACAD8', 'ACAD9', 'ACADL', 'ACADM', 'ACADS', 'ACADSB', 'ACADVL', 'ACAN', 'ACAP1', 'ACAP2', 'ACAP3', 'ACAT1', 'ACAT2', 'ACBD3', 'ACBD4', 'ACBD5', 'ACBD6', 'ACBD7', 'ACCS', 'ACCSL', 'ACD', 'ACE', 'ACE2', 'ACER1', 'ACER2', 'ACER3', 'ACHE', 'ACIN1', 'ACKR1', 'ACKR2', 'ACKR3', 'ACKR4', 'ACLY', 'ACMSD', 'ACO1', 'ACO2', 'ACOT1', 'ACOT11', 'ACOT12', 'ACOT13', 'ACOT2', 'ACOT4', 'ACOT6', 'ACOT7', 'ACOT8', 'ACOT9', 'ACOX1', 'ACOX2', 'ACOX3', 'ACOXL', 'ACP1', 'ACP2', 'ACP5', 'ACP6', 'ACP7', 'ACPP', 'ACPT', 'ACR', 'ACRBP', 'ACRC', 'ACRV1', 'ACSBG1', 'ACSBG2', 'ACSF2', 'ACSF3', 'ACSL1', 'ACSL3', 'ACSL4', 'ACSL5', 'ACSL6', 'ACSM1', 'ACSM2A', 'ACSM2B', 'ACSM3', 'ACSM4', 'ACSM5', 'ACSM6', 'ACSS1', 'ACSS2', 'ACSS3', 'ACTA1', 'ACTA2', 'ACTB', 'ACTBL2', 'ACTC1', 'ACTG1', 'ACTG1P4', 'ACTG2', 'ACTL10', 'ACTL6A', 'ACTL6B', 'ACTL7A', 'ACTL7B', 'ACTL8', 'ACTL9', 'ACTN1', 'ACTN2', 'ACTN3', 'ACTN4', 'ACTR10', 'ACTR1A', 'ACTR1B', 'ACTR2', 'ACTR3', 'ACTR3B', 'ACTR3BP2', 'ACTR3C', 'ACTR5', 'ACTR6', 'ACTR8', 'ACTRT1', 'ACTRT2', 'ACTRT3', 'ACVR1', 'ACVR1B', 'ACVR1C', 'ACVR2A', 'ACVR2B', 'ACVR2B-AS1', 'ACVRL1', 'ACY1', 'ACY3', 'ACYP1', 'ACYP2', 'ADA', 'ADAD1', 'ADAD2', 'ADAL', 'ADAM10', 'ADAM11', 'ADAM12', 'ADAM15', 'ADAM17', 'ADAM18', 'ADAM19', 'ADAM2', 'ADAM20', 'ADAM21', 'ADAM21P1', 'ADAM22', 'ADAM23', 'ADAM28', 'ADAM29', 'ADAM30', 'ADAM32', 'ADAM33', 'ADAM3A', 'ADAM5', 'ADAM6', 'ADAM7', 'ADAM8', 'ADAM9', 'ADAMDEC1', 'ADAMTS1', 'ADAMTS10', 'ADAMTS12', 'ADAMTS13', 'ADAMTS14', 'ADAMTS15', 'ADAMTS16', 'ADAMTS17', 'ADAMTS18', 'ADAMTS19', 'ADAMTS2', 'ADAMTS20', 'ADAMTS3', 'ADAMTS4', 'ADAMTS5', 'ADAMTS6', 'ADAMTS7', 'ADAMTS8', 'ADAMTS9', 'ADAMTSL1', 'ADAMTSL2', 'ADAMTSL3', 'ADAMTSL4', 'ADAMTSL5', 'ADAP1', 'ADAP2', 'ADAR', 'ADARB1', 'ADARB2', 'ADAT1', 'ADAT2', 'ADAT3', 'ADCK1', 'ADCK2', 'ADCK5', 'ADCY1', 'ADCY10', 'ADCY10P1', 'ADCY2', 'ADCY3', 'ADCY4', 'ADCY5', 'ADCY6', 'ADCY7', 'ADCY8', 'ADCY9', 'ADCYAP1', 'ADCYAP1R1', 'ADD1', 'ADD2', 'ADD3', 'ADGB', 'ADGRA1', 'ADGRA2', 'ADGRA3', 'ADGRB1', 'ADGRB2', 'ADGRB3', 'ADGRD1', 'ADGRD2', 'ADGRE1', 'ADGRE2', 'ADGRE3', 'ADGRE4P', 'ADGRE5', 'ADGRF1', 'ADGRF2', 'ADGRF3', 'ADGRF4', 'ADGRF5', 'ADGRG1', 'ADGRG2', 'ADGRG3', 'ADGRG4', 'ADGRG5', 'ADGRG6', 'ADGRG7', 'ADGRL1', 'ADGRL2', 'ADGRL3', 'ADGRL4', 'ADGRV1', 'ADH1A', 'ADH1B', 'ADH1C', 'ADH4', 'ADH5', 'ADH6', 'ADH7', 'ADHFE1', 'ADI1', 'ADIG', 'ADIPOQ', 'ADIPOR1', 'ADIPOR2', 'ADIRF', 'ADK', 'ADM', 'ADM2', 'ADM5', 'ADNP', 'ADNP2', 'ADO', 'ADORA1', 'ADORA2A', 'ADORA2A-AS1', 'ADORA2B', 'ADORA3', 'ADPGK', 'ADPRH', 'ADPRHL1', 'ADPRHL2', 'ADPRM', 'ADRA1A', 'ADRA1B', 'ADRA1D', 'ADRA2A', 'ADRA2B', 'ADRA2C', 'ADRB1', 'ADRB2', 'ADRB3', 'ADRM1', 'ADSL', 'ADSS', 'ADSSL1', 'ADTRP', 'AEBP1', 'AEBP2', 'AEN', 'AES', 'AFAP1', 'AFAP1-AS1', 'AFAP1L1', 'AFAP1L2', 'AFDN', 'AFDN-AS1', 'AFF1', 'AFF2', 'AFF3', 'AFF4', 'AFG3L1P', 'AFG3L2', 'AFM', 'AFMID', 'AFP', 'AFTPH', 'AGA', 'AGAP1', 'AGAP11', 'AGAP2', 'AGAP2-AS1', 'AGAP3', 'AGAP4', 'AGAP5', 'AGAP6', 'AGAP7P', 'AGBL1', 'AGBL2', 'AGBL3', 'AGBL4', 'AGBL5', 'AGER', 'AGFG1', 'AGFG2', 'AGGF1', 'AGK', 'AGL', 'AGMAT', 'AGMO', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'AGPAT1', 'AGPAT2', 'AGPAT3', 'AGPAT4', 'AGPAT4-IT1', 'AGPAT5', 'AGPS', 'AGR2', 'AGR3', 'AGRN', 'AGRP', 'AGT', 'AGTPBP1', 'AGTR1', 'AGTR2', 'AGTRAP', 'AGXT', 'AGXT2', 'AHCTF1', 'AHCY', 'AHCYL1', 'AHCYL2', 'AHDC1', 'AHI1', 'AHNAK', 'AHNAK2', 'AHR', 'AHRR', 'AHSA1', 'AHSA2', 'AHSG', 'AHSP', 'AICDA', 'AIDA', 'AIF1', 'AIF1L', 'AIFM1', 'AIFM2', 'AIFM3', 'AIG1', 'AIM1', 'AIM1L', 'AIM2', 'AIMP1', 'AIMP2', 'AIP', 'AIPL1', 'AIRE', 'AJAP1', 'AJUBA', 'AK1', 'AK2', 'AK3', 'AK4', 'AK5', 'AK7', 'AK8', 'AK9', 'AKAIN1', 'AKAP1', 'AKAP10', 'AKAP11', 'AKAP12', 'AKAP13', 'AKAP14', 'AKAP17A', 'AKAP2', 'AKAP3', 'AKAP4', 'AKAP5', 'AKAP6', 'AKAP7', 'AKAP8', 'AKAP8L', 'AKAP9', 'AKIP1', 'AKIRIN1', 'AKIRIN2', 'AKNA', 'AKNAD1', 'AKR1A1', 'AKR1B1', 'AKR1B10', 'AKR1B15', 'AKR1C1', 'AKR1C2', 'AKR1C3', 'AKR1C4', 'AKR1C6P', 'AKR1C8P', 'AKR1D1', 'AKR1E2', 'AKR7A2', 'AKR7A2P1', 'AKR7A3', 'AKR7L', 'AKT1', 'AKT1S1', 'AKT2', 'AKT3', 'AKTIP', 'ALAD', 'ALAS1', 'ALAS2', 'ALB', 'ALCAM', 'ALDH16A1', 'ALDH18A1', 'ALDH1A1', 'ALDH1A2', 'ALDH1A3', 'ALDH1B1', 'ALDH1L1', 'ALDH1L2', 'ALDH2', 'ALDH3A1', 'ALDH3A2', 'ALDH3B1', 'ALDH3B2', 'ALDH4A1', 'ALDH5A1', 'ALDH6A1', 'ALDH7A1', 'ALDH8A1', 'ALDH9A1', 'ALDOA', 'ALDOB', 'ALDOC', 'ALG1', 'ALG10', 'ALG10B', 'ALG11', 'ALG12', 'ALG13', 'ALG14', 'ALG1L', 'ALG1L2', 'ALG2', 'ALG3', 'ALG5', 'ALG6', 'ALG8', 'ALG9', 'ALK', 'ALKBH1', 'ALKBH2', 'ALKBH3', 'ALKBH4', 'ALKBH5', 'ALKBH6', 'ALKBH7', 'ALKBH8', 'ALLC', 'ALMS1', 'ALMS1P1', 'ALOX12', 'ALOX12B', 'ALOX12P2', 'ALOX15', 'ALOX15B', 'ALOX5', 'ALOX5AP', 'ALOXE3', 'ALPI', 'ALPK1', 'ALPK2', 'ALPK3', 'ALPL', 'ALPP', 'ALPPL2', 'ALS2', 'ALS2CL', 'ALS2CR11', 'ALS2CR12', 'ALX1', 'ALX3', 'ALX4', 'ALYREF', 'AMACR', 'AMBN', 'AMBP', 'AMBRA1', 'AMD1', 'AMDHD1', 'AMDHD2', 'AMELX', 'AMELY', 'AMER1', 'AMER2', 'AMER3', 'AMFR', 'AMH', 'AMHR2', 'AMIGO1', 'AMIGO2', 'AMIGO3', 'AMMECR1', 'AMMECR1L', 'AMN', 'AMN1', 'AMOT', 'AMOTL1', 'AMOTL2', 'AMPD1', 'AMPD2', 'AMPD3', 'AMPH', 'AMT', 'AMTN', 'AMY1A', 'AMY2A', 'AMY2B', 'AMZ1', 'AMZ2', 'AMZ2P1', 'ANAPC1', 'ANAPC10', 'ANAPC11', 'ANAPC13', 'ANAPC15', 'ANAPC16', 'ANAPC2', 'ANAPC4', 'ANAPC5', 'ANAPC7', 'ANG', 'ANGEL1', 'ANGEL2', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'ANGPTL1', 'ANGPTL2', 'ANGPTL3', 'ANGPTL4', 'ANGPTL5', 'ANGPTL6', 'ANGPTL7', 'ANGPTL8', 'ANK1', 'ANK2', 'ANK3', 'ANKAR', 'ANKDD1A', 'ANKEF1', 'ANKFN1', 'ANKFY1', 'ANKH', 'ANKHD1', 'ANKHD1-EIF4EBP3', 'ANKIB1', 'ANKK1', 'ANKLE1', 'ANKLE2', 'ANKMY1', 'ANKMY2', 'ANKRA2', 'ANKRD1', 'ANKRD10', 'ANKRD11', 'ANKRD12', 'ANKRD13A', 'ANKRD13B', 'ANKRD13C', 'ANKRD13D', 'ANKRD16', 'ANKRD17', 'ANKRD18DP', 'ANKRD19P', 'ANKRD2', 'ANKRD20A11P', 'ANKRD20A20P', 'ANKRD20A3', 'ANKRD20A4', 'ANKRD20A8P', 'ANKRD20A9P', 'ANKRD22', 'ANKRD23', 'ANKRD24', 'ANKRD26', 'ANKRD26P1', 'ANKRD26P3', 'ANKRD27', 'ANKRD28', 'ANKRD29', 'ANKRD30A', 'ANKRD30B', 'ANKRD30BL', 'ANKRD30BP2', 'ANKRD31', 'ANKRD33', 'ANKRD34A', 'ANKRD34B', 'ANKRD34C', 'ANKRD35', 'ANKRD36', 'ANKRD36B', 'ANKRD36BP1', 'ANKRD36BP2', 'ANKRD37', 'ANKRD39', 'ANKRD40', 'ANKRD42', 'ANKRD44', 'ANKRD45', 'ANKRD46', 'ANKRD49', 'ANKRD50', 'ANKRD52', 'ANKRD53', 'ANKRD54', 'ANKRD55', 'ANKRD6', 'ANKRD65', 'ANKRD66', 'ANKRD7', 'ANKRD9', 'ANKS1A', 'ANKS1B', 'ANKS3', 'ANKS4B', 'ANKS6', 'ANKUB1', 'ANKZF1', 'ANLN', 'ANO1', 'ANO10', 'ANO2', 'ANO3', 'ANO4', 'ANO5', 'ANO6', 'ANO7', 'ANO8', 'ANO9', 'ANOS1', 'ANP32A', 'ANP32A-IT1', 'ANP32AP1', 'ANP32B', 'ANP32C', 'ANP32D', 'ANP32E', 'ANPEP', 'ANTXR1', 'ANTXR2', 'ANTXRL', 'ANXA1', 'ANXA10', 'ANXA11', 'ANXA13', 'ANXA2', 'ANXA2P1', 'ANXA2P2', 'ANXA2P3', 'ANXA2R', 'ANXA3', 'ANXA4', 'ANXA5', 'ANXA6', 'ANXA7', 'ANXA8', 'ANXA8L1', 'ANXA9', 'AOAH', 'AOC1', 'AOC2', 'AOC3', 'AOC4P', 'AOX1', 'AOX2P', 'AP1AR', 'AP1B1', 'AP1G1', 'AP1G2', 'AP1M1', 'AP1M2', 'AP1S1', 'AP1S2', 'AP1S3', 'AP2A1', 'AP2A2', 'AP2B1', 'AP2M1', 'AP2S1', 'AP3B1', 'AP3B2', 'AP3D1', 'AP3M1', 'AP3M2', 'AP3S1', 'AP3S2', 'AP4B1', 'AP4E1', 'AP4M1', 'AP4S1', 'AP5B1', 'AP5M1', 'AP5S1', 'AP5Z1', 'APAF1', 'APBA1', 'APBA2', 'APBA3', 'APBB1', 'APBB1IP', 'APBB2', 'APBB3', 'APC', 'APC2', 'APCDD1', 'APCDD1L', 'APCS', 'APEH', 'APEX1', 'APEX2', 'APH1A', 'APH1B', 'API5', 'APIP', 'APLF', 'APLN', 'APLNR', 'APLP1', 'APLP2', 'APMAP', 'APOA1', 'APOA2', 'APOA4', 'APOB', 'APOBEC1', 'APOBEC2', 'APOBEC3A', 'APOBEC3B', 'APOBEC3C', 'APOBEC3D', 'APOBEC3F', 'APOBEC3G', 'APOBEC3H', 'APOBEC4', 'APOBR', 'APOC1', 'APOC1P1', 'APOC2', 'APOC3', 'APOC4', 'APOD', 'APOE', 'APOF', 'APOH', 'APOL1', 'APOL2', 'APOL3', 'APOL4', 'APOL5', 'APOL6', 'APOLD1', 'APOM', 'APOO', 'APOOL', 'APOPT1', 'APP', 'APPBP2', 'APPL1', 'APPL2', 'APRT', 'APTX', 'AQP1', 'AQP10', 'AQP11', 'AQP12A', 'AQP12B', 'AQP2', 'AQP3', 'AQP4', 'AQP4-AS1', 'AQP5', 'AQP6', 'AQP7', 'AQP7P1', 'AQP7P3', 'AQP8', 'AQP9', 'AQR', 'AR', 'ARAF', 'ARAP1', 'ARAP2', 'ARAP3', 'ARC', 'ARCN1', 'AREG', 'AREL1', 'ARF1', 'ARF3', 'ARF4', 'ARF5', 'ARF6', 'ARFGAP1', 'ARFGAP2', 'ARFGAP3', 'ARFGEF1', 'ARFGEF2', 'ARFGEF3', 'ARFIP1', 'ARFIP2', 'ARFRP1', 'ARG1', 'ARG2', 'ARGFX', 'ARGFXP2', 'ARGLU1', 'ARHGAP1', 'ARHGAP10', 'ARHGAP11A', 'ARHGAP11B', 'ARHGAP12', 'ARHGAP15', 'ARHGAP17', 'ARHGAP18', 'ARHGAP19', 'ARHGAP20', 'ARHGAP21', 'ARHGAP22', 'ARHGAP23', 'ARHGAP24', 'ARHGAP25', 'ARHGAP26', 'ARHGAP27', 'ARHGAP28', 'ARHGAP29', 'ARHGAP30', 'ARHGAP31', 'ARHGAP32', 'ARHGAP33', 'ARHGAP35', 'ARHGAP36', 'ARHGAP39', 'ARHGAP4', 'ARHGAP42', 'ARHGAP44', 'ARHGAP45', 'ARHGAP5', 'ARHGAP5-AS1', 'ARHGAP6', 'ARHGAP8', 'ARHGAP9', 'ARHGDIA', 'ARHGDIB', 'ARHGDIG', 'ARHGEF1', 'ARHGEF10', 'ARHGEF10L', 'ARHGEF11', 'ARHGEF12', 'ARHGEF15', 'ARHGEF16', 'ARHGEF17', 'ARHGEF18', 'ARHGEF19', 'ARHGEF2', 'ARHGEF25', 'ARHGEF26', 'ARHGEF28', 'ARHGEF3', 'ARHGEF33', 'ARHGEF35', 'ARHGEF37', 'ARHGEF38', 'ARHGEF39', 'ARHGEF4', 'ARHGEF40', 'ARHGEF5', 'ARHGEF6', 'ARHGEF7', 'ARHGEF9', 'ARID1A', 'ARID1B', 'ARID2', 'ARID3A', 'ARID3B', 'ARID3C', 'ARID4A', 'ARID4B', 'ARID5A', 'ARID5B', 'ARIH1', 'ARIH2', 'ARIH2OS', 'ARL1', 'ARL10', 'ARL11', 'ARL13A', 'ARL13B', 'ARL14', 'ARL14EP', 'ARL15', 'ARL16', 'ARL17A', 'ARL2', 'ARL2BP', 'ARL3', 'ARL4A', 'ARL4C', 'ARL4D', 'ARL5A', 'ARL5B', 'ARL5C', 'ARL6', 'ARL6IP1', 'ARL6IP4', 'ARL6IP5', 'ARL6IP6', 'ARL8A', 'ARL8B', 'ARL9', 'ARMC1', 'ARMC10', 'ARMC12', 'ARMC2', 'ARMC3', 'ARMC4', 'ARMC5', 'ARMC6', 'ARMC7', 'ARMC8', 'ARMC9', 'ARMCX1', 'ARMCX2', 'ARMCX3', 'ARMCX5', 'ARMCX6', 'ARMS2', 'ARMT1', 'ARNT2', 'ARNTL', 'ARNTL2', 'ARPC1A', 'ARPC1B', 'ARPC2', 'ARPC3', 'ARPC4', 'ARPC5', 'ARPC5L', 'ARPIN', 'ARPP19', 'ARPP21', 'ARR3', 'ARRB1', 'ARRB2', 'ARRDC1', 'ARRDC1-AS1', 'ARRDC2', 'ARRDC3', 'ARRDC3-AS1', 'ARRDC4', 'ARRDC5', 'ARSA', 'ARSB', 'ARSD', 'ARSE', 'ARSF', 'ARSG', 'ARSH', 'ARSI', 'ARSJ', 'ARSK', 'ART1', 'ART3', 'ART4', 'ART5', 'ARTN', 'ARV1', 'ARVCF', 'ARX', 'AS3MT', 'ASAH1', 'ASAH2', 'ASAH2B', 'ASAP1', 'ASAP1-IT1', 'ASAP2', 'ASAP3', 'ASB1', 'ASB10', 'ASB12', 'ASB13', 'ASB14', 'ASB15', 'ASB16', 'ASB16-AS1', 'ASB17', 'ASB18', 'ASB2', 'ASB3', 'ASB4', 'ASB5', 'ASB6', 'ASB7', 'ASB8', 'ASB9', 'ASCC1', 'ASCC2', 'ASCC3', 'ASCL1', 'ASCL2', 'ASCL3', 'ASCL4', 'ASF1A', 'ASF1B', 'ASGR1', 'ASGR2', 'ASH1L', 'ASH1L-AS1', 'ASH2L', 'ASIC1', 'ASIC2', 'ASIC3', 'ASIC4', 'ASIC5', 'ASIP', 'ASL', 'ASMT', 'ASMTL', 'ASMTL-AS1', 'ASNA1', 'ASNS', 'ASNSD1', 'ASPA', 'ASPDH', 'ASPG', 'ASPH', 'ASPHD1', 'ASPHD2', 'ASPM', 'ASPN', 'ASPRV1', 'ASPSCR1', 'ASRGL1', 'ASS1', 'ASTE1', 'ASTL', 'ASTN1', 'ASTN2', 'ASUN', 'ASXL1', 'ASXL2', 'ASXL3', 'ASZ1', 'ATAD1', 'ATAD2', 'ATAD2B', 'ATAD3A', 'ATAD3B', 'ATAD3C', 'ATAD5', 'ATAT1', 'ATCAY', 'ATE1', 'ATF1', 'ATF2', 'ATF3', 'ATF4', 'ATF5', 'ATF6', 'ATF6B', 'ATF7', 'ATF7IP', 'ATF7IP2', 'ATG10', 'ATG101', 'ATG12', 'ATG13', 'ATG14', 'ATG16L1', 'ATG16L2', 'ATG2A', 'ATG2B', 'ATG3', 'ATG4A', 'ATG4B', 'ATG4C', 'ATG4D', 'ATG5', 'ATG7', 'ATG9A', 'ATG9B', 'ATIC', 'ATL1', 'ATL2', 'ATL3', 'ATM', 'ATMIN', 'ATN1', 'ATOH1', 'ATOH7', 'ATOH8', 'ATOX1', 'ATP10A', 'ATP10B', 'ATP10D', 'ATP11A', 'ATP11AUN', 'ATP11B', 'ATP11C', 'ATP12A', 'ATP13A1', 'ATP13A2', 'ATP13A3', 'ATP13A4', 'ATP13A5', 'ATP1A1', 'ATP1A1-AS1', 'ATP1A2', 'ATP1A3', 'ATP1A4', 'ATP1B1', 'ATP1B2', 'ATP1B3', 'ATP1B4', 'ATP23', 'ATP2A1', 'ATP2A2', 'ATP2A3', 'ATP2B1', 'ATP2B2', 'ATP2B3', 'ATP2B4', 'ATP2C1', 'ATP2C2', 'ATP4A', 'ATP4B', 'ATP5A1', 'ATP5B', 'ATP5C1', 'ATP5D', 'ATP5E', 'ATP5EP2', 'ATP5F1', 'ATP5G1', 'ATP5G2', 'ATP5G3', 'ATP5H', 'ATP5I', 'ATP5J', 'ATP5J2', 'ATP5L', 'ATP5L2', 'ATP5O', 'ATP5S', 'ATP5SL', 'ATP6AP1', 'ATP6AP1L', 'ATP6AP2', 'ATP6V0A1', 'ATP6V0A2', 'ATP6V0A4', 'ATP6V0B', 'ATP6V0C', 'ATP6V0D1', 'ATP6V0D2', 'ATP6V0E1', 'ATP6V0E2', 'ATP6V0E2-AS1', 'ATP6V1A', 'ATP6V1B1', 'ATP6V1B2', 'ATP6V1C1', 'ATP6V1C2', 'ATP6V1D', 'ATP6V1E1', 'ATP6V1E2', 'ATP6V1F', 'ATP6V1G1', 'ATP6V1G2', 'ATP6V1G3', 'ATP6V1H', 'ATP7A', 'ATP7B', 'ATP8A1', 'ATP8A2', 'ATP8B1', 'ATP8B2', 'ATP8B3', 'ATP8B4', 'ATP8B5P', 'ATP9A', 'ATP9B', 'ATPAF1', 'ATPAF2', 'ATPIF1', 'ATR', 'ATRAID', 'ATRIP', 'ATRN', 'ATRNL1', 'ATRX', 'ATXN1', 'ATXN10', 'ATXN1L', 'ATXN2', 'ATXN2L', 'ATXN3', 'ATXN3L', 'ATXN7', 'ATXN7L1', 'ATXN7L2', 'ATXN7L3', 'ATXN7L3B', 'ATXN8OS', 'AUH', 'AUNIP', 'AUP1', 'AURKA', 'AURKAIP1', 'AURKAPS1', 'AURKB', 'AURKC', 'AUTS2', 'AVEN', 'AVIL', 'AVL9', 'AVP', 'AVPI1', 'AVPR1A', 'AVPR1B', 'AWAT1', 'AWAT2', 'AXDND1', 'AXIN1', 'AXIN2', 'AXL', 'AZGP1', 'AZI2', 'AZIN1', 'AZIN2', 'AZU1', 'B2M', 'B3GALNT1', 'B3GALNT2', 'B3GALT1', 'B3GALT2', 'B3GALT4', 'B3GALT5', 'B3GALT5-AS1', 'B3GALT6', 'B3GAT1', 'B3GAT2', 'B3GAT3', 'B3GLCT', 'B3GNT2', 'B3GNT3', 'B3GNT4', 'B3GNT5', 'B3GNT6', 'B3GNT7', 'B3GNT8', 'B3GNT9', 'B3GNTL1', 'B4GALNT1', 'B4GALNT2', 'B4GALNT3', 'B4GALNT4', 'B4GALT1', 'B4GALT2', 'B4GALT3', 'B4GALT4', 'B4GALT5', 'B4GALT6', 'B4GALT7', 'B4GAT1', 'B9D1', 'B9D2', 'BAALC', 'BAALC-AS2', 'BAAT', 'BABAM1', 'BACE1', 'BACE2', 'BACH1', 'BACH2', 'BAD', 'BAG1', 'BAG2', 'BAG3', 'BAG4', 'BAG5', 'BAG6', 'BAGE', 'BAGE2', 'BAHCC1', 'BAHD1', 'BAIAP2', 'BAIAP2-AS1', 'BAIAP2L1', 'BAIAP2L2', 'BAIAP3', 'BAK1', 'BAMBI', 'BANF1', 'BANF2', 'BANK1', 'BANP', 'BAP1', 'BARD1', 'BARHL1', 'BARHL2', 'BARX1', 'BARX2', 'BASP1', 'BATF', 'BATF2', 'BATF3', 'BAX', 'BAZ1A', 'BAZ1B', 'BAZ2A', 'BAZ2B', 'BBC3', 'BBIP1', 'BBOF1', 'BBOX1', 'BBS1', 'BBS10', 'BBS12', 'BBS2', 'BBS4', 'BBS5', 'BBS9', 'BBX', 'BCAM', 'BCAN', 'BCAP29', 'BCAP31', 'BCAR1', 'BCAR3', 'BCAR4', 'BCAS1', 'BCAS2', 'BCAS3', 'BCAS4', 'BCAT1', 'BCAT2', 'BCCIP', 'BCDIN3D', 'BCDIN3D-AS1', 'BCHE', 'BCKDHA', 'BCKDHB', 'BCKDK', 'BCL10', 'BCL11A', 'BCL11B', 'BCL2', 'BCL2A1', 'BCL2L1', 'BCL2L10', 'BCL2L11', 'BCL2L12', 'BCL2L13', 'BCL2L14', 'BCL2L15', 'BCL2L2', 'BCL3', 'BCL6', 'BCL6B', 'BCL7A', 'BCL7B', 'BCL7C', 'BCL9', 'BCL9L', 'BCLAF1', 'BCO1', 'BCO2', 'BCOR', 'BCORL1', 'BCORP1', 'BCR', 'BCRP3', 'BCS1L', 'BCYRN1', 'BDH1', 'BDH2', 'BDKRB1', 'BDKRB2', 'BDNF', 'BDNF-AS', 'BDP1', 'BEAN1', 'BECN1', 'BEGAIN', 'BEND2', 'BEND3', 'BEND3P3', 'BEND4', 'BEND5', 'BEND6', 'BEND7', 'BEST1', 'BEST2', 'BEST3', 'BEST4', 'BET1', 'BET1L', 'BET1P1', 'BEX1', 'BEX2', 'BEX3', 'BEX4', 'BEX5', 'BFAR', 'BFSP1', 'BFSP2', 'BGLAP', 'BGN', 'BHLHA15', 'BHLHB9', 'BHLHE22', 'BHLHE23', 'BHLHE40', 'BHLHE41', 'BHMT', 'BHMT2', 'BICC1', 'BICD1', 'BICD2', 'BICDL1', 'BICDL2', 'BIK', 'BIN1', 'BIN2', 'BIN3', 'BIN3-IT1', 'BIRC2', 'BIRC3', 'BIRC5', 'BIRC6', 'BIRC7', 'BIRC8', 'BIVM', 'BLCAP', 'BLID', 'BLK', 'BLM', 'BLMH', 'BLNK', 'BLOC1S1', 'BLOC1S2', 'BLOC1S3', 'BLOC1S4', 'BLOC1S5', 'BLOC1S6', 'BLVRA', 'BLVRB', 'BLZF1', 'BMF', 'BMI1', 'BMP1', 'BMP10', 'BMP15', 'BMP2', 'BMP2K', 'BMP3', 'BMP4', 'BMP5', 'BMP6', 'BMP7', 'BMP8A', 'BMP8B', 'BMPER', 'BMPR1A', 'BMPR1B', 'BMPR2', 'BMS1', 'BMS1P20', 'BMS1P4', 'BMS1P5', 'BMS1P6', 'BMT2', 'BMX', 'BNC1', 'BNC2', 'BNIP1', 'BNIP2', 'BNIP3', 'BNIP3L', 'BNIPL', 'BOC', 'BOD1', 'BOD1L1', 'BOK', 'BOLA1', 'BOLA2', 'BOLA3', 'BOLL', 'BOP1', 'BORA', 'BORCS5', 'BORCS6', 'BORCS7', 'BORCS8', 'BORCS8-MEF2B', 'BPESC1', 'BPGM', 'BPHL', 'BPI', 'BPIFA1', 'BPIFA2', 'BPIFA3', 'BPIFA4P', 'BPIFB1', 'BPIFB2', 'BPIFB3', 'BPIFB4', 'BPIFB6', 'BPIFC', 'BPNT1', 'BPTF', 'BPY2', 'BRAF', 'BRAP', 'BRAT1', 'BRCA1', 'BRCA2', 'BRCC3', 'BRD1', 'BRD2', 'BRD3', 'BRD4', 'BRD7', 'BRD7P3', 'BRD8', 'BRD9', 'BRDT', 'BRDTP1', 'BRE', 'BRE-AS1', 'BRF1', 'BRF2', 'BRI3', 'BRI3BP', 'BRICD5', 'BRINP1', 'BRINP2', 'BRINP3', 'BRIP1', 'BRIX1', 'BRK1', 'BRMS1', 'BRMS1L', 'BROX', 'BRPF1', 'BRPF3', 'BRS3', 'BRSK1', 'BRSK2', 'BRWD1', 'BRWD3', 'BSCL2', 'BSDC1', 'BSG', 'BSN', 'BSND', 'BSPH1', 'BSPRY', 'BST1', 'BST2', 'BSX', 'BTAF1', 'BTBD1', 'BTBD10', 'BTBD11', 'BTBD16', 'BTBD17', 'BTBD18', 'BTBD19', 'BTBD2', 'BTBD3', 'BTBD6', 'BTBD7', 'BTBD8', 'BTBD9', 'BTC', 'BTD', 'BTF3', 'BTF3L4', 'BTF3P11', 'BTG1', 'BTG2', 'BTG3', 'BTG4', 'BTK', 'BTLA', 'BTN1A1', 'BTN2A1', 'BTN2A2', 'BTN2A3P', 'BTN3A2', 'BTN3A3', 'BTNL2', 'BTNL3', 'BTNL8', 'BTNL9', 'BTRC', 'BUB1', 'BUB1B', 'BUB3', 'BUD13', 'BUD31', 'BVES', 'BYSL', 'BZW1', 'BZW2', 'C10orf10', 'C10orf105', 'C10orf107', 'C10orf11', 'C10orf111', 'C10orf113', 'C10orf12', 'C10orf120', 'C10orf128', 'C10orf131', 'C10orf2', 'C10orf25', 'C10orf35', 'C10orf53', 'C10orf54', 'C10orf55', 'C10orf62', 'C10orf67', 'C10orf71', 'C10orf76', 'C10orf82', 'C10orf88', 'C10orf90', 'C10orf91', 'C10orf95', 'C10orf99', 'C11orf1', 'C11orf16', 'C11orf21', 'C11orf24', 'C11orf31', 'C11orf40', 'C11orf42', 'C11orf45', 'C11orf49', 'C11orf52', 'C11orf53', 'C11orf54', 'C11orf57', 'C11orf58', 'C11orf63', 'C11orf65', 'C11orf68', 'C11orf70', 'C11orf71', 'C11orf74', 'C11orf80', 'C11orf84', 'C11orf86', 'C11orf87', 'C11orf88', 'C11orf94', 'C11orf95', 'C11orf96', 'C12orf10', 'C12orf29', 'C12orf4', 'C12orf40', 'C12orf42', 'C12orf43', 'C12orf45', 'C12orf49', 'C12orf50', 'C12orf54', 'C12orf56', 'C12orf57', 'C12orf60', 'C12orf65', 'C12orf66', 'C12orf71', 'C12orf73', 'C12orf74', 'C12orf75', 'C12orf76', 'C12orf77', 'C14orf1', 'C14orf105', 'C14orf119', 'C14orf132', 'C14orf159', 'C14orf166', 'C14orf169', 'C14orf177', 'C14orf178', 'C14orf180', 'C14orf2', 'C14orf28', 'C14orf37', 'C14orf39', 'C14orf79', 'C14orf80', 'C14orf93', 'C15orf32', 'C15orf39', 'C15orf40', 'C15orf41', 'C15orf48', 'C15orf52', 'C15orf53', 'C15orf54', 'C15orf56', 'C15orf57', 'C15orf59', 'C15orf61', 'C15orf62', 'C16orf45', 'C16orf46', 'C16orf52', 'C16orf54', 'C16orf58', 'C16orf59', 'C16orf62', 'C16orf70', 'C16orf71', 'C16orf72', 'C16orf74', 'C16orf78', 'C16orf82', 'C16orf86', 'C16orf87', 'C16orf89', 'C16orf90', 'C16orf91', 'C16orf92', 'C16orf96', 'C17orf100', 'C17orf102', 'C17orf105', 'C17orf107', 'C17orf47', 'C17orf49', 'C17orf50', 'C17orf51', 'C17orf53', 'C17orf58', 'C17orf62', 'C17orf64', 'C17orf67', 'C17orf74', 'C17orf75', 'C17orf77', 'C17orf78', 'C17orf80', 'C17orf82', 'C17orf96', 'C17orf97', 'C17orf98', 'C17orf99', 'C18orf21', 'C18orf25', 'C18orf32', 'C18orf54', 'C18orf8', 'C19orf12', 'C19orf18', 'C19orf24', 'C19orf25', 'C19orf33', 'C19orf35', 'C19orf38', 'C19orf43', 'C19orf44', 'C19orf45', 'C19orf47', 'C19orf48', 'C19orf52', 'C19orf53', 'C19orf54', 'C19orf57', 'C19orf60', 'C19orf66', 'C19orf70', 'C19orf71', 'C19orf73', 'C1D', 'C1GALT1', 'C1GALT1C1', 'C1GALT1C1L', 'C1orf100', 'C1orf101', 'C1orf105', 'C1orf106', 'C1orf109', 'C1orf111', 'C1orf112', 'C1orf115', 'C1orf116', 'C1orf122', 'C1orf123', 'C1orf127', 'C1orf131', 'C1orf141', 'C1orf146', 'C1orf158', 'C1orf159', 'C1orf162', 'C1orf168', 'C1orf174', 'C1orf185', 'C1orf186', 'C1orf189', 'C1orf194', 'C1orf198', 'C1orf204', 'C1orf21', 'C1orf210', 'C1orf216', 'C1orf220', 'C1orf226', 'C1orf228', 'C1orf229', 'C1orf27', 'C1orf35', 'C1orf43', 'C1orf50', 'C1orf52', 'C1orf53', 'C1orf54', 'C1orf56', 'C1orf61', 'C1orf64', 'C1orf68', 'C1orf74', 'C1orf87', 'C1orf94', 'C1QA', 'C1QB', 'C1QBP', 'C1QC', 'C1QL1', 'C1QL2', 'C1QL3', 'C1QL4', 'C1QTNF1', 'C1QTNF2', 'C1QTNF3', 'C1QTNF4', 'C1QTNF6', 'C1QTNF7', 'C1QTNF8', 'C1QTNF9', 'C1QTNF9B', 'C1QTNF9B-AS1', 'C1R', 'C1RL', 'C1RL-AS1', 'C1S', 'C2', 'C20orf141', 'C20orf144', 'C20orf166-AS1', 'C20orf173', 'C20orf194', 'C20orf196', 'C20orf197', 'C20orf202', 'C20orf203', 'C20orf24', 'C20orf27', 'C20orf85', 'C20orf96', 'C21orf2', 'C21orf33', 'C21orf58', 'C21orf59', 'C21orf62', 'C21orf62-AS1', 'C21orf91', 'C22orf15', 'C22orf23', 'C22orf24', 'C22orf29', 'C22orf31', 'C22orf34', 'C22orf39', 'C22orf42', 'C22orf46', 'C2CD2', 'C2CD2L', 'C2CD3', 'C2CD4A', 'C2CD4B', 'C2CD4C', 'C2CD4D', 'C2CD5', 'C2orf15', 'C2orf16', 'C2orf27A', 'C2orf27B', 'C2orf40', 'C2orf42', 'C2orf47', 'C2orf48', 'C2orf49', 'C2orf50', 'C2orf54', 'C2orf57', 'C2orf61', 'C2orf66', 'C2orf68', 'C2orf69', 'C2orf70', 'C2orf71', 'C2orf72', 'C2orf73', 'C2orf74', 'C2orf76', 'C2orf78', 'C2orf80', 'C2orf81', 'C2orf82', 'C2orf83', 'C2orf88', 'C3', 'C3AR1', 'C3orf14', 'C3orf18', 'C3orf20', 'C3orf22', 'C3orf30', 'C3orf33', 'C3orf35', 'C3orf36', 'C3orf38', 'C3orf49', 'C3orf52', 'C3orf58', 'C3orf62', 'C3orf67', 'C3orf70', 'C3orf79', 'C3orf84', 'C3P1', 'C4A', 'C4BPA', 'C4BPB', 'C4orf17', 'C4orf19', 'C4orf22', 'C4orf26', 'C4orf3', 'C4orf32', 'C4orf33', 'C4orf36', 'C4orf45', 'C4orf46', 'C4orf47', 'C4orf48', 'C4orf50', 'C4orf51', 'C5', 'C5AR1', 'C5AR2', 'C5orf15', 'C5orf22', 'C5orf24', 'C5orf30', 'C5orf34', 'C5orf38', 'C5orf42', 'C5orf45', 'C5orf46', 'C5orf47', 'C5orf49', 'C5orf51', 'C5orf52', 'C5orf56', 'C5orf58', 'C5orf60', 'C5orf63', 'C5orf64', 'C6', 'C6orf1', 'C6orf10', 'C6orf106', 'C6orf118', 'C6orf120', 'C6orf132', 'C6orf136', 'C6orf141', 'C6orf15', 'C6orf163', 'C6orf201', 'C6orf203', 'C6orf222', 'C6orf223', 'C6orf226', 'C6orf25', 'C6orf47', 'C6orf48', 'C6orf52', 'C6orf58', 'C6orf62', 'C6orf89', 'C7', 'C7orf25', 'C7orf26', 'C7orf31', 'C7orf33', 'C7orf34', 'C7orf43', 'C7orf49', 'C7orf50', 'C7orf57', 'C7orf61', 'C7orf62', 'C7orf65', 'C7orf66', 'C7orf69', 'C7orf71', 'C7orf72', 'C7orf73', 'C8A', 'C8B', 'C8G', 'C8orf22', 'C8orf31', 'C8orf33', 'C8orf34', 'C8orf37', 'C8orf4', 'C8orf44', 'C8orf46', 'C8orf48', 'C8orf58', 'C8orf59', 'C8orf74', 'C8orf76', 'C8orf82', 'C8orf86', 'C9', 'C9orf106', 'C9orf116', 'C9orf129', 'C9orf131', 'C9orf135', 'C9orf139', 'C9orf142', 'C9orf152', 'C9orf153', 'C9orf16', 'C9orf163', 'C9orf170', 'C9orf172', 'C9orf24', 'C9orf3', 'C9orf40', 'C9orf43', 'C9orf47', 'C9orf50', 'C9orf57', 'C9orf64', 'C9orf66', 'C9orf69', 'C9orf72', 'C9orf78', 'C9orf84', 'C9orf85', 'CA1', 'CA10', 'CA11', 'CA12', 'CA13', 'CA14', 'CA2', 'CA3', 'CA4', 'CA5A', 'CA5B', 'CA5BP1', 'CA6', 'CA7', 'CA8', 'CA9', 'CAAP1', 'CAB39', 'CAB39L', 'CABIN1', 'CABLES1', 'CABLES2', 'CABP1', 'CABP2', 'CABP4', 'CABP5', 'CABP7', 'CABS1', 'CABYR', 'CACFD1', 'CACHD1', 'CACNA1A', 'CACNA1B', 'CACNA1C', 'CACNA1D', 'CACNA1E', 'CACNA1F', 'CACNA1G', 'CACNA1H', 'CACNA1I', 'CACNA1S', 'CACNA2D1', 'CACNA2D2', 'CACNA2D3', 'CACNA2D4', 'CACNB1', 'CACNB2', 'CACNB3', 'CACNB4', 'CACNG1', 'CACNG2', 'CACNG3', 'CACNG4', 'CACNG5', 'CACNG7', 'CACNG8', 'CACTIN', 'CACUL1', 'CACYBP', 'CAD', 'CADM1', 'CADM2', 'CADM3', 'CADM4', 'CADPS', 'CADPS2', 'CAGE1', 'CALB1', 'CALB2', 'CALCA', 'CALCB', 'CALCOCO1', 'CALCOCO2', 'CALCR', 'CALCRL', 'CALD1', 'CALHM1', 'CALHM2', 'CALHM3', 'CALM1', 'CALM2', 'CALM3', 'CALML3', 'CALML4', 'CALML5', 'CALML6', 'CALN1', 'CALR', 'CALR3', 'CALU', 'CALY', 'CAMK1', 'CAMK1D', 'CAMK1G', 'CAMK2A', 'CAMK2B', 'CAMK2D', 'CAMK2G', 'CAMK2N1', 'CAMK2N2', 'CAMK4', 'CAMKK1', 'CAMKK2', 'CAMKMT', 'CAMKV', 'CAMLG', 'CAMP', 'CAMSAP1', 'CAMSAP2', 'CAMSAP3', 'CAMTA1', 'CAMTA2', 'CAND1', 'CAND2', 'CANT1', 'CANX', 'CAP1', 'CAP2', 'CAPG', 'CAPN1', 'CAPN10', 'CAPN11', 'CAPN12', 'CAPN13', 'CAPN14', 'CAPN15', 'CAPN2', 'CAPN3', 'CAPN5', 'CAPN6', 'CAPN7', 'CAPN8', 'CAPN9', 'CAPNS1', 'CAPNS2', 'CAPRIN1', 'CAPRIN2', 'CAPS', 'CAPS2', 'CAPSL', 'CAPZA1', 'CAPZA2', 'CAPZA3', 'CAPZB', 'CARD10', 'CARD11', 'CARD14', 'CARD16', 'CARD17', 'CARD18', 'CARD19', 'CARD6', 'CARD8', 'CARD9', 'CARF', 'CARHSP1', 'CARM1', 'CARMIL1', 'CARMIL2', 'CARMIL3', 'CARMN', 'CARNMT1', 'CARNS1', 'CARS', 'CARS2', 'CARTPT', 'CASC1', 'CASC10', 'CASC15', 'CASC2', 'CASC3', 'CASC4', 'CASC8', 'CASD1', 'CASK', 'CASKIN1', 'CASKIN2', 'CASP1', 'CASP10', 'CASP14', 'CASP2', 'CASP3', 'CASP4', 'CASP5', 'CASP6', 'CASP7', 'CASP8', 'CASP8AP2', 'CASP9', 'CASQ1', 'CASQ2', 'CASR', 'CASS4', 'CAST', 'CASZ1', 'CAT', 'CATIP', 'CATSPER1', 'CATSPER2', 'CATSPER2P1', 'CATSPER3', 'CATSPER4', 'CATSPERB', 'CATSPERD', 'CATSPERG', 'CAV1', 'CAV2', 'CAV3', 'CBARP', 'CBFA2T2', 'CBFA2T3', 'CBFB', 'CBL', 'CBLB', 'CBLC', 'CBLL1', 'CBLN1', 'CBLN2', 'CBLN3', 'CBLN4', 'CBR1', 'CBR3', 'CBR4', 'CBS', 'CBWD1', 'CBWD2', 'CBWD3', 'CBWD5', 'CBWD6', 'CBX1', 'CBX2', 'CBX3', 'CBX4', 'CBX5', 'CBX6', 'CBX7', 'CBX8', 'CBY1', 'CC2D1A', 'CC2D1B', 'CC2D2A', 'CC2D2B', 'CCAR1', 'CCAR2', 'CCBE1', 'CCDC102A', 'CCDC102B', 'CCDC103', 'CCDC105', 'CCDC106', 'CCDC107', 'CCDC110', 'CCDC112', 'CCDC113', 'CCDC114', 'CCDC115', 'CCDC116', 'CCDC117', 'CCDC12', 'CCDC120', 'CCDC121', 'CCDC122', 'CCDC124', 'CCDC125', 'CCDC126', 'CCDC127', 'CCDC129', 'CCDC13', 'CCDC130', 'CCDC134', 'CCDC136', 'CCDC137', 'CCDC138', 'CCDC14', 'CCDC140', 'CCDC141', 'CCDC142', 'CCDC144A', 'CCDC144B', 'CCDC144CP', 'CCDC144NL', 'CCDC146', 'CCDC148', 'CCDC149', 'CCDC15', 'CCDC150', 'CCDC151', 'CCDC152', 'CCDC153', 'CCDC154', 'CCDC155', 'CCDC157', 'CCDC158', 'CCDC159', 'CCDC160', 'CCDC163', 'CCDC166', 'CCDC167', 'CCDC168', 'CCDC169', 'CCDC17', 'CCDC170', 'CCDC171', 'CCDC172', 'CCDC173', 'CCDC174', 'CCDC177', 'CCDC178', 'CCDC18', 'CCDC181', 'CCDC183', 'CCDC183-AS1', 'CCDC184', 'CCDC185', 'CCDC186', 'CCDC189', 'CCDC190', 'CCDC191', 'CCDC22', 'CCDC24', 'CCDC25', 'CCDC27', 'CCDC28A', 'CCDC28B', 'CCDC3', 'CCDC30', 'CCDC33', 'CCDC34', 'CCDC36', 'CCDC38', 'CCDC39', 'CCDC40', 'CCDC42', 'CCDC43', 'CCDC47', 'CCDC50', 'CCDC51', 'CCDC53', 'CCDC54', 'CCDC57', 'CCDC58', 'CCDC59', 'CCDC6', 'CCDC60', 'CCDC61', 'CCDC62', 'CCDC63', 'CCDC65', 'CCDC66', 'CCDC68', 'CCDC69', 'CCDC7', 'CCDC70', 'CCDC71', 'CCDC71L', 'CCDC73', 'CCDC74A', 'CCDC74B', 'CCDC77', 'CCDC78', 'CCDC8', 'CCDC80', 'CCDC81', 'CCDC82', 'CCDC83', 'CCDC84', 'CCDC85A', 'CCDC85B', 'CCDC85C', 'CCDC86', 'CCDC87', 'CCDC88A', 'CCDC88B', 'CCDC88C', 'CCDC89', 'CCDC9', 'CCDC90B', 'CCDC91', 'CCDC92', 'CCDC93', 'CCDC94', 'CCDC96', 'CCDC97', 'CCER1', 'CCHCR1', 'CCIN', 'CCK', 'CCKAR', 'CCKBR', 'CCL1', 'CCL11', 'CCL13', 'CCL14', 'CCL15', 'CCL15-CCL14', 'CCL16', 'CCL17', 'CCL18', 'CCL19', 'CCL2', 'CCL20', 'CCL21', 'CCL22', 'CCL23', 'CCL24', 'CCL25', 'CCL26', 'CCL27', 'CCL28', 'CCL3', 'CCL3L1', 'CCL3L3', 'CCL4', 'CCL4L1', 'CCL5', 'CCL7', 'CCL8', 'CCM2', 'CCM2L', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB1IP1', 'CCNB2', 'CCNB3', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNDBP1', 'CCNE1', 'CCNE2', 'CCNF', 'CCNG1', 'CCNG2', 'CCNH', 'CCNI', 'CCNI2', 'CCNJ', 'CCNJL', 'CCNK', 'CCNL1', 'CCNL2', 'CCNO', 'CCNT1', 'CCNT2', 'CCNY', 'CCNYL1', 'CCP110', 'CCPG1', 'CCR1', 'CCR10', 'CCR2', 'CCR3', 'CCR4', 'CCR5', 'CCR6', 'CCR7', 'CCR8', 'CCR9', 'CCS', 'CCSAP', 'CCSER1', 'CCSER2', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT6P1', 'CCT7', 'CCT8', 'CCT8L2', 'CCZ1', 'CCZ1B', 'CD101', 'CD109', 'CD14', 'CD151', 'CD160', 'CD163', 'CD163L1', 'CD164', 'CD164L2', 'CD177', 'CD180', 'CD19', 'CD1A', 'CD1B', 'CD1C', 'CD1D', 'CD1E', 'CD2', 'CD200', 'CD200R1', 'CD200R1L', 'CD207', 'CD209', 'CD22', 'CD226', 'CD24', 'CD244', 'CD247', 'CD248', 'CD27', 'CD274', 'CD276', 'CD27-AS1', 'CD28', 'CD2AP', 'CD2BP2', 'CD300A', 'CD300C', 'CD300E', 'CD300LB', 'CD300LD', 'CD300LF', 'CD300LG', 'CD302', 'CD320', 'CD33', 'CD34', 'CD36', 'CD37', 'CD38', 'CD3D', 'CD3E', 'CD3EAP', 'CD3G', 'CD4', 'CD40', 'CD40LG', 'CD44', 'CD46', 'CD47', 'CD48', 'CD5', 'CD52', 'CD53', 'CD55', 'CD58', 'CD59', 'CD5L', 'CD6', 'CD63', 'CD68', 'CD69', 'CD7', 'CD70', 'CD72', 'CD74', 'CD80', 'CD81', 'CD82', 'CD83', 'CD84', 'CD86', 'CD8A', 'CD8B', 'CD9', 'CD93', 'CD99', 'CD99L2', 'CDA', 'CDADC1', 'CDAN1', 'CDC123', 'CDC14A', 'CDC14B', 'CDC14C', 'CDC16', 'CDC20', 'CDC20B', 'CDC23', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC26', 'CDC27', 'CDC34', 'CDC37', 'CDC37L1', 'CDC40', 'CDC42', 'CDC42BPA', 'CDC42BPB', 'CDC42BPG', 'CDC42EP1', 'CDC42EP2', 'CDC42EP3', 'CDC42EP4', 'CDC42EP5', 'CDC42SE1', 'CDC42SE2', 'CDC45', 'CDC5L', 'CDC6', 'CDC7', 'CDC73', 'CDCA2', 'CDCA3', 'CDCA4', 'CDCA5', 'CDCA7', 'CDCA7L', 'CDCA8', 'CDCP1', 'CDCP2', 'CDH1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH16', 'CDH17', 'CDH18', 'CDH19', 'CDH2', 'CDH20', 'CDH22', 'CDH23', 'CDH24', 'CDH26', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDHR1', 'CDHR2', 'CDHR3', 'CDHR4', 'CDHR5', 'CDIP1', 'CDIPT', 'CDIPT-AS1', 'CDK1', 'CDK10', 'CDK11A', 'CDK11B', 'CDK12', 'CDK13', 'CDK14', 'CDK15', 'CDK16', 'CDK17', 'CDK18', 'CDK19', 'CDK2', 'CDK20', 'CDK2AP1', 'CDK2AP2', 'CDK3', 'CDK4', 'CDK5', 'CDK5R1', 'CDK5R2', 'CDK5RAP1', 'CDK5RAP2', 'CDK5RAP3', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKAL1', 'CDKL1', 'CDKL2', 'CDKL3', 'CDKL4', 'CDKL5', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2A-AS1', 'CDKN2AIP', 'CDKN2AIPNL', 'CDKN2B', 'CDKN2B-AS1', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDNF', 'CDO1', 'CDON', 'CDPF1', 'CDR1', 'CDR2', 'CDR2L', 'CDRT1', 'CDRT15', 'CDRT15P1', 'CDRT4', 'CDS1', 'CDS2', 'CDSN', 'CDT1', 'CDV3', 'CDX1', 'CDX2', 'CDX4', 'CDY1', 'CDY1B', 'CDY2B', 'CDYL', 'CDYL2', 'CEACAM1', 'CEACAM16', 'CEACAM18', 'CEACAM19', 'CEACAM20', 'CEACAM21', 'CEACAM22P', 'CEACAM3', 'CEACAM4', 'CEACAM5', 'CEACAM6', 'CEACAM7', 'CEACAM8', 'CEBPA', 'CEBPA-AS1', 'CEBPB', 'CEBPD', 'CEBPE', 'CEBPG', 'CEBPZ', 'CECR1', 'CECR2', 'CECR5', 'CECR5-AS1', 'CECR6', 'CECR7', 'CEL', 'CELA1', 'CELA2A', 'CELA2B', 'CELA3A', 'CELA3B', 'CELF1', 'CELF2', 'CELF3', 'CELF4', 'CELF5', 'CELF6', 'CELP', 'CELSR1', 'CELSR2', 'CELSR3', 'CEMIP', 'CEMP1', 'CEND1', 'CENPA', 'CENPB', 'CENPBD1', 'CENPBD1P1', 'CENPC', 'CENPE', 'CENPF', 'CENPH', 'CENPI', 'CENPJ', 'CENPK', 'CENPL', 'CENPM', 'CENPN', 'CENPO', 'CENPP', 'CENPQ', 'CENPS', 'CENPT', 'CENPU', 'CENPV', 'CENPW', 'CENPX', 'CEP104', 'CEP112', 'CEP120', 'CEP126', 'CEP128', 'CEP131', 'CEP135', 'CEP152', 'CEP162', 'CEP164', 'CEP170', 'CEP170B', 'CEP170P1', 'CEP19', 'CEP192', 'CEP250', 'CEP290', 'CEP295', 'CEP350', 'CEP41', 'CEP44', 'CEP55', 'CEP57', 'CEP57L1', 'CEP63', 'CEP68', 'CEP70', 'CEP72', 'CEP76', 'CEP78', 'CEP83', 'CEP83-AS1', 'CEP85', 'CEP85L', 'CEP89', 'CEP95', 'CEP97', 'CEPT1', 'CER1', 'CERCAM', 'CERK', 'CERKL', 'CERS2', 'CERS3', 'CERS4', 'CERS5', 'CERS6', 'CES1', 'CES1P1', 'CES2', 'CES3', 'CES4A', 'CES5A', 'CETN1', 'CETN2', 'CETN3', 'CETN4P', 'CETP', 'CFAP100', 'CFAP126', 'CFAP157', 'CFAP161', 'CFAP20', 'CFAP206', 'CFAP221', 'CFAP36', 'CFAP43', 'CFAP44', 'CFAP45', 'CFAP47', 'CFAP52', 'CFAP53', 'CFAP57', 'CFAP58', 'CFAP61', 'CFAP65', 'CFAP69', 'CFAP70', 'CFAP73', 'CFAP74', 'CFAP77', 'CFAP97', 'CFB', 'CFC1B', 'CFD', 'CFDP1', 'CFH', 'CFHR1', 'CFHR2', 'CFHR3', 'CFHR4', 'CFHR5', 'CFI', 'CFL1', 'CFL1P1', 'CFL2', 'CFLAR', 'CFP', 'CFTR', 'CGA', 'CGB1', 'CGB2', 'CGB3', 'CGB5', 'CGB7', 'CGB8', 'CGGBP1', 'CGN', 'CGNL1', 'CGREF1', 'CGRRF1', 'CH25H', 'CHAC1', 'CHAC2', 'CHAD', 'CHADL', 'CHAF1A', 'CHAF1B', 'CHAMP1', 'CHAT', 'CHCHD1', 'CHCHD10', 'CHCHD2', 'CHCHD3', 'CHCHD4', 'CHCHD5', 'CHCHD6', 'CHCHD7', 'CHD1', 'CHD1L', 'CHD2', 'CHD3', 'CHD4', 'CHD5', 'CHD7', 'CHD8', 'CHD9', 'CHDH', 'CHEK1', 'CHEK2', 'CHERP', 'CHGA', 'CHGB', 'CHI3L1', 'CHI3L2', 'CHIA', 'CHIAP2', 'CHIC1', 'CHIC2', 'CHID1', 'CHIT1', 'CHKA', 'CHKB', 'CHKB-AS1', 'CHKB-CPT1B', 'CHL1', 'CHM', 'CHML', 'CHMP1A', 'CHMP1B', 'CHMP2A', 'CHMP2B', 'CHMP3', 'CHMP4A', 'CHMP4B', 'CHMP4C', 'CHMP5', 'CHMP6', 'CHMP7', 'CHN1', 'CHN2', 'CHODL', 'CHODL-AS1', 'CHORDC1', 'CHP1', 'CHP2', 'CHPF', 'CHPF2', 'CHPT1', 'CHRAC1', 'CHRD', 'CHRDL1', 'CHRDL2', 'CHRFAM7A', 'CHRM1', 'CHRM2', 'CHRM3', 'CHRM4', 'CHRNA1', 'CHRNA10', 'CHRNA4', 'CHRNA5', 'CHRNA6', 'CHRNA7', 'CHRNA9', 'CHRNB1', 'CHRNB2', 'CHRNB3', 'CHRNB4', 'CHRND', 'CHRNE', 'CHRNG', 'CHST1', 'CHST10', 'CHST11', 'CHST12', 'CHST13', 'CHST14', 'CHST15', 'CHST2', 'CHST3', 'CHST4', 'CHST5', 'CHST6', 'CHST7', 'CHST8', 'CHST9', 'CHSY1', 'CHSY3', 'CHTF18', 'CHTF8', 'CHTOP', 'CHUK', 'CHURC1', 'CIAO1', 'CIAPIN1', 'CIART', 'CIB1', 'CIB2', 'CIB3', 'CIB4', 'CIC', 'CIDEA', 'CIDEB', 'CIDEC', 'CIDECP', 'CIITA', 'CILP', 'CILP2', 'CINP', 'CIPC', 'CIR1', 'CIRBP', 'CIRBP-AS1', 'CISD1', 'CISD2', 'CISD3', 'CISH', 'CIT', 'CITED1', 'CITED2', 'CITED4', 'CIZ1', 'CKAP2', 'CKAP2L', 'CKAP4', 'CKAP5', 'CKB', 'CKLF', 'CKM', 'CKMT1A', 'CKMT1B', 'CKMT2', 'CKS1B', 'CKS2', 'CLASP1', 'CLASP2', 'CLASRP', 'CLC', 'CLCA1', 'CLCA2', 'CLCA3P', 'CLCA4', 'CLCC1', 'CLCF1', 'CLCN1', 'CLCN2', 'CLCN3', 'CLCN5', 'CLCN6', 'CLCN7', 'CLCNKA', 'CLCNKB', 'CLDN1', 'CLDN10', 'CLDN11', 'CLDN12', 'CLDN14', 'CLDN15', 'CLDN16', 'CLDN17', 'CLDN18', 'CLDN19', 'CLDN2', 'CLDN20', 'CLDN22', 'CLDN23', 'CLDN25', 'CLDN3', 'CLDN4', 'CLDN5', 'CLDN6', 'CLDN7', 'CLDN8', 'CLDN9', 'CLDND1', 'CLDND2', 'CLEC10A', 'CLEC11A', 'CLEC12A', 'CLEC12B', 'CLEC14A', 'CLEC16A', 'CLEC17A', 'CLEC18A', 'CLEC18B', 'CLEC18C', 'CLEC19A', 'CLEC1A', 'CLEC1B', 'CLEC2A', 'CLEC2B', 'CLEC2D', 'CLEC2L', 'CLEC3A', 'CLEC3B', 'CLEC4A', 'CLEC4C', 'CLEC4D', 'CLEC4E', 'CLEC4F', 'CLEC4G', 'CLEC4GP1', 'CLEC4M', 'CLEC5A', 'CLEC6A', 'CLEC7A', 'CLEC9A', 'CLECL1', 'CLGN', 'CLHC1', 'CLIC1', 'CLIC2', 'CLIC3', 'CLIC4', 'CLIC5', 'CLIC6', 'CLINT1', 'CLIP1', 'CLIP2', 'CLIP3', 'CLIP4', 'CLK1', 'CLK2', 'CLK2P1', 'CLK3', 'CLK4', 'CLLU1', 'CLLU1OS', 'CLMN', 'CLMP', 'CLN3', 'CLN5', 'CLN6', 'CLN8', 'CLNK', 'CLNS1A', 'CLOCK', 'CLP1', 'CLPB', 'CLPP', 'CLPS', 'CLPSL1', 'CLPSL2', 'CLPTM1', 'CLPTM1L', 'CLPX', 'CLRN1', 'CLRN1-AS1', 'CLRN2', 'CLRN3', 'CLSPN', 'CLSTN1', 'CLSTN2', 'CLSTN3', 'CLTA', 'CLTB', 'CLTC', 'CLTCL1', 'CLU', 'CLUAP1', 'CLUH', 'CLUHP3', 'CLUL1', 'CLVS1', 'CLVS2', 'CLYBL', 'CMA1', 'CMAHP', 'CMAS', 'CMBL', 'CMC1', 'CMC2', 'CMC4', 'CMIP', 'CMKLR1', 'CMPK1', 'CMPK2', 'CMSS1', 'CMTM1', 'CMTM2', 'CMTM3', 'CMTM4', 'CMTM6', 'CMTM8', 'CMTR1', 'CMTR2', 'CMYA5', 'CNBD1', 'CNBD2', 'CNBP', 'CNDP1', 'CNDP2', 'CNEP1R1', 'CNFN', 'CNGA1', 'CNGA2', 'CNGA3', 'CNGA4', 'CNGB1', 'CNGB3', 'CNIH1', 'CNIH2', 'CNIH3', 'CNIH4', 'CNKSR1', 'CNKSR2', 'CNKSR3', 'CNN1', 'CNN2', 'CNN3', 'CNNM1', 'CNNM2', 'CNNM3', 'CNNM4', 'CNOT1', 'CNOT10', 'CNOT11', 'CNOT2', 'CNOT3', 'CNOT4', 'CNOT6', 'CNOT6L', 'CNOT7', 'CNOT8', 'CNOT9', 'CNP', 'CNPPD1', 'CNPY1', 'CNPY2', 'CNPY3', 'CNPY4', 'CNR2', 'CNRIP1', 'CNST', 'CNTD1', 'CNTD2', 'CNTF', 'CNTFR', 'CNTFR-AS1', 'CNTLN', 'CNTN1', 'CNTN2', 'CNTN3', 'CNTN4', 'CNTN5', 'CNTN6', 'CNTNAP1', 'CNTNAP2', 'CNTNAP3', 'CNTNAP4', 'CNTNAP5', 'CNTRL', 'CNTROB', 'COA1', 'COA3', 'COA4', 'COA5', 'COA6', 'COA7', 'COASY', 'COBL', 'COBLL1', 'COCH', 'COG1', 'COG2', 'COG3', 'COG4', 'COG6', 'COG7', 'COG8', 'COIL', 'COL10A1', 'COL11A1', 'COL11A2', 'COL12A1', 'COL13A1', 'COL14A1', 'COL15A1', 'COL16A1', 'COL17A1', 'COL18A1', 'COL18A1-AS1', 'COL19A1', 'COL1A1', 'COL1A2', 'COL20A1', 'COL21A1', 'COL22A1', 'COL23A1', 'COL24A1', 'COL25A1', 'COL26A1', 'COL27A1', 'COL28A1', 'COL2A1', 'COL3A1', 'COL4A1', 'COL4A2', 'COL4A3', 'COL4A3BP', 'COL4A4', 'COL4A5', 'COL4A6', 'COL5A1', 'COL5A2', 'COL5A3', 'COL6A1', 'COL6A3', 'COL6A4P1', 'COL6A4P2', 'COL6A5', 'COL6A6', 'COL7A1', 'COL8A1', 'COL8A2', 'COL9A1', 'COL9A2', 'COL9A3', 'COLCA1', 'COLCA2', 'COLEC10', 'COLEC11', 'COLEC12', 'COLGALT1', 'COLGALT2', 'COLQ', 'COMMD1', 'COMMD10', 'COMMD2', 'COMMD3', 'COMMD4', 'COMMD5', 'COMMD6', 'COMMD7', 'COMMD8', 'COMMD9', 'COMP', 'COMT', 'COMTD1', 'COPA', 'COPB1', 'COPB2', 'COPE', 'COPG1', 'COPG2', 'COPRS', 'COPS2', 'COPS3', 'COPS4', 'COPS5', 'COPS6', 'COPS7A', 'COPS7B', 'COPS8', 'COPS9', 'COPZ1', 'COPZ2', 'COQ10A', 'COQ10B', 'COQ2', 'COQ3', 'COQ4', 'COQ5', 'COQ6', 'COQ7', 'COQ8A', 'COQ8B', 'COQ9', 'CORIN', 'CORO1A', 'CORO1B', 'CORO1C', 'CORO2A', 'CORO2B', 'CORO6', 'CORO7', 'CORT', 'COTL1', 'COX10', 'COX11', 'COX14', 'COX15', 'COX16', 'COX17', 'COX18', 'COX19', 'COX20', 'COX4I1', 'COX4I2', 'COX5A', 'COX5B', 'COX6A1', 'COX6A2', 'COX6B1', 'COX6B2', 'COX6C', 'COX7A1', 'COX7A2', 'COX7A2L', 'COX7B', 'COX7B2', 'COX7C', 'COX8A', 'COX8C', 'CP', 'CPA1', 'CPA2', 'CPA3', 'CPA4', 'CPA5', 'CPA6', 'CPAMD8', 'CPB1', 'CPB2', 'CPD', 'CPE', 'CPEB1', 'CPEB2', 'CPEB3', 'CPEB4', 'CPED1', 'CPLX1', 'CPLX2', 'CPLX3', 'CPLX4', 'CPM', 'CPN1', 'CPN2', 'CPNE1', 'CPNE2', 'CPNE3', 'CPNE4', 'CPNE5', 'CPNE6', 'CPNE7', 'CPNE8', 'CPNE9', 'CPO', 'CPOX', 'CPPED1', 'CPQ', 'CPS1', 'CPS1-IT1', 'CPSF1', 'CPSF2', 'CPSF3', 'CPSF3L', 'CPSF4', 'CPSF4L', 'CPSF6', 'CPSF7', 'CPT1A', 'CPT1B', 'CPT1C', 'CPT2', 'CPTP', 'CPVL', 'CPXCR1', 'CPXM1', 'CPXM2', 'CPZ', 'CR1', 'CR1L', 'CR2', 'CRABP1', 'CRABP2', 'CRACR2A', 'CRACR2B', 'CRADD', 'CRAMP1', 'CRAT', 'CRB1', 'CRB2', 'CRB3', 'CRBN', 'CRCP', 'CRCT1', 'CREB1', 'CREB3', 'CREB3L1', 'CREB3L2', 'CREB3L3', 'CREB3L4', 'CREB5', 'CREBBP', 'CREBL2', 'CREBRF', 'CREBZF', 'CREG1', 'CREG2', 'CRELD1', 'CRELD2', 'CREM', 'CRH', 'CRHBP', 'CRHR1', 'CRHR1-IT1', 'CRHR2', 'CRIM1', 'CRIP1', 'CRIP2', 'CRIP3', 'CRIPAK', 'CRIPT', 'CRISP1', 'CRISP2', 'CRISP3', 'CRISPLD1', 'CRISPLD2', 'CRK', 'CRKL', 'CRLF1', 'CRLF2', 'CRLF3', 'CRLS1', 'CRMP1', 'CRNKL1', 'CRNN', 'CROCC', 'CROCCP2', 'CROCCP3', 'CROT', 'CRP', 'CRTAC1', 'CRTAM', 'CRTAP', 'CRTC1', 'CRTC2', 'CRTC3', 'CRX', 'CRY1', 'CRY2', 'CRYAA', 'CRYAB', 'CRYBA1', 'CRYBA2', 'CRYBA4', 'CRYBB1', 'CRYBB2', 'CRYBB3', 'CRYBG3', 'CRYGA', 'CRYGB', 'CRYGC', 'CRYGD', 'CRYGN', 'CRYGS', 'CRYL1', 'CRYM', 'CRYM-AS1', 'CRYZ', 'CRYZL1', 'CS', 'CSAD', 'CSAG1', 'CSAG3', 'CSDC2', 'CSDE1', 'CSE1L', 'CSF1', 'CSF1R', 'CSF2', 'CSF2RB', 'CSF3', 'CSF3R', 'CSGALNACT1', 'CSGALNACT2', 'CSH1', 'CSH2', 'CSHL1', 'CSK', 'CSMD1', 'CSMD2', 'CSMD3', 'CSN1S2AP', 'CSN2', 'CSN3', 'CSNK1A1', 'CSNK1A1L', 'CSNK1A1P1', 'CSNK1D', 'CSNK1E', 'CSNK1G1', 'CSNK1G2', 'CSNK1G2-AS1', 'CSNK1G3', 'CSNK2A1', 'CSNK2A2', 'CSNK2A3', 'CSNK2B', 'CSPG4', 'CSPG4P2Y', 'CSPG5', 'CSPP1', 'CSRNP1', 'CSRNP2', 'CSRNP3', 'CSRP1', 'CSRP2', 'CSRP3', 'CST1', 'CST11', 'CST13P', 'CST2', 'CST3', 'CST4', 'CST5', 'CST6', 'CST7', 'CST8', 'CST9', 'CST9L', 'CSTA', 'CSTB', 'CSTF1', 'CSTF2', 'CSTF2T', 'CSTF3', 'CSTL1', 'CT45A1', 'CT45A2', 'CT45A3', 'CT45A5', 'CT45A6', 'CT47A1', 'CT47A10', 'CT47A11', 'CT47A2', 'CT47A6', 'CT47A7', 'CT47A9', 'CT47B1', 'CT55', 'CT62', 'CT83', 'CTAG1B', 'CTAG2', 'CTAGE1', 'CTAGE10P', 'CTAGE11P', 'CTAGE15', 'CTAGE4', 'CTAGE5', 'CTAGE6', 'CTAGE9', 'CTBP1', 'CTBP1-AS2', 'CTBP2', 'CTBS', 'CTC1', 'CTCF', 'CTCFL', 'CTDNEP1', 'CTDP1', 'CTDSP1', 'CTDSP2', 'CTDSPL', 'CTDSPL2', 'CTF1', 'CTGF', 'CTH', 'CTHRC1', 'CTIF', 'CTLA4', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNAL1', 'CTNNB1', 'CTNNBIP1', 'CTNNBL1', 'CTNND1', 'CTNND2', 'CTNS', 'CTPS1', 'CTPS2', 'CTR9', 'CTRB1', 'CTRB2', 'CTRC', 'CTRL', 'CTSA', 'CTSB', 'CTSC', 'CTSD', 'CTSE', 'CTSF', 'CTSG', 'CTSH', 'CTSK', 'CTSL', 'CTSL3P', 'CTSO', 'CTSS', 'CTSV', 'CTSW', 'CTSZ', 'CTTN', 'CTTNBP2', 'CTTNBP2NL', 'CTU1', 'CTU2', 'CTXN1', 'CTXN2', 'CTXN3', 'CUBN', 'CUEDC1', 'CUEDC2', 'CUL1', 'CUL2', 'CUL3', 'CUL4A', 'CUL4B', 'CUL5', 'CUL7', 'CUL9', 'CUTA', 'CUTC', 'CUX1', 'CUX2', 'CUZD1', 'CWC15', 'CWC22', 'CWC25', 'CWC27', 'CWF19L1', 'CWF19L2', 'CWH43', 'CX3CL1', 'CX3CR1', 'CXADR', 'CXADRP2', 'CXADRP3', 'CXCL1', 'CXCL10', 'CXCL11', 'CXCL12', 'CXCL13', 'CXCL14', 'CXCL16', 'CXCL17', 'CXCL2', 'CXCL3', 'CXCL5', 'CXCL6', 'CXCL8', 'CXCL9', 'CXCR1', 'CXCR2', 'CXCR2P1', 'CXCR5', 'CXCR6', 'CXorf21', 'CXorf23', 'CXorf36', 'CXorf38', 'CXorf40A', 'CXorf40B', 'CXorf49B', 'CXorf51A', 'CXorf56', 'CXorf57', 'CXorf58', 'CXorf65', 'CXorf66', 'CXorf67', 'CXXC1', 'CXXC4', 'CXXC5', 'CYB561', 'CYB561A3', 'CYB561D1', 'CYB561D2', 'CYB5A', 'CYB5B', 'CYB5D1', 'CYB5D2', 'CYB5R1', 'CYB5R2', 'CYB5R3', 'CYB5R4', 'CYB5RL', 'CYBA', 'CYBB', 'CYBRD1', 'CYC1', 'CYCSP52', 'CYFIP1', 'CYFIP2', 'CYGB', 'CYHR1', 'CYLC1', 'CYLC2', 'CYLD', 'CYMP', 'CYP11A1', 'CYP11B2', 'CYP17A1', 'CYP1A1', 'CYP1A2', 'CYP1B1', 'CYP1B1-AS1', 'CYP20A1', 'CYP21A2', 'CYP24A1', 'CYP26B1', 'CYP26C1', 'CYP27A1', 'CYP27B1', 'CYP27C1', 'CYP2A13', 'CYP2A6', 'CYP2A7', 'CYP2B6', 'CYP2B7P', 'CYP2C18', 'CYP2C19', 'CYP2C8', 'CYP2C9', 'CYP2D6', 'CYP2D7', 'CYP2E1', 'CYP2F1', 'CYP2J2', 'CYP2R1', 'CYP2S1', 'CYP2U1', 'CYP2W1', 'CYP39A1', 'CYP3A4', 'CYP3A43', 'CYP3A7', 'CYP46A1', 'CYP4A11', 'CYP4A22', 'CYP4B1', 'CYP4F11', 'CYP4F12', 'CYP4F2', 'CYP4F22', 'CYP4F3', 'CYP4F30P', 'CYP4F35P', 'CYP4F8', 'CYP4V2', 'CYP4X1', 'CYP4Z1', 'CYP4Z2P', 'CYP51A1', 'CYP7A1', 'CYP7B1', 'CYP8B1', 'CYR61', 'CYS1', 'CYSLTR2', 'CYSRT1', 'CYSTM1', 'CYTH1', 'CYTH2', 'CYTH3', 'CYTH4', 'CYTIP', 'CYTL1', 'CYTOR', 'CYYR1', 'D2HGDH', 'DAAM1', 'DAAM2', 'DAB1', 'DAB2', 'DAB2IP', 'DACH1', 'DACH2', 'DACT1', 'DACT2', 'DACT3', 'DAD1', 'DAD1P1', 'DAG1', 'DAGLA', 'DAGLB', 'DALRD3', 'DANCR', 'DAND5', 'DAO', 'DAOA', 'DAP', 'DAP3', 'DAPK1', 'DAPK2', 'DAPK3', 'DAPL1', 'DAPP1', 'DARS', 'DARS2', 'DAW1', 'DAXX', 'DAZ1', 'DAZ2', 'DAZ3', 'DAZ4', 'DAZAP1', 'DAZAP2', 'DAZL', 'DBF4', 'DBF4B', 'DBH', 'DBI', 'DBIL5P', 'DBN1', 'DBNDD1', 'DBNDD2', 'DBNL', 'DBP', 'DBR1', 'DBT', 'DBX1', 'DBX2', 'DCAF1', 'DCAF10', 'DCAF11', 'DCAF12', 'DCAF12L1', 'DCAF12L2', 'DCAF13', 'DCAF13P3', 'DCAF15', 'DCAF16', 'DCAF17', 'DCAF4', 'DCAF4L1', 'DCAF4L2', 'DCAF5', 'DCAF6', 'DCAF7', 'DCAF8', 'DCAF8L1', 'DCAF8L2', 'DCAKD', 'DCANP1', 'DCBLD1', 'DCBLD2', 'DCC', 'DCD', 'DCDC1', 'DCDC2', 'DCDC2B', 'DCHS1', 'DCHS2', 'DCK', 'DCLK1', 'DCLK2', 'DCLK3', 'DCLRE1A', 'DCLRE1B', 'DCLRE1C', 'DCN', 'DCP1A', 'DCP1B', 'DCP2', 'DCPS', 'DCST1', 'DCST2', 'DCSTAMP', 'DCT', 'DCTD', 'DCTN1', 'DCTN1-AS1', 'DCTN2', 'DCTN3', 'DCTN4', 'DCTN5', 'DCTN6', 'DCTPP1', 'DCUN1D1', 'DCUN1D2', 'DCUN1D3', 'DCUN1D4', 'DCUN1D5', 'DCX', 'DCXR', 'DDA1', 'DDAH1', 'DDAH2', 'DDB1', 'DDB2', 'DDC', 'DDHD2', 'DDI1', 'DDI2', 'DDIAS', 'DDIT3', 'DDIT4', 'DDIT4L', 'DDN', 'DDO', 'DDOST', 'DDR1', 'DDR2', 'DDRGK1', 'DDT', 'DDTL', 'DDX1', 'DDX10', 'DDX11', 'DDX11L2', 'DDX12P', 'DDX17', 'DDX18', 'DDX19A', 'DDX19B', 'DDX20', 'DDX21', 'DDX23', 'DDX24', 'DDX25', 'DDX27', 'DDX28', 'DDX31', 'DDX39A', 'DDX39B', 'DDX3X', 'DDX3Y', 'DDX4', 'DDX41', 'DDX42', 'DDX43', 'DDX46', 'DDX47', 'DDX49', 'DDX5', 'DDX50', 'DDX51', 'DDX52', 'DDX53', 'DDX54', 'DDX55', 'DDX56', 'DDX58', 'DDX59', 'DDX6', 'DDX60', 'DDX60L', 'DEAF1', 'DEC1', 'DECR1', 'DECR2', 'DEDD', 'DEDD2', 'DEF6', 'DEF8', 'DEFA1B', 'DEFA4', 'DEFA5', 'DEFA6', 'DEFB1', 'DEFB103A', 'DEFB104A', 'DEFB105A', 'DEFB106A', 'DEFB107A', 'DEFB108B', 'DEFB109P1', 'DEFB109P1B', 'DEFB110', 'DEFB112', 'DEFB113', 'DEFB114', 'DEFB115', 'DEFB116', 'DEFB118', 'DEFB119', 'DEFB121', 'DEFB122', 'DEFB123', 'DEFB124', 'DEFB125', 'DEFB126', 'DEFB127', 'DEFB128', 'DEFB129', 'DEFB130', 'DEFB131', 'DEFB132', 'DEFB134', 'DEFB135', 'DEFB136', 'DEFB4A', 'DEGS1', 'DEGS2', 'DEK', 'DENND1A', 'DENND1B', 'DENND1C', 'DENND2A', 'DENND2C', 'DENND2D', 'DENND3', 'DENND4A', 'DENND4B', 'DENND4C', 'DENND5A', 'DENND5B', 'DENND6A', 'DENND6B', 'DENR', 'DEPDC1', 'DEPDC1B', 'DEPDC4', 'DEPDC5', 'DEPDC7', 'DEPTOR', 'DERA', 'DERL1', 'DERL2', 'DERL3', 'DES', 'DESI1', 'DESI2', 'DET1', 'DEUP1', 'DEXI', 'DFFA', 'DFFB', 'DFNA5', 'DFNB59', 'DGAT1', 'DGAT2', 'DGAT2L6', 'DGCR10', 'DGCR11', 'DGCR14', 'DGCR2', 'DGCR5', 'DGCR6', 'DGCR6L', 'DGCR8', 'DGCR9', 'DGKA', 'DGKB', 'DGKD', 'DGKE', 'DGKG', 'DGKH', 'DGKI', 'DGKK', 'DGKQ', 'DGKZ', 'DGUOK', 'DHCR24', 'DHCR7', 'DHDDS', 'DHDH', 'DHFR', 'DHFR2', 'DHH', 'DHODH', 'DHPS', 'DHRS1', 'DHRS11', 'DHRS12', 'DHRS13', 'DHRS2', 'DHRS3', 'DHRS4', 'DHRS4-AS1', 'DHRS4L1', 'DHRS4L2', 'DHRS7', 'DHRS7B', 'DHRS7C', 'DHRS9', 'DHRSX', 'DHTKD1', 'DHX15', 'DHX16', 'DHX29', 'DHX30', 'DHX32', 'DHX33', 'DHX34', 'DHX35', 'DHX36', 'DHX37', 'DHX38', 'DHX40', 'DHX57', 'DHX58', 'DHX8', 'DHX9', 'DIABLO', 'DIAPH1', 'DIAPH2', 'DIAPH3', 'DICER1', 'DICER1-AS1', 'DIDO1', 'DIEXF', 'DIMT1', 'DIO1', 'DIO2', 'DIO3', 'DIO3OS', 'DIP2A', 'DIP2B', 'DIP2C', 'DIRAS3', 'DIRC1', 'DIRC2', 'DIRC3', 'DIS3', 'DIS3L', 'DIS3L2', 'DISC1', 'DISC2', 'DISP1', 'DISP2', 'DISP3', 'DIXDC1', 'DKC1', 'DKK1', 'DKK2', 'DKK3', 'DKK4', 'DKKL1', 'DLAT', 'DLC1', 'DLD', 'DLEC1', 'DLEU1', 'DLEU2', 'DLEU2L', 'DLEU7', 'DLG1', 'DLG2', 'DLG3', 'DLG4', 'DLG5', 'DLG5-AS1', 'DLGAP1', 'DLGAP1-AS1', 'DLGAP2', 'DLGAP3', 'DLGAP4', 'DLGAP5', 'DLK1', 'DLK2', 'DLL1', 'DLL3', 'DLL4', 'DLST', 'DLX1', 'DLX2', 'DLX3', 'DLX5', 'DLX6', 'DLX6-AS1', 'DMAP1', 'DMBT1', 'DMBT1P1', 'DMBX1', 'DMC1', 'DMD', 'DMGDH', 'DMKN', 'DMP1', 'DMPK', 'DMRT1', 'DMRT2', 'DMRT3', 'DMRTA1', 'DMRTA2', 'DMRTB1', 'DMRTC1', 'DMRTC1B', 'DMRTC2', 'DMTF1', 'DMTN', 'DMWD', 'DMXL1', 'DMXL2', 'DNA2', 'DNAAF1', 'DNAAF3', 'DNAAF5', 'DNAH1', 'DNAH10', 'DNAH11', 'DNAH12', 'DNAH14', 'DNAH17', 'DNAH2', 'DNAH3', 'DNAH5', 'DNAH6', 'DNAH7', 'DNAH8', 'DNAH9', 'DNAI1', 'DNAI2', 'DNAJA1', 'DNAJA2', 'DNAJA3', 'DNAJA4', 'DNAJB1', 'DNAJB11', 'DNAJB12', 'DNAJB13', 'DNAJB14', 'DNAJB2', 'DNAJB3', 'DNAJB4', 'DNAJB5', 'DNAJB6', 'DNAJB7', 'DNAJB8', 'DNAJB9', 'DNAJC1', 'DNAJC10', 'DNAJC11', 'DNAJC12', 'DNAJC13', 'DNAJC14', 'DNAJC15', 'DNAJC16', 'DNAJC17', 'DNAJC18', 'DNAJC19', 'DNAJC2', 'DNAJC21', 'DNAJC22', 'DNAJC24', 'DNAJC25', 'DNAJC25-GNG10', 'DNAJC27', 'DNAJC28', 'DNAJC3', 'DNAJC30', 'DNAJC4', 'DNAJC5', 'DNAJC5B', 'DNAJC5G', 'DNAJC6', 'DNAJC7', 'DNAJC8', 'DNAJC9', 'DNAL1', 'DNAL4', 'DNALI1', 'DNASE1', 'DNASE1L1', 'DNASE1L2', 'DNASE1L3', 'DNASE2', 'DNASE2B', 'DND1', 'DNER', 'DNHD1', 'DNLZ', 'DNM1', 'DNM1L', 'DNM1P35', 'DNM1P46', 'DNM2', 'DNM3', 'DNMBP', 'DNMBP-AS1', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNMT3L', 'DNPEP', 'DNPH1', 'DNTT', 'DNTTIP1', 'DNTTIP2', 'DOC2A', 'DOC2B', 'DOCK1', 'DOCK10', 'DOCK11', 'DOCK2', 'DOCK3', 'DOCK4', 'DOCK5', 'DOCK6', 'DOCK7', 'DOCK8', 'DOCK9', 'DOHH', 'DOK1', 'DOK2', 'DOK3', 'DOK5', 'DOK6', 'DOK7', 'DOLK', 'DOLPP1', 'DONSON', 'DOPEY1', 'DOPEY2', 'DOT1L', 'DPAGT1', 'DPCD', 'DPCR1', 'DPEP1', 'DPEP2', 'DPEP3', 'DPF2', 'DPF3', 'DPH1', 'DPH2', 'DPH3', 'DPH3P1', 'DPH5', 'DPH6', 'DPH7', 'DPM1', 'DPM2', 'DPM3', 'DPP10', 'DPP3', 'DPP4', 'DPP6', 'DPP7', 'DPP8', 'DPP9', 'DPPA2', 'DPPA2P3', 'DPPA3', 'DPPA4', 'DPPA5', 'DPRX', 'DPRXP4', 'DPT', 'DPY19L1', 'DPY19L2', 'DPY19L2P1', 'DPY19L2P2', 'DPY19L2P4', 'DPY19L3', 'DPY19L4', 'DPY30', 'DPYD', 'DPYS', 'DPYSL2', 'DPYSL3', 'DPYSL4', 'DPYSL5', 'DQX1', 'DR1', 'DRAIC', 'DRAM1', 'DRAM2', 'DRAP1', 'DRAXIN', 'DRC1', 'DRC3', 'DRC7', 'DRD1', 'DRD2', 'DRD3', 'DRD4', 'DRG1', 'DRG2', 'DRGX', 'DRICH1', 'DROSHA', 'DRP2', 'DSC1', 'DSC2', 'DSC3', 'DSCAM', 'DSCAML1', 'DSCC1', 'DSCR10', 'DSCR3', 'DSCR4', 'DSCR8', 'DSCR9', 'DSE', 'DSEL', 'DSG1', 'DSG2', 'DSG3', 'DSG4', 'DSN1', 'DSP', 'DSPP', 'DST', 'DSTN', 'DSTYK', 'DTD1', 'DTD2', 'DTHD1', 'DTL', 'DTNA', 'DTNB', 'DTNBP1', 'DTWD1', 'DTWD2', 'DTX1', 'DTX2', 'DTX2P1-UPK3BP1-PMS2P11', 'DTX3', 'DTX3L', 'DTX4', 'DTYMK', 'DUBR', 'DUOX1', 'DUOX2', 'DUOXA1', 'DUOXA2', 'DUPD1', 'DUS1L', 'DUS2', 'DUS3L', 'DUS4L', 'DUSP1', 'DUSP10', 'DUSP11', 'DUSP12', 'DUSP14', 'DUSP15', 'DUSP16', 'DUSP2', 'DUSP21', 'DUSP22', 'DUSP23', 'DUSP26', 'DUSP27', 'DUSP28', 'DUSP3', 'DUSP4', 'DUSP5', 'DUSP5P1', 'DUSP6', 'DUSP7', 'DUSP8', 'DUSP9', 'DUT', 'DUX4L1', 'DUX4L2', 'DUX4L5', 'DUX4L6', 'DUXA', 'DVL1', 'DVL2', 'DVL3', 'DXO', 'DYDC1', 'DYDC2', 'DYM', 'DYNAP', 'DYNC1H1', 'DYNC1I1', 'DYNC1I2', 'DYNC1LI1', 'DYNC1LI2', 'DYNC2H1', 'DYNC2LI1', 'DYNLL1', 'DYNLL2', 'DYNLRB1', 'DYNLRB2', 'DYNLT1', 'DYNLT3', 'DYRK1A', 'DYRK1B', 'DYRK2', 'DYRK3', 'DYRK4', 'DYSF', 'DYTN', 'DYX1C1', 'DZANK1', 'DZIP1', 'DZIP1L', 'DZIP3', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EAF1', 'EAF2', 'EAPP', 'EARS2', 'EBAG9', 'EBF1', 'EBF2', 'EBF3', 'EBF4', 'EBI3', 'EBLN2', 'EBNA1BP2', 'EBP', 'EBPL', 'ECD', 'ECE1', 'ECE2', 'ECEL1', 'ECH1', 'ECHDC1', 'ECHDC2', 'ECHDC3', 'ECHS1', 'ECI1', 'ECI2', 'ECM1', 'ECM2', 'ECSCR', 'ECSIT', 'ECT2', 'ECT2L', 'EDA', 'EDA2R', 'EDAR', 'EDARADD', 'EDC3', 'EDC4', 'EDDM3A', 'EDDM3B', 'EDEM1', 'EDEM2', 'EDEM3', 'EDF1', 'EDIL3', 'EDN1', 'EDN2', 'EDN3', 'EDNRA', 'EDNRB', 'EDRF1', 'EEA1', 'EED', 'EEF1A1', 'EEF1A1P9', 'EEF1A2', 'EEF1AKMT1', 'EEF1B2', 'EEF1D', 'EEF1DP3', 'EEF1E1', 'EEF1G', 'EEF2', 'EEF2K', 'EEF2KMT', 'EEFSEC', 'EEPD1', 'EFCAB1', 'EFCAB10', 'EFCAB11', 'EFCAB12', 'EFCAB13', 'EFCAB14', 'EFCAB2', 'EFCAB3', 'EFCAB5', 'EFCAB6', 'EFCAB7', 'EFCAB8', 'EFCC1', 'EFEMP1', 'EFEMP2', 'EFHB', 'EFHC1', 'EFHC2', 'EFHD1', 'EFHD2', 'EFL1', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EFNB2', 'EFNB3', 'EFR3A', 'EFR3B', 'EFS', 'EFTUD2', 'EGF', 'EGFEM1P', 'EGFL6', 'EGFL7', 'EGFL8', 'EGFLAM', 'EGFR', 'EGLN1', 'EGLN2', 'EGLN3', 'EGOT', 'EGR1', 'EGR2', 'EGR3', 'EGR4', 'EHBP1', 'EHBP1L1', 'EHD1', 'EHD2', 'EHD3', 'EHD4', 'EHF', 'EHHADH', 'EHMT1', 'EHMT1-IT1', 'EHMT2', 'EI24', 'EID1', 'EID2', 'EID2B', 'EID3', 'EIF1', 'EIF1AD', 'EIF1AX', 'EIF1AY', 'EIF1B', 'EIF2A', 'EIF2AK1', 'EIF2AK2', 'EIF2AK3', 'EIF2AK4', 'EIF2B1', 'EIF2B2', 'EIF2B3', 'EIF2B5', 'EIF2D', 'EIF2S1', 'EIF2S2', 'EIF2S3', 'EIF3A', 'EIF3B', 'EIF3C', 'EIF3CL', 'EIF3D', 'EIF3E', 'EIF3F', 'EIF3G', 'EIF3H', 'EIF3I', 'EIF3IP1', 'EIF3J', 'EIF3K', 'EIF3L', 'EIF3M', 'EIF4A1', 'EIF4A2', 'EIF4A3', 'EIF4B', 'EIF4E', 'EIF4E1B', 'EIF4E2', 'EIF4E3', 'EIF4EBP1', 'EIF4EBP2', 'EIF4EBP3', 'EIF4ENIF1', 'EIF4G1', 'EIF4G2', 'EIF4G3', 'EIF4H', 'EIF5', 'EIF5A', 'EIF5A2', 'EIF5AL1', 'EIF5B', 'EIF6', 'ELAC1', 'ELAC2', 'ELANE', 'ELAVL1', 'ELAVL2', 'ELAVL3', 'ELAVL4', 'ELF1', 'ELF2', 'ELF3', 'ELF4', 'ELF5', 'ELFN1', 'ELFN2', 'ELK1', 'ELK3', 'ELK4', 'ELL', 'ELL2', 'ELL3', 'ELMO1', 'ELMO2', 'ELMO3', 'ELMOD1', 'ELMOD2', 'ELMOD3', 'ELMSAN1', 'ELN', 'ELOF1', 'ELOVL1', 'ELOVL2', 'ELOVL3', 'ELOVL4', 'ELOVL5', 'ELOVL6', 'ELOVL7', 'ELP2', 'ELP3', 'ELP4', 'ELP5', 'ELP6', 'ELSPBP1', 'EMB', 'EMBP1', 'EMC1', 'EMC10', 'EMC2', 'EMC3', 'EMC4', 'EMC6', 'EMC7', 'EMC8', 'EMC9', 'EMCN', 'EMD', 'EME1', 'EME2', 'EMG1', 'EMID1', 'EMILIN1', 'EMILIN2', 'EMILIN3', 'EML1', 'EML2', 'EML3', 'EML4', 'EML5', 'EML6', 'EMP1', 'EMP2', 'EMP3', 'EMSY', 'EMX1', 'EMX2', 'EMX2OS', 'EN1', 'EN2', 'ENAH', 'ENAM', 'ENC1', 'ENDOD1', 'ENDOG', 'ENDOU', 'ENDOV', 'ENG', 'ENGASE', 'ENHO', 'ENKD1', 'ENKUR', 'ENO1', 'ENO2', 'ENO3', 'ENOPH1', 'ENOSF1', 'ENOX1', 'ENOX2', 'ENPEP', 'ENPP1', 'ENPP2', 'ENPP3', 'ENPP4', 'ENPP5', 'ENPP6', 'ENPP7', 'ENSA', 'ENTHD1', 'ENTPD1', 'ENTPD2', 'ENTPD3', 'ENTPD4', 'ENTPD5', 'ENTPD7', 'ENTPD8', 'ENY2', 'EOGT', 'EOMES', 'EP300', 'EP400', 'EP400NL', 'EPAS1', 'EPB41', 'EPB41L1', 'EPB41L2', 'EPB41L3', 'EPB41L4A', 'EPB41L4A-AS1', 'EPB41L4A-AS2', 'EPB41L4B', 'EPB41L5', 'EPB42', 'EPC1', 'EPC2', 'EPCAM', 'EPDR1', 'EPG5', 'EPGN', 'EPHA1', 'EPHA10', 'EPHA2', 'EPHA3', 'EPHA4', 'EPHA5', 'EPHA6', 'EPHA7', 'EPHA8', 'EPHB1', 'EPHB2', 'EPHB3', 'EPHB4', 'EPHX1', 'EPHX2', 'EPHX3', 'EPHX4', 'EPM2A', 'EPM2AIP1', 'EPN1', 'EPN2', 'EPN3', 'EPO', 'EPOR', 'EPPIN', 'EPPK1', 'EPRS', 'EPS15', 'EPS15L1', 'EPS8L1', 'EPS8L2', 'EPS8L3', 'EPSTI1', 'EPT1', 'EPX', 'EPYC', 'EQTN', 'ERAL1', 'ERAP1', 'ERAP2', 'ERAS', 'ERBB2', 'ERBB3', 'ERBB4', 'ERBIN', 'ERC1', 'ERC2', 'ERC2-IT1', 'ERCC1', 'ERCC2', 'ERCC3', 'ERCC4', 'ERCC5', 'ERCC6', 'ERCC6L', 'ERCC6L2', 'ERCC8', 'EREG', 'ERF', 'ERG', 'ERGIC1', 'ERGIC2', 'ERGIC3', 'ERH', 'ERI1', 'ERI2', 'ERI3', 'ERICH1', 'ERICH3', 'ERICH4', 'ERICH5', 'ERICH6', 'ERICH6B', 'ERLEC1', 'ERLIN1', 'ERLIN2', 'ERMAP', 'ERMARD', 'ERMN', 'ERMP1', 'ERN1', 'ERN2', 'ERO1A', 'ERO1B', 'ERP27', 'ERP44', 'ERRFI1', 'ERVFRD-1', 'ESAM', 'ESCO1', 'ESCO2', 'ESD', 'ESF1', 'ESM1', 'ESPL1', 'ESPN', 'ESPNL', 'ESPNP', 'ESR1', 'ESRG', 'ESRP1', 'ESRP2', 'ESRRA', 'ESRRB', 'ESRRG', 'ESX1', 'ESYT1', 'ESYT2', 'ESYT3', 'ETAA1', 'ETF1', 'ETFA', 'ETFB', 'ETFBKMT', 'ETFDH', 'ETFRF1', 'ETHE1', 'ETNK1', 'ETNK2', 'ETNPPL', 'ETS1', 'ETS2', 'ETV1', 'ETV2', 'ETV3', 'ETV3L', 'ETV4', 'ETV5', 'ETV6', 'ETV7', 'EVA1A', 'EVA1B', 'EVA1C', 'EVC', 'EVC2', 'EVI2A', 'EVI2B', 'EVI5', 'EVI5L', 'EVL', 'EVPL', 'EVPLL', 'EVX1', 'EVX2', 'EWSAT1', 'EWSR1', 'EXD1', 'EXD3', 'EXO1', 'EXO5', 'EXOC1', 'EXOC2', 'EXOC3', 'EXOC3-AS1', 'EXOC3L1', 'EXOC3L2', 'EXOC3L4', 'EXOC4', 'EXOC5', 'EXOC6', 'EXOC6B', 'EXOC7', 'EXOC8', 'EXOG', 'EXOSC1', 'EXOSC10', 'EXOSC2', 'EXOSC3', 'EXOSC4', 'EXOSC5', 'EXOSC6', 'EXOSC7', 'EXOSC8', 'EXOSC9', 'EXPH5', 'EXT1', 'EXT2', 'EXTL1', 'EXTL2', 'EXTL3', 'EYA1', 'EYA2', 'EYA3', 'EYA4', 'EYS', 'EZH1', 'EZH2', 'EZR', 'F10', 'F11', 'F11R', 'F12', 'F13A1', 'F13B', 'F2', 'F2R', 'F2RL1', 'F2RL2', 'F2RL3', 'F3', 'F5', 'F7', 'F8', 'F8A1', 'F9', 'FA2H', 'FAAH', 'FAAH2', 'FAAP100', 'FAAP20', 'FAAP24', 'FABP1', 'FABP12', 'FABP2', 'FABP3', 'FABP4', 'FABP5', 'FABP5P3', 'FABP6', 'FABP7', 'FABP9', 'FADD', 'FADS1', 'FADS2', 'FADS3', 'FADS6', 'FAF1', 'FAF2', 'FAH', 'FAHD1', 'FAHD2A', 'FAHD2B', 'FAHD2CP', 'FAIM', 'FAIM2', 'FAM102A', 'FAM102B', 'FAM103A1', 'FAM104A', 'FAM104B', 'FAM105A', 'FAM106A', 'FAM106CP', 'FAM107A', 'FAM107B', 'FAM109A', 'FAM109B', 'FAM110A', 'FAM110B', 'FAM110C', 'FAM110D', 'FAM111A', 'FAM111B', 'FAM114A1', 'FAM114A2', 'FAM117A', 'FAM117B', 'FAM118A', 'FAM118B', 'FAM120A', 'FAM120AOS', 'FAM120B', 'FAM120C', 'FAM122A', 'FAM122B', 'FAM122C', 'FAM124A', 'FAM124B', 'FAM126A', 'FAM126B', 'FAM127A', 'FAM127B', 'FAM127C', 'FAM129A', 'FAM129B', 'FAM129C', 'FAM131A', 'FAM131B', 'FAM131C', 'FAM132A', 'FAM133A', 'FAM133B', 'FAM133CP', 'FAM134A', 'FAM134B', 'FAM134C', 'FAM135A', 'FAM135B', 'FAM136A', 'FAM136BP', 'FAM138B', 'FAM138D', 'FAM138E', 'FAM138F', 'FAM13A', 'FAM13A-AS1', 'FAM13C', 'FAM149A', 'FAM149B1', 'FAM150A', 'FAM150B', 'FAM151A', 'FAM151B', 'FAM153A', 'FAM153B', 'FAM153C', 'FAM155A', 'FAM155B', 'FAM156A', 'FAM157A', 'FAM157B', 'FAM159A', 'FAM160A1', 'FAM160A2', 'FAM160B1', 'FAM160B2', 'FAM161A', 'FAM161B', 'FAM162A', 'FAM162B', 'FAM163A', 'FAM163B', 'FAM166A', 'FAM166B', 'FAM167A', 'FAM167A-AS1', 'FAM167B', 'FAM168A', 'FAM168B', 'FAM169A', 'FAM169B', 'FAM170A', 'FAM170B', 'FAM171A1', 'FAM171A2', 'FAM171B', 'FAM172A', 'FAM173A', 'FAM173B', 'FAM174A', 'FAM174B', 'FAM175A', 'FAM175B', 'FAM177A1', 'FAM177B', 'FAM178B', 'FAM179A', 'FAM179B', 'FAM180A', 'FAM180B', 'FAM181A', 'FAM181A-AS1', 'FAM181B', 'FAM182A', 'FAM182B', 'FAM183A', 'FAM183BP', 'FAM183CP', 'FAM184A', 'FAM184B', 'FAM185A', 'FAM186A', 'FAM186B', 'FAM187B', 'FAM188A', 'FAM188B', 'FAM189A1', 'FAM189A2', 'FAM189B', 'FAM192A', 'FAM193A', 'FAM193B', 'FAM196A', 'FAM196B', 'FAM197Y2P', 'FAM198A', 'FAM198B', 'FAM199X', 'FAM19A1', 'FAM19A2', 'FAM19A3', 'FAM19A4', 'FAM19A5', 'FAM200A', 'FAM200B', 'FAM201A', 'FAM204A', 'FAM205A', 'FAM205BP', 'FAM206A', 'FAM207A', 'FAM208A', 'FAM208B', 'FAM209A', 'FAM209B', 'FAM20A', 'FAM20B', 'FAM20C', 'FAM210A', 'FAM210B', 'FAM212A', 'FAM212B', 'FAM213A', 'FAM213B', 'FAM214A', 'FAM214B', 'FAM215A', 'FAM216A', 'FAM216B', 'FAM217A', 'FAM217B', 'FAM218A', 'FAM219A', 'FAM219B', 'FAM21A', 'FAM21C', 'FAM220A', 'FAM221A', 'FAM221B', 'FAM222A', 'FAM222A-AS1', 'FAM222B', 'FAM223B', 'FAM224B', 'FAM225A', 'FAM225B', 'FAM226B', 'FAM227A', 'FAM227B', 'FAM228A', 'FAM228B', 'FAM229B', 'FAM234A', 'FAM234B', 'FAM24A', 'FAM24B', 'FAM25A', 'FAM25BP', 'FAM26D', 'FAM26E', 'FAM26F', 'FAM27B', 'FAM27C', 'FAM27E5', 'FAM30A', 'FAM32A', 'FAM35A', 'FAM35BP', 'FAM35DP', 'FAM3A', 'FAM3B', 'FAM3C', 'FAM3D', 'FAM41AY1', 'FAM41C', 'FAM43A', 'FAM43B', 'FAM45A', 'FAM45BP', 'FAM46A', 'FAM46B', 'FAM46C', 'FAM46D', 'FAM47A', 'FAM47B', 'FAM47C', 'FAM47E', 'FAM49A', 'FAM49B', 'FAM50A', 'FAM50B', 'FAM53A', 'FAM53B', 'FAM53C', 'FAM57A', 'FAM57B', 'FAM58A', 'FAM58BP', 'FAM60A', 'FAM63A', 'FAM63B', 'FAM64A', 'FAM65A', 'FAM65B', 'FAM65C', 'FAM66A', 'FAM66C', 'FAM66D', 'FAM66E', 'FAM69A', 'FAM69B', 'FAM69C', 'FAM71A', 'FAM71B', 'FAM71C', 'FAM71D', 'FAM71E1', 'FAM71E2', 'FAM71F1', 'FAM71F2', 'FAM72A', 'FAM72B', 'FAM72D', 'FAM74A1', 'FAM74A3', 'FAM74A4', 'FAM76A', 'FAM76B', 'FAM78A', 'FAM78B', 'FAM81A', 'FAM81B', 'FAM83A', 'FAM83A-AS1', 'FAM83B', 'FAM83C', 'FAM83D', 'FAM83E', 'FAM83F', 'FAM83G', 'FAM83H', 'FAM84A', 'FAM84B', 'FAM86B1', 'FAM86B2', 'FAM86B3P', 'FAM86C1', 'FAM86C2P', 'FAM86DP', 'FAM86EP', 'FAM86FP', 'FAM86HP', 'FAM86JP', 'FAM89A', 'FAM89B', 'FAM8A1', 'FAM90A1', 'FAM90A7P', 'FAM91A1', 'FAM92A1', 'FAM92A1P2', 'FAM92B', 'FAM95B1', 'FAM96A', 'FAM96B', 'FAM98A', 'FAM98B', 'FAM98C', 'FAM99A', 'FAM99B', 'FAM9A', 'FAM9B', 'FAM9C', 'FAN1', 'FANCA', 'FANCB', 'FANCC', 'FANCD2', 'FANCD2OS', 'FANCE', 'FANCF', 'FANCG', 'FANCI', 'FANCL', 'FANCM', 'FANK1', 'FAP', 'FAR1', 'FAR2', 'FAR2P1', 'FARP1', 'FARP2', 'FARS2', 'FARSA', 'FARSB', 'FAS', 'FASLG', 'FASN', 'FASTK', 'FASTKD1', 'FASTKD2', 'FASTKD3', 'FASTKD5', 'FAT1', 'FAT2', 'FAT3', 'FAT4', 'FATE1', 'FAU', 'FAXC', 'FAXDC2', 'FBF1', 'FBL', 'FBLIM1', 'FBLL1', 'FBLN1', 'FBLN2', 'FBLN5', 'FBLN7', 'FBN1', 'FBN2', 'FBN3', 'FBP1', 'FBP2', 'FBRS', 'FBRSL1', 'FBXL12', 'FBXL13', 'FBXL14', 'FBXL15', 'FBXL16', 'FBXL17', 'FBXL18', 'FBXL19', 'FBXL19-AS1', 'FBXL2', 'FBXL20', 'FBXL21', 'FBXL22', 'FBXL3', 'FBXL4', 'FBXL5', 'FBXL6', 'FBXL7', 'FBXL8', 'FBXO10', 'FBXO11', 'FBXO15', 'FBXO16', 'FBXO17', 'FBXO18', 'FBXO2', 'FBXO21', 'FBXO22', 'FBXO22-AS1', 'FBXO24', 'FBXO25', 'FBXO27', 'FBXO28', 'FBXO3', 'FBXO30', 'FBXO31', 'FBXO32', 'FBXO33', 'FBXO34', 'FBXO36', 'FBXO38', 'FBXO39', 'FBXO4', 'FBXO40', 'FBXO41', 'FBXO42', 'FBXO43', 'FBXO44', 'FBXO45', 'FBXO46', 'FBXO47', 'FBXO48', 'FBXO5', 'FBXO6', 'FBXO7', 'FBXO8', 'FBXO9', 'FBXW10', 'FBXW11', 'FBXW12', 'FBXW4', 'FBXW5', 'FBXW8', 'FBXW9', 'FCAMR', 'FCAR', 'FCER1A', 'FCER1G', 'FCER2', 'FCF1', 'FCGBP', 'FCGR1A', 'FCGR1B', 'FCGR1CP', 'FCGR2A', 'FCGR2B', 'FCGR2C', 'FCGR3A', 'FCGR3B', 'FCGRT', 'FCHO1', 'FCHO2', 'FCHSD1', 'FCHSD2', 'FCMR', 'FCN1', 'FCN2', 'FCN3', 'FCRL1', 'FCRL2', 'FCRL3', 'FCRL4', 'FCRL5', 'FCRL6', 'FCRLA', 'FCRLB', 'FDCSP', 'FDFT1', 'FDPS', 'FDPSP2', 'FDX1', 'FDX2', 'FDXACB1', 'FDXR', 'FECH', 'FEM1A', 'FEM1B', 'FEM1C', 'FEN1', 'FER', 'FER1L4', 'FER1L5', 'FER1L6', 'FERD3L', 'FERMT1', 'FERMT2', 'FERMT3', 'FES', 'FETUB', 'FEV', 'FEZ1', 'FEZ2', 'FEZF1', 'FEZF2', 'FFAR1', 'FFAR2', 'FFAR3', 'FFAR4', 'FGA', 'FGB', 'FGD1', 'FGD2', 'FGD3', 'FGD4', 'FGD5', 'FGD6', 'FGF1', 'FGF10', 'FGF11', 'FGF12', 'FGF13', 'FGF14', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF2', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF7P3', 'FGF7P6', 'FGF8', 'FGF9', 'FGFBP1', 'FGFBP2', 'FGFBP3', 'FGFR1', 'FGFR1OP', 'FGFR1OP2', 'FGFR2', 'FGFR3', 'FGFR4', 'FGFRL1', 'FGG', 'FGGY', 'FGL1', 'FGL2', 'FGR', 'FH', 'FHAD1', 'FHDC1', 'FHIT', 'FHL1', 'FHL2', 'FHL3', 'FHL5', 'FHOD1', 'FHOD3', 'FIBCD1', 'FIBIN', 'FIBP', 'FICD', 'FIG4', 'FIGLA', 'FIGN', 'FIGNL1', 'FIGNL2', 'FILIP1', 'FILIP1L', 'FIP1L1', 'FIRRE', 'FIS1', 'FITM1', 'FITM2', 'FIZ1', 'FJX1', 'FKBP10', 'FKBP11', 'FKBP14', 'FKBP15', 'FKBP1A', 'FKBP1AP1', 'FKBP1B', 'FKBP2', 'FKBP3', 'FKBP4', 'FKBP5', 'FKBP6', 'FKBP7', 'FKBP8', 'FKBP9', 'FKBP9P1', 'FKBPL', 'FKRP', 'FKTN', 'FLAD1', 'FLCN', 'FLG', 'FLG2', 'FLI1', 'FLII', 'FLNB', 'FLNC', 'FLOT1', 'FLOT2', 'FLRT1', 'FLRT2', 'FLRT3', 'FLT1', 'FLT3', 'FLT4', 'FLVCR1', 'FLVCR1-AS1', 'FLVCR2', 'FLYWCH1', 'FLYWCH2', 'FMC1', 'FMN1', 'FMN2', 'FMNL1', 'FMNL2', 'FMNL3', 'FMO1', 'FMO2', 'FMO3', 'FMO4', 'FMO5', 'FMO6P', 'FMO9P', 'FMOD', 'FMR1', 'FMR1-AS1', 'FMR1NB', 'FN1', 'FN3K', 'FN3KRP', 'FNBP1', 'FNBP1L', 'FNBP4', 'FNDC1', 'FNDC11', 'FNDC3A', 'FNDC3B', 'FNDC4', 'FNDC5', 'FNDC7', 'FNDC8', 'FNDC9', 'FNIP1', 'FNIP2', 'FNTA', 'FNTB', 'FOCAD', 'FOLH1', 'FOLH1B', 'FOLR1', 'FOLR2', 'FOLR3', 'FOPNL', 'FOS', 'FOSB', 'FOSL1', 'FOSL2', 'FOXA1', 'FOXA2', 'FOXA3', 'FOXB1', 'FOXB2', 'FOXC1', 'FOXC2', 'FOXD1', 'FOXD2', 'FOXD2-AS1', 'FOXD3', 'FOXD4', 'FOXD4L1', 'FOXD4L3', 'FOXD4L5', 'FOXD4L6', 'FOXE1', 'FOXE3', 'FOXF1', 'FOXF2', 'FOXG1', 'FOXH1', 'FOXI1', 'FOXI2', 'FOXI3', 'FOXJ1', 'FOXJ2', 'FOXJ3', 'FOXK1', 'FOXK2', 'FOXL1', 'FOXL2', 'FOXL2NB', 'FOXM1', 'FOXN1', 'FOXN2', 'FOXN3', 'FOXN3-AS2', 'FOXN4', 'FOXO1', 'FOXO3', 'FOXO3B', 'FOXO4', 'FOXP1', 'FOXP2', 'FOXP3', 'FOXP4', 'FOXQ1', 'FOXR1', 'FOXR2', 'FOXRED1', 'FOXRED2', 'FOXS1', 'FPGS', 'FPGT', 'FPR1', 'FPR2', 'FPR3', 'FRA10AC1', 'FRAS1', 'FRAT1', 'FRAT2', 'FREM1', 'FREM2', 'FRG1', 'FRG1BP', 'FRG2', 'FRG2B', 'FRG2C', 'FRG2DP', 'FRK', 'FRMD1', 'FRMD3', 'FRMD4A', 'FRMD4B', 'FRMD5', 'FRMD6', 'FRMD7', 'FRMD8', 'FRMPD1', 'FRMPD2', 'FRMPD2B', 'FRMPD4', 'FRRS1', 'FRRS1L', 'FRS2', 'FRS3', 'FRY', 'FRYL', 'FRZB', 'FSCB', 'FSCN1', 'FSCN2', 'FSCN3', 'FSD1', 'FSD1L', 'FSD2', 'FSHB', 'FSIP1', 'FST', 'FSTL1', 'FSTL3', 'FSTL4', 'FSTL5', 'FTCD', 'FTH1', 'FTH1P3', 'FTHL17', 'FTL', 'FTLP10', 'FTMT', 'FTO', 'FTSJ1', 'FTSJ3', 'FTX', 'FUBP1', 'FUBP3', 'FUCA1', 'FUCA2', 'FUK', 'FUNDC1', 'FUNDC2', 'FUNDC2P2', 'FUOM', 'FURIN', 'FUS', 'FUT1', 'FUT10', 'FUT11', 'FUT2', 'FUT3', 'FUT4', 'FUT5', 'FUT6', 'FUT7', 'FUT8', 'FUT8-AS1', 'FUT9', 'FUZ', 'FXN', 'FXR2', 'FXYD1', 'FXYD2', 'FXYD3', 'FXYD4', 'FXYD5', 'FXYD6', 'FXYD7', 'FYB', 'FYCO1', 'FYN', 'FYTTD1', 'FZD1', 'FZD10', 'FZD2', 'FZD3', 'FZD4', 'FZD5', 'FZD6', 'FZD7', 'FZD8', 'FZD9', 'FZR1', 'G0S2', 'G2E3', 'G3BP1', 'G3BP2', 'G6PC', 'G6PC2', 'G6PC3', 'G6PD', 'GAA', 'GAB1', 'GAB2', 'GAB3', 'GAB4', 'GABARAP', 'GABARAPL1', 'GABARAPL2', 'GABARAPL3', 'GABBR2', 'GABPA', 'GABPB1', 'GABPB1-AS1', 'GABPB2', 'GABRA1', 'GABRA2', 'GABRA3', 'GABRA4', 'GABRA5', 'GABRA6', 'GABRB1', 'GABRB3', 'GABRD', 'GABRE', 'GABRG1', 'GABRG3', 'GABRP', 'GABRQ', 'GABRR1', 'GABRR2', 'GABRR3', 'GAD1', 'GAD2', 'GADD45A', 'GADD45B', 'GADD45G', 'GADD45GIP1', 'GADL1', 'GAGE1', 'GAGE12D', 'GAGE12F', 'GAGE12J', 'GAGE13', 'GAGE2A', 'GAGE2B', 'GAGE2C', 'GAGE2D', 'GAGE2E', 'GAGE4', 'GAGE8', 'GAK', 'GAL', 'GAL3ST1', 'GAL3ST2', 'GAL3ST3', 'GAL3ST4', 'GALC', 'GALE', 'GALK1', 'GALK2', 'GALM', 'GALNS', 'GALNT1', 'GALNT10', 'GALNT11', 'GALNT12', 'GALNT13', 'GALNT14', 'GALNT15', 'GALNT16', 'GALNT18', 'GALNT2', 'GALNT3', 'GALNT4', 'GALNT5', 'GALNT6', 'GALNT7', 'GALNT8', 'GALNT9', 'GALNTL5', 'GALNTL6', 'GALP', 'GALR1', 'GALR2', 'GALR3', 'GALT', 'GAMT', 'GAN', 'GANAB', 'GANC', 'GAP43', 'GAPDH', 'GAPDHS', 'GAPT', 'GAPVD1', 'GAR1', 'GAREM1', 'GARNL3', 'GARS', 'GART', 'GAS1', 'GAS2', 'GAS2L1', 'GAS2L1P2', 'GAS2L2', 'GAS2L3', 'GAS5', 'GAS6', 'GAS7', 'GAS8', 'GAS8-AS1', 'GAST', 'GATA1', 'GATA2', 'GATA3', 'GATA3-AS1', 'GATA4', 'GATA5', 'GATA6', 'GATAD1', 'GATAD2A', 'GATAD2B', 'GATB', 'GATC', 'GATM', 'GATS', 'GATSL2', 'GATSL3', 'GBA', 'GBA2', 'GBA3', 'GBAP1', 'GBAS', 'GBE1', 'GBF1', 'GBGT1', 'GBP1', 'GBP1P1', 'GBP2', 'GBP3', 'GBP4', 'GBP5', 'GBP6', 'GBP7', 'GBX1', 'GBX2', 'GC', 'GCA', 'GCAT', 'GCC1', 'GCC2', 'GCDH', 'GCFC2', 'GCG', 'GCGR', 'GCH1', 'GCHFR', 'GCK', 'GCKR', 'GCLC', 'GCLM', 'GCM1', 'GCM2', 'GCN1', 'GCNT1', 'GCNT2', 'GCNT3', 'GCNT4', 'GCNT7', 'GCOM1', 'GCSAM', 'GCSAML', 'GCSAML-AS1', 'GCSH', 'GDA', 'GDAP1', 'GDAP1L1', 'GDAP2', 'GDE1', 'GDF1', 'GDF10', 'GDF15', 'GDF2', 'GDF3', 'GDF5', 'GDF6', 'GDF7', 'GDF9', 'GDI1', 'GDI2', 'GDNF', 'GDPD1', 'GDPD2', 'GDPD3', 'GDPD4', 'GDPD5', 'GDPGP1', 'GEM', 'GEMIN2', 'GEMIN4', 'GEMIN5', 'GEMIN6', 'GEMIN8', 'GEMIN8P4', 'GEN1', 'GET4', 'GFAP', 'GFER', 'GFI1', 'GFI1B', 'GFM1', 'GFM2', 'GFOD1', 'GFOD2', 'GFPT1', 'GFPT2', 'GFRA1', 'GFRA2', 'GFRA3', 'GFRA4', 'GFRAL', 'GGA1', 'GGA2', 'GGA3', 'GGACT', 'GGCT', 'GGCX', 'GGH', 'GGN', 'GGNBP1', 'GGNBP2', 'GGPS1', 'GGT1', 'GGT3P', 'GGT5', 'GGT6', 'GGT7', 'GGT8P', 'GGTA1P', 'GGTLC1', 'GGTLC2', 'GH1', 'GH2', 'GHDC', 'GHITM', 'GHR', 'GHRH', 'GHRHR', 'GHRL', 'GHRLOS', 'GHSR', 'GID4', 'GID8', 'GIF', 'GIGYF1', 'GIGYF2', 'GIMAP1', 'GIMAP2', 'GIMAP4', 'GIMAP5', 'GIMAP6', 'GIMAP7', 'GIMAP8', 'GIN1', 'GINM1', 'GINS1', 'GINS2', 'GINS3', 'GINS4', 'GIP', 'GIPC1', 'GIPC2', 'GIPC3', 'GIPR', 'GIT1', 'GIT2', 'GJA1', 'GJA10', 'GJA3', 'GJA4', 'GJA5', 'GJA8', 'GJA9', 'GJB1', 'GJB3', 'GJB4', 'GJB5', 'GJC1', 'GJC2', 'GJC3', 'GJD2', 'GJD3', 'GJD4', 'GK', 'GK2', 'GK3P', 'GK5', 'GKAP1', 'GKN1', 'GKN2', 'GLA', 'GLB1', 'GLB1L', 'GLB1L2', 'GLB1L3', 'GLCCI1', 'GLCE', 'GLDC', 'GLDN', 'GLE1', 'GLG1', 'GLI1', 'GLI2', 'GLI3', 'GLI4', 'GLIDR', 'GLIPR1', 'GLIPR1L1', 'GLIPR1L2', 'GLIPR2', 'GLIS1', 'GLIS2', 'GLIS3', 'GLIS3-AS1', 'GLMN', 'GLMP', 'GLO1', 'GLOD4', 'GLOD5', 'GLP1R', 'GLP2R', 'GLRA1', 'GLRA2', 'GLRA3', 'GLRA4', 'GLRB', 'GLRX', 'GLRX2', 'GLRX3', 'GLRX5', 'GLS', 'GLS2', 'GLT1D1', 'GLT6D1', 'GLT8D1', 'GLT8D2', 'GLTP', 'GLTPD2', 'GLTSCR1', 'GLTSCR1L', 'GLTSCR2', 'GLUD1', 'GLUD2', 'GLUL', 'GLYAT', 'GLYATL1', 'GLYATL2', 'GLYATL3', 'GLYCAM1', 'GLYCTK', 'GLYR1', 'GM2A', 'GMCL1', 'GMCL1P1', 'GMDS', 'GMEB1', 'GMEB2', 'GMFB', 'GMFG', 'GMIP', 'GML', 'GMNC', 'GMNN', 'GMPPA', 'GMPPB', 'GMPR', 'GMPR2', 'GMPS', 'GNA11', 'GNA12', 'GNA13', 'GNA14', 'GNA15', 'GNAI1', 'GNAI2', 'GNAI3', 'GNAL', 'GNAO1', 'GNAQ', 'GNAS', 'GNAS-AS1', 'GNAT1', 'GNAT2', 'GNAT3', 'GNAZ', 'GNB1', 'GNB2', 'GNB3', 'GNB4', 'GNE', 'GNG10', 'GNG11', 'GNG13', 'GNG2', 'GNG3', 'GNG4', 'GNG5', 'GNG7', 'GNG8', 'GNGT1', 'GNGT2', 'GNL1', 'GNL2', 'GNL3', 'GNL3L', 'GNLY', 'GNMT', 'GNPAT', 'GNPDA1', 'GNPDA2', 'GNPTAB', 'GNPTG', 'GNRH1', 'GNRH2', 'GNRHR2', 'GNS', 'GOLGA1', 'GOLGA2', 'GOLGA2P10', 'GOLGA2P3Y', 'GOLGA2P5', 'GOLGA2P6', 'GOLGA2P7', 'GOLGA3', 'GOLGA4', 'GOLGA5', 'GOLGA6A', 'GOLGA6B', 'GOLGA6C', 'GOLGA6D', 'GOLGA6L1', 'GOLGA6L10', 'GOLGA6L5P', 'GOLGA6L6', 'GOLGA6L9', 'GOLGA7', 'GOLGA7B', 'GOLGA8A', 'GOLGA8B', 'GOLGA8CP', 'GOLGA8DP', 'GOLGA8EP', 'GOLGA8F', 'GOLGA8G', 'GOLGA8IP', 'GOLGB1', 'GOLIM4', 'GOLM1', 'GOLPH3', 'GOLPH3L', 'GOLT1A', 'GOLT1B', 'GON4L', 'GON7', 'GOPC', 'GORAB', 'GORASP1', 'GORASP2', 'GOSR1', 'GOSR2', 'GOT1', 'GOT1L1', 'GOT2', 'GP1BA', 'GP2', 'GP5', 'GP6', 'GP9', 'GPA33', 'GPAA1', 'GPALPP1', 'GPAM', 'GPANK1', 'GPAT2', 'GPAT3', 'GPAT4', 'GPATCH1', 'GPATCH11', 'GPATCH2', 'GPATCH2L', 'GPATCH3', 'GPATCH4', 'GPATCH8', 'GPBAR1', 'GPBP1', 'GPBP1L1', 'GPC1', 'GPC2', 'GPC3', 'GPC4', 'GPC5', 'GPC6', 'GPCPD1', 'GPD1', 'GPD1L', 'GPD2', 'GPER1', 'GPHA2', 'GPHB5', 'GPHN', 'GPI', 'GPIHBP1', 'GPKOW', 'GPLD1', 'GPM6A', 'GPM6B', 'GPN1', 'GPN2', 'GPN3', 'GPNMB', 'GPR1', 'GPR101', 'GPR108', 'GPR119', 'GPR132', 'GPR135', 'GPR137', 'GPR137B', 'GPR137C', 'GPR139', 'GPR141', 'GPR142', 'GPR143', 'GPR146', 'GPR148', 'GPR149', 'GPR15', 'GPR150', 'GPR151', 'GPR152', 'GPR153', 'GPR155', 'GPR156', 'GPR157', 'GPR158', 'GPR158-AS1', 'GPR160', 'GPR161', 'GPR162', 'GPR171', 'GPR173', 'GPR174', 'GPR176', 'GPR179', 'GPR180', 'GPR182', 'GPR183', 'GPR19', 'GPR20', 'GPR21', 'GPR25', 'GPR26', 'GPR27', 'GPR3', 'GPR31', 'GPR32', 'GPR34', 'GPR35', 'GPR37', 'GPR37L1', 'GPR39', 'GPR4', 'GPR45', 'GPR50', 'GPR52', 'GPR55', 'GPR62', 'GPR75', 'GPR78', 'GPR82', 'GPR83', 'GPR88', 'GPR89A', 'GPR89B', 'GPRASP1', 'GPRASP2', 'GPRC5A', 'GPRC5D', 'GPRC6A', 'GPRIN1', 'GPRIN2', 'GPRIN3', 'GPS1', 'GPS2', 'GPSM1', 'GPSM2', 'GPSM3', 'GPT', 'GPT2', 'GPX1', 'GPX2', 'GPX3', 'GPX4', 'GPX5', 'GPX6', 'GPX7', 'GPX8', 'GRAMD1A', 'GRAMD1B', 'GRAMD1C', 'GRAMD2', 'GRAMD3', 'GRAMD4', 'GRAP', 'GRAP2', 'GRAPL', 'GRASP', 'GRB10', 'GRB14', 'GRB2', 'GRB7', 'GREB1', 'GREB1L', 'GREM1', 'GREM2', 'GRHL1', 'GRHL2', 'GRHL3', 'GRHPR', 'GRIA2', 'GRIA3', 'GRID1', 'GRID2', 'GRID2IP', 'GRIK1', 'GRIK1-AS1', 'GRIK2', 'GRIK3', 'GRIK4', 'GRIK5', 'GRIN1', 'GRIN2B', 'GRIN2C', 'GRIN2D', 'GRIN3A', 'GRIN3B', 'GRINA', 'GRIP1', 'GRIP2', 'GRIPAP1', 'GRK1', 'GRK2', 'GRK3', 'GRK4', 'GRK5', 'GRK6', 'GRK7', 'GRM1', 'GRM2', 'GRM4', 'GRM5', 'GRM6', 'GRM7', 'GRN', 'GRP', 'GRPEL1', 'GRPEL2', 'GRPR', 'GRSF1', 'GRTP1', 'GRWD1', 'GRXCR1', 'GRXCR2', 'GSAP', 'GSC', 'GSC2', 'GSDMA', 'GSDMB', 'GSDMC', 'GSDMD', 'GSE1', 'GSG1', 'GSG1L', 'GSG2', 'GSK3A', 'GSK3B', 'GSKIP', 'GSN', 'GSPT1', 'GSPT2', 'GSR', 'GSS', 'GSTA1', 'GSTA2', 'GSTA3', 'GSTA4', 'GSTA5', 'GSTCD', 'GSTK1', 'GSTM1', 'GSTM2', 'GSTM2P1', 'GSTM3', 'GSTM4', 'GSTM5', 'GSTO1', 'GSTO2', 'GSTP1', 'GSTT1', 'GSTT2', 'GSTTP1', 'GSTTP2', 'GSTZ1', 'GSX1', 'GSX2', 'GTDC1', 'GTF2A1', 'GTF2A1L', 'GTF2A2', 'GTF2B', 'GTF2E1', 'GTF2E2', 'GTF2F1', 'GTF2F2', 'GTF2H1', 'GTF2H2', 'GTF2H2B', 'GTF2H2C', 'GTF2H3', 'GTF2H4', 'GTF2H5', 'GTF2I', 'GTF2IP1', 'GTF2IRD1', 'GTF2IRD1P1', 'GTF2IRD2', 'GTF2IRD2B', 'GTF2IRD2P1', 'GTF3A', 'GTF3C1', 'GTF3C2', 'GTF3C3', 'GTF3C4', 'GTF3C5', 'GTF3C6', 'GTPBP1', 'GTPBP10', 'GTPBP2', 'GTPBP3', 'GTPBP4', 'GTPBP6', 'GTPBP8', 'GTSE1', 'GTSE1-AS1', 'GTSF1', 'GTSF1L', 'GUCA1A', 'GUCA1B', 'GUCA1C', 'GUCA2A', 'GUCA2B', 'GUCD1', 'GUCY1A2', 'GUCY1A3', 'GUCY1B2', 'GUCY1B3', 'GUCY2C', 'GUCY2D', 'GUCY2EP', 'GUCY2F', 'GUCY2GP', 'GUF1', 'GUK1', 'GULP1', 'GUSB', 'GUSBP1', 'GUSBP11', 'GUSBP2', 'GUSBP3', 'GUSBP4', 'GUSBP5', 'GVINP1', 'GXYLT1', 'GXYLT2', 'GYG1', 'GYG2', 'GYPA', 'GYPB', 'GYPC', 'GYPE', 'GYS1', 'GYS2', 'GZF1', 'GZMA', 'GZMB', 'GZMH', 'GZMK', 'GZMM', 'H19', 'H1F0', 'H1FNT', 'H1FOO', 'H1FX', 'H1FX-AS1', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFY', 'H2AFY2', 'H2AFZ', 'H2BFM', 'H2BFWT', 'H2BFXP', 'H3F3A', 'H3F3AP5', 'H3F3B', 'H3F3C', 'H6PD', 'HAAO', 'HABP2', 'HABP4', 'HACD1', 'HACD2', 'HACD3', 'HACD4', 'HACE1', 'HACL1', 'HADH', 'HADHA', 'HADHB', 'HAGH', 'HAGHL', 'HAL', 'HAMP', 'HAND1', 'HAND2', 'HAND2-AS1', 'HAO1', 'HAO2', 'HAP1', 'HAPLN1', 'HAPLN2', 'HAPLN3', 'HAPLN4', 'HAR1A', 'HAR1B', 'HARBI1', 'HARS', 'HARS2', 'HAS1', 'HAS2', 'HAS2-AS1', 'HAS3', 'HAT1', 'HAUS1', 'HAUS2', 'HAUS3', 'HAUS4', 'HAUS5', 'HAUS6', 'HAUS7', 'HAUS8', 'HAVCR1', 'HAVCR1P1', 'HAVCR2', 'HAX1', 'HBA1', 'HBA2', 'HBB', 'HBBP1', 'HBD', 'HBE1', 'HBEGF', 'HBG1', 'HBG2', 'HBM', 'HBP1', 'HBQ1', 'HBS1L', 'HBZ', 'HCAR1', 'HCAR2', 'HCAR3', 'HCCAT5', 'HCCS', 'HCFC1', 'HCFC1R1', 'HCFC2', 'HCG11', 'HCG18', 'HCG22', 'HCG26', 'HCG27', 'HCG4', 'HCG4B', 'HCG9', 'HCK', 'HCLS1', 'HCN1', 'HCN2', 'HCN3', 'HCN4', 'HCP5', 'HCRT', 'HCRTR1', 'HCRTR2', 'HCST', 'HDAC1', 'HDAC10', 'HDAC11', 'HDAC2', 'HDAC3', 'HDAC4', 'HDAC5', 'HDAC6', 'HDAC7', 'HDAC8', 'HDAC9', 'HDC', 'HDDC2', 'HDDC3', 'HDGF', 'HDGFL1', 'HDHD2', 'HDHD3', 'HDLBP', 'HDX', 'HEATR1', 'HEATR3', 'HEATR4', 'HEATR5A', 'HEATR5B', 'HEATR6', 'HEATR9', 'HEBP1', 'HEBP2', 'HECA', 'HECTD1', 'HECTD2', 'HECTD2-AS1', 'HECTD3', 'HECTD4', 'HECW1', 'HECW2', 'HEG1', 'HELB', 'HELLS', 'HELQ', 'HELT', 'HELZ', 'HELZ2', 'HEMGN', 'HEMK1', 'HENMT1', 'HEPACAM', 'HEPACAM2', 'HEPH', 'HEPHL1', 'HEPN1', 'HERC1', 'HERC2', 'HERC2P2', 'HERC3', 'HERC4', 'HERC5', 'HERC6', 'HERPUD1', 'HERPUD2', 'HES1', 'HES2', 'HES3', 'HES4', 'HES5', 'HES6', 'HES7', 'HESX1', 'HEXA', 'HEXA-AS1', 'HEXB', 'HEXDC', 'HEXIM1', 'HEXIM2', 'HEY1', 'HEY2', 'HEYL', 'HFE', 'HFE2', 'HFM1', 'HGD', 'HGF', 'HGFAC', 'HGH1', 'HGS', 'HGSNAT', 'HHAT', 'HHATL', 'HHEX', 'HHIP', 'HHIPL1', 'HHIPL2', 'HHLA1', 'HHLA2', 'HHLA3', 'HIBADH', 'HIBCH', 'HIC1', 'HIC2', 'HID1', 'HIF1A', 'HIF1AN', 'HIF3A', 'HIGD1A', 'HIGD1B', 'HIGD1C', 'HIGD2A', 'HIGD2B', 'HIKESHI', 'HILPDA', 'HILS1', 'HINFP', 'HINT1', 'HINT2', 'HINT3', 'HIP1', 'HIP1R', 'HIPK1', 'HIPK2', 'HIPK3', 'HIPK4', 'HIRA', 'HIRIP3', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HIST1H1T', 'HIST1H2AA', 'HIST1H2AB', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AE', 'HIST1H2AG', 'HIST1H2AH', 'HIST1H2AJ', 'HIST1H2AK', 'HIST1H2AL', 'HIST1H2AM', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BC', 'HIST1H2BD', 'HIST1H2BE', 'HIST1H2BF', 'HIST1H2BG', 'HIST1H2BH', 'HIST1H2BI', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H3A', 'HIST1H3B', 'HIST1H3C', 'HIST1H3D', 'HIST1H3E', 'HIST1H3F', 'HIST1H3G', 'HIST1H3H', 'HIST1H3I', 'HIST1H3J', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4G', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AA3', 'HIST2H2AB', 'HIST2H2AC', 'HIST2H2BA', 'HIST2H2BE', 'HIST2H2BF', 'HIST2H3C', 'HIST2H3D', 'HIST2H4A', 'HIST3H2A', 'HIST3H2BB', 'HIST3H3', 'HIST4H4', 'HIVEP1', 'HIVEP2', 'HIVEP3', 'HJURP', 'HK1', 'HK2', 'HK3', 'HKDC1', 'HKR1', 'HLA-A', 'HLA-B', 'HLA-C', 'HLA-DMA', 'HLA-DMB', 'HLA-DOA', 'HLA-DOB', 'HLA-DPA1', 'HLA-DPB1', 'HLA-DPB2', 'HLA-DQA1', 'HLA-DQA2', 'HLA-DQB1', 'HLA-DQB2', 'HLA-DRA', 'HLA-DRB1', 'HLA-DRB5', 'HLA-DRB6', 'HLA-E', 'HLA-F', 'HLA-F-AS1', 'HLA-G', 'HLA-H', 'HLA-J', 'HLA-L', 'HLCS', 'HLF', 'HLTF', 'HLX', 'HM13', 'HMBOX1', 'HMBS', 'HMCES', 'HMCN1', 'HMG20A', 'HMG20B', 'HMGA1', 'HMGA2', 'HMGB1', 'HMGB1P1', 'HMGB2', 'HMGB3', 'HMGB3P1', 'HMGB4', 'HMGCL', 'HMGCLL1', 'HMGCR', 'HMGCS1', 'HMGCS2', 'HMGN1', 'HMGN2', 'HMGN2P46', 'HMGN3', 'HMGN4', 'HMGN5', 'HMGXB3', 'HMGXB4', 'HMHB1', 'HMMR', 'HMOX1', 'HMOX2', 'HMSD', 'HMX1', 'HMX2', 'HMX3', 'HN1', 'HN1L', 'HNF1A', 'HNF1A-AS1', 'HNF1B', 'HNF4A', 'HNF4G', 'HNMT', 'HNRNPA0', 'HNRNPA1', 'HNRNPA1L2', 'HNRNPA1P33', 'HNRNPA2B1', 'HNRNPA3', 'HNRNPA3P1', 'HNRNPAB', 'HNRNPC', 'HNRNPCL1', 'HNRNPCL2', 'HNRNPCL3', 'HNRNPD', 'HNRNPDL', 'HNRNPF', 'HNRNPH1', 'HNRNPH2', 'HNRNPH3', 'HNRNPK', 'HNRNPL', 'HNRNPLL', 'HNRNPM', 'HNRNPR', 'HNRNPU', 'HNRNPUL1', 'HNRNPUL2', 'HOGA1', 'HOMER1', 'HOMEZ', 'HOOK1', 'HOOK2', 'HOOK3', 'HOPX', 'HORMAD1', 'HORMAD2', 'HOTAIR', 'HOXA1', 'HOXA10', 'HOXA11', 'HOXA11-AS', 'HOXA13', 'HOXA2', 'HOXA3', 'HOXA4', 'HOXA5', 'HOXA6', 'HOXA7', 'HOXA9', 'HOXB1', 'HOXB13', 'HOXB2', 'HOXB3', 'HOXB4', 'HOXB5', 'HOXB6', 'HOXB7', 'HOXB8', 'HOXB9', 'HOXC10', 'HOXC11', 'HOXC12', 'HOXC13', 'HOXC4', 'HOXC5', 'HOXC6', 'HOXC8', 'HOXC9', 'HOXD1', 'HOXD10', 'HOXD11', 'HOXD12', 'HOXD13', 'HOXD3', 'HOXD4', 'HOXD8', 'HOXD9', 'HP', 'HP1BP3', 'HPCA', 'HPCAL1', 'HPCAL4', 'HPD', 'HPDL', 'HPF1', 'HPGD', 'HPGDS', 'HPN', 'HPN-AS1', 'HPR', 'HPRT1', 'HPS1', 'HPS3', 'HPS4', 'HPS5', 'HPS6', 'HPSE', 'HPSE2', 'HPVC1', 'HPX', 'HPYR1', 'HR', 'HRAS', 'HRASLS', 'HRASLS2', 'HRASLS5', 'HRC', 'HRCT1', 'HRG', 'HRH1', 'HRH3', 'HRH4', 'HRK', 'HRNR', 'HS1BP3', 'HS2ST1', 'HS3ST1', 'HS3ST2', 'HS3ST3A1', 'HS3ST3B1', 'HS3ST4', 'HS3ST5', 'HS3ST6', 'HS6ST1', 'HS6ST2', 'HS6ST3', 'HSBP1', 'HSBP1L1', 'HSCB', 'HSD11B1', 'HSD11B1L', 'HSD11B2', 'HSD17B1', 'HSD17B10', 'HSD17B11', 'HSD17B12', 'HSD17B13', 'HSD17B14', 'HSD17B2', 'HSD17B3', 'HSD17B4', 'HSD17B6', 'HSD17B7', 'HSD17B7P2', 'HSD17B8', 'HSD3B1', 'HSD3B2', 'HSD3B7', 'HSDL1', 'HSDL2', 'HSF1', 'HSF2', 'HSF2BP', 'HSF4', 'HSF5', 'HSFX2', 'HSFY1P1', 'HSFY2', 'HSH2D', 'HSP90AA1', 'HSP90AB1', 'HSP90AB2P', 'HSP90AB4P', 'HSP90B1', 'HSP90B3P', 'HSPA12A', 'HSPA12B', 'HSPA13', 'HSPA14', 'HSPA1A', 'HSPA1B', 'HSPA1L', 'HSPA2', 'HSPA4', 'HSPA4L', 'HSPA5', 'HSPA6', 'HSPA7', 'HSPA8', 'HSPA9', 'HSPB1', 'HSPB11', 'HSPB1P1', 'HSPB2', 'HSPB3', 'HSPB6', 'HSPB7', 'HSPB8', 'HSPB9', 'HSPBAP1', 'HSPBP1', 'HSPD1', 'HSPE1', 'HSPG2', 'HSPH1', 'HTATIP2', 'HTATSF1', 'HTN1', 'HTN3', 'HTR1A', 'HTR1B', 'HTR1D', 'HTR1E', 'HTR1F', 'HTR2A', 'HTR2B', 'HTR2C', 'HTR3A', 'HTR3B', 'HTR3C', 'HTR3D', 'HTR3E', 'HTR4', 'HTR5A', 'HTR6', 'HTR7', 'HTR7P1', 'HTRA1', 'HTRA2', 'HTRA3', 'HTRA4', 'HTT', 'HULC', 'HUNK', 'HUS1', 'HUS1B', 'HUWE1', 'HVCN1', 'HYAL1', 'HYAL2', 'HYAL3', 'HYAL4', 'HYALP1', 'HYDIN', 'HYI', 'HYKK', 'HYLS1', 'HYMAI', 'HYOU1', 'HYPK', 'HYPM', 'IAH1', 'IAPP', 'IARS', 'IARS2', 'IBA57', 'IBSP', 'IBTK', 'ICA1', 'ICA1L', 'ICAM1', 'ICAM2', 'ICAM3', 'ICAM4', 'ICAM5', 'ICE1', 'ICE2', 'ICK', 'ICMT', 'ICOS', 'ICOSLG', 'ID1', 'ID2', 'ID2B', 'ID3', 'ID4', 'IDE', 'IDH1', 'IDH2', 'IDH3A', 'IDH3B', 'IDH3G', 'IDI1', 'IDI2', 'IDI2-AS1', 'IDNK', 'IDO1', 'IDO2', 'IDS', 'IDUA', 'IER2', 'IER3', 'IER3IP1', 'IER5', 'IER5L', 'IFFO1', 'IFFO2', 'IFI16', 'IFI27', 'IFI27L1', 'IFI27L2', 'IFI30', 'IFI35', 'IFI44', 'IFI44L', 'IFI6', 'IFIH1', 'IFIT1', 'IFIT1B', 'IFIT2', 'IFIT3', 'IFIT5', 'IFITM1', 'IFITM2', 'IFITM3', 'IFITM4P', 'IFITM5', 'IFNA1', 'IFNA10', 'IFNA13', 'IFNA14', 'IFNA16', 'IFNA17', 'IFNA2', 'IFNA21', 'IFNA4', 'IFNA5', 'IFNA6', 'IFNA7', 'IFNA8', 'IFNAR1', 'IFNAR2', 'IFNB1', 'IFNE', 'IFNG', 'IFNGR1', 'IFNGR2', 'IFNK', 'IFNL1', 'IFNL2', 'IFNL3', 'IFNLR1', 'IFNW1', 'IFRD1', 'IFRD2', 'IFT122', 'IFT140', 'IFT172', 'IFT20', 'IFT22', 'IFT27', 'IFT43', 'IFT46', 'IFT52', 'IFT57', 'IFT74', 'IFT80', 'IFT81', 'IFT88', 'IGBP1', 'IGBP1P1', 'IGDCC3', 'IGDCC4', 'IGF1', 'IGF1R', 'IGF2', 'IGF2-AS', 'IGF2BP1', 'IGF2BP2', 'IGF2BP2-AS1', 'IGF2BP3', 'IGF2R', 'IGFALS', 'IGFBP1', 'IGFBP2', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP6', 'IGFBP7', 'IGFBPL1', 'IGFL1', 'IGFL2', 'IGFL3', 'IGFL4', 'IGFLR1', 'IGFN1', 'IGHMBP2', 'IGIP', 'IGLL1', 'IGLL3P', 'IGLON5', 'IGSF1', 'IGSF10', 'IGSF11', 'IGSF21', 'IGSF22', 'IGSF3', 'IGSF5', 'IGSF6', 'IGSF8', 'IGSF9', 'IGSF9B', 'IHH', 'IK', 'IKBIP', 'IKBKAP', 'IKBKB', 'IKBKE', 'IKBKG', 'IKZF1', 'IKZF2', 'IKZF3', 'IKZF4', 'IKZF5', 'IL10', 'IL10RA', 'IL10RB', 'IL11', 'IL11RA', 'IL12A', 'IL12B', 'IL12RB2', 'IL13', 'IL13RA1', 'IL13RA2', 'IL15', 'IL15RA', 'IL16', 'IL17A', 'IL17B', 'IL17C', 'IL17D', 'IL17F', 'IL17RA', 'IL17RB', 'IL17RC', 'IL17RD', 'IL17RE', 'IL17REL', 'IL18', 'IL18BP', 'IL18R1', 'IL18RAP', 'IL19', 'IL1A', 'IL1B', 'IL1F10', 'IL1R1', 'IL1R2', 'IL1RAP', 'IL1RAPL1', 'IL1RAPL2', 'IL1RL1', 'IL1RL2', 'IL1RN', 'IL2', 'IL20', 'IL20RA', 'IL20RB', 'IL21', 'IL21R', 'IL22', 'IL22RA1', 'IL23A', 'IL23R', 'IL24', 'IL26', 'IL27', 'IL27RA', 'IL2RA', 'IL2RG', 'IL3', 'IL31', 'IL31RA', 'IL32', 'IL33', 'IL34', 'IL36A', 'IL36B', 'IL36G', 'IL36RN', 'IL37', 'IL3RA', 'IL4', 'IL4I1', 'IL4R', 'IL5', 'IL6', 'IL6R', 'IL6ST', 'IL7', 'IL7R', 'IL9', 'IL9R', 'ILDR1', 'ILDR2', 'ILF2', 'ILF3', 'ILF3-AS1', 'ILK', 'ILKAP', 'ILVBL', 'IMMP1L', 'IMMP2L', 'IMMT', 'IMP3', 'IMP4', 'IMPA1', 'IMPA2', 'IMPACT', 'IMPAD1', 'IMPDH1', 'IMPDH2', 'IMPG1', 'IMPG2', 'INA', 'INAFM1', 'INCA1', 'INCENP', 'INE1', 'INE2', 'INF2', 'ING1', 'ING2', 'ING3', 'ING4', 'ING5', 'INGX', 'INHA', 'INHBA', 'INHBA-AS1', 'INHBB', 'INHBC', 'INHBE', 'INIP', 'INMT', 'INO80', 'INO80B', 'INO80C', 'INO80D', 'INO80E', 'INPP1', 'INPP4A', 'INPP4B', 'INPP5A', 'INPP5B', 'INPP5D', 'INPP5E', 'INPP5F', 'INPP5J', 'INPP5K', 'INPPL1', 'INS', 'INSC', 'INSIG1', 'INSIG2', 'INS-IGF2', 'INSL3', 'INSL4', 'INSL5', 'INSL6', 'INSM1', 'INSR', 'INSRR', 'INTS1', 'INTS10', 'INTS12', 'INTS2', 'INTS3', 'INTS4', 'INTS4P1', 'INTS4P2', 'INTS5', 'INTS6', 'INTS6L', 'INTS7', 'INTS8', 'INTS9', 'INTU', 'INVS', 'IP6K1', 'IP6K2', 'IP6K3', 'IPCEF1', 'IPMK', 'IPO11', 'IPO13', 'IPO4', 'IPO5', 'IPO7', 'IPO8', 'IPO9', 'IPP', 'IPPK', 'IPW', 'IQCA1', 'IQCB1', 'IQCC', 'IQCD', 'IQCE', 'IQCF1', 'IQCF2', 'IQCF3', 'IQCF5', 'IQCF6', 'IQCG', 'IQCH', 'IQCJ', 'IQCK', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IQSEC1', 'IQSEC2', 'IQSEC3', 'IQUB', 'IRAK1', 'IRAK1BP1', 'IRAK2', 'IRAK4', 'IREB2', 'IRF1', 'IRF2', 'IRF2BP1', 'IRF2BP2', 'IRF2BPL', 'IRF3', 'IRF4', 'IRF5', 'IRF6', 'IRF7', 'IRF8', 'IRF9', 'IRGC', 'IRGM', 'IRGQ', 'IRS1', 'IRS2', 'IRS4', 'IRX1', 'IRX2', 'IRX3', 'IRX4', 'IRX5', 'IRX6', 'ISCA1', 'ISCA1P1', 'ISCA2', 'ISCU', 'ISG15', 'ISG20', 'ISG20L2', 'ISL1', 'ISL2', 'ISLR', 'ISLR2', 'ISM1', 'ISM2', 'ISOC1', 'ISOC2', 'ISPD', 'IST1', 'ISX', 'ISY1', 'ISYNA1', 'ITCH', 'ITFG1', 'ITFG2', 'ITGA1', 'ITGA10', 'ITGA11', 'ITGA2', 'ITGA2B', 'ITGA3', 'ITGA4', 'ITGA5', 'ITGA7', 'ITGA8', 'ITGA9', 'ITGAD', 'ITGAE', 'ITGAL', 'ITGAM', 'ITGAV', 'ITGAX', 'ITGB1', 'ITGB1BP1', 'ITGB1BP2', 'ITGB2', 'ITGB3', 'ITGB3BP', 'ITGB4', 'ITGB5', 'ITGB6', 'ITGB7', 'ITGB8', 'ITGBL1', 'ITIH1', 'ITIH2', 'ITIH3', 'ITIH4', 'ITIH5', 'ITIH6', 'ITK', 'ITLN1', 'ITLN2', 'ITM2A', 'ITM2B', 'ITM2C', 'ITPA', 'ITPK1', 'ITPK1-AS1', 'ITPKA', 'ITPKB', 'ITPKC', 'ITPR1', 'ITPR2', 'ITPR3', 'ITPRIP', 'ITPRIPL1', 'ITPRIPL2', 'ITSN1', 'ITSN2', 'IVD', 'IVL', 'IVNS1ABP', 'IWS1', 'IYD', 'IZUMO1', 'IZUMO1R', 'IZUMO2', 'IZUMO4', 'JADE1', 'JADE2', 'JADE3', 'JAG1', 'JAG2', 'JAGN1', 'JAK1', 'JAK2', 'JAK3', 'JAKMIP1', 'JAKMIP2', 'JAKMIP3', 'JAM2', 'JAM3', 'JAML', 'JARID2', 'JAZF1', 'JCHAIN', 'JDP2', 'JHDM1D-AS1', 'JKAMP', 'JMJD1C', 'JMJD1C-AS1', 'JMJD4', 'JMJD6', 'JMJD7-PLA2G4B', 'JMJD8', 'JMY', 'JOSD1', 'JOSD2', 'JPH1', 'JPH2', 'JPH3', 'JPH4', 'JPX', 'JRK', 'JRKL', 'JSRP1', 'JTB', 'JUN', 'JUNB', 'JUND', 'JUP', 'KAAG1', 'KALRN', 'KANK1', 'KANK2', 'KANK3', 'KANK4', 'KANSL1', 'KANSL1L', 'KANSL2', 'KANSL3', 'KARS', 'KAT14', 'KAT2A', 'KAT2B', 'KAT5', 'KAT6A', 'KAT6B', 'KAT7', 'KAT8', 'KATNA1', 'KATNAL1', 'KATNAL2', 'KATNB1', 'KATNBL1', 'KATNBL1P6', 'KAZALD1', 'KAZN', 'KBTBD11', 'KBTBD12', 'KBTBD13', 'KBTBD2', 'KBTBD3', 'KBTBD4', 'KBTBD6', 'KBTBD7', 'KBTBD8', 'KCMF1', 'KCNA1', 'KCNA10', 'KCNA2', 'KCNA3', 'KCNA4', 'KCNA5', 'KCNA6', 'KCNA7', 'KCNAB1', 'KCNAB2', 'KCNAB3', 'KCNB1', 'KCNB2', 'KCNC1', 'KCNC2', 'KCNC3', 'KCNC4', 'KCND1', 'KCND2', 'KCND3', 'KCNE1', 'KCNE3', 'KCNE4', 'KCNE5', 'KCNF1', 'KCNG1', 'KCNG2', 'KCNG3', 'KCNG4', 'KCNH1', 'KCNH2', 'KCNH3', 'KCNH4', 'KCNH5', 'KCNH6', 'KCNH7', 'KCNH8', 'KCNIP1', 'KCNIP2', 'KCNIP3', 'KCNIP4', 'KCNIP4-IT1', 'KCNJ1', 'KCNJ10', 'KCNJ11', 'KCNJ12', 'KCNJ13', 'KCNJ14', 'KCNJ15', 'KCNJ16', 'KCNJ2', 'KCNJ3', 'KCNJ4', 'KCNJ5', 'KCNJ6', 'KCNJ8', 'KCNJ9', 'KCNK1', 'KCNK10', 'KCNK12', 'KCNK13', 'KCNK15', 'KCNK16', 'KCNK17', 'KCNK18', 'KCNK2', 'KCNK3', 'KCNK4', 'KCNK5', 'KCNK6', 'KCNK7', 'KCNK9', 'KCNMA1', 'KCNMB2', 'KCNMB3', 'KCNMB4', 'KCNN1', 'KCNN2', 'KCNN3', 'KCNN4', 'KCNQ1', 'KCNQ1DN', 'KCNQ1OT1', 'KCNQ2', 'KCNQ3', 'KCNQ4', 'KCNQ5', 'KCNRG', 'KCNS1', 'KCNS2', 'KCNS3', 'KCNT1', 'KCNT2', 'KCNU1', 'KCNV1', 'KCNV2', 'KCP', 'KCTD1', 'KCTD10', 'KCTD11', 'KCTD12', 'KCTD13', 'KCTD14', 'KCTD15', 'KCTD16', 'KCTD17', 'KCTD18', 'KCTD19', 'KCTD2', 'KCTD20', 'KCTD21', 'KCTD3', 'KCTD4', 'KCTD5', 'KCTD6', 'KCTD7', 'KCTD8', 'KCTD9', 'KDELC1', 'KDELC2', 'KDELR1', 'KDF1', 'KDM1A', 'KDM1B', 'KDM2A', 'KDM2B', 'KDM3A', 'KDM3B', 'KDM4A', 'KDM4B', 'KDM4C', 'KDM4D', 'KDM4E', 'KDM5A', 'KDM5B', 'KDM5C', 'KDM5D', 'KDM6A', 'KDM6B', 'KDM7A', 'KDM8', 'KDR', 'KDSR', 'KEAP1', 'KEL', 'KERA', 'KHDC1', 'KHDC1L', 'KHDC3L', 'KHDRBS1', 'KHDRBS2', 'KHDRBS3', 'KHK', 'KHNYN', 'KHSRP', 'KIAA0040', 'KIAA0087', 'KIAA0100', 'KIAA0101', 'KIAA0141', 'KIAA0196', 'KIAA0232', 'KIAA0319', 'KIAA0319L', 'KIAA0355', 'KIAA0368', 'KIAA0391', 'KIAA0408', 'KIAA0430', 'KIAA0513', 'KIAA0556', 'KIAA0586', 'KIAA0753', 'KIAA0754', 'KIAA0825', 'KIAA0895', 'KIAA0895L', 'KIAA0907', 'KIAA0922', 'KIAA0930', 'KIAA1024', 'KIAA1033', 'KIAA1107', 'KIAA1109', 'KIAA1143', 'KIAA1147', 'KIAA1161', 'KIAA1191', 'KIAA1210', 'KIAA1211', 'KIAA1211L', 'KIAA1217', 'KIAA1257', 'KIAA1324', 'KIAA1324L', 'KIAA1328', 'KIAA1429', 'KIAA1456', 'KIAA1462', 'KIAA1468', 'KIAA1522', 'KIAA1524', 'KIAA1549', 'KIAA1549L', 'KIAA1551', 'KIAA1586', 'KIAA1614', 'KIAA1644', 'KIAA1671', 'KIAA1683', 'KIAA1755', 'KIAA1841', 'KIAA1958', 'KIAA2013', 'KIAA2022', 'KIAA2026', 'KIDINS220', 'KIF11', 'KIF12', 'KIF13A', 'KIF13B', 'KIF14', 'KIF15', 'KIF16B', 'KIF17', 'KIF18A', 'KIF18B', 'KIF19', 'KIF1A', 'KIF1B', 'KIF1BP', 'KIF1C', 'KIF20A', 'KIF20B', 'KIF21A', 'KIF21B', 'KIF22', 'KIF23', 'KIF24', 'KIF26A', 'KIF26B', 'KIF27', 'KIF2A', 'KIF2B', 'KIF2C', 'KIF3A', 'KIF3B', 'KIF3C', 'KIF4A', 'KIF4B', 'KIF5A', 'KIF5B', 'KIF5C', 'KIF6', 'KIF7', 'KIF9', 'KIFAP3', 'KIFC1', 'KIFC2', 'KIFC3', 'KIN', 'KIR2DL1', 'KIR2DL3', 'KIR2DS4', 'KIR3DL1', 'KIR3DL2', 'KIR3DL3', 'KIR3DX1', 'KIRREL', 'KIRREL2', 'KIRREL3', 'KISS1', 'KISS1R', 'KIT', 'KITLG', 'KIZ', 'KL', 'KLB', 'KLC1', 'KLC2', 'KLC3', 'KLC4', 'KLF1', 'KLF10', 'KLF11', 'KLF12', 'KLF13', 'KLF14', 'KLF15', 'KLF16', 'KLF17', 'KLF2', 'KLF3', 'KLF3-AS1', 'KLF4', 'KLF5', 'KLF6', 'KLF7', 'KLF8', 'KLF9', 'KLHDC1', 'KLHDC10', 'KLHDC2', 'KLHDC3', 'KLHDC4', 'KLHDC7A', 'KLHDC7B', 'KLHDC8A', 'KLHDC8B', 'KLHDC9', 'KLHL1', 'KLHL10', 'KLHL11', 'KLHL12', 'KLHL13', 'KLHL14', 'KLHL15', 'KLHL17', 'KLHL18', 'KLHL2', 'KLHL20', 'KLHL21', 'KLHL22', 'KLHL23', 'KLHL24', 'KLHL25', 'KLHL26', 'KLHL28', 'KLHL29', 'KLHL3', 'KLHL30', 'KLHL31', 'KLHL32', 'KLHL33', 'KLHL34', 'KLHL35', 'KLHL36', 'KLHL38', 'KLHL40', 'KLHL41', 'KLHL42', 'KLHL5', 'KLHL6', 'KLHL7', 'KLHL8', 'KLHL9', 'KLK1', 'KLK10', 'KLK11', 'KLK12', 'KLK13', 'KLK14', 'KLK15', 'KLK2', 'KLK3', 'KLK4', 'KLK5', 'KLK6', 'KLK7', 'KLK8', 'KLK9', 'KLKB1', 'KLKP1', 'KLLN', 'KLRA1P', 'KLRB1', 'KLRC1', 'KLRC2', 'KLRC3', 'KLRC4', 'KLRD1', 'KLRF1', 'KLRG1', 'KLRG2', 'KLRK1', 'KMO', 'KMT2A', 'KMT2B', 'KMT2C', 'KMT2D', 'KMT2E', 'KMT2E-AS1', 'KMT5A', 'KMT5B', 'KMT5C', 'KNCN', 'KNDC1', 'KNG1', 'KNL1', 'KNOP1', 'KNSTRN', 'KNTC1', 'KPNA1', 'KPNA2', 'KPNA3', 'KPNA4', 'KPNA5', 'KPNA6', 'KPNA7', 'KPNB1', 'KPRP', 'KPTN', 'KRAS', 'KRBA1', 'KRBA2', 'KRBOX4', 'KRCC1', 'KREMEN2', 'KRI1', 'KRIT1', 'KRR1', 'KRT1', 'KRT10', 'KRT12', 'KRT13', 'KRT14', 'KRT15', 'KRT16', 'KRT17', 'KRT17P5', 'KRT18', 'KRT18P55', 'KRT19', 'KRT2', 'KRT20', 'KRT222', 'KRT23', 'KRT24', 'KRT25', 'KRT26', 'KRT27', 'KRT28', 'KRT3', 'KRT31', 'KRT32', 'KRT33A', 'KRT33B', 'KRT34', 'KRT35', 'KRT36', 'KRT37', 'KRT38', 'KRT39', 'KRT4', 'KRT40', 'KRT5', 'KRT6A', 'KRT6B', 'KRT6C', 'KRT7', 'KRT71', 'KRT72', 'KRT73', 'KRT74', 'KRT75', 'KRT76', 'KRT77', 'KRT78', 'KRT79', 'KRT8', 'KRT80', 'KRT81', 'KRT82', 'KRT83', 'KRT84', 'KRT85', 'KRT86', 'KRT8P41', 'KRT9', 'KRTAP10-1', 'KRTAP10-10', 'KRTAP10-11', 'KRTAP10-12', 'KRTAP10-2', 'KRTAP10-3', 'KRTAP10-4', 'KRTAP10-5', 'KRTAP10-6', 'KRTAP10-7', 'KRTAP10-8', 'KRTAP10-9', 'KRTAP1-1', 'KRTAP12-1', 'KRTAP12-2', 'KRTAP12-3', 'KRTAP12-4', 'KRTAP1-3', 'KRTAP13-1', 'KRTAP13-2', 'KRTAP13-3', 'KRTAP13-4', 'KRTAP1-5', 'KRTAP15-1', 'KRTAP17-1', 'KRTAP19-1', 'KRTAP19-2', 'KRTAP19-3', 'KRTAP19-4', 'KRTAP19-5', 'KRTAP19-6', 'KRTAP19-7', 'KRTAP19-8', 'KRTAP20-1', 'KRTAP20-2', 'KRTAP20-3', 'KRTAP20-4', 'KRTAP2-1', 'KRTAP21-1', 'KRTAP21-2', 'KRTAP2-2', 'KRTAP22-1', 'KRTAP23-1', 'KRTAP2-4', 'KRTAP24-1', 'KRTAP25-1', 'KRTAP26-1', 'KRTAP27-1', 'KRTAP3-1', 'KRTAP3-2', 'KRTAP3-3', 'KRTAP4-1', 'KRTAP4-11', 'KRTAP4-12', 'KRTAP4-2', 'KRTAP4-3', 'KRTAP4-4', 'KRTAP4-5', 'KRTAP4-7', 'KRTAP4-8', 'KRTAP4-9', 'KRTAP5-1', 'KRTAP5-10', 'KRTAP5-11', 'KRTAP5-2', 'KRTAP5-3', 'KRTAP5-4', 'KRTAP5-5', 'KRTAP5-6', 'KRTAP5-7', 'KRTAP5-8', 'KRTAP5-9', 'KRTAP5-AS1', 'KRTAP6-1', 'KRTAP6-2', 'KRTAP6-3', 'KRTAP7-1', 'KRTAP9-2', 'KRTAP9-4', 'KRTAP9-8', 'KRTAP9-9', 'KRTCAP2', 'KRTCAP3', 'KRTDAP', 'KSR1', 'KSR2', 'KTI12', 'KTN1-AS1', 'KXD1', 'KY', 'KYAT1', 'KYAT3', 'KYNU', 'L1CAM', 'L1TD1', 'L2HGDH', 'L3HYPDH', 'L3MBTL1', 'L3MBTL2', 'L3MBTL3', 'L3MBTL4', 'LACC1', 'LACE1', 'LACRT', 'LACTB', 'LACTB2', 'LAD1', 'LAG3', 'LAGE3', 'LAIR1', 'LAIR2', 'LALBA', 'LAMA1', 'LAMA2', 'LAMA3', 'LAMA4', 'LAMA5', 'LAMB1', 'LAMB2', 'LAMB2P1', 'LAMB3', 'LAMB4', 'LAMC1', 'LAMC2', 'LAMC3', 'LAMP1', 'LAMP2', 'LAMP3', 'LAMP5', 'LAMTOR1', 'LAMTOR2', 'LAMTOR3', 'LAMTOR4', 'LAMTOR5', 'LANCL1', 'LANCL2', 'LANCL3', 'LAP3', 'LAPTM4A', 'LAPTM4B', 'LAPTM5', 'LARGE1', 'LARGE2', 'LARP1', 'LARP1B', 'LARP4', 'LARP4B', 'LARP6', 'LARP7', 'LARS', 'LARS2', 'LAS1L', 'LASP1', 'LAT2', 'LATS1', 'LATS2', 'LAX1', 'LAYN', 'LBH', 'LBHD1', 'LBP', 'LBR', 'LBX1', 'LBX2', 'LBX2-AS1', 'LCA5', 'LCA5L', 'LCAT', 'LCE1A', 'LCE1B', 'LCE1C', 'LCE1D', 'LCE1E', 'LCE1F', 'LCE2A', 'LCE2B', 'LCE2C', 'LCE2D', 'LCE3A', 'LCE3B', 'LCE3C', 'LCE3D', 'LCE3E', 'LCE4A', 'LCE5A', 'LCK', 'LCLAT1', 'LCMT1', 'LCMT2', 'LCN1', 'LCN10', 'LCN12', 'LCN15', 'LCN2', 'LCN6', 'LCN8', 'LCN9', 'LCNL1', 'LCOR', 'LCORL', 'LCP1', 'LCP2', 'LCT', 'LCTL', 'LDAH', 'LDB1', 'LDB2', 'LDB3', 'LDHA', 'LDHAL6A', 'LDHAL6B', 'LDHB', 'LDHC', 'LDHD', 'LDLR', 'LDLRAD1', 'LDLRAD2', 'LDLRAD3', 'LDLRAD4', 'LDLRAP1', 'LDOC1', 'LDOC1L', 'LEAP2', 'LECT1', 'LECT2', 'LEF1', 'LEFTY1', 'LEFTY2', 'LEKR1', 'LELP1', 'LEMD1', 'LEMD2', 'LEMD3', 'LENEP', 'LENG1', 'LENG8', 'LENG9', 'LEO1', 'LEP', 'LEPR', 'LEPROT', 'LEPROTL1', 'LETM1', 'LETM2', 'LETMD1', 'LEUTX', 'LEXM', 'LFNG', 'LGALS1', 'LGALS12', 'LGALS13', 'LGALS14', 'LGALS2', 'LGALS3', 'LGALS3BP', 'LGALS4', 'LGALS7', 'LGALS7B', 'LGALS8', 'LGALS9', 'LGALS9B', 'LGALS9C', 'LGALSL', 'LGI1', 'LGI2', 'LGI3', 'LGI4', 'LGMN', 'LGR4', 'LGR5', 'LGR6', 'LGSN', 'LHB', 'LHCGR', 'LHFP', 'LHFPL1', 'LHFPL2', 'LHFPL3', 'LHFPL3-AS2', 'LHFPL4', 'LHFPL5', 'LHPP', 'LHX1', 'LHX2', 'LHX3', 'LHX4', 'LHX5', 'LHX6', 'LHX8', 'LHX9', 'LIAS', 'LIF', 'LIFR', 'LIG1', 'LIG3', 'LIG4', 'LILRA1', 'LILRA4', 'LILRA5', 'LILRA6', 'LILRB3', 'LILRP2', 'LIM2', 'LIMA1', 'LIMCH1', 'LIMD1', 'LIMD2', 'LIME1', 'LIMK1', 'LIMK2', 'LIMS1', 'LIMS2', 'LIMS3', 'LIN28A', 'LIN28B', 'LIN37', 'LIN52', 'LIN54', 'LIN7A', 'LIN7B', 'LIN7C', 'LIN9', 'LINC00028', 'LINC00029', 'LINC00032', 'LINC00051', 'LINC00052', 'LINC00092', 'LINC00094', 'LINC00111', 'LINC00112', 'LINC00113', 'LINC00114', 'LINC00115', 'LINC00116', 'LINC00158', 'LINC00160', 'LINC00161', 'LINC00167', 'LINC00173', 'LINC00174', 'LINC00176', 'LINC00189', 'LINC00200', 'LINC00202-1', 'LINC00202-2', 'LINC00207', 'LINC00235', 'LINC00238', 'LINC00239', 'LINC00240', 'LINC00242', 'LINC00244', 'LINC00261', 'LINC00264', 'LINC00265', 'LINC00271', 'LINC00282', 'LINC00284', 'LINC00293', 'LINC00294', 'LINC00298', 'LINC00301', 'LINC00303', 'LINC00304', 'LINC00305', 'LINC00310', 'LINC00312', 'LINC00313', 'LINC00314', 'LINC00319', 'LINC00320', 'LINC00323', 'LINC00324', 'LINC00326', 'LINC00336', 'LINC00339', 'LINC00341', 'LINC00346', 'LINC00410', 'LINC00426', 'LINC00442', 'LINC00452', 'LINC00461', 'LINC00467', 'LINC00469', 'LINC00470', 'LINC00471', 'LINC00472', 'LINC00473', 'LINC00474', 'LINC00475', 'LINC00476', 'LINC00479', 'LINC00482', 'LINC00483', 'LINC00486', 'LINC00488', 'LINC00493', 'LINC00494', 'LINC00515', 'LINC00518', 'LINC00520', 'LINC00521', 'LINC00523', 'LINC00526', 'LINC00552', 'LINC00574', 'LINC00575', 'LINC00588', 'LINC00589', 'LINC00592', 'LINC00593', 'LINC00596', 'LINC00597', 'LINC00598', 'LINC00599', 'LINC00602', 'LINC00606', 'LINC00608', 'LINC00620', 'LINC00623', 'LINC00626', 'LINC00628', 'LINC00632', 'LINC00634', 'LINC00635', 'LINC00636', 'LINC00638', 'LINC00643', 'LINC00652', 'LINC00654', 'LINC00661', 'LINC00662', 'LINC00663', 'LINC00667', 'LINC00671', 'LINC00685', 'LINC00689', 'LINC00691', 'LINC00696', 'LINC00698', 'LINC00704', 'LINC00705', 'LINC00710', 'LINC00839', 'LINC00847', 'LINC00852', 'LINC00879', 'LINC00882', 'LINC00887', 'LINC00889', 'LINC00893', 'LINC00894', 'LINC00895', 'LINC00896', 'LINC00899', 'LINC00905', 'LINC00906', 'LINC00908', 'LINC00909', 'LINC00910', 'LINC00917', 'LINC00922', 'LINC00923', 'LINC00924', 'LINC00926', 'LINC00928', 'LINC00930', 'LINC00934', 'LINC00936', 'LINC00937', 'LINC00938', 'LINC00950', 'LINC00957', 'LINC00961', 'LINC00964', 'LINC00965', 'LINC00982', 'LINC00998', 'LINC00999', 'LINC01000', 'LINC01001', 'LINC01002', 'LINC01003', 'LINC01011', 'LINC01018', 'LINC01020', 'LINC01089', 'LINC01091', 'LINC01096', 'LINC01098', 'LINC01101', 'LINC01102', 'LINC01105', 'LINC01106', 'LINC01119', 'LINC01124', 'LINC01126', 'LINC01128', 'LINC01134', 'LINC01138', 'LINC01139', 'LINC01140', 'LINC01142', 'LINC01144', 'LINC01184', 'LINC01205', 'LINC01226', 'LINC01257', 'LINC01278', 'LINC01300', 'LINC01312', 'LINC01341', 'LINC01366', 'LINC01420', 'LINC01465', 'LINC01512', 'LINC01547', 'LINC01548', 'LINC01550', 'LINC01551', 'LINC01553', 'LINC01554', 'LINC01555', 'LINC01558', 'LINC01559', 'LINC01565', 'LINC01566', 'LINC01587', 'LINC01588', 'LINC01590', 'LINC01591', 'LINC01599', 'LINC01600', 'LINC01622', 'LINC-PINT', 'LINGO1', 'LINGO2', 'LINGO3', 'LINGO4', 'LINS1', 'LIPA', 'LIPC', 'LIPE', 'LIPF', 'LIPG', 'LIPH', 'LIPI', 'LIPJ', 'LIPK', 'LIPM', 'LIPN', 'LIPT1', 'LIPT2', 'LITAF', 'LIX1', 'LIX1L', 'LKAAEAR1', 'LLGL1', 'LLGL2', 'LLPH', 'LMAN1', 'LMAN1L', 'LMAN2', 'LMAN2L', 'LMBR1', 'LMBR1L', 'LMBRD1', 'LMBRD2', 'LMCD1', 'LMF1', 'LMF2', 'LMLN', 'LMNA', 'LMNB1', 'LMNB2', 'LMNTD1', 'LMNTD2', 'LMO1', 'LMO2', 'LMO3', 'LMO4', 'LMO7', 'LMOD1', 'LMOD2', 'LMOD3', 'LMTK2', 'LMTK3', 'LMX1A', 'LMX1B', 'LNP1', 'LNPEP', 'LNPK', 'LNX1', 'LOH12CR2', 'LONP1', 'LONP2', 'LONRF1', 'LONRF2', 'LONRF3', 'LOR', 'LOX', 'LOXHD1', 'LOXL1', 'LOXL2', 'LOXL3', 'LOXL4', 'LPA', 'LPAL2', 'LPAR1', 'LPAR2', 'LPAR3', 'LPAR4', 'LPAR5', 'LPAR6', 'LPCAT1', 'LPCAT2', 'LPCAT3', 'LPCAT4', 'LPGAT1', 'LPIN1', 'LPIN2', 'LPIN3', 'LPL', 'LPP', 'LPXN', 'LRAT', 'LRBA', 'LRCH1', 'LRCH2', 'LRCH3', 'LRCH4', 'LRFN1', 'LRFN2', 'LRFN3', 'LRFN4', 'LRFN5', 'LRG1', 'LRGUK', 'LRIF1', 'LRIG1', 'LRIG2', 'LRIG3', 'LRIT1', 'LRIT2', 'LRIT3', 'LRMP', 'LRP1', 'LRP10', 'LRP11', 'LRP12', 'LRP1B', 'LRP2', 'LRP2BP', 'LRP3', 'LRP4', 'LRP5', 'LRP5L', 'LRP6', 'LRP8', 'LRPAP1', 'LRPPRC', 'LRR1', 'LRRC1', 'LRRC10', 'LRRC10B', 'LRRC14', 'LRRC14B', 'LRRC15', 'LRRC17', 'LRRC18', 'LRRC19', 'LRRC2', 'LRRC20', 'LRRC23', 'LRRC24', 'LRRC25', 'LRRC26', 'LRRC27', 'LRRC28', 'LRRC29', 'LRRC3', 'LRRC30', 'LRRC31', 'LRRC32', 'LRRC34', 'LRRC36', 'LRRC37A', 'LRRC37A16P', 'LRRC37A2', 'LRRC37A3', 'LRRC37A4P', 'LRRC37A6P', 'LRRC37B', 'LRRC37BP1', 'LRRC39', 'LRRC3B', 'LRRC4', 'LRRC40', 'LRRC41', 'LRRC42', 'LRRC43', 'LRRC45', 'LRRC46', 'LRRC47', 'LRRC49', 'LRRC4B', 'LRRC4C', 'LRRC52', 'LRRC55', 'LRRC56', 'LRRC57', 'LRRC58', 'LRRC59', 'LRRC6', 'LRRC61', 'LRRC66', 'LRRC69', 'LRRC7', 'LRRC70', 'LRRC71', 'LRRC73', 'LRRC74A', 'LRRC74B', 'LRRC75A', 'LRRC75A-AS1', 'LRRC75B', 'LRRC8A', 'LRRC8B', 'LRRC8C', 'LRRC8D', 'LRRC8E', 'LRRCC1', 'LRRD1', 'LRRFIP1', 'LRRFIP2', 'LRRIQ1', 'LRRIQ3', 'LRRIQ4', 'LRRK1', 'LRRK2', 'LRRN1', 'LRRN2', 'LRRN3', 'LRRN4', 'LRRN4CL', 'LRRTM1', 'LRRTM2', 'LRRTM3', 'LRRTM4', 'LRSAM1', 'LRTM1', 'LRTOMT', 'LRWD1', 'LSAMP', 'LSG1', 'LSM1', 'LSM10', 'LSM11', 'LSM12', 'LSM14A', 'LSM14B', 'LSM2', 'LSM3', 'LSM4', 'LSM6', 'LSM7', 'LSM8', 'LSMEM1', 'LSMEM2', 'LSP1', 'LSR', 'LSS', 'LST1', 'LTA', 'LTA4H', 'LTB', 'LTB4R', 'LTB4R2', 'LTBP1', 'LTBP2', 'LTBP3', 'LTBP4', 'LTBR', 'LTC4S', 'LTF', 'LTK', 'LTN1', 'LTV1', 'LUC7L', 'LUC7L2', 'LUC7L3', 'LUM', 'LURAP1', 'LURAP1L', 'LUZP1', 'LUZP2', 'LUZP4', 'LUZP6', 'LVRN', 'LXN', 'LY6D', 'LY6E', 'LY6G5B', 'LY6G5C', 'LY6G6C', 'LY6G6D', 'LY6G6E', 'LY6G6F', 'LY6H', 'LY6K', 'LY75', 'LY86', 'LY86-AS1', 'LY9', 'LY96', 'LYAR', 'LYG1', 'LYG2', 'LYL1', 'LYN', 'LYNX1', 'LYPD1', 'LYPD2', 'LYPD3', 'LYPD4', 'LYPD5', 'LYPD6', 'LYPD6B', 'LYPD8', 'LYPLA1', 'LYPLA2', 'LYPLA2P1', 'LYPLAL1', 'LYRM1', 'LYRM2', 'LYRM4', 'LYRM7', 'LYRM9', 'LYSMD1', 'LYSMD2', 'LYSMD3', 'LYSMD4', 'LYST', 'LYVE1', 'LYZ', 'LYZL1', 'LYZL2', 'LYZL4', 'LYZL6', 'LZIC', 'LZTFL1', 'LZTR1', 'LZTS1', 'LZTS2', 'LZTS3', 'M1AP', 'M6PR', 'MAATS1', 'MAB21L1', 'MAB21L2', 'MAB21L3', 'MACC1', 'MACF1', 'MACROD1', 'MACROD2', 'MAD1L1', 'MAD2L1', 'MAD2L1BP', 'MAD2L2', 'MADCAM1', 'MADD', 'MAEA', 'MAEL', 'MAF', 'MAF1', 'MAFA', 'MAFB', 'MAFF', 'MAFG', 'MAFG-AS1', 'MAFK', 'MAG', 'MAGEA1', 'MAGEA10', 'MAGEA11', 'MAGEA12', 'MAGEA2', 'MAGEA3', 'MAGEA4', 'MAGEA5', 'MAGEA6', 'MAGEA8', 'MAGEA9B', 'MAGEB1', 'MAGEB10', 'MAGEB16', 'MAGEB18', 'MAGEB2', 'MAGEB3', 'MAGEB4', 'MAGEB6', 'MAGEC1', 'MAGEC2', 'MAGEC3', 'MAGED1', 'MAGED2', 'MAGED4', 'MAGED4B', 'MAGEE1', 'MAGEE2', 'MAGEF1', 'MAGEH1', 'MAGEL2', 'MAGI1', 'MAGI2', 'MAGI3', 'MAGIX', 'MAGOH', 'MAGOHB', 'MAGT1', 'MAJIN', 'MAK', 'MAK16', 'MAL', 'MAL2', 'MALAT1', 'MALL', 'MALSU1', 'MALT1', 'MAMDC2', 'MAMDC4', 'MAML1', 'MAML2', 'MAML3', 'MAMLD1', 'MAMSTR', 'MAN1A1', 'MAN1A2', 'MAN1B1', 'MAN1B1-AS1', 'MAN1C1', 'MAN2A1', 'MAN2A2', 'MAN2B1', 'MAN2B2', 'MAN2C1', 'MANBA', 'MANBAL', 'MANEA', 'MANEAL', 'MANF', 'MANSC1', 'MAOA', 'MAOB', 'MAP10', 'MAP1A', 'MAP1B', 'MAP1LC3A', 'MAP1LC3B', 'MAP1LC3B2', 'MAP1LC3C', 'MAP1S', 'MAP2', 'MAP2K1', 'MAP2K2', 'MAP2K3', 'MAP2K4', 'MAP2K5', 'MAP2K6', 'MAP2K7', 'MAP3K1', 'MAP3K10', 'MAP3K11', 'MAP3K12', 'MAP3K13', 'MAP3K14', 'MAP3K14-AS1', 'MAP3K15', 'MAP3K19', 'MAP3K2', 'MAP3K3', 'MAP3K4', 'MAP3K5', 'MAP3K6', 'MAP3K7', 'MAP3K7CL', 'MAP3K8', 'MAP3K9', 'MAP4', 'MAP4K1', 'MAP4K2', 'MAP4K3', 'MAP4K4', 'MAP4K5', 'MAP6', 'MAP6D1', 'MAP7', 'MAP7D1', 'MAP7D2', 'MAP7D3', 'MAP9', 'MAPK1', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK15', 'MAPK1IP1L', 'MAPK3', 'MAPK4', 'MAPK6', 'MAPK7', 'MAPK8', 'MAPK8IP1', 'MAPK8IP2', 'MAPK8IP3', 'MAPK9', 'MAPKAP1', 'MAPKAPK2', 'MAPKAPK3', 'MAPKAPK5', 'MAPKAPK5-AS1', 'MAPKBP1', 'MAPRE1', 'MAPRE2', 'MAPRE3', 'MAPT', 'MAPT-AS1', 'MAPT-IT1', 'MARC1', 'MARC2', 'MARCH1', 'MARCH10', 'MARCH11', 'MARCH2', 'MARCH3', 'MARCH4', 'MARCH5', 'MARCH6', 'MARCH7', 'MARCH8', 'MARCH9', 'MARCKS', 'MARCKSL1', 'MARCO', 'MARK1', 'MARK2', 'MARK3', 'MARK4', 'MARS', 'MARS2', 'MARVELD1', 'MARVELD2', 'MARVELD3', 'MAS1', 'MAS1L', 'MASP1', 'MASP2', 'MAST1', 'MAST2', 'MAST3', 'MAST4', 'MASTL', 'MAT1A', 'MAT2A', 'MAT2B', 'MATK', 'MATN1', 'MATN2', 'MATN3', 'MATN4', 'MATR3', 'MAU2', 'MAVS', 'MAX', 'MAZ', 'MB', 'MB21D1', 'MB21D2', 'MBD1', 'MBD2', 'MBD3', 'MBD3L1', 'MBD3L2', 'MBD3L5', 'MBD4', 'MBIP', 'MBL1P', 'MBL2', 'MBLAC1', 'MBLAC2', 'MBNL1', 'MBNL1-AS1', 'MBNL2', 'MBNL3', 'MBOAT1', 'MBOAT2', 'MBOAT4', 'MBOAT7', 'MBP', 'MBTD1', 'MBTPS1', 'MBTPS2', 'MC1R', 'MC3R', 'MC4R', 'MC5R', 'MCAM', 'MCAT', 'MCC', 'MCCC1', 'MCCC2', 'MCCD1', 'MCEE', 'MCEMP1', 'MCF2', 'MCF2L', 'MCF2L2', 'MCFD2', 'MCHR1', 'MCHR2', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM3AP', 'MCM3AP-AS1', 'MCM4', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MCM9', 'MCMBP', 'MCMDC2', 'MCOLN1', 'MCOLN2', 'MCOLN3', 'MCPH1', 'MCRIP1', 'MCRIP2', 'MCRS1', 'MCTP1', 'MCTP2', 'MCTS1', 'MCTS2P', 'MCU', 'MCUB', 'MCUR1', 'MDC1', 'MDFI', 'MDFIC', 'MDGA1', 'MDGA2', 'MDH1', 'MDH1B', 'MDH2', 'MDK', 'MDM1', 'MDM2', 'MDM4', 'MDN1', 'MDP1', 'MDS2', 'ME1', 'ME2', 'ME3', 'MEA1', 'MEAF6', 'MECOM', 'MECP2', 'MECR', 'MED1', 'MED10', 'MED11', 'MED12', 'MED12L', 'MED13', 'MED13L', 'MED14', 'MED15', 'MED16', 'MED17', 'MED18', 'MED19', 'MED20', 'MED21', 'MED22', 'MED23', 'MED24', 'MED25', 'MED26', 'MED27', 'MED28', 'MED29', 'MED30', 'MED31', 'MED4', 'MED6', 'MED7', 'MED8', 'MED9', 'MEDAG', 'MEF2B', 'MEF2C', 'MEF2D', 'MEFV', 'MEG3', 'MEG8', 'MEGF10', 'MEGF11', 'MEGF6', 'MEGF8', 'MEGF9', 'MEI1', 'MEIG1', 'MEIOB', 'MEIOC', 'MEIS1', 'MEIS2', 'MEIS3', 'MEIS3P1', 'MELK', 'MELTF', 'MEMO1', 'MEOX1', 'MEOX2', 'MEP1A', 'MEP1B', 'MEPCE', 'MEPE', 'MERTK', 'MESDC1', 'MESDC2', 'MESP1', 'MESP2', 'MEST', 'MESTIT1', 'METAP1', 'METAP1D', 'METAP2', 'METRN', 'METRNL', 'METTL1', 'METTL10', 'METTL11B', 'METTL12', 'METTL13', 'METTL14', 'METTL15', 'METTL16', 'METTL17', 'METTL18', 'METTL21A', 'METTL21B', 'METTL21C', 'METTL21EP', 'METTL22', 'METTL23', 'METTL24', 'METTL25', 'METTL26', 'METTL2A', 'METTL2B', 'METTL3', 'METTL4', 'METTL5', 'METTL6', 'METTL7A', 'METTL7B', 'METTL8', 'METTL9', 'MEX3A', 'MEX3B', 'MEX3C', 'MEX3D', 'MFAP1', 'MFAP2', 'MFAP3', 'MFAP3L', 'MFAP4', 'MFAP5', 'MFF', 'MFGE8', 'MFHAS1', 'MFN1', 'MFN2', 'MFNG', 'MFRP', 'MFSD1', 'MFSD10', 'MFSD11', 'MFSD12', 'MFSD13A', 'MFSD14A', 'MFSD14B', 'MFSD14C', 'MFSD2A', 'MFSD2B', 'MFSD3', 'MFSD4A', 'MFSD4B', 'MFSD5', 'MFSD6', 'MFSD6L', 'MFSD7', 'MFSD8', 'MFSD9', 'MGA', 'MGAM', 'MGAM2', 'MGARP', 'MGAT1', 'MGAT2', 'MGAT3', 'MGAT4A', 'MGAT4B', 'MGAT4C', 'MGAT5', 'MGAT5B', 'MGEA5', 'MGLL', 'MGME1', 'MGMT', 'MGP', 'MGST1', 'MGST2', 'MGST3', 'MIA', 'MIA2', 'MIA3', 'MIAT', 'MIB1', 'MIB2', 'MICAL1', 'MICAL2', 'MICAL3', 'MICALCL', 'MICALL1', 'MICALL2', 'MICB', 'MICU1', 'MICU2', 'MICU3', 'MID1IP1', 'MID2', 'MIDN', 'MIEF1', 'MIEF2', 'MIEN1', 'MIER1', 'MIER2', 'MIER3', 'MIF', 'MIF4GD', 'MIGA1', 'MIGA2', 'MIIP', 'MILR1', 'MIMT1', 'MINA', 'MINK1', 'MINOS1', 'MINPP1', 'MIOS', 'MIOX', 'MIP', 'MIPEP', 'MIPOL1', 'MIR100HG', 'MIR1-1HG', 'MIR155HG', 'MIR17HG', 'MIR205HG', 'MIR22HG', 'MIR31HG', 'MIR4435-2HG', 'MIR4697HG', 'MIR503HG', 'MIR600HG', 'MIR7-3HG', 'MIR924HG', 'MIR9-3HG', 'MIR99AHG', 'MIRLET7BHG', 'MIS12', 'MIS18A', 'MIS18BP1', 'MISP', 'MISP3', 'MITD1', 'MITF', 'MIXL1', 'MKI67', 'MKKS', 'MKL1', 'MKL2', 'MKLN1', 'MKNK1', 'MKNK2', 'MKRN1', 'MKRN2', 'MKRN3', 'MKS1', 'MKX', 'MLANA', 'MLC1', 'MLEC', 'MLF1', 'MLF2', 'MLH1', 'MLH3', 'MLIP', 'MLKL', 'MLLT1', 'MLLT10', 'MLLT11', 'MLLT3', 'MLLT6', 'MLN', 'MLNR', 'MLPH', 'MLST8', 'MLX', 'MLXIP', 'MLXIPL', 'MLYCD', 'MMAA', 'MMAB', 'MMACHC', 'MMADHC', 'MMD', 'MMD2', 'MME', 'MMEL1', 'MMGT1', 'MMP1', 'MMP10', 'MMP11', 'MMP12', 'MMP13', 'MMP14', 'MMP15', 'MMP16', 'MMP17', 'MMP19', 'MMP2', 'MMP20', 'MMP21', 'MMP23A', 'MMP23B', 'MMP24', 'MMP25', 'MMP26', 'MMP27', 'MMP28', 'MMP3', 'MMP7', 'MMP8', 'MMP9', 'MMRN1', 'MMRN2', 'MMS19', 'MMS22L', 'MN1', 'MNAT1', 'MND1', 'MNDA', 'MNS1', 'MNT', 'MNX1', 'MOAP1', 'MOB1A', 'MOB1B', 'MOB2', 'MOB3A', 'MOB3B', 'MOB3C', 'MOB4', 'MOBP', 'MOCOS', 'MOCS1', 'MOCS2', 'MOCS3', 'MOG', 'MOGAT1', 'MOGAT2', 'MOGAT3', 'MOGS', 'MOK', 'MON1A', 'MON1B', 'MON2', 'MORC1', 'MORC2', 'MORC2-AS1', 'MORC3', 'MORC4', 'MORF4', 'MORF4L1', 'MORF4L2', 'MORN1', 'MORN2', 'MORN3', 'MORN4', 'MORN5', 'MOS', 'MOSPD1', 'MOSPD2', 'MOSPD3', 'MOV10', 'MOV10L1', 'MOXD1', 'MPC1', 'MPC2', 'MPDU1', 'MPDZ', 'MPEG1', 'MPG', 'MPHOSPH10', 'MPHOSPH6', 'MPHOSPH8', 'MPHOSPH9', 'MPI', 'MPL', 'MPLKIP', 'MPND', 'MPO', 'MPP1', 'MPP2', 'MPP3', 'MPP4', 'MPP5', 'MPP6', 'MPP7', 'MPPE1', 'MPPED1', 'MPPED2', 'MPRIP', 'MPST', 'MPV17', 'MPV17L', 'MPV17L2', 'MPZ', 'MPZL1', 'MPZL2', 'MPZL3', 'MR1', 'MRAP', 'MRAP2', 'MRAS', 'MRC1', 'MRC2', 'MRE11A', 'MREG', 'MRFAP1', 'MRFAP1L1', 'MRGBP', 'MRGPRD', 'MRGPRE', 'MRGPRF', 'MRGPRG', 'MRGPRG-AS1', 'MRGPRX1', 'MRGPRX2', 'MRGPRX3', 'MRGPRX4', 'MRI1', 'MRM1', 'MRM2', 'MRM3', 'MRO', 'MROH1', 'MROH2B', 'MROH5', 'MROH6', 'MROH7', 'MROH8', 'MROH9', 'MRPL1', 'MRPL10', 'MRPL11', 'MRPL12', 'MRPL13', 'MRPL14', 'MRPL15', 'MRPL16', 'MRPL17', 'MRPL18', 'MRPL19', 'MRPL2', 'MRPL20', 'MRPL21', 'MRPL22', 'MRPL23', 'MRPL23-AS1', 'MRPL24', 'MRPL27', 'MRPL28', 'MRPL3', 'MRPL30', 'MRPL32', 'MRPL33', 'MRPL34', 'MRPL35', 'MRPL36', 'MRPL37', 'MRPL38', 'MRPL39', 'MRPL4', 'MRPL40', 'MRPL41', 'MRPL42', 'MRPL42P5', 'MRPL43', 'MRPL44', 'MRPL45', 'MRPL46', 'MRPL47', 'MRPL48', 'MRPL49', 'MRPL50', 'MRPL51', 'MRPL52', 'MRPL53', 'MRPL54', 'MRPL55', 'MRPL57', 'MRPL58', 'MRPL9', 'MRPS10', 'MRPS11', 'MRPS12', 'MRPS14', 'MRPS15', 'MRPS16', 'MRPS17', 'MRPS18A', 'MRPS18B', 'MRPS18C', 'MRPS2', 'MRPS21', 'MRPS22', 'MRPS23', 'MRPS24', 'MRPS25', 'MRPS26', 'MRPS27', 'MRPS28', 'MRPS30', 'MRPS31', 'MRPS33', 'MRPS34', 'MRPS35', 'MRPS36', 'MRPS5', 'MRPS6', 'MRPS7', 'MRPS9', 'MRRF', 'MRS2', 'MRS2P2', 'MRTO4', 'MRVI1', 'MS4A1', 'MS4A10', 'MS4A12', 'MS4A13', 'MS4A14', 'MS4A15', 'MS4A2', 'MS4A3', 'MS4A4A', 'MS4A5', 'MS4A6A', 'MS4A6E', 'MS4A7', 'MS4A8', 'MSANTD1', 'MSANTD2', 'MSANTD3', 'MSANTD4', 'MSC', 'MSGN1', 'MSH2', 'MSH3', 'MSH4', 'MSH5', 'MSH6', 'MSI1', 'MSL1', 'MSL2', 'MSL3', 'MSL3P1', 'MSLN', 'MSLNL', 'MSMB', 'MSMO1', 'MSMP', 'MSN', 'MSRA', 'MSRB1', 'MSRB2', 'MSRB3', 'MSS51', 'MST1', 'MST1L', 'MST1P2', 'MST1R', 'MSTN', 'MSTO1', 'MSTO2P', 'MSX1', 'MSX2', 'MSX2P1', 'MT1A', 'MT1B', 'MT1DP', 'MT1E', 'MT1F', 'MT1G', 'MT1H', 'MT1IP', 'MT1L', 'MT1M', 'MT1X', 'MT2A', 'MT3', 'MT4', 'MTA1', 'MTA2', 'MTA3', 'MTAP', 'MTBP', 'MTCH1', 'MTCH2', 'MTCL1', 'MTCP1', 'MTDH', 'MTERF1', 'MTERF2', 'MTERF3', 'MTERF4', 'MTF1', 'MTF2', 'MTFMT', 'MTFP1', 'MTFR1', 'MTFR1L', 'MTFR2', 'MTG1', 'MTG2', 'MTHFD1', 'MTHFD1L', 'MTHFD2', 'MTHFD2L', 'MTHFR', 'MTHFS', 'MTHFSD', 'MTIF2', 'MTIF3', 'MTM1', 'MTMR1', 'MTMR10', 'MTMR11', 'MTMR12', 'MTMR14', 'MTMR2', 'MTMR3', 'MTMR4', 'MTMR6', 'MTMR7', 'MTMR8', 'MTMR9', 'MTMR9LP', 'MTNR1A', 'MTNR1B', 'MTO1', 'MTOR', 'MTPAP', 'MTR', 'MTRF1', 'MTRF1L', 'MTRR', 'MTSS1', 'MTSS1L', 'MTTP', 'MTURN', 'MTUS1', 'MTUS2', 'MTX1', 'MTX2', 'MTX3', 'MUC1', 'MUC12', 'MUC13', 'MUC15', 'MUC16', 'MUC17', 'MUC2', 'MUC20', 'MUC21', 'MUC4', 'MUC5B', 'MUC6', 'MUC7', 'MUCL1', 'MUL1', 'MUM1', 'MUM1L1', 'MURC', 'MUS81', 'MUSK', 'MUSTN1', 'MUT', 'MUTYH', 'MVB12A', 'MVB12B', 'MVD', 'MVK', 'MVP', 'MX1', 'MX2', 'MXD1', 'MXD3', 'MXD4', 'MXI1', 'MXRA5', 'MXRA7', 'MXRA8', 'MYADM', 'MYADML', 'MYADML2', 'MYB', 'MYBBP1A', 'MYBL1', 'MYBL2', 'MYBPC1', 'MYBPC2', 'MYBPC3', 'MYBPH', 'MYBPHL', 'MYC', 'MYCBP', 'MYCBP2', 'MYCBPAP', 'MYCL', 'MYCN', 'MYCNOS', 'MYCT1', 'MYD88', 'MYDGF', 'MYEF2', 'MYEOV', 'MYF5', 'MYF6', 'MYH1', 'MYH10', 'MYH11', 'MYH13', 'MYH14', 'MYH15', 'MYH16', 'MYH2', 'MYH3', 'MYH4', 'MYH6', 'MYH7', 'MYH7B', 'MYH8', 'MYH9', 'MYL1', 'MYL10', 'MYL12A', 'MYL12B', 'MYL2', 'MYL3', 'MYL4', 'MYL5', 'MYL6', 'MYL6B', 'MYL7', 'MYL9', 'MYLIP', 'MYLK', 'MYLK2', 'MYLK3', 'MYLK4', 'MYLPF', 'MYNN', 'MYO10', 'MYO15A', 'MYO15B', 'MYO16', 'MYO18A', 'MYO18B', 'MYO19', 'MYO1A', 'MYO1B', 'MYO1C', 'MYO1D', 'MYO1E', 'MYO1F', 'MYO1G', 'MYO1H', 'MYO3A', 'MYO3B', 'MYO5A', 'MYO5B', 'MYO5C', 'MYO6', 'MYO7A', 'MYO7B', 'MYO9A', 'MYO9B', 'MYOC', 'MYOCD', 'MYOD1', 'MYOF', 'MYOG', 'MYOM1', 'MYOM2', 'MYOM3', 'MYOT', 'MYOZ1', 'MYOZ2', 'MYOZ3', 'MYPN', 'MYPOP', 'MYRF', 'MYRIP', 'MYSM1', 'MYT1', 'MYT1L', 'MYT1L-AS1', 'MZB1', 'MZF1', 'MZF1-AS1', 'MZT1', 'MZT2A', 'MZT2B', 'N4BP1', 'N4BP2', 'N4BP2L1', 'N4BP2L2', 'N4BP2L2-IT2', 'N4BP3', 'N6AMT1', 'NAA10', 'NAA11', 'NAA15', 'NAA16', 'NAA20', 'NAA25', 'NAA30', 'NAA35', 'NAA38', 'NAA40', 'NAA50', 'NAA60', 'NAAA', 'NAALAD2', 'NAALADL1', 'NAALADL2', 'NAB1', 'NAB2', 'NABP1', 'NABP2', 'NACA', 'NACA2', 'NACAD', 'NACAP1', 'NACC1', 'NACC2', 'NADK', 'NADK2', 'NADSYN1', 'NAE1', 'NAF1', 'NAGA', 'NAGK', 'NAGLU', 'NAGPA', 'NAGS', 'NAIF1', 'NAIP', 'NALCN', 'NAMPT', 'NANOG', 'NANOGNB', 'NANOS1', 'NANOS2', 'NANOS3', 'NANP', 'NANS', 'NAP1L1', 'NAP1L2', 'NAP1L3', 'NAP1L4', 'NAP1L5', 'NAP1L6', 'NAPA', 'NAPB', 'NAPEPLD', 'NAPG', 'NAPRT', 'NAPSA', 'NAPSB', 'NARF', 'NARFL', 'NARS', 'NARS2', 'NASP', 'NAT1', 'NAT10', 'NAT14', 'NAT16', 'NAT2', 'NAT6', 'NAT8', 'NAT8B', 'NAT8L', 'NAT9', 'NATD1', 'NAV1', 'NAV2', 'NAV3', 'NAXD', 'NAXE', 'NBAS', 'NBEA', 'NBEAL1', 'NBEAL2', 'NBEAP1', 'NBL1', 'NBN', 'NBPF1', 'NBPF10', 'NBPF11', 'NBPF14', 'NBPF15', 'NBPF22P', 'NBPF3', 'NBPF4', 'NBPF6', 'NBPF7', 'NBPF9', 'NBR1', 'NBR2', 'NCALD', 'NCAM1', 'NCAM2', 'NCAN', 'NCAPD2', 'NCAPD3', 'NCAPG', 'NCAPG2', 'NCAPH', 'NCAPH2', 'NCBP1', 'NCBP2', 'NCBP2-AS2', 'NCBP3', 'NCCRP1', 'NCDN', 'NCEH1', 'NCF1', 'NCF1B', 'NCF1C', 'NCF2', 'NCF4', 'NCK1', 'NCK2', 'NCKAP1', 'NCKAP1L', 'NCKAP5', 'NCKAP5L', 'NCKIPSD', 'NCL', 'NCLN', 'NCMAP', 'NCOA1', 'NCOA2', 'NCOA3', 'NCOA4', 'NCOA5', 'NCOA6', 'NCOA7', 'NCOR1', 'NCOR1P1', 'NCOR2', 'NCR1', 'NCR2', 'NCR3', 'NCR3LG1', 'NCS1', 'NCSTN', 'NDC1', 'NDC80', 'NDE1', 'NDEL1', 'NDFIP1', 'NDFIP2', 'NDN', 'NDNF', 'NDOR1', 'NDP', 'NDRG1', 'NDRG2', 'NDRG3', 'NDRG4', 'NDST1', 'NDST2', 'NDST3', 'NDST4', 'NDUFA1', 'NDUFA10', 'NDUFA11', 'NDUFA12', 'NDUFA13', 'NDUFA2', 'NDUFA3', 'NDUFA4', 'NDUFA4L2', 'NDUFA5', 'NDUFA6', 'NDUFA7', 'NDUFA8', 'NDUFA9', 'NDUFAB1', 'NDUFAF1', 'NDUFAF2', 'NDUFAF3', 'NDUFAF4', 'NDUFAF5', 'NDUFAF6', 'NDUFAF7', 'NDUFAF8', 'NDUFB1', 'NDUFB10', 'NDUFB11', 'NDUFB2', 'NDUFB2-AS1', 'NDUFB3', 'NDUFB4', 'NDUFB5', 'NDUFB6', 'NDUFB7', 'NDUFB8', 'NDUFB9', 'NDUFC1', 'NDUFC2', 'NDUFS1', 'NDUFS2', 'NDUFS3', 'NDUFS4', 'NDUFS5', 'NDUFS6', 'NDUFS7', 'NDUFS8', 'NDUFV1', 'NDUFV2', 'NDUFV3', 'NEAT1', 'NEB', 'NEBL', 'NECAB1', 'NECAB2', 'NECAB3', 'NECAP1', 'NECAP2', 'NECTIN1', 'NECTIN2', 'NECTIN3', 'NECTIN4', 'NEDD1', 'NEDD4', 'NEDD4L', 'NEDD8', 'NEDD9', 'NEFH', 'NEFL', 'NEFM', 'NEGR1', 'NEIL1', 'NEIL2', 'NEIL3', 'NEK1', 'NEK10', 'NEK11', 'NEK2', 'NEK3', 'NEK4', 'NEK5', 'NEK6', 'NEK7', 'NEK8', 'NEK9', 'NELFA', 'NELFB', 'NELFCD', 'NELFE', 'NELL1', 'NELL2', 'NEMF', 'NEMP1', 'NEMP2', 'NENF', 'NEO1', 'NEPRO', 'NES', 'NET1', 'NETO1', 'NETO2', 'NEU1', 'NEU2', 'NEU3', 'NEU4', 'NEURL1', 'NEURL1B', 'NEURL2', 'NEURL3', 'NEURL4', 'NEUROD1', 'NEUROD2', 'NEUROD4', 'NEUROD6', 'NEUROG1', 'NEUROG2', 'NEUROG3', 'NEXN', 'NF1', 'NF1P2', 'NF2', 'NFAM1', 'NFASC', 'NFAT5', 'NFATC1', 'NFATC2', 'NFATC2IP', 'NFATC3', 'NFATC4', 'NFE2', 'NFE2L1', 'NFE2L2', 'NFE2L3', 'NFE2L3P2', 'NFIA', 'NFIB', 'NFIC', 'NFIL3', 'NFIX', 'NFKB1', 'NFKB2', 'NFKBIA', 'NFKBIB', 'NFKBID', 'NFKBIE', 'NFKBIL1', 'NFKBIZ', 'NFRKB', 'NFS1', 'NFU1', 'NFXL1', 'NFYA', 'NFYB', 'NFYC', 'NFYC-AS1', 'NGB', 'NGDN', 'NGEF', 'NGF', 'NGFR', 'NGLY1', 'NGRN', 'NHEJ1', 'NHLH1', 'NHLH2', 'NHLRC1', 'NHLRC2', 'NHLRC3', 'NHLRC4', 'NHP2', 'NHS', 'NHSL1', 'NHSL2', 'NICN1', 'NID1', 'NID2', 'NIF3L1', 'NIFK', 'NIM1K', 'NIN', 'NINJ1', 'NINJ2', 'NINL', 'NIP7', 'NIPA1', 'NIPA2', 'NIPAL1', 'NIPAL2', 'NIPAL3', 'NIPAL4', 'NIPBL', 'NIPSNAP1', 'NIPSNAP3A', 'NIPSNAP3B', 'NISCH', 'NIT1', 'NIT2', 'NKAIN1', 'NKAIN2', 'NKAIN3', 'NKAIN4', 'NKAP', 'NKAPL', 'NKAPP1', 'NKD1', 'NKD2', 'NKG7', 'NKIRAS1', 'NKIRAS2', 'NKPD1', 'NKRF', 'NKTR', 'NKX1-2', 'NKX2-1', 'NKX2-2', 'NKX2-3', 'NKX2-4', 'NKX2-6', 'NKX2-8', 'NKX3-1', 'NKX3-2', 'NKX6-1', 'NKX6-2', 'NKX6-3', 'NLE1', 'NLGN1', 'NLGN2', 'NLGN3', 'NLGN4X', 'NLGN4Y', 'NLK', 'NLN', 'NLRC3', 'NLRC4', 'NLRC5', 'NLRP1', 'NLRP10', 'NLRP11', 'NLRP12', 'NLRP13', 'NLRP14', 'NLRP2', 'NLRP3', 'NLRP4', 'NLRP5', 'NLRP6', 'NLRP7', 'NLRP8', 'NLRP9', 'NLRX1', 'NMB', 'NMBR', 'NMD3', 'NME1', 'NME1-NME2', 'NME2', 'NME2P1', 'NME3', 'NME4', 'NME5', 'NME6', 'NME7', 'NME8', 'NME9', 'NMI', 'NMNAT1', 'NMNAT2', 'NMNAT3', 'NMRAL1', 'NMRK1', 'NMRK2', 'NMS', 'NMT1', 'NMT2', 'NMU', 'NMUR1', 'NMUR2', 'NNAT', 'NNMT', 'NNT', 'NOA1', 'NOB1', 'NOBOX', 'NOC2L', 'NOC2LP2', 'NOC3L', 'NOC4L', 'NOCT', 'NOD1', 'NOD2', 'NODAL', 'NOG', 'NOL10', 'NOL11', 'NOL12', 'NOL3', 'NOL4', 'NOL4L', 'NOL6', 'NOL7', 'NOL8', 'NOL9', 'NOLC1', 'NOM1', 'NOMO1', 'NOMO2', 'NOMO3', 'NONO', 'NOP10', 'NOP14', 'NOP14-AS1', 'NOP16', 'NOP2', 'NOP56', 'NOP58', 'NOP9', 'NORAD', 'NOS1', 'NOS1AP', 'NOS2', 'NOS3', 'NOSTRIN', 'NOTCH1', 'NOTCH2', 'NOTCH2NL', 'NOTCH3', 'NOTCH4', 'NOTO', 'NOTUM', 'NOV', 'NOVA1', 'NOVA2', 'NOX1', 'NOX3', 'NOX4', 'NOX5', 'NOXA1', 'NOXRED1', 'NPAP1', 'NPAS1', 'NPAS2', 'NPAS3', 'NPAS4', 'NPAT', 'NPB', 'NPBWR1', 'NPBWR2', 'NPC1', 'NPC1L1', 'NPC2', 'NPDC1', 'NPEPL1', 'NPEPPS', 'NPFF', 'NPFFR1', 'NPFFR2', 'NPHP1', 'NPHP3', 'NPHP3-AS1', 'NPHP4', 'NPHS1', 'NPHS2', 'NPIPA1', 'NPIPB3', 'NPIPB5', 'NPL', 'NPLOC4', 'NPM1', 'NPM2', 'NPM3', 'NPNT', 'NPPA', 'NPPB', 'NPPC', 'NPR1', 'NPR2', 'NPR3', 'NPRL2', 'NPRL3', 'NPS', 'NPSR1', 'NPSR1-AS1', 'NPTN', 'NPTX1', 'NPTX2', 'NPTXR', 'NPVF', 'NPW', 'NPY', 'NPY1R', 'NPY2R', 'NPY5R', 'NPY6R', 'NQO1', 'NQO2', 'NR0B1', 'NR0B2', 'NR1D1', 'NR1D2', 'NR1H2', 'NR1H3', 'NR1H4', 'NR1I2', 'NR2C1', 'NR2C2', 'NR2C2AP', 'NR2E1', 'NR2E3', 'NR2F1', 'NR2F1-AS1', 'NR2F2', 'NR2F6', 'NR3C1', 'NR5A1', 'NR5A2', 'NR6A1', 'NRADDP', 'NRAP', 'NRARP', 'NRAS', 'NRBF2', 'NRBP1', 'NRBP2', 'NRCAM', 'NRDC', 'NRDE2', 'NREP', 'NRF1', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NRGN', 'NRIP1', 'NRIP2', 'NRIP3', 'NRK', 'NRL', 'NRM', 'NRN1', 'NRN1L', 'NRP1', 'NRP2', 'NRROS', 'NRSN1', 'NRSN2', 'NRTN', 'NRXN1', 'NRXN2', 'NRXN3', 'NSA2', 'NSD1', 'NSDHL', 'NSF', 'NSFL1C', 'NSL1', 'NSMAF', 'NSMCE1', 'NSMCE2', 'NSMCE3', 'NSMCE4A', 'NSMF', 'NSRP1', 'NSUN2', 'NSUN3', 'NSUN4', 'NSUN5', 'NSUN5P1', 'NSUN5P2', 'NSUN6', 'NSUN7', 'NT5C', 'NT5C1A', 'NT5C1B', 'NT5C2', 'NT5C3A', 'NT5C3B', 'NT5DC1', 'NT5DC2', 'NT5DC3', 'NT5E', 'NT5M', 'NTAN1', 'NTF3', 'NTF4', 'NTHL1', 'NTM', 'NTMT1', 'NTN1', 'NTN3', 'NTN4', 'NTN5', 'NTNG1', 'NTNG2', 'NTPCR', 'NTRK1', 'NTRK2', 'NTRK3', 'NTS', 'NTSR1', 'NTSR2', 'NUAK1', 'NUAK2', 'NUB1', 'NUBP1', 'NUBP2', 'NUBPL', 'NUCB1', 'NUCB2', 'NUCKS1', 'NUDC', 'NUDCD1', 'NUDCD2', 'NUDCD3', 'NUDT1', 'NUDT10', 'NUDT11', 'NUDT12', 'NUDT13', 'NUDT14', 'NUDT15', 'NUDT16', 'NUDT16L1', 'NUDT16P1', 'NUDT17', 'NUDT18', 'NUDT19', 'NUDT2', 'NUDT21', 'NUDT22', 'NUDT3', 'NUDT4', 'NUDT5', 'NUDT6', 'NUDT7', 'NUDT8', 'NUDT9', 'NUDT9P1', 'NUF2', 'NUFIP1', 'NUFIP2', 'NUGGC', 'NUMA1', 'NUMB', 'NUMBL', 'NUP107', 'NUP133', 'NUP153', 'NUP155', 'NUP160', 'NUP188', 'NUP205', 'NUP210', 'NUP210L', 'NUP214', 'NUP35', 'NUP37', 'NUP43', 'NUP50', 'NUP54', 'NUP58', 'NUP62', 'NUP62CL', 'NUP85', 'NUP88', 'NUP93', 'NUP98', 'NUPL2', 'NUPR1', 'NUPR2', 'NUS1', 'NUSAP1', 'NUTF2', 'NUTM1', 'NUTM2A', 'NUTM2A-AS1', 'NUTM2D', 'NUTM2F', 'NUTM2G', 'NVL', 'NWD1', 'NWD2', 'NXF1', 'NXF2', 'NXF2B', 'NXF3', 'NXF4', 'NXF5', 'NXN', 'NXNL1', 'NXNL2', 'NXPE1', 'NXPE2', 'NXPE3', 'NXPE4', 'NXPH1', 'NXPH2', 'NXPH3', 'NXPH4', 'NXT1', 'NXT2', 'NYAP1', 'NYAP2', 'NYNRIN', 'NYX', 'OACYLP', 'OAF', 'OARD1', 'OAS1', 'OAS3', 'OASL', 'OAT', 'OAZ1', 'OAZ2', 'OAZ3', 'OBFC1', 'OBP2A', 'OBP2B', 'OBSCN', 'OBSL1', 'OC90', 'OCA2', 'OCEL1', 'OCIAD1', 'OCIAD2', 'OCLM', 'OCM', 'OCM2', 'OCRL', 'OCSTAMP', 'ODAM', 'ODC1', 'ODF1', 'ODF2', 'ODF2L', 'ODF3', 'ODF3B', 'ODF3L1', 'ODF3L2', 'ODF4', 'OFD1', 'OGDH', 'OGDHL', 'OGFOD1', 'OGFOD2', 'OGFOD3', 'OGFR', 'OGFRL1', 'OGG1', 'OGN', 'OGT', 'OIP5', 'OIP5-AS1', 'OIT3', 'OLA1', 'OLAH', 'OLFM1', 'OLFM2', 'OLFM3', 'OLFM4', 'OLFML1', 'OLFML2A', 'OLFML2B', 'OLFML3', 'OLIG1', 'OLIG2', 'OLIG3', 'OLMALINC', 'OLR1', 'OMA1', 'OMD', 'OMG', 'OMP', 'ONECUT1', 'ONECUT2', 'ONECUT3', 'OOEP', 'OOSP2', 'OPA1', 'OPA3', 'OPALIN', 'OPCML', 'OPHN1', 'OPLAH', 'OPN1LW', 'OPN1MW', 'OPN1SW', 'OPN3', 'OPN4', 'OPN5', 'OPRD1', 'OPRK1', 'OPRL1', 'OPRM1', 'OPRPN', 'OPTC', 'OPTN', 'OR10A2', 'OR10A3', 'OR10A4', 'OR10A5', 'OR10A6', 'OR10A7', 'OR10AD1', 'OR10AG1', 'OR10C1', 'OR10G2', 'OR10G3', 'OR10G4', 'OR10G7', 'OR10G8', 'OR10G9', 'OR10H1', 'OR10H2', 'OR10H3', 'OR10H4', 'OR10H5', 'OR10J1', 'OR10J3', 'OR10J5', 'OR10K1', 'OR10K2', 'OR10P1', 'OR10Q1', 'OR10R2', 'OR10S1', 'OR10T2', 'OR10V1', 'OR10W1', 'OR10X1', 'OR10Z1', 'OR11G2', 'OR11H1', 'OR11H12', 'OR11H4', 'OR11H6', 'OR11L1', 'OR12D2', 'OR12D3', 'OR13A1', 'OR13C2', 'OR13C3', 'OR13C4', 'OR13C5', 'OR13C8', 'OR13C9', 'OR13D1', 'OR13F1', 'OR13G1', 'OR13H1', 'OR13J1', 'OR14A16', 'OR14C36', 'OR14I1', 'OR14J1', 'OR1A1', 'OR1A2', 'OR1B1', 'OR1C1', 'OR1D2', 'OR1E1', 'OR1E2', 'OR1F1', 'OR1F2P', 'OR1G1', 'OR1I1', 'OR1J1', 'OR1J2', 'OR1J4', 'OR1L1', 'OR1L3', 'OR1L4', 'OR1L6', 'OR1L8', 'OR1M1', 'OR1N1', 'OR1N2', 'OR1Q1', 'OR1S1', 'OR1S2', 'OR2A1', 'OR2A12', 'OR2A14', 'OR2A2', 'OR2A25', 'OR2A4', 'OR2A5', 'OR2A7', 'OR2A9P', 'OR2AE1', 'OR2AG1', 'OR2AG2', 'OR2AK2', 'OR2AT4', 'OR2B11', 'OR2B2', 'OR2B3', 'OR2B6', 'OR2C1', 'OR2C3', 'OR2D2', 'OR2D3', 'OR2F1', 'OR2F2', 'OR2G2', 'OR2G3', 'OR2G6', 'OR2H1', 'OR2H2', 'OR2J2', 'OR2J3', 'OR2K2', 'OR2L13', 'OR2L1P', 'OR2L2', 'OR2L3', 'OR2L8', 'OR2M1P', 'OR2M2', 'OR2M3', 'OR2M4', 'OR2M5', 'OR2M7', 'OR2S2', 'OR2T1', 'OR2T10', 'OR2T11', 'OR2T12', 'OR2T2', 'OR2T27', 'OR2T29', 'OR2T3', 'OR2T33', 'OR2T34', 'OR2T35', 'OR2T4', 'OR2T5', 'OR2T6', 'OR2T8', 'OR2V2', 'OR2W1', 'OR2W3', 'OR2W5', 'OR2Y1', 'OR2Z1', 'OR3A1', 'OR3A2', 'OR3A3', 'OR3A4P', 'OR4A15', 'OR4A16', 'OR4A47', 'OR4A5', 'OR4B1', 'OR4C11', 'OR4C12', 'OR4C13', 'OR4C15', 'OR4C16', 'OR4C3', 'OR4C45', 'OR4C46', 'OR4C6', 'OR4D1', 'OR4D10', 'OR4D11', 'OR4D2', 'OR4D5', 'OR4D6', 'OR4D9', 'OR4E2', 'OR4F15', 'OR4F17', 'OR4F21', 'OR4F29', 'OR4F4', 'OR4F5', 'OR4F6', 'OR4K1', 'OR4K13', 'OR4K14', 'OR4K15', 'OR4K17', 'OR4K2', 'OR4K5', 'OR4L1', 'OR4M1', 'OR4M2', 'OR4N2', 'OR4N3P', 'OR4N4', 'OR4N5', 'OR4P4', 'OR4Q3', 'OR4S1', 'OR4S2', 'OR4X1', 'OR4X2', 'OR51A2', 'OR51A4', 'OR51A7', 'OR51B2', 'OR51B4', 'OR51B5', 'OR51B6', 'OR51D1', 'OR51E1', 'OR51E2', 'OR51F1', 'OR51F2', 'OR51G1', 'OR51G2', 'OR51I1', 'OR51I2', 'OR51L1', 'OR51M1', 'OR51Q1', 'OR51S1', 'OR51T1', 'OR51V1', 'OR52A1', 'OR52A4P', 'OR52A5', 'OR52B2', 'OR52B4', 'OR52B6', 'OR52D1', 'OR52E2', 'OR52E4', 'OR52E6', 'OR52E8', 'OR52H1', 'OR52I1', 'OR52I2', 'OR52J3', 'OR52K1', 'OR52K2', 'OR52L1', 'OR52M1', 'OR52N1', 'OR52N2', 'OR52N4', 'OR52N5', 'OR52R1', 'OR52W1', 'OR56A1', 'OR56A3', 'OR56A4', 'OR56A5', 'OR56B1', 'OR56B4', 'OR5A1', 'OR5A2', 'OR5AC2', 'OR5AK2', 'OR5AN1', 'OR5AP2', 'OR5AR1', 'OR5AS1', 'OR5AU1', 'OR5B12', 'OR5B17', 'OR5B2', 'OR5B21', 'OR5B3', 'OR5C1', 'OR5D13', 'OR5D14', 'OR5D16', 'OR5D18', 'OR5E1P', 'OR5F1', 'OR5H1', 'OR5H14', 'OR5H15', 'OR5H2', 'OR5H6', 'OR5I1', 'OR5J2', 'OR5K1', 'OR5K2', 'OR5K3', 'OR5K4', 'OR5L1', 'OR5L2', 'OR5M1', 'OR5M10', 'OR5M11', 'OR5M3', 'OR5M8', 'OR5M9', 'OR5P2', 'OR5P3', 'OR5R1', 'OR5T1', 'OR5T2', 'OR5T3', 'OR5V1', 'OR5W2', 'OR6A2', 'OR6B1', 'OR6B2', 'OR6B3', 'OR6C1', 'OR6C2', 'OR6C3', 'OR6C4', 'OR6C6', 'OR6C65', 'OR6C68', 'OR6C70', 'OR6C74', 'OR6C75', 'OR6C76', 'OR6F1', 'OR6K2', 'OR6K3', 'OR6K6', 'OR6M1', 'OR6N1', 'OR6N2', 'OR6P1', 'OR6Q1', 'OR6S1', 'OR6T1', 'OR6V1', 'OR6W1P', 'OR6X1', 'OR6Y1', 'OR7A10', 'OR7A17', 'OR7A5', 'OR7C1', 'OR7C2', 'OR7D2', 'OR7D4', 'OR7E156P', 'OR7E24', 'OR7E5P', 'OR7E91P', 'OR7G1', 'OR7G2', 'OR7G3', 'OR8A1', 'OR8B12', 'OR8B2', 'OR8B3', 'OR8B4', 'OR8B8', 'OR8D1', 'OR8D2', 'OR8D4', 'OR8G2', 'OR8G5', 'OR8H1', 'OR8H2', 'OR8H3', 'OR8I2', 'OR8J1', 'OR8J3', 'OR8K1', 'OR8K3', 'OR8K5', 'OR8S1', 'OR8U1', 'OR9A2', 'OR9A4', 'OR9G4', 'OR9G9', 'OR9I1', 'OR9K2', 'OR9Q1', 'OR9Q2', 'ORAI1', 'ORAI2', 'ORAI3', 'ORAOV1', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'ORM1', 'ORM2', 'ORMDL1', 'ORMDL2', 'ORMDL3', 'OS9', 'OSBP', 'OSBP2', 'OSBPL10', 'OSBPL11', 'OSBPL1A', 'OSBPL2', 'OSBPL3', 'OSBPL5', 'OSBPL6', 'OSBPL7', 'OSBPL8', 'OSBPL9', 'OSCAR', 'OSCP1', 'OSER1', 'OSGEP', 'OSGEPL1', 'OSGIN1', 'OSGIN2', 'OSM', 'OSMR', 'OSR1', 'OSR2', 'OST4', 'OSTC', 'OSTCP1', 'OSTF1', 'OSTM1', 'OSTN', 'OTC', 'OTOA', 'OTOF', 'OTOL1', 'OTOP1', 'OTOP2', 'OTOP3', 'OTOR', 'OTOS', 'OTP', 'OTUB1', 'OTUB2', 'OTUD1', 'OTUD3', 'OTUD4', 'OTUD5', 'OTUD6A', 'OTUD6B', 'OTUD7A', 'OTUD7B', 'OTULIN', 'OTX1', 'OTX2', 'OVCA2', 'OVCH1', 'OVCH2', 'OVGP1', 'OVOL1', 'OVOL2', 'OXA1L', 'OXCT1', 'OXCT2', 'OXER1', 'OXGR1', 'OXLD1', 'OXNAD1', 'OXR1', 'OXSM', 'OXSR1', 'OXT', 'OXTR', 'P2RX1', 'P2RX3', 'P2RX4', 'P2RX5', 'P2RX6', 'P2RX6P', 'P2RX7', 'P2RY1', 'P2RY11', 'P2RY13', 'P2RY14', 'P2RY2', 'P2RY4', 'P2RY6', 'P2RY8', 'P3H1', 'P3H2', 'P3H3', 'P3H4', 'P4HA1', 'P4HA2', 'P4HA3', 'P4HB', 'P4HTM', 'PA2G4', 'PA2G4P4', 'PAAF1', 'PABPC1', 'PABPC1L', 'PABPC1L2A', 'PABPC1L2B', 'PABPC1P2', 'PABPC3', 'PABPC4', 'PABPC4L', 'PABPC5', 'PABPN1', 'PABPN1L', 'PACRG', 'PACRG-AS1', 'PACRGL', 'PACS1', 'PACS2', 'PACSIN2', 'PACSIN3', 'PADI1', 'PADI2', 'PADI3', 'PADI4', 'PADI6', 'PAEP', 'PAF1', 'PAFAH1B1', 'PAFAH1B2', 'PAFAH1B3', 'PAFAH2', 'PAG1', 'PAGE1', 'PAGE2', 'PAGE2B', 'PAGE3', 'PAGE4', 'PAGE5', 'PAGR1', 'PAH', 'PAICS', 'PAIP1', 'PAIP2', 'PAIP2B', 'PAK1', 'PAK1IP1', 'PAK2', 'PAK3', 'PAK4', 'PAK5', 'PAK6', 'PALB2', 'PALD1', 'PALLD', 'PALM', 'PALM2', 'PALM2-AKAP2', 'PALM3', 'PALMD', 'PAM', 'PAM16', 'PAMR1', 'PAN2', 'PAN3', 'PANK1', 'PANK2', 'PANK3', 'PANK4', 'PANX1', 'PANX2', 'PANX3', 'PAOX', 'PAPD4', 'PAPD5', 'PAPD7', 'PAPLN', 'PAPOLA', 'PAPOLB', 'PAPOLG', 'PAPPA', 'PAPPA2', 'PAPSS1', 'PAPSS2', 'PAQR3', 'PAQR4', 'PAQR5', 'PAQR6', 'PAQR7', 'PAQR8', 'PAQR9', 'PARD3', 'PARD3B', 'PARD6A', 'PARD6B', 'PARD6G', 'PARD6G-AS1', 'PARG', 'PARK2', 'PARK7', 'PARL', 'PARM1', 'PARN', 'PARP1', 'PARP10', 'PARP11', 'PARP12', 'PARP14', 'PARP15', 'PARP16', 'PARP2', 'PARP3', 'PARP4', 'PARP6', 'PARP8', 'PARP9', 'PARPBP', 'PARS2', 'PART1', 'PARVA', 'PARVB', 'PARVG', 'PASD1', 'PASK', 'PATE1', 'PATE2', 'PATE3', 'PATE4', 'PATJ', 'PATL1', 'PATL2', 'PATZ1', 'PAWR', 'PAX1', 'PAX2', 'PAX3', 'PAX4', 'PAX5', 'PAX6', 'PAX7', 'PAX8', 'PAX8-AS1', 'PAX9', 'PAXBP1', 'PAXIP1', 'PAXIP1-AS1', 'PAXIP1-AS2', 'PBDC1', 'PBK', 'PBLD', 'PBOV1', 'PBRM1', 'PBX1', 'PBX2', 'PBX3', 'PBX4', 'PBXIP1', 'PC', 'PCA3', 'PCAT18', 'PCAT4', 'PCBD1', 'PCBD2', 'PCBP1', 'PCBP2', 'PCBP3', 'PCBP4', 'PCCA', 'PCCB', 'PCDH1', 'PCDH10', 'PCDH11X', 'PCDH11Y', 'PCDH12', 'PCDH15', 'PCDH17', 'PCDH18', 'PCDH19', 'PCDH20', 'PCDH7', 'PCDH8', 'PCDH9', 'PCDHA1', 'PCDHA10', 'PCDHA11', 'PCDHA12', 'PCDHA13', 'PCDHA2', 'PCDHA3', 'PCDHA4', 'PCDHA5', 'PCDHA6', 'PCDHA7', 'PCDHA8', 'PCDHA9', 'PCDHAC1', 'PCDHAC2', 'PCDHB1', 'PCDHB10', 'PCDHB11', 'PCDHB12', 'PCDHB13', 'PCDHB14', 'PCDHB15', 'PCDHB16', 'PCDHB17P', 'PCDHB18P', 'PCDHB19P', 'PCDHB2', 'PCDHB3', 'PCDHB4', 'PCDHB5', 'PCDHB6', 'PCDHB7', 'PCDHB8', 'PCDHB9', 'PCDHGA1', 'PCDHGA10', 'PCDHGA11', 'PCDHGA12', 'PCDHGA2', 'PCDHGA3', 'PCDHGA4', 'PCDHGA5', 'PCDHGA6', 'PCDHGA7', 'PCDHGA8', 'PCDHGA9', 'PCDHGB1', 'PCDHGB2', 'PCDHGB3', 'PCDHGB4', 'PCDHGB5', 'PCDHGB6', 'PCDHGB7', 'PCDHGB8P', 'PCDHGC3', 'PCDHGC4', 'PCDHGC5', 'PCED1A', 'PCED1B', 'PCED1B-AS1', 'PCF11', 'PCGEM1', 'PCGF1', 'PCGF2', 'PCGF3', 'PCGF5', 'PCGF6', 'PCID2', 'PCIF1', 'PCK1', 'PCK2', 'PCLO', 'PCM1', 'PCMT1', 'PCMTD1', 'PCMTD2', 'PCNA', 'PCNAP1', 'PCNP', 'PCNT', 'PCNX1', 'PCNX2', 'PCNX3', 'PCNX4', 'PCOLCE', 'PCOLCE2', 'PCP2', 'PCP4', 'PCP4L1', 'PCSK1', 'PCSK1N', 'PCSK2', 'PCSK4', 'PCSK5', 'PCSK6', 'PCSK7', 'PCSK9', 'PCTP', 'PCYOX1', 'PCYOX1L', 'PCYT1A', 'PCYT1B', 'PCYT2', 'PDAP1', 'PDC', 'PDCD1', 'PDCD10', 'PDCD11', 'PDCD1LG2', 'PDCD2', 'PDCD2L', 'PDCD4', 'PDCD4-AS1', 'PDCD5', 'PDCD6', 'PDCD6IP', 'PDCD7', 'PDCL', 'PDCL2', 'PDCL3', 'PDCL3P4', 'PDDC1', 'PDE10A', 'PDE11A', 'PDE12', 'PDE1C', 'PDE2A', 'PDE3A', 'PDE3B', 'PDE4A', 'PDE4B', 'PDE4C', 'PDE4D', 'PDE4DIP', 'PDE5A', 'PDE6A', 'PDE6B', 'PDE6C', 'PDE6D', 'PDE6G', 'PDE6H', 'PDE7A', 'PDE7B', 'PDE8A', 'PDE8B', 'PDE9A', 'PDF', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PDGFRA', 'PDGFRB', 'PDGFRL', 'PDHA1', 'PDHA2', 'PDHB', 'PDHX', 'PDIA2', 'PDIA3', 'PDIA3P1', 'PDIA4', 'PDIA5', 'PDIA6', 'PDIK1L', 'PDILT', 'PDK1', 'PDK2', 'PDK3', 'PDK4', 'PDLIM1', 'PDLIM2', 'PDLIM3', 'PDLIM4', 'PDLIM5', 'PDLIM7', 'PDP1', 'PDP2', 'PDPK1', 'PDPN', 'PDPR', 'PDRG1', 'PDS5A', 'PDS5B', 'PDSS1', 'PDSS2', 'PDX1', 'PDXDC1', 'PDXDC2P', 'PDXK', 'PDXP', 'PDYN', 'PDZD11', 'PDZD2', 'PDZD3', 'PDZD4', 'PDZD7', 'PDZD8', 'PDZD9', 'PDZK1', 'PDZK1IP1', 'PDZRN3', 'PDZRN4', 'PEA15', 'PEAK1', 'PEAR1', 'PEBP1', 'PEBP4', 'PECAM1', 'PECR', 'PEF1', 'PEG10', 'PEG3', 'PEG3-AS1', 'PELI1', 'PELI2', 'PELI3', 'PELO', 'PELP1', 'PEMT', 'PENK', 'PEPD', 'PER1', 'PER2', 'PER3', 'PERM1', 'PERP', 'PES1', 'PEX1', 'PEX10', 'PEX11A', 'PEX11B', 'PEX11G', 'PEX12', 'PEX13', 'PEX14', 'PEX16', 'PEX19', 'PEX2', 'PEX26', 'PEX3', 'PEX5', 'PEX5L', 'PEX6', 'PEX7', 'PF4', 'PF4V1', 'PFAS', 'PFDN1', 'PFDN2', 'PFDN4', 'PFDN5', 'PFDN6', 'PFKFB1', 'PFKFB2', 'PFKFB3', 'PFKFB4', 'PFKL', 'PFKM', 'PFKP', 'PFN1', 'PFN1P2', 'PFN2', 'PFN3', 'PFN4', 'PGA3', 'PGA4', 'PGA5', 'PGAM1', 'PGAM2', 'PGAM4', 'PGAM5', 'PGAP1', 'PGAP2', 'PGAP3', 'PGBD1', 'PGBD3', 'PGBD4', 'PGBD5', 'PGC', 'PGD', 'PGF', 'PGGHG', 'PGGT1B', 'PGK1', 'PGK2', 'PGLS', 'PGLYRP1', 'PGLYRP2', 'PGLYRP3', 'PGLYRP4', 'PGM1', 'PGM2', 'PGM2L1', 'PGM3', 'PGM5', 'PGM5-AS1', 'PGM5P2', 'PGP', 'PGPEP1', 'PGPEP1L', 'PGR', 'PGRMC1', 'PGRMC2', 'PGS1', 'PHACTR1', 'PHACTR2', 'PHACTR2-AS1', 'PHACTR3', 'PHACTR4', 'PHAX', 'PHB', 'PHB2', 'PHC1', 'PHC2', 'PHC3', 'PHEX', 'PHF1', 'PHF10', 'PHF11', 'PHF12', 'PHF13', 'PHF14', 'PHF19', 'PHF2', 'PHF20', 'PHF20L1', 'PHF21A', 'PHF21B', 'PHF23', 'PHF24', 'PHF2P1', 'PHF3', 'PHF5A', 'PHF6', 'PHF7', 'PHF8', 'PHGDH', 'PHGR1', 'PHIP', 'PHKA1', 'PHKA2', 'PHKB', 'PHKG1', 'PHKG2', 'PHLDA1', 'PHLDA2', 'PHLDA3', 'PHLDB1', 'PHLDB2', 'PHLDB3', 'PHLPP1', 'PHLPP2', 'PHOSPHO1', 'PHOSPHO2', 'PHOX2A', 'PHOX2B', 'PHPT1', 'PHRF1', 'PHTF1', 'PHTF2', 'PHYH', 'PHYHD1', 'PHYHIP', 'PHYHIPL', 'PHYKPL', 'PI15', 'PI16', 'PI3', 'PI4K2A', 'PI4K2B', 'PI4KA', 'PI4KAP1', 'PI4KAP2', 'PI4KB', 'PIANP', 'PIAS1', 'PIAS2', 'PIAS3', 'PIAS4', 'PIBF1', 'PICALM', 'PICK1', 'PICSAR', 'PID1', 'PIDD1', 'PIEZO1', 'PIEZO2', 'PIF1', 'PIFO', 'PIGA', 'PIGB', 'PIGC', 'PIGF', 'PIGG', 'PIGH', 'PIGK', 'PIGL', 'PIGM', 'PIGN', 'PIGO', 'PIGP', 'PIGQ', 'PIGR', 'PIGS', 'PIGT', 'PIGU', 'PIGV', 'PIGW', 'PIGX', 'PIGY', 'PIGZ', 'PIH1D1', 'PIH1D2', 'PIH1D3', 'PIK3AP1', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CD-AS1', 'PIK3CG', 'PIK3IP1', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIK3R4', 'PIK3R5', 'PIK3R6', 'PIKFYVE', 'PILRA', 'PILRB', 'PIM1', 'PIM2', 'PIM3', 'PIN1', 'PIN1P1', 'PIN4', 'PIN4P1', 'PINK1', 'PINX1', 'PIP', 'PIP4K2A', 'PIP4K2B', 'PIP4K2C', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PIP5K1P1', 'PIP5KL1', 'PIPOX', 'PIPSL', 'PIR', 'PIRT', 'PISD', 'PISRT1', 'PITHD1', 'PITPNA', 'PITPNB', 'PITPNC1', 'PITPNM1', 'PITPNM2', 'PITPNM3', 'PITRM1', 'PITX1', 'PITX2', 'PITX3', 'PIWIL1', 'PIWIL2', 'PIWIL3', 'PIWIL4', 'PJA1', 'PJA2', 'PKD1', 'PKD1L1', 'PKD1L2', 'PKD1L3', 'PKD2', 'PKD2L1', 'PKD2L2', 'PKDCC', 'PKDREJ', 'PKHD1', 'PKHD1L1', 'PKIA', 'PKIB', 'PKIG', 'PKLR', 'PKM', 'PKMYT1', 'PKN1', 'PKN2', 'PKN3', 'PKNOX1', 'PKNOX2', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLA1A', 'PLA2G10', 'PLA2G12A', 'PLA2G12B', 'PLA2G15', 'PLA2G16', 'PLA2G1B', 'PLA2G2A', 'PLA2G2C', 'PLA2G2D', 'PLA2G2E', 'PLA2G2F', 'PLA2G3', 'PLA2G4A', 'PLA2G4C', 'PLA2G4D', 'PLA2G4E', 'PLA2G4F', 'PLA2G5', 'PLA2G6', 'PLA2G7', 'PLAA', 'PLAC1', 'PLAC4', 'PLAC8', 'PLAC8L1', 'PLAC9', 'PLAG1', 'PLAGL1', 'PLAGL2', 'PLAT', 'PLAU', 'PLAUR', 'PLB1', 'PLBD1', 'PLBD2', 'PLCB1', 'PLCB2', 'PLCB3', 'PLCB4', 'PLCD1', 'PLCD3', 'PLCD4', 'PLCE1', 'PLCG1', 'PLCG2', 'PLCH1', 'PLCH2', 'PLCL1', 'PLCL2', 'PLCXD1', 'PLCXD2', 'PLCXD3', 'PLCZ1', 'PLD1', 'PLD2', 'PLD3', 'PLD4', 'PLD5', 'PLD6', 'PLEC', 'PLEK', 'PLEK2', 'PLEKHA1', 'PLEKHA2', 'PLEKHA3', 'PLEKHA5', 'PLEKHA6', 'PLEKHA7', 'PLEKHA8', 'PLEKHA8P1', 'PLEKHB1', 'PLEKHB2', 'PLEKHD1', 'PLEKHF1', 'PLEKHF2', 'PLEKHG1', 'PLEKHG2', 'PLEKHG3', 'PLEKHG4', 'PLEKHG4B', 'PLEKHG5', 'PLEKHG6', 'PLEKHG7', 'PLEKHH1', 'PLEKHH2', 'PLEKHH3', 'PLEKHJ1', 'PLEKHM1', 'PLEKHM1P1', 'PLEKHM2', 'PLEKHM3', 'PLEKHN1', 'PLEKHO1', 'PLEKHO2', 'PLEKHS1', 'PLET1', 'PLG', 'PLGLA', 'PLGLB2', 'PLGRKT', 'PLIN1', 'PLIN2', 'PLIN3', 'PLIN4', 'PLIN5', 'PLK1', 'PLK2', 'PLK3', 'PLK4', 'PLK5', 'PLLP', 'PLN', 'PLOD1', 'PLOD2', 'PLOD3', 'PLP1', 'PLP2', 'PLPP1', 'PLPP2', 'PLPP3', 'PLPP4', 'PLPP5', 'PLPP6', 'PLPP7', 'PLPPR1', 'PLPPR2', 'PLPPR3', 'PLPPR4', 'PLPPR5', 'PLRG1', 'PLS1', 'PLS3', 'PLSCR1', 'PLSCR2', 'PLSCR3', 'PLSCR4', 'PLSCR5', 'PLTP', 'PLVAP', 'PLXDC1', 'PLXDC2', 'PLXNA1', 'PLXNA2', 'PLXNA3', 'PLXNA4', 'PLXNB1', 'PLXNB2', 'PLXNB3', 'PLXNC1', 'PLXND1', 'PM20D1', 'PM20D2', 'PMAIP1', 'PMCH', 'PMCHL1', 'PMCHL2', 'PMEL', 'PMEPA1', 'PMF1', 'PMFBP1', 'PML', 'PMM1', 'PMM2', 'PMP2', 'PMP22', 'PMPCA', 'PMPCB', 'PMS1', 'PMS2', 'PMS2CL', 'PMS2P1', 'PMS2P2', 'PMS2P3', 'PMS2P4', 'PMS2P5', 'PMS2P9', 'PMVK', 'PNCK', 'PNISR', 'PNKD', 'PNKP', 'PNLDC1', 'PNLIP', 'PNLIPRP1', 'PNLIPRP2', 'PNLIPRP3', 'PNMA1', 'PNMA2', 'PNMA3', 'PNMA5', 'PNMA6A', 'PNMAL1', 'PNMAL2', 'PNMT', 'PNN', 'PNO1', 'PNOC', 'PNP', 'PNPLA1', 'PNPLA2', 'PNPLA3', 'PNPLA4', 'PNPLA5', 'PNPLA6', 'PNPLA7', 'PNPLA8', 'PNPO', 'PNPT1', 'PNRC1', 'PNRC2', 'POC1A', 'POC1B', 'POC5', 'PODN', 'PODNL1', 'PODXL', 'PODXL2', 'POF1B', 'POFUT1', 'POFUT2', 'POGK', 'POGLUT1', 'POGZ', 'POLA1', 'POLA2', 'POLB', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLDIP2', 'POLDIP3', 'POLE', 'POLE2', 'POLE3', 'POLE4', 'POLG', 'POLG2', 'POLH', 'POLI', 'POLK', 'POLL', 'POLM', 'POLN', 'POLQ', 'POLR1A', 'POLR1B', 'POLR1C', 'POLR1D', 'POLR1E', 'POLR2A', 'POLR2B', 'POLR2C', 'POLR2D', 'POLR2E', 'POLR2F', 'POLR2G', 'POLR2H', 'POLR2I', 'POLR2J', 'POLR2J2', 'POLR2J3', 'POLR2J4', 'POLR2K', 'POLR2L', 'POLR2M', 'POLR3A', 'POLR3B', 'POLR3C', 'POLR3D', 'POLR3E', 'POLR3F', 'POLR3G', 'POLR3GL', 'POLR3H', 'POLR3K', 'POLRMT', 'POM121', 'POM121C', 'POM121L10P', 'POM121L12', 'POM121L1P', 'POM121L2', 'POM121L8P', 'POM121L9P', 'POMC', 'POMGNT1', 'POMGNT2', 'POMK', 'POMP', 'POMT1', 'POMT2', 'POMZP3', 'PON1', 'PON2', 'PON3', 'POP1', 'POP4', 'POP5', 'POP7', 'POPDC2', 'POPDC3', 'POR', 'PORCN', 'POSTN', 'POT1', 'POTEA', 'POTEC', 'POTED', 'POTEE', 'POTEF', 'POTEG', 'POTEH', 'POTEM', 'POU1F1', 'POU2AF1', 'POU2F1', 'POU2F2', 'POU2F3', 'POU3F1', 'POU3F2', 'POU3F3', 'POU3F4', 'POU4F1', 'POU4F2', 'POU4F3', 'POU5F1', 'POU5F1B', 'POU5F2', 'POU6F1', 'POU6F2', 'PP2D1', 'PPA1', 'PPA2', 'PPAN', 'PPAN-P2RY11', 'PPARA', 'PPARD', 'PPARG', 'PPARGC1A', 'PPARGC1B', 'PPAT', 'PPBP', 'PPBPP1', 'PPBPP2', 'PPCDC', 'PPCS', 'PPDPF', 'PPEF1', 'PPEF2', 'PPFIA1', 'PPFIA2', 'PPFIA3', 'PPFIA4', 'PPFIBP1', 'PPFIBP2', 'PPHLN1', 'PPIA', 'PPIAL4A', 'PPIAL4C', 'PPIAL4D', 'PPIAL4E', 'PPIAL4G', 'PPIB', 'PPIC', 'PPID', 'PPIE', 'PPIEL', 'PPIF', 'PPIG', 'PPIH', 'PPIL1', 'PPIL2', 'PPIL3', 'PPIL4', 'PPIL6', 'PPIP5K1', 'PPIP5K2', 'PPL', 'PPM1A', 'PPM1B', 'PPM1D', 'PPM1E', 'PPM1F', 'PPM1G', 'PPM1H', 'PPM1J', 'PPM1K', 'PPM1L', 'PPM1M', 'PPM1N', 'PPME1', 'PPOX', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP1R10', 'PPP1R11', 'PPP1R12A', 'PPP1R12B', 'PPP1R12C', 'PPP1R13B', 'PPP1R13L', 'PPP1R14A', 'PPP1R14B', 'PPP1R14C', 'PPP1R14D', 'PPP1R15A', 'PPP1R15B', 'PPP1R16A', 'PPP1R16B', 'PPP1R17', 'PPP1R18', 'PPP1R1A', 'PPP1R1B', 'PPP1R1C', 'PPP1R2', 'PPP1R21', 'PPP1R26', 'PPP1R27', 'PPP1R2P3', 'PPP1R2P9', 'PPP1R32', 'PPP1R35', 'PPP1R36', 'PPP1R3A', 'PPP1R3B', 'PPP1R3C', 'PPP1R3D', 'PPP1R3E', 'PPP1R3F', 'PPP1R3G', 'PPP1R42', 'PPP1R7', 'PPP1R8', 'PPP1R9A', 'PPP1R9B', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R2A', 'PPP2R2B', 'PPP2R2C', 'PPP2R2D', 'PPP2R3A', 'PPP2R3B', 'PPP2R3C', 'PPP2R5A', 'PPP2R5B', 'PPP2R5C', 'PPP2R5D', 'PPP2R5E', 'PPP3CA', 'PPP3CB', 'PPP3CC', 'PPP3R1', 'PPP3R2', 'PPP4C', 'PPP4R1', 'PPP4R1L', 'PPP4R2', 'PPP4R3A', 'PPP4R3B', 'PPP4R3CP', 'PPP4R4', 'PPP5C', 'PPP6C', 'PPP6R1', 'PPP6R2', 'PPP6R3', 'PPRC1', 'PPT1', 'PPT2', 'PPTC7', 'PPWD1', 'PPY', 'PPY2P', 'PQBP1', 'PQLC1', 'PQLC2', 'PQLC2L', 'PQLC3', 'PRAC1', 'PRAC2', 'PRADC1', 'PRAF2', 'PRAM1', 'PRAME', 'PRAMEF1', 'PRAMEF10', 'PRAMEF11', 'PRAMEF12', 'PRAMEF13', 'PRAMEF14', 'PRAMEF17', 'PRAMEF18', 'PRAMEF2', 'PRAMEF20', 'PRAMEF22', 'PRAMEF4', 'PRAMEF5', 'PRAMEF6', 'PRAMEF8', 'PRAMEF9', 'PRAP1', 'PRB1', 'PRB2', 'PRB3', 'PRB4', 'PRC1', 'PRCC', 'PRCD', 'PRCP', 'PRDM1', 'PRDM10', 'PRDM11', 'PRDM12', 'PRDM13', 'PRDM14', 'PRDM15', 'PRDM16', 'PRDM2', 'PRDM4', 'PRDM5', 'PRDM6', 'PRDM7', 'PRDM8', 'PRDM9', 'PRDX1', 'PRDX2', 'PRDX3', 'PRDX4', 'PRDX5', 'PRDX6', 'PREB', 'PRELID1', 'PRELID2', 'PRELID3A', 'PRELID3B', 'PRELP', 'PREP', 'PREPL', 'PREX1', 'PREX2', 'PRF1', 'PRG2', 'PRG3', 'PRG4', 'PRH1', 'PRH2', 'PRICKLE1', 'PRICKLE2', 'PRICKLE3', 'PRICKLE4', 'PRIM1', 'PRIM2', 'PRIMA1', 'PRIMPOL', 'PRINS', 'PRKAA1', 'PRKAA2', 'PRKAB1', 'PRKAB2', 'PRKACA', 'PRKACB', 'PRKACG', 'PRKAG1', 'PRKAG2', 'PRKAG3', 'PRKAR1A', 'PRKAR1B', 'PRKAR2A', 'PRKAR2B', 'PRKCA', 'PRKCB', 'PRKCD', 'PRKCDBP', 'PRKCE', 'PRKCG', 'PRKCH', 'PRKCI', 'PRKCQ', 'PRKCSH', 'PRKCZ', 'PRKD1', 'PRKD2', 'PRKD3', 'PRKDC', 'PRKG1', 'PRKG2', 'PRKRA', 'PRKRIP1', 'PRKX', 'PRKY', 'PRL', 'PRLH', 'PRLHR', 'PRLR', 'PRM1', 'PRM2', 'PRM3', 'PRMT1', 'PRMT2', 'PRMT3', 'PRMT5', 'PRMT6', 'PRMT7', 'PRMT8', 'PRMT9', 'PRND', 'PRNP', 'PRNT', 'PROB1', 'PROC', 'PROCA1', 'PROCR', 'PRODH', 'PRODH2', 'PROK1', 'PROK2', 'PROKR1', 'PROKR2', 'PROM1', 'PROM2', 'PROP1', 'PRORSD1P', 'PROS1', 'PROSC', 'PROSER1', 'PROSER2', 'PROSER3', 'PROX1', 'PROX2', 'PROZ', 'PRPF18', 'PRPF19', 'PRPF3', 'PRPF31', 'PRPF38A', 'PRPF38B', 'PRPF39', 'PRPF4', 'PRPF40A', 'PRPF40B', 'PRPF4B', 'PRPF6', 'PRPF8', 'PRPH', 'PRPH2', 'PRPS1', 'PRPS1L1', 'PRPS2', 'PRPSAP1', 'PRPSAP2', 'PRR11', 'PRR12', 'PRR13', 'PRR14', 'PRR14L', 'PRR15', 'PRR15L', 'PRR16', 'PRR18', 'PRR19', 'PRR20A', 'PRR20B', 'PRR20C', 'PRR20D', 'PRR21', 'PRR22', 'PRR23A', 'PRR23B', 'PRR23C', 'PRR25', 'PRR26', 'PRR27', 'PRR29', 'PRR3', 'PRR30', 'PRR32', 'PRR34', 'PRR34-AS1', 'PRR35', 'PRR4', 'PRR5', 'PRR5-ARHGAP8', 'PRR5L', 'PRR7', 'PRRC1', 'PRRC2A', 'PRRC2B', 'PRRC2C', 'PRRG1', 'PRRG2', 'PRRG3', 'PRRG4', 'PRRT1', 'PRRT2', 'PRRT3', 'PRRT4', 'PRRX1', 'PRRX2', 'PRSS1', 'PRSS12', 'PRSS16', 'PRSS21', 'PRSS22', 'PRSS23', 'PRSS27', 'PRSS3', 'PRSS30P', 'PRSS33', 'PRSS35', 'PRSS36', 'PRSS37', 'PRSS38', 'PRSS3P2', 'PRSS41', 'PRSS42', 'PRSS45', 'PRSS48', 'PRSS50', 'PRSS53', 'PRSS54', 'PRSS55', 'PRSS57', 'PRSS58', 'PRSS8', 'PRTFDC1', 'PRTG', 'PRTN3', 'PRUNE1', 'PRUNE2', 'PRX', 'PRY2', 'PSAP', 'PSAT1', 'PSCA', 'PSD', 'PSD2', 'PSD3', 'PSD4', 'PSEN1', 'PSEN2', 'PSENEN', 'PSG10P', 'PSG11', 'PSG2', 'PSG3', 'PSG4', 'PSG5', 'PSG6', 'PSG7', 'PSG9', 'PSIP1', 'PSKH1', 'PSKH2', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB1', 'PSMB10', 'PSMB11', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC3IP', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD1', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD5-AS1', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PSMG1', 'PSMG2', 'PSMG3', 'PSMG3-AS1', 'PSMG4', 'PSORS1C1', 'PSORS1C2', 'PSORS1C3', 'PSPC1', 'PSPH', 'PSPN', 'PSRC1', 'PSTK', 'PSTPIP1', 'PSTPIP2', 'PTAFR', 'PTAR1', 'PTBP1', 'PTBP2', 'PTBP3', 'PTCD1', 'PTCD2', 'PTCD3', 'PTCH1', 'PTCH2', 'PTCHD1', 'PTCHD3', 'PTCHD3P1', 'PTCHD4', 'PTCRA', 'PTDSS1', 'PTDSS2', 'PTEN', 'PTENP1', 'PTER', 'PTF1A', 'PTGDR', 'PTGDR2', 'PTGDS', 'PTGER2', 'PTGER3', 'PTGER4', 'PTGER4P2-CDK2AP2P2', 'PTGES', 'PTGES2', 'PTGES2-AS1', 'PTGES3', 'PTGFR', 'PTGFRN', 'PTGIR', 'PTGIS', 'PTGR1', 'PTGR2', 'PTGS1', 'PTGS2', 'PTH', 'PTH1R', 'PTH2', 'PTH2R', 'PTHLH', 'PTK2', 'PTK2B', 'PTK6', 'PTK7', 'PTMA', 'PTMS', 'PTN', 'PTOV1', 'PTP4A1', 'PTP4A2', 'PTP4A3', 'PTPA', 'PTPDC1', 'PTPMT1', 'PTPN1', 'PTPN11', 'PTPN14', 'PTPN18', 'PTPN2', 'PTPN20', 'PTPN21', 'PTPN22', 'PTPN23', 'PTPN4', 'PTPN5', 'PTPN6', 'PTPN7', 'PTPN9', 'PTPRB', 'PTPRC', 'PTPRCAP', 'PTPRD', 'PTPRE', 'PTPRF', 'PTPRG', 'PTPRH', 'PTPRJ', 'PTPRK', 'PTPRM', 'PTPRN', 'PTPRN2', 'PTPRO', 'PTPRQ', 'PTPRR', 'PTPRS', 'PTPRT', 'PTPRU', 'PTPRVP', 'PTPRZ1', 'PTRF', 'PTRH1', 'PTRH2', 'PTRHD1', 'PTS', 'PTTG1', 'PTTG1IP', 'PTTG2', 'PTTG3P', 'PTX3', 'PTX4', 'PUDP', 'PUF60', 'PUM1', 'PUM2', 'PUM3', 'PURA', 'PURB', 'PURG', 'PUS1', 'PUS10', 'PUS3', 'PUS7', 'PUS7L', 'PUSL1', 'PVALB', 'PVR', 'PVRIG', 'PVT1', 'PWAR1', 'PWAR4', 'PWAR5', 'PWARSN', 'PWP1', 'PWP2', 'PWRN1', 'PWRN2', 'PWWP2A', 'PWWP2B', 'PXDC1', 'PXDN', 'PXDNL', 'PXK', 'PXMP2', 'PXMP4', 'PXN', 'PXT1', 'PXYLP1', 'PYCARD', 'PYCR1', 'PYCR2', 'PYCRL', 'PYDC1', 'PYDC2', 'PYGB', 'PYGL', 'PYGM', 'PYGO1', 'PYGO2', 'PYHIN1', 'PYM1', 'PYROXD1', 'PYROXD2', 'PYY', 'PYY2', 'PZP', 'QARS', 'QDPR', 'QKI', 'QPCT', 'QPCTL', 'QPRT', 'QRFP', 'QRFPR', 'QRICH1', 'QRICH2', 'QRSL1', 'QSER1', 'QSOX1', 'QSOX2', 'QTRT1', 'QTRT2', 'R3HCC1', 'R3HCC1L', 'R3HDM1', 'R3HDM2', 'R3HDM4', 'R3HDML', 'RAB10', 'RAB11A', 'RAB11B', 'RAB11FIP1', 'RAB11FIP2', 'RAB11FIP3', 'RAB11FIP4', 'RAB11FIP5', 'RAB12', 'RAB13', 'RAB14', 'RAB15', 'RAB17', 'RAB18', 'RAB19', 'RAB1A', 'RAB1B', 'RAB20', 'RAB21', 'RAB22A', 'RAB23', 'RAB24', 'RAB25', 'RAB26', 'RAB27A', 'RAB27B', 'RAB28', 'RAB29', 'RAB2A', 'RAB2B', 'RAB30', 'RAB31', 'RAB32', 'RAB33A', 'RAB33B', 'RAB34', 'RAB35', 'RAB36', 'RAB37', 'RAB38', 'RAB39A', 'RAB39B', 'RAB3A', 'RAB3B', 'RAB3C', 'RAB3D', 'RAB3GAP1', 'RAB3GAP2', 'RAB3IL1', 'RAB3IP', 'RAB40A', 'RAB40AL', 'RAB40B', 'RAB40C', 'RAB41', 'RAB42', 'RAB43', 'RAB4A', 'RAB4B', 'RAB5A', 'RAB5B', 'RAB5C', 'RAB6A', 'RAB6B', 'RAB6C', 'RAB7A', 'RAB8A', 'RAB8B', 'RAB9A', 'RAB9B', 'RAB9BP1', 'RABAC1', 'RABEP1', 'RABEP2', 'RABEPK', 'RABGAP1', 'RABGAP1L', 'RABGEF1', 'RABGGTA', 'RABGGTB', 'RABIF', 'RABL2A', 'RABL2B', 'RABL3', 'RABL6', 'RAC1', 'RAC2', 'RAC3', 'RACGAP1', 'RACGAP1P', 'RACK1', 'RAD1', 'RAD17', 'RAD18', 'RAD21', 'RAD21L1', 'RAD23A', 'RAD23B', 'RAD50', 'RAD51', 'RAD51AP1', 'RAD51AP2', 'RAD51B', 'RAD51C', 'RAD51D', 'RAD52', 'RAD54B', 'RAD54L', 'RAD54L2', 'RAD9A', 'RAD9B', 'RADIL', 'RAE1', 'RAET1E', 'RAET1G', 'RAET1K', 'RAET1L', 'RAF1', 'RAG1', 'RAG2', 'RAI1', 'RAI14', 'RAI2', 'RALA', 'RALB', 'RALBP1', 'RALGAPA1', 'RALGAPA2', 'RALGAPB', 'RALGDS', 'RALGPS1', 'RALGPS2', 'RALY', 'RALYL', 'RAMP1', 'RAMP2', 'RAMP2-AS1', 'RAMP3', 'RAN', 'RANBP1', 'RANBP10', 'RANBP17', 'RANBP2', 'RANBP3', 'RANBP3L', 'RANBP6', 'RANBP9', 'RANGAP1', 'RANGRF', 'RAP1A', 'RAP1B', 'RAP1GAP', 'RAP1GAP2', 'RAP1GDS1', 'RAP2A', 'RAP2B', 'RAP2C', 'RAPGEF1', 'RAPGEF2', 'RAPGEF3', 'RAPGEF4', 'RAPGEF4-AS1', 'RAPGEF5', 'RAPGEF6', 'RAPGEFL1', 'RAPH1', 'RAPSN', 'RARA', 'RARB', 'RARG', 'RARRES2', 'RARRES3', 'RARS', 'RARS2', 'RASA1', 'RASA2', 'RASA3', 'RASA4', 'RASA4CP', 'RASAL1', 'RASAL2', 'RASAL2-AS1', 'RASAL3', 'RASD1', 'RASD2', 'RASEF', 'RASGEF1A', 'RASGEF1B', 'RASGEF1C', 'RASGRF1', 'RASGRF2', 'RASGRP1', 'RASGRP2', 'RASGRP3', 'RASGRP4', 'RASIP1', 'RASL10A', 'RASL10B', 'RASL11A', 'RASL11B', 'RASL12', 'RASSF1', 'RASSF10', 'RASSF2', 'RASSF3', 'RASSF4', 'RASSF5', 'RASSF6', 'RASSF7', 'RASSF8', 'RASSF9', 'RAVER1', 'RAVER2', 'RAX', 'RAX2', 'RB1', 'RB1CC1', 'RBAK', 'RBAKDN', 'RBBP4', 'RBBP5', 'RBBP6', 'RBBP7', 'RBBP8', 'RBBP8NL', 'RBBP9', 'RBCK1', 'RBFA', 'RBFOX1', 'RBFOX2', 'RBFOX3', 'RBKS', 'RBL1', 'RBL2', 'RBM10', 'RBM11', 'RBM12', 'RBM12B', 'RBM12B-AS1', 'RBM14', 'RBM15', 'RBM15B', 'RBM17', 'RBM18', 'RBM19', 'RBM20', 'RBM22', 'RBM24', 'RBM25', 'RBM26', 'RBM27', 'RBM28', 'RBM3', 'RBM33', 'RBM34', 'RBM38', 'RBM39', 'RBM4', 'RBM41', 'RBM42', 'RBM43', 'RBM44', 'RBM45', 'RBM46', 'RBM47', 'RBM48', 'RBM4B', 'RBM5', 'RBM6', 'RBM7', 'RBM8A', 'RBMS1', 'RBMS2', 'RBMS3', 'RBMX', 'RBMX2', 'RBMXL1', 'RBMXL2', 'RBMXL3', 'RBMY1A1', 'RBMY1A3P', 'RBMY1B', 'RBMY1E', 'RBMY1F', 'RBMY1J', 'RBMY2EP', 'RBMY2FP', 'RBMY3AP', 'RBP1', 'RBP2', 'RBP3', 'RBP4', 'RBP5', 'RBP7', 'RBPJ', 'RBPJL', 'RBPMS', 'RBPMS2', 'RBSN', 'RBX1', 'RC3H1', 'RC3H2', 'RCAN1', 'RCAN2', 'RCAN3', 'RCBTB1', 'RCBTB2', 'RCC1', 'RCC1L', 'RCC2', 'RCCD1', 'RCE1', 'RCHY1', 'RCL1', 'RCN1', 'RCN2', 'RCN3', 'RCOR1', 'RCOR2', 'RCOR3', 'RCSD1', 'RCVRN', 'RD3', 'RDH10', 'RDH11', 'RDH12', 'RDH13', 'RDH14', 'RDH16', 'RDH5', 'RDH8', 'RDM1', 'RDX', 'REC114', 'REC8', 'RECK', 'RECQL', 'RECQL4', 'RECQL5', 'REEP1', 'REEP2', 'REEP3', 'REEP4', 'REEP5', 'REEP6', 'REG1A', 'REG1B', 'REG1CP', 'REG3A', 'REG3G', 'REG4', 'REL', 'RELA', 'RELB', 'RELL1', 'RELL2', 'RELN', 'RELT', 'REM1', 'REM2', 'REN', 'RENBP', 'REP15', 'REPIN1', 'REPS1', 'REPS2', 'RER1', 'RERE', 'RERG', 'RERGL', 'RESP18', 'REST', 'RET', 'RETN', 'RETNLB', 'RETSAT', 'REV1', 'REV3L', 'REXO1', 'REXO1L1P', 'REXO1L6P', 'REXO2', 'REXO4', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RFESD', 'RFFL', 'RFK', 'RFLNA', 'RFLNB', 'RFNG', 'RFPL1', 'RFPL1S', 'RFPL2', 'RFPL3', 'RFPL3S', 'RFPL4A', 'RFPL4B', 'RFT1', 'RFTN1', 'RFTN2', 'RFWD2', 'RFWD3', 'RFX1', 'RFX2', 'RFX3', 'RFX4', 'RFX5', 'RFX6', 'RFX7', 'RFX8', 'RFXANK', 'RFXAP', 'RGAG1', 'RGAG4', 'RGCC', 'RGL1', 'RGL2', 'RGL3', 'RGL4', 'RGMA', 'RGMB', 'RGN', 'RGP1', 'RGPD1', 'RGPD3', 'RGPD4', 'RGPD4-AS1', 'RGPD5', 'RGPD6', 'RGPD8', 'RGR', 'RGS1', 'RGS10', 'RGS11', 'RGS12', 'RGS13', 'RGS14', 'RGS16', 'RGS17', 'RGS18', 'RGS19', 'RGS2', 'RGS20', 'RGS21', 'RGS22', 'RGS3', 'RGS4', 'RGS5', 'RGS6', 'RGS7', 'RGS7BP', 'RGS8', 'RGS9', 'RGS9BP', 'RGSL1', 'RHAG', 'RHBDD1', 'RHBDD2', 'RHBDD3', 'RHBDF1', 'RHBDF2', 'RHBDL1', 'RHBDL2', 'RHBDL3', 'RHBG', 'RHCE', 'RHCG', 'RHD', 'RHEB', 'RHEBL1', 'RHNO1', 'RHO', 'RHOA', 'RHOB', 'RHOBTB1', 'RHOBTB2', 'RHOBTB3', 'RHOC', 'RHOD', 'RHOF', 'RHOG', 'RHOH', 'RHOJ', 'RHOQ', 'RHOT1', 'RHOT2', 'RHOU', 'RHOV', 'RHOXF1', 'RHOXF2B', 'RHPN1', 'RHPN1-AS1', 'RHPN2', 'RIBC1', 'RIBC2', 'RIC1', 'RIC3', 'RIC8A', 'RIC8B', 'RICTOR', 'RIDA', 'RIF1', 'RIIAD1', 'RILP', 'RILPL1', 'RILPL2', 'RIMBP2', 'RIMBP3', 'RIMBP3C', 'RIMKLA', 'RIMKLB', 'RIMS1', 'RIMS2', 'RIMS3', 'RIMS4', 'RIN1', 'RIN2', 'RIN3', 'RING1', 'RINL', 'RINT1', 'RIOK1', 'RIOK2', 'RIOK3', 'RIPK1', 'RIPK2', 'RIPK3', 'RIPK4', 'RIPPLY1', 'RIPPLY2', 'RIPPLY3', 'RIT1', 'RIT2', 'RITA1', 'RLBP1', 'RLF', 'RLIM', 'RLN1', 'RLN2', 'RLN3', 'RMDN1', 'RMDN2', 'RMDN3', 'RMI1', 'RMI2', 'RMND1', 'RMND5A', 'RMND5B', 'RMRP', 'RMST', 'RNASE1', 'RNASE10', 'RNASE11', 'RNASE12', 'RNASE13', 'RNASE2', 'RNASE3', 'RNASE4', 'RNASE6', 'RNASE7', 'RNASE8', 'RNASE9', 'RNASEH1', 'RNASEH2A', 'RNASEH2B', 'RNASEH2C', 'RNASEK', 'RNASEL', 'RNASET2', 'RND1', 'RND2', 'RND3', 'RNF10', 'RNF103', 'RNF11', 'RNF111', 'RNF112', 'RNF113A', 'RNF113B', 'RNF114', 'RNF115', 'RNF121', 'RNF122', 'RNF123', 'RNF125', 'RNF126', 'RNF126P1', 'RNF128', 'RNF13', 'RNF130', 'RNF133', 'RNF135', 'RNF138', 'RNF138P1', 'RNF139', 'RNF14', 'RNF141', 'RNF144A', 'RNF144B', 'RNF145', 'RNF146', 'RNF148', 'RNF149', 'RNF150', 'RNF151', 'RNF152', 'RNF157', 'RNF165', 'RNF166', 'RNF167', 'RNF168', 'RNF169', 'RNF17', 'RNF170', 'RNF175', 'RNF180', 'RNF181', 'RNF182', 'RNF183', 'RNF185', 'RNF186', 'RNF187', 'RNF19A', 'RNF19B', 'RNF2', 'RNF20', 'RNF207', 'RNF208', 'RNF212', 'RNF213', 'RNF214', 'RNF215', 'RNF216', 'RNF216P1', 'RNF217', 'RNF217-AS1', 'RNF219', 'RNF220', 'RNF222', 'RNF25', 'RNF26', 'RNF31', 'RNF32', 'RNF34', 'RNF38', 'RNF39', 'RNF4', 'RNF40', 'RNF41', 'RNF43', 'RNF44', 'RNF5', 'RNF5P1', 'RNF6', 'RNF7', 'RNF8', 'RNFT1', 'RNFT2', 'RNGTT', 'RNH1', 'RNLS', 'RNMT', 'RNPC3', 'RNPEP', 'RNPEPL1', 'RNPS1', 'RNU11', 'RNU12-2P', 'RNU4ATAC', 'RNU5E-1', 'RNU6ATAC', 'RNY4', 'RNY5', 'ROBO1', 'ROBO2', 'ROBO3', 'ROBO4', 'ROCK1', 'ROCK2', 'ROGDI', 'ROM1', 'ROMO1', 'ROPN1', 'ROPN1B', 'ROPN1L', 'ROR1', 'ROR2', 'RORA', 'RORB', 'ROS1', 'RP1', 'RP1L1', 'RP2', 'RP9', 'RP9P', 'RPA1', 'RPA2', 'RPA3', 'RPA4', 'RPAIN', 'RPAP1', 'RPAP2', 'RPAP3', 'RPE', 'RPE65', 'RPEL1', 'RPF1', 'RPF2', 'RPGR', 'RPGRIP1', 'RPGRIP1L', 'RPH3A', 'RPH3AL', 'RPIA', 'RPL10', 'RPL10A', 'RPL10L', 'RPL11', 'RPL12', 'RPL13', 'RPL13A', 'RPL13AP17', 'RPL13AP20', 'RPL13AP3', 'RPL13AP6', 'RPL13P5', 'RPL14', 'RPL15', 'RPL17', 'RPL18', 'RPL18A', 'RPL19', 'RPL19P12', 'RPL21', 'RPL21P44', 'RPL22', 'RPL22L1', 'RPL23', 'RPL23A', 'RPL23AP32', 'RPL23AP53', 'RPL23AP64', 'RPL23AP7', 'RPL23AP82', 'RPL23P8', 'RPL24', 'RPL26', 'RPL26L1', 'RPL27', 'RPL27A', 'RPL28', 'RPL29', 'RPL29P2', 'RPL3', 'RPL30', 'RPL31', 'RPL31P11', 'RPL32', 'RPL32P3', 'RPL34', 'RPL34-AS1', 'RPL35', 'RPL35A', 'RPL36', 'RPL36A', 'RPL36AL', 'RPL37', 'RPL37A', 'RPL38', 'RPL39', 'RPL39L', 'RPL3L', 'RPL4', 'RPL41', 'RPL5', 'RPL6', 'RPL7', 'RPL7A', 'RPL7L1', 'RPL8', 'RPL9', 'RPLP0', 'RPLP0P2', 'RPLP1', 'RPLP2', 'RPN1', 'RPN2', 'RPP14', 'RPP21', 'RPP25', 'RPP25L', 'RPP30', 'RPP38', 'RPP40', 'RPPH1', 'RPRD1A', 'RPRD1B', 'RPRD2', 'RPRM', 'RPRML', 'RPS10', 'RPS10P7', 'RPS11', 'RPS12', 'RPS13', 'RPS14', 'RPS15', 'RPS15A', 'RPS15AP10', 'RPS16', 'RPS17', 'RPS18', 'RPS19', 'RPS19BP1', 'RPS2', 'RPS20', 'RPS21', 'RPS23', 'RPS24', 'RPS25', 'RPS26', 'RPS26P11', 'RPS27', 'RPS27A', 'RPS27L', 'RPS28', 'RPS29', 'RPS2P32', 'RPS3', 'RPS3A', 'RPS4X', 'RPS4Y1', 'RPS4Y2', 'RPS5', 'RPS6', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KA4', 'RPS6KA5', 'RPS6KA6', 'RPS6KB1', 'RPS6KB2', 'RPS6KC1', 'RPS6KL1', 'RPS7', 'RPS8', 'RPS9', 'RPSA', 'RPSAP52', 'RPSAP58', 'RPSAP9', 'RPTN', 'RPTOR', 'RPUSD1', 'RPUSD2', 'RPUSD3', 'RPUSD4', 'RRAD', 'RRAGA', 'RRAGB', 'RRAGC', 'RRAGD', 'RRAS', 'RRAS2', 'RRBP1', 'RREB1', 'RRH', 'RRM1', 'RRM2', 'RRM2B', 'RRN3', 'RRN3P1', 'RRN3P2', 'RRN3P3', 'RRNAD1', 'RRP1', 'RRP12', 'RRP15', 'RRP1B', 'RRP36', 'RRP7A', 'RRP7BP', 'RRP8', 'RRP9', 'RRS1', 'RS1', 'RSAD1', 'RSAD2', 'RSBN1', 'RSBN1L', 'RSC1A1', 'RSF1', 'RSG1', 'RSL1D1', 'RSL24D1', 'RSPH1', 'RSPH10B2', 'RSPH14', 'RSPH3', 'RSPH4A', 'RSPH6A', 'RSPH9', 'RSPO1', 'RSPO2', 'RSPO3', 'RSPO4', 'RSPRY1', 'RSRC1', 'RSRC2', 'RSRP1', 'RSU1', 'RSU1P2', 'RTBDN', 'RTCA', 'RTCB', 'RTEL1', 'RTF1', 'RTFDC1', 'RTKN', 'RTKN2', 'RTL1', 'RTN1', 'RTN2', 'RTN3', 'RTN4', 'RTN4IP1', 'RTN4R', 'RTN4RL1', 'RTN4RL2', 'RTP1', 'RTP2', 'RTP3', 'RTP4', 'RTP5', 'RTTN', 'RUBCN', 'RUBCNL', 'RUFY1', 'RUFY2', 'RUFY3', 'RUFY4', 'RUNDC1', 'RUNDC3A', 'RUNDC3B', 'RUNX1', 'RUNX1-IT1', 'RUNX1T1', 'RUNX2', 'RUNX3', 'RUSC1', 'RUSC1-AS1', 'RUSC2', 'RUVBL1', 'RUVBL2', 'RWDD1', 'RWDD2A', 'RWDD2B', 'RWDD3', 'RWDD4', 'RXFP1', 'RXFP2', 'RXFP3', 'RXFP4', 'RXRA', 'RXRB', 'RXRG', 'RYBP', 'RYK', 'RYR1', 'RYR2', 'RYR3', 'S100A1', 'S100A10', 'S100A11', 'S100A12', 'S100A13', 'S100A14', 'S100A16', 'S100A2', 'S100A3', 'S100A4', 'S100A5', 'S100A6', 'S100A7', 'S100A7A', 'S100A7L2', 'S100A8', 'S100A9', 'S100B', 'S100G', 'S100P', 'S100PBP', 'S100Z', 'S1PR1', 'S1PR2', 'S1PR3', 'S1PR4', 'S1PR5', 'SAA1', 'SAA2', 'SAA3P', 'SAA4', 'SAAL1', 'SAC3D1', 'SACM1L', 'SACS', 'SAE1', 'SAFB', 'SAFB2', 'SAG', 'SAGE1', 'SALL1', 'SALL2', 'SALL3', 'SALL4', 'SAMD1', 'SAMD10', 'SAMD11', 'SAMD12', 'SAMD13', 'SAMD14', 'SAMD15', 'SAMD3', 'SAMD4A', 'SAMD4B', 'SAMD5', 'SAMD7', 'SAMD8', 'SAMD9', 'SAMD9L', 'SAMHD1', 'SAMM50', 'SAMSN1', 'SAP130', 'SAP18', 'SAP30', 'SAP30BP', 'SAP30L', 'SAPCD1', 'SAPCD2', 'SAR1A', 'SAR1B', 'SARAF', 'SARDH', 'SARM1', 'SARNP', 'SARS', 'SARS2', 'SART1', 'SART3', 'SASH1', 'SASH3', 'SASS6', 'SAT1', 'SAT2', 'SATB1', 'SATB2', 'SATB2-AS1', 'SATL1', 'SAV1', 'SAXO1', 'SAXO2', 'SAYSD1', 'SBDS', 'SBDSP1', 'SBF1', 'SBF1P1', 'SBF2', 'SBK1', 'SBK2', 'SBNO1', 'SBNO2', 'SBSN', 'SBSPON', 'SC5D', 'SCAF1', 'SCAF11', 'SCAF4', 'SCAF8', 'SCAI', 'SCAMP1', 'SCAMP2', 'SCAMP3', 'SCAMP4', 'SCAMP5', 'SCAND1', 'SCAND2P', 'SCAP', 'SCAPER', 'SCARA3', 'SCARA5', 'SCARB1', 'SCARB2', 'SCARF1', 'SCARNA1', 'SCARNA10', 'SCARNA11', 'SCARNA12', 'SCARNA14', 'SCARNA15', 'SCARNA16', 'SCARNA17', 'SCARNA18', 'SCARNA2', 'SCARNA20', 'SCARNA21', 'SCARNA22', 'SCARNA23', 'SCARNA27', 'SCARNA3', 'SCARNA4', 'SCARNA5', 'SCARNA6', 'SCARNA7', 'SCARNA8', 'SCARNA9', 'SCARNA9L', 'SCCPDH', 'SCD', 'SCD5', 'SCEL', 'SCFD1', 'SCFD2', 'SCG2', 'SCG3', 'SCG5', 'SCGB1A1', 'SCGB1B2P', 'SCGB1C1', 'SCGB1D1', 'SCGB1D2', 'SCGB1D4', 'SCGB2A1', 'SCGB2A2', 'SCGB2B2', 'SCGB3A1', 'SCGB3A2', 'SCGN', 'SCHIP1', 'SCIMP', 'SCIN', 'SCLT1', 'SCLY', 'SCMH1', 'SCML1', 'SCML2', 'SCML4', 'SCN10A', 'SCN11A', 'SCN1A', 'SCN1B', 'SCN2A', 'SCN2B', 'SCN3A', 'SCN3B', 'SCN4A', 'SCN4B', 'SCN5A', 'SCN7A', 'SCN8A', 'SCN9A', 'SCNM1', 'SCNN1D', 'SCNN1G', 'SCO1', 'SCO2', 'SCOC', 'SCP2', 'SCP2D1', 'SCPEP1', 'SCRG1', 'SCRIB', 'SCRN1', 'SCRN2', 'SCRN3', 'SCRT1', 'SCRT2', 'SCT', 'SCTR', 'SCUBE1', 'SCUBE2', 'SCUBE3', 'SCX', 'SCYL1', 'SCYL2', 'SCYL3', 'SDAD1', 'SDC1', 'SDC2', 'SDC3', 'SDC4', 'SDC4P', 'SDCBP', 'SDCBP2', 'SDCCAG3', 'SDCCAG8', 'SDE2', 'SDF2', 'SDF2L1', 'SDF4', 'SDHA', 'SDHAF1', 'SDHAF2', 'SDHAF3', 'SDHAF4', 'SDHAP1', 'SDHAP2', 'SDHAP3', 'SDHB', 'SDHC', 'SDHD', 'SDK1', 'SDK2', 'SDPR', 'SDR16C5', 'SDR16C6P', 'SDR39U1', 'SDR42E1', 'SDR9C7', 'SDS', 'SDSL', 'SEBOX', 'SEC11A', 'SEC11C', 'SEC13', 'SEC14L1', 'SEC14L1P1', 'SEC14L2', 'SEC14L3', 'SEC14L4', 'SEC14L5', 'SEC16A', 'SEC16B', 'SEC1P', 'SEC22A', 'SEC22B', 'SEC22C', 'SEC23A', 'SEC23B', 'SEC23IP', 'SEC24A', 'SEC24B', 'SEC24C', 'SEC24D', 'SEC31A', 'SEC31B', 'SEC61A1', 'SEC61A2', 'SEC61B', 'SEC61G', 'SEC62', 'SEC63', 'SECISBP2', 'SECISBP2L', 'SECTM1', 'SEH1L', 'SEL1L', 'SEL1L2', 'SEL1L3', 'SELE', 'SELENBP1', 'SELL', 'SELP', 'SEMA3A', 'SEMA3B', 'SEMA3C', 'SEMA3D', 'SEMA3E', 'SEMA3F', 'SEMA3G', 'SEMA4A', 'SEMA4B', 'SEMA4C', 'SEMA4D', 'SEMA4F', 'SEMA4G', 'SEMA5A', 'SEMA5B', 'SEMA6A', 'SEMA6B', 'SEMA6C', 'SEMA6D', 'SEMA7A', 'SEMG1', 'SEMG2', 'SENP1', 'SENP2', 'SENP3', 'SENP5', 'SENP6', 'SENP7', 'SENP8', 'SEPHS1', 'SEPHS2', 'SEPN1', 'SEPP1', 'SEPSECS', 'SEPT1', 'SEPT10', 'SEPT11', 'SEPT12', 'SEPT14', 'SEPT2', 'SEPT3', 'SEPT4', 'SEPT5', 'SEPT6', 'SEPT7', 'SEPT7P2', 'SEPT7P9', 'SEPT8', 'SEPT9', 'SEPW1', 'SERAC1', 'SERBP1', 'SERF1A', 'SERF2', 'SERGEF', 'SERHL', 'SERHL2', 'SERINC1', 'SERINC2', 'SERINC3', 'SERINC4', 'SERINC5', 'SERP1', 'SERP2', 'SERPINA1', 'SERPINA10', 'SERPINA11', 'SERPINA12', 'SERPINA13P', 'SERPINA3', 'SERPINA4', 'SERPINA5', 'SERPINA6', 'SERPINA7', 'SERPINA9', 'SERPINB1', 'SERPINB10', 'SERPINB11', 'SERPINB12', 'SERPINB13', 'SERPINB2', 'SERPINB3', 'SERPINB4', 'SERPINB5', 'SERPINB6', 'SERPINB7', 'SERPINB8', 'SERPINB9', 'SERPINC1', 'SERPIND1', 'SERPINE1', 'SERPINE2', 'SERPINE3', 'SERPINF1', 'SERPINF2', 'SERPING1', 'SERPINH1', 'SERPINI1', 'SERPINI2', 'SERTAD1', 'SERTAD2', 'SERTAD3', 'SERTAD4', 'SERTAD4-AS1', 'SERTM1', 'SESN1', 'SESN2', 'SESN3', 'SESTD1', 'SET', 'SETBP1', 'SETD1A', 'SETD1B', 'SETD2', 'SETD3', 'SETD4', 'SETD5', 'SETD6', 'SETD7', 'SETD9', 'SETDB1', 'SETDB2', 'SETMAR', 'SETX', 'SEZ6', 'SEZ6L', 'SEZ6L2', 'SF1', 'SF3A1', 'SF3A2', 'SF3A3', 'SF3B1', 'SF3B2', 'SF3B3', 'SF3B4', 'SF3B5', 'SF3B6', 'SFI1', 'SFMBT1', 'SFMBT2', 'SFN', 'SFPQ', 'SFR1', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SFSWAP', 'SFT2D1', 'SFT2D2', 'SFT2D3', 'SFTA1P', 'SFTA2', 'SFTA3', 'SFTPA1', 'SFTPA2', 'SFTPB', 'SFTPC', 'SFTPD', 'SFXN1', 'SFXN2', 'SFXN3', 'SFXN4', 'SFXN5', 'SGCA', 'SGCB', 'SGCD', 'SGCE', 'SGCG', 'SGCZ', 'SGF29', 'SGIP1', 'SGK1', 'SGK2', 'SGK3', 'SGMS1', 'SGMS2', 'SGO1', 'SGO2', 'SGPL1', 'SGPP1', 'SGPP2', 'SGSH', 'SGSM1', 'SGSM2', 'SGSM3', 'SGTA', 'SGTB', 'SH2B1', 'SH2B2', 'SH2B3', 'SH2D1A', 'SH2D1B', 'SH2D2A', 'SH2D3A', 'SH2D3C', 'SH2D4A', 'SH2D4B', 'SH2D5', 'SH2D6', 'SH2D7', 'SH3BGR', 'SH3BGRL', 'SH3BGRL2', 'SH3BGRL3', 'SH3BP1', 'SH3BP2', 'SH3BP4', 'SH3BP5', 'SH3BP5L', 'SH3D19', 'SH3D21', 'SH3GL1', 'SH3GL2', 'SH3GL3', 'SH3GLB1', 'SH3GLB2', 'SH3KBP1', 'SH3PXD2A', 'SH3PXD2B', 'SH3RF1', 'SH3RF2', 'SH3RF3', 'SH3TC1', 'SH3TC2', 'SH3YL1', 'SHANK1', 'SHANK2', 'SHANK3', 'SHARPIN', 'SHB', 'SHBG', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHCBP1', 'SHCBP1L', 'SHD', 'SHE', 'SHF', 'SHFM1', 'SHH', 'SHISA2', 'SHISA3', 'SHISA4', 'SHISA5', 'SHISA6', 'SHISA7', 'SHISA9', 'SHKBP1', 'SHMT1', 'SHMT2', 'SHOC2', 'SHOX', 'SHOX2', 'SHPK', 'SHPRH', 'SHQ1', 'SHROOM1', 'SHROOM2', 'SHROOM3', 'SHROOM4', 'SHTN1', 'SI', 'SIAE', 'SIAH1', 'SIAH2', 'SIAH3', 'SIDT1', 'SIDT2', 'SIGIRR', 'SIGLEC1', 'SIGLEC10', 'SIGLEC11', 'SIGLEC12', 'SIGLEC14', 'SIGLEC15', 'SIGLEC16', 'SIGLEC17P', 'SIGLEC5', 'SIGLEC6', 'SIGLEC7', 'SIGLEC8', 'SIGLEC9', 'SIGLECL1', 'SIGMAR1', 'SIK1', 'SIK2', 'SIK3', 'SIKE1', 'SIL1', 'SIM1', 'SIM2', 'SIMC1', 'SIN3A', 'SIN3B', 'SIPA1', 'SIPA1L1', 'SIPA1L2', 'SIPA1L3', 'SIRPA', 'SIRPB1', 'SIRPB2', 'SIRPD', 'SIRPG', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIT1', 'SIVA1', 'SIX1', 'SIX2', 'SIX3', 'SIX4', 'SIX5', 'SIX6', 'SKA1', 'SKA2', 'SKA3', 'SKAP1', 'SKAP2', 'SKI', 'SKIDA1', 'SKIL', 'SKINT1L', 'SKIV2L', 'SKIV2L2', 'SKOR1', 'SKP1', 'SKP2', 'SLA', 'SLA2', 'SLAIN1', 'SLAIN2', 'SLAMF1', 'SLAMF6', 'SLAMF7', 'SLAMF8', 'SLAMF9', 'SLBP', 'SLC10A1', 'SLC10A2', 'SLC10A3', 'SLC10A4', 'SLC10A5', 'SLC10A6', 'SLC10A7', 'SLC11A1', 'SLC11A2', 'SLC12A1', 'SLC12A2', 'SLC12A4', 'SLC12A5', 'SLC12A6', 'SLC12A7', 'SLC12A8', 'SLC12A9', 'SLC13A1', 'SLC13A2', 'SLC13A3', 'SLC13A4', 'SLC13A5', 'SLC14A1', 'SLC14A2', 'SLC15A1', 'SLC15A2', 'SLC15A3', 'SLC15A4', 'SLC16A1', 'SLC16A10', 'SLC16A11', 'SLC16A12', 'SLC16A13', 'SLC16A14', 'SLC16A2', 'SLC16A3', 'SLC16A4', 'SLC16A5', 'SLC16A6', 'SLC16A7', 'SLC16A8', 'SLC16A9', 'SLC17A1', 'SLC17A2', 'SLC17A3', 'SLC17A4', 'SLC17A5', 'SLC17A6', 'SLC17A7', 'SLC17A8', 'SLC17A9', 'SLC18A1', 'SLC18A2', 'SLC18A3', 'SLC18B1', 'SLC19A1', 'SLC19A2', 'SLC19A3', 'SLC1A1', 'SLC1A2', 'SLC1A3', 'SLC1A4', 'SLC1A5', 'SLC1A6', 'SLC1A7', 'SLC20A1', 'SLC20A2', 'SLC22A1', 'SLC22A10', 'SLC22A11', 'SLC22A12', 'SLC22A13', 'SLC22A14', 'SLC22A15', 'SLC22A16', 'SLC22A17', 'SLC22A18', 'SLC22A18AS', 'SLC22A2', 'SLC22A20', 'SLC22A23', 'SLC22A24', 'SLC22A25', 'SLC22A3', 'SLC22A4', 'SLC22A5', 'SLC22A6', 'SLC22A7', 'SLC22A8', 'SLC22A9', 'SLC23A1', 'SLC23A2', 'SLC23A3', 'SLC24A1', 'SLC24A2', 'SLC24A3', 'SLC24A4', 'SLC24A5', 'SLC25A1', 'SLC25A10', 'SLC25A11', 'SLC25A12', 'SLC25A13', 'SLC25A14', 'SLC25A15', 'SLC25A16', 'SLC25A17', 'SLC25A18', 'SLC25A19', 'SLC25A2', 'SLC25A20', 'SLC25A21', 'SLC25A22', 'SLC25A23', 'SLC25A24', 'SLC25A25', 'SLC25A26', 'SLC25A27', 'SLC25A28', 'SLC25A29', 'SLC25A3', 'SLC25A30', 'SLC25A31', 'SLC25A32', 'SLC25A33', 'SLC25A34', 'SLC25A35', 'SLC25A36', 'SLC25A37', 'SLC25A38', 'SLC25A39', 'SLC25A3P1', 'SLC25A4', 'SLC25A40', 'SLC25A41', 'SLC25A42', 'SLC25A43', 'SLC25A44', 'SLC25A45', 'SLC25A46', 'SLC25A47', 'SLC25A48', 'SLC25A5', 'SLC25A51', 'SLC25A51P1', 'SLC25A52', 'SLC25A53', 'SLC25A5-AS1', 'SLC25A6', 'SLC26A1', 'SLC26A10', 'SLC26A11', 'SLC26A2', 'SLC26A3', 'SLC26A4', 'SLC26A4-AS1', 'SLC26A5', 'SLC26A6', 'SLC26A7', 'SLC26A8', 'SLC26A9', 'SLC27A1', 'SLC27A2', 'SLC27A3', 'SLC27A4', 'SLC27A5', 'SLC27A6', 'SLC28A1', 'SLC28A2', 'SLC28A3', 'SLC29A1', 'SLC29A2', 'SLC29A3', 'SLC29A4', 'SLC2A1', 'SLC2A10', 'SLC2A11', 'SLC2A12', 'SLC2A13', 'SLC2A14', 'SLC2A2', 'SLC2A3', 'SLC2A4', 'SLC2A4RG', 'SLC2A5', 'SLC2A6', 'SLC2A7', 'SLC2A8', 'SLC2A9', 'SLC30A1', 'SLC30A10', 'SLC30A2', 'SLC30A3', 'SLC30A4', 'SLC30A5', 'SLC30A6', 'SLC30A7', 'SLC30A8', 'SLC30A9', 'SLC31A1', 'SLC31A2', 'SLC32A1', 'SLC33A1', 'SLC34A1', 'SLC34A2', 'SLC34A3', 'SLC35A1', 'SLC35A2', 'SLC35A3', 'SLC35A4', 'SLC35A5', 'SLC35B1', 'SLC35B2', 'SLC35B3', 'SLC35B4', 'SLC35C1', 'SLC35C2', 'SLC35D1', 'SLC35D2', 'SLC35D3', 'SLC35E1', 'SLC35E2', 'SLC35E2B', 'SLC35E3', 'SLC35E4', 'SLC35F1', 'SLC35F2', 'SLC35F3', 'SLC35F4', 'SLC35F5', 'SLC35F6', 'SLC35G1', 'SLC35G2', 'SLC35G3', 'SLC35G5', 'SLC35G6', 'SLC36A1', 'SLC36A2', 'SLC36A3', 'SLC36A4', 'SLC37A1', 'SLC37A2', 'SLC37A3', 'SLC37A4', 'SLC38A1', 'SLC38A10', 'SLC38A11', 'SLC38A2', 'SLC38A3', 'SLC38A4', 'SLC38A5', 'SLC38A6', 'SLC38A7', 'SLC38A8', 'SLC38A9', 'SLC39A1', 'SLC39A10', 'SLC39A11', 'SLC39A12', 'SLC39A13', 'SLC39A14', 'SLC39A2', 'SLC39A3', 'SLC39A4', 'SLC39A5', 'SLC39A6', 'SLC39A7', 'SLC39A8', 'SLC39A9', 'SLC3A1', 'SLC3A2', 'SLC40A1', 'SLC41A1', 'SLC41A2', 'SLC41A3', 'SLC43A1', 'SLC43A2', 'SLC43A3', 'SLC44A1', 'SLC44A2', 'SLC44A3', 'SLC44A4', 'SLC44A5', 'SLC45A1', 'SLC45A2', 'SLC45A3', 'SLC45A4', 'SLC46A1', 'SLC46A2', 'SLC46A3', 'SLC47A1', 'SLC47A2', 'SLC48A1', 'SLC4A1', 'SLC4A10', 'SLC4A11', 'SLC4A1AP', 'SLC4A2', 'SLC4A3', 'SLC4A4', 'SLC4A5', 'SLC4A7', 'SLC4A8', 'SLC4A9', 'SLC50A1', 'SLC51A', 'SLC51B', 'SLC52A1', 'SLC52A2', 'SLC52A3', 'SLC5A1', 'SLC5A10', 'SLC5A11', 'SLC5A12', 'SLC5A2', 'SLC5A3', 'SLC5A4', 'SLC5A5', 'SLC5A6', 'SLC5A7', 'SLC5A8', 'SLC5A9', 'SLC6A1', 'SLC6A10P', 'SLC6A11', 'SLC6A12', 'SLC6A13', 'SLC6A14', 'SLC6A15', 'SLC6A16', 'SLC6A17', 'SLC6A18', 'SLC6A19', 'SLC6A2', 'SLC6A20', 'SLC6A3', 'SLC6A4', 'SLC6A5', 'SLC6A6', 'SLC6A7', 'SLC6A8', 'SLC6A9', 'SLC7A1', 'SLC7A10', 'SLC7A11', 'SLC7A13', 'SLC7A14', 'SLC7A2', 'SLC7A3', 'SLC7A4', 'SLC7A5', 'SLC7A5P1', 'SLC7A5P2', 'SLC7A6', 'SLC7A6OS', 'SLC7A7', 'SLC7A8', 'SLC7A9', 'SLC8A1', 'SLC8A2', 'SLC8A3', 'SLC8B1', 'SLC9A1', 'SLC9A2', 'SLC9A3', 'SLC9A3R1', 'SLC9A3R2', 'SLC9A4', 'SLC9A5', 'SLC9A6', 'SLC9A7', 'SLC9A8', 'SLC9A9', 'SLC9B1', 'SLC9B2', 'SLC9C1', 'SLC9C2', 'SLCO1A2', 'SLCO1B1', 'SLCO1B3', 'SLCO1B7', 'SLCO1C1', 'SLCO2A1', 'SLCO2B1', 'SLCO3A1', 'SLCO4A1', 'SLCO4A1-AS1', 'SLCO4C1', 'SLCO5A1', 'SLCO6A1', 'SLF1', 'SLFN11', 'SLFN12', 'SLFN13', 'SLFN14', 'SLFN5', 'SLFNL1', 'SLIRP', 'SLIT1', 'SLIT2', 'SLIT3', 'SLITRK1', 'SLITRK2', 'SLITRK3', 'SLITRK4', 'SLITRK5', 'SLITRK6', 'SLK', 'SLMAP', 'SLN', 'SLPI', 'SLTM', 'SLU7', 'SLURP1', 'SLX1B', 'SLX4', 'SLX4IP', 'SMAD1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD5', 'SMAD5-AS1', 'SMAD6', 'SMAD7', 'SMAD9', 'SMAGP', 'SMAP1', 'SMAP2', 'SMARCA1', 'SMARCA2', 'SMARCA4', 'SMARCA5', 'SMARCAD1', 'SMARCAL1', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMC1A', 'SMC1B', 'SMC2', 'SMC3', 'SMC4', 'SMC5', 'SMC6', 'SMCHD1', 'SMCO1', 'SMCO2', 'SMCO3', 'SMCO4', 'SMCP', 'SMCR5', 'SMCR8', 'SMDT1', 'SMG1', 'SMG1P1', 'SMG1P2', 'SMG1P3', 'SMG1P5', 'SMG5', 'SMG6', 'SMG7', 'SMG8', 'SMG9', 'SMIM1', 'SMIM10', 'SMIM10L2A', 'SMIM10L2B', 'SMIM11A', 'SMIM12', 'SMIM13', 'SMIM14', 'SMIM15', 'SMIM19', 'SMIM20', 'SMIM21', 'SMIM24', 'SMIM3', 'SMIM4', 'SMIM5', 'SMIM6', 'SMIM7', 'SMIM8', 'SMN1', 'SMN2', 'SMNDC1', 'SMO', 'SMOC1', 'SMOC2', 'SMOX', 'SMPD1', 'SMPD2', 'SMPD3', 'SMPD4', 'SMPDL3A', 'SMPDL3B', 'SMPX', 'SMR3A', 'SMR3B', 'SMS', 'SMTN', 'SMTNL1', 'SMTNL2', 'SMU1', 'SMUG1', 'SMURF1', 'SMURF2', 'SMYD1', 'SMYD2', 'SMYD3', 'SMYD4', 'SMYD5', 'SNAI1', 'SNAI2', 'SNAI3', 'SNAI3-AS1', 'SNAP23', 'SNAP25', 'SNAP29', 'SNAP47', 'SNAP91', 'SNAPC1', 'SNAPC2', 'SNAPC3', 'SNAPC4', 'SNAPC5', 'SNAPIN', 'SNAR-A13', 'SNAR-A2', 'SNAR-A3', 'SNAR-A4', 'SNAR-B2', 'SNAR-C2', 'SNAR-C3', 'SNAR-C4', 'SNAR-D', 'SNAR-E', 'SNAR-F', 'SNAR-G1', 'SNAR-G2', 'SNAR-H', 'SNAR-I', 'SNCA', 'SNCAIP', 'SNCB', 'SNCG', 'SND1', 'SND1-IT1', 'SNED1', 'SNF8', 'SNHG1', 'SNHG10', 'SNHG11', 'SNHG12', 'SNHG15', 'SNHG17', 'SNHG20', 'SNHG3', 'SNHG4', 'SNHG5', 'SNHG6', 'SNHG7', 'SNHG8', 'SNHG9', 'SNIP1', 'SNN', 'SNORA1', 'SNORA10', 'SNORA11', 'SNORA11B', 'SNORA11C', 'SNORA11D', 'SNORA12', 'SNORA13', 'SNORA14A', 'SNORA14B', 'SNORA15', 'SNORA16A', 'SNORA16B', 'SNORA18', 'SNORA19', 'SNORA20', 'SNORA21', 'SNORA22', 'SNORA23', 'SNORA24', 'SNORA25', 'SNORA26', 'SNORA27', 'SNORA28', 'SNORA29', 'SNORA2A', 'SNORA2B', 'SNORA2C', 'SNORA30', 'SNORA31', 'SNORA32', 'SNORA35', 'SNORA36A', 'SNORA36B', 'SNORA36C', 'SNORA37', 'SNORA38', 'SNORA38B', 'SNORA3A', 'SNORA3B', 'SNORA4', 'SNORA40', 'SNORA41', 'SNORA44', 'SNORA46', 'SNORA47', 'SNORA48', 'SNORA49', 'SNORA50A', 'SNORA50C', 'SNORA51', 'SNORA52', 'SNORA53', 'SNORA54', 'SNORA55', 'SNORA56', 'SNORA57', 'SNORA58', 'SNORA59B', 'SNORA5A', 'SNORA5B', 'SNORA5C', 'SNORA6', 'SNORA61', 'SNORA62', 'SNORA63', 'SNORA64', 'SNORA65', 'SNORA66', 'SNORA67', 'SNORA68', 'SNORA69', 'SNORA70', 'SNORA70B', 'SNORA70C', 'SNORA71A', 'SNORA71B', 'SNORA71C', 'SNORA71D', 'SNORA71E', 'SNORA72', 'SNORA74A', 'SNORA74B', 'SNORA75', 'SNORA77', 'SNORA78', 'SNORA79', 'SNORA7B', 'SNORA8', 'SNORA80A', 'SNORA80E', 'SNORA81', 'SNORA84', 'SNORA9', 'SNORD10', 'SNORD102', 'SNORD103A', 'SNORD103C', 'SNORD104', 'SNORD105', 'SNORD105B', 'SNORD109B', 'SNORD11', 'SNORD110', 'SNORD111', 'SNORD111B', 'SNORD113-1', 'SNORD113-2', 'SNORD113-4', 'SNORD113-5', 'SNORD113-6', 'SNORD113-7', 'SNORD113-9', 'SNORD114-1', 'SNORD114-10', 'SNORD114-11', 'SNORD114-12', 'SNORD114-13', 'SNORD114-14', 'SNORD114-15', 'SNORD114-16', 'SNORD114-17', 'SNORD114-18', 'SNORD114-19', 'SNORD114-2', 'SNORD114-20', 'SNORD114-21', 'SNORD114-22', 'SNORD114-23', 'SNORD114-24', 'SNORD114-25', 'SNORD114-26', 'SNORD114-27', 'SNORD114-28', 'SNORD114-29', 'SNORD114-3', 'SNORD114-30', 'SNORD114-31', 'SNORD114-4', 'SNORD114-5', 'SNORD114-6', 'SNORD114-7', 'SNORD114-8', 'SNORD114-9', 'SNORD115-1', 'SNORD115-10', 'SNORD115-11', 'SNORD115-13', 'SNORD115-14', 'SNORD115-16', 'SNORD115-17', 'SNORD115-2', 'SNORD115-20', 'SNORD115-22', 'SNORD115-24', 'SNORD115-25', 'SNORD115-26', 'SNORD115-27', 'SNORD115-28', 'SNORD115-3', 'SNORD115-30', 'SNORD115-31', 'SNORD115-32', 'SNORD115-33', 'SNORD115-35', 'SNORD115-37', 'SNORD115-38', 'SNORD115-39', 'SNORD115-4', 'SNORD115-40', 'SNORD115-41', 'SNORD115-44', 'SNORD115-45', 'SNORD115-47', 'SNORD115-48', 'SNORD115-5', 'SNORD115-6', 'SNORD115-7', 'SNORD115-8', 'SNORD115-9', 'SNORD116-1', 'SNORD116-10', 'SNORD116-11', 'SNORD116-12', 'SNORD116-13', 'SNORD116-14', 'SNORD116-15', 'SNORD116-16', 'SNORD116-18', 'SNORD116-19', 'SNORD116-2', 'SNORD116-20', 'SNORD116-22', 'SNORD116-23', 'SNORD116-24', 'SNORD116-25', 'SNORD116-26', 'SNORD116-27', 'SNORD116-28', 'SNORD116-29', 'SNORD116-3', 'SNORD116-4', 'SNORD116-5', 'SNORD116-8', 'SNORD117', 'SNORD119', 'SNORD11B', 'SNORD12', 'SNORD121A', 'SNORD123', 'SNORD125', 'SNORD126', 'SNORD127', 'SNORD12B', 'SNORD12C', 'SNORD15A', 'SNORD15B', 'SNORD16', 'SNORD17', 'SNORD18A', 'SNORD18B', 'SNORD18C', 'SNORD19', 'SNORD19B', 'SNORD1A', 'SNORD1B', 'SNORD1C', 'SNORD2', 'SNORD20', 'SNORD21', 'SNORD22', 'SNORD23', 'SNORD24', 'SNORD25', 'SNORD26', 'SNORD27', 'SNORD28', 'SNORD29', 'SNORD30', 'SNORD31', 'SNORD32A', 'SNORD32B', 'SNORD33', 'SNORD34', 'SNORD35A', 'SNORD35B', 'SNORD36A', 'SNORD36B', 'SNORD36C', 'SNORD37', 'SNORD38A', 'SNORD38B', 'SNORD41', 'SNORD42A', 'SNORD42B', 'SNORD43', 'SNORD44', 'SNORD45A', 'SNORD45B', 'SNORD45C', 'SNORD46', 'SNORD47', 'SNORD48', 'SNORD49A', 'SNORD49B', 'SNORD4A', 'SNORD4B', 'SNORD5', 'SNORD50A', 'SNORD50B', 'SNORD51', 'SNORD52', 'SNORD53', 'SNORD54', 'SNORD55', 'SNORD56', 'SNORD56B', 'SNORD57', 'SNORD58A', 'SNORD58C', 'SNORD59A', 'SNORD59B', 'SNORD6', 'SNORD60', 'SNORD61', 'SNORD62A', 'SNORD63', 'SNORD65', 'SNORD66', 'SNORD67', 'SNORD68', 'SNORD69', 'SNORD7', 'SNORD70', 'SNORD71', 'SNORD72', 'SNORD73A', 'SNORD74', 'SNORD75', 'SNORD76', 'SNORD77', 'SNORD78', 'SNORD79', 'SNORD8', 'SNORD80', 'SNORD81', 'SNORD82', 'SNORD84', 'SNORD86', 'SNORD87', 'SNORD88A', 'SNORD88B', 'SNORD88C', 'SNORD89', 'SNORD9', 'SNORD90', 'SNORD91A', 'SNORD91B', 'SNORD92', 'SNORD93', 'SNORD94', 'SNORD95', 'SNORD96A', 'SNORD96B', 'SNORD97', 'SNORD98', 'SNORD99', 'SNPH', 'SNRK', 'SNRNP200', 'SNRNP25', 'SNRNP27', 'SNRNP35', 'SNRNP40', 'SNRNP48', 'SNRNP70', 'SNRPA', 'SNRPA1', 'SNRPB', 'SNRPB2', 'SNRPC', 'SNRPD1', 'SNRPD2', 'SNRPD3', 'SNRPE', 'SNRPF', 'SNRPG', 'SNRPGP15', 'SNRPN', 'SNTA1', 'SNTB1', 'SNTB2', 'SNTG1', 'SNTG2', 'SNTN', 'SNU13', 'SNUPN', 'SNURF', 'SNW1', 'SNX1', 'SNX10', 'SNX11', 'SNX12', 'SNX13', 'SNX14', 'SNX15', 'SNX16', 'SNX17', 'SNX18', 'SNX19', 'SNX2', 'SNX20', 'SNX21', 'SNX22', 'SNX24', 'SNX25', 'SNX27', 'SNX29', 'SNX29P2', 'SNX3', 'SNX30', 'SNX31', 'SNX32', 'SNX33', 'SNX4', 'SNX5', 'SNX6', 'SNX7', 'SNX8', 'SNX9', 'SOAT1', 'SOAT2', 'SOBP', 'SOCS2', 'SOCS4', 'SOCS6', 'SOCS7', 'SOD1', 'SOD2', 'SOD3', 'SOGA1', 'SOGA3', 'SOHLH1', 'SOHLH2', 'SON', 'SORBS1', 'SORBS2', 'SORBS3', 'SORCS1', 'SORCS2', 'SORCS3', 'SORD', 'SORL1', 'SORT1', 'SOS1', 'SOS2', 'SOST', 'SOSTDC1', 'SOWAHA', 'SOWAHB', 'SOWAHC', 'SOWAHD', 'SOX1', 'SOX10', 'SOX11', 'SOX12', 'SOX13', 'SOX14', 'SOX15', 'SOX17', 'SOX18', 'SOX2', 'SOX21', 'SOX2-OT', 'SOX3', 'SOX30', 'SOX4', 'SOX5', 'SOX6', 'SOX7', 'SOX8', 'SOX9', 'SP100', 'SP110', 'SP140', 'SP140L', 'SP2', 'SP3', 'SP4', 'SP5', 'SP6', 'SP7', 'SP8', 'SP9', 'SPA17', 'SPACA1', 'SPACA3', 'SPACA4', 'SPACA5', 'SPACA6', 'SPACA7', 'SPACA9', 'SPAG1', 'SPAG11A', 'SPAG11B', 'SPAG16', 'SPAG17', 'SPAG4', 'SPAG5', 'SPAG6', 'SPAG7', 'SPAG8', 'SPAG9', 'SPANXA2', 'SPANXC', 'SPANXN1', 'SPANXN2', 'SPANXN3', 'SPANXN4', 'SPANXN5', 'SPARC', 'SPARCL1', 'SPAST', 'SPATA12', 'SPATA13', 'SPATA16', 'SPATA17', 'SPATA18', 'SPATA19', 'SPATA2', 'SPATA20', 'SPATA21', 'SPATA22', 'SPATA24', 'SPATA25', 'SPATA2L', 'SPATA3', 'SPATA31A3', 'SPATA31A5', 'SPATA31A6', 'SPATA31B1P', 'SPATA31C1', 'SPATA31D1', 'SPATA31D3', 'SPATA31D4', 'SPATA31D5P', 'SPATA31E1', 'SPATA32', 'SPATA33', 'SPATA4', 'SPATA41', 'SPATA45', 'SPATA5', 'SPATA5L1', 'SPATA6', 'SPATA6L', 'SPATA7', 'SPATA8', 'SPATA9', 'SPATC1', 'SPATC1L', 'SPATS1', 'SPATS2', 'SPATS2L', 'SPC24', 'SPC25', 'SPCS1', 'SPCS2', 'SPCS2P4', 'SPCS3', 'SPDEF', 'SPDL1', 'SPDYA', 'SPDYC', 'SPDYE1', 'SPDYE2', 'SPDYE3', 'SPDYE4', 'SPDYE5', 'SPDYE6', 'SPDYE7P', 'SPECC1', 'SPECC1L', 'SPEF1', 'SPEF2', 'SPEG', 'SPEM1', 'SPEN', 'SPERT', 'SPESP1', 'SPG11', 'SPG20', 'SPG21', 'SPG7', 'SPHAR', 'SPHK1', 'SPHK2', 'SPHKAP', 'SPI1', 'SPIB', 'SPIC', 'SPICE1', 'SPIDR', 'SPIN1', 'SPIN2A', 'SPIN2B', 'SPIN3', 'SPIN4', 'SPINK1', 'SPINK13', 'SPINK14', 'SPINK2', 'SPINK4', 'SPINK5', 'SPINK6', 'SPINK7', 'SPINK8', 'SPINK9', 'SPINT1', 'SPINT2', 'SPINT3', 'SPINT4', 'SPIRE1', 'SPIRE2', 'SPNS1', 'SPNS2', 'SPNS3', 'SPO11', 'SPOCD1', 'SPOCK1', 'SPOCK2', 'SPOCK3', 'SPON1', 'SPON2', 'SPOP', 'SPOPL', 'SPOUT1', 'SPP1', 'SPP2', 'SPPL2A', 'SPPL2B', 'SPPL2C', 'SPPL3', 'SPR', 'SPRED1', 'SPRED2', 'SPRED3', 'SPRN', 'SPRR1A', 'SPRR1B', 'SPRR2A', 'SPRR2B', 'SPRR2C', 'SPRR2D', 'SPRR2E', 'SPRR3', 'SPRR4', 'SPRTN', 'SPRY1', 'SPRY2', 'SPRY3', 'SPRY4', 'SPRYD3', 'SPRYD4', 'SPRYD7', 'SPSB1', 'SPSB2', 'SPSB3', 'SPSB4', 'SPTA1', 'SPTAN1', 'SPTB', 'SPTBN1', 'SPTBN2', 'SPTBN4', 'SPTBN5', 'SPTLC1', 'SPTLC2', 'SPTLC3', 'SPTSSA', 'SPTSSB', 'SPTY2D1', 'SPX', 'SPZ1', 'SQLE', 'SQRDL', 'SQSTM1', 'SRA1', 'SRBD1', 'SRC', 'SRCAP', 'SRCIN1', 'SRD5A1', 'SRD5A2', 'SRD5A3', 'SREBF1', 'SREBF2', 'SREK1', 'SREK1IP1', 'SRF', 'SRFBP1', 'SRGAP1', 'SRGAP2', 'SRGAP3', 'SRGN', 'SRI', 'SRL', 'SRM', 'SRMS', 'SRP14', 'SRP14P1', 'SRP19', 'SRP54', 'SRP68', 'SRP72', 'SRP9', 'SRPK1', 'SRPK2', 'SRPK3', 'SRPRA', 'SRPRB', 'SRPX', 'SRPX2', 'SRR', 'SRRD', 'SRRM1', 'SRRM2', 'SRRM2-AS1', 'SRRM3', 'SRRM4', 'SRRM5', 'SRRT', 'SRSF1', 'SRSF10', 'SRSF11', 'SRSF12', 'SRSF2', 'SRSF3', 'SRSF4', 'SRSF5', 'SRSF6', 'SRSF7', 'SRSF8', 'SRSF9', 'SRXN1', 'SRY', 'SS18', 'SS18L1', 'SS18L2', 'SSB', 'SSBP1', 'SSBP2', 'SSBP3', 'SSBP4', 'SSC4D', 'SSC5D', 'SSFA2', 'SSH1', 'SSH2', 'SSH3', 'SSMEM1', 'SSNA1', 'SSPN', 'SSPO', 'SSR1', 'SSR2', 'SSR3', 'SSR4', 'SSR4P1', 'SSRP1', 'SSSCA1', 'SST', 'SSTR4', 'SSTR5-AS1', 'SSU72', 'SSUH2', 'SSX1', 'SSX2', 'SSX2IP', 'SSX3', 'SSX4', 'SSX5', 'SSX6', 'SSX7', 'SSX8', 'SSX9', 'ST13', 'ST13P4', 'ST14', 'ST18', 'ST20', 'ST20-AS1', 'ST3GAL1', 'ST3GAL2', 'ST3GAL3', 'ST3GAL4', 'ST3GAL5', 'ST3GAL6', 'ST5', 'ST6GAL1', 'ST6GAL2', 'ST6GALNAC1', 'ST6GALNAC2', 'ST6GALNAC3', 'ST6GALNAC4', 'ST6GALNAC5', 'ST6GALNAC6', 'ST7', 'ST7-AS1', 'ST7-AS2', 'ST7L', 'ST7-OT3', 'ST7-OT4', 'ST8SIA1', 'ST8SIA2', 'ST8SIA3', 'ST8SIA4', 'ST8SIA5', 'ST8SIA6', 'STAB1', 'STAB2', 'STAC', 'STAC2', 'STAC3', 'STAG1', 'STAG2', 'STAG3', 'STAG3L1', 'STAG3L2', 'STAG3L3', 'STAG3L4', 'STAM', 'STAM2', 'STAMBP', 'STAMBPL1', 'STAP1', 'STAP2', 'STAR', 'STARD10', 'STARD13', 'STARD4', 'STARD5', 'STARD6', 'STARD7', 'STARD7-AS1', 'STARD8', 'STAT1', 'STAT2', 'STAT3', 'STAT4', 'STAT5A', 'STAT5B', 'STAT6', 'STATH', 'STAU1', 'STAU2', 'STBD1', 'STC1', 'STC2', 'STEAP1', 'STEAP1B', 'STEAP2', 'STEAP3', 'STEAP4', 'STH', 'STIL', 'STIM1', 'STIM2', 'STIP1', 'STK10', 'STK11', 'STK11IP', 'STK16', 'STK17A', 'STK17B', 'STK19', 'STK24', 'STK25', 'STK26', 'STK3', 'STK31', 'STK32A', 'STK32B', 'STK32C', 'STK33', 'STK35', 'STK36', 'STK38', 'STK38L', 'STK39', 'STK4', 'STK40', 'STKLD1', 'STMN1', 'STMN2', 'STMN3', 'STMN4', 'STOM', 'STOML1', 'STOML2', 'STON1', 'STON1-GTF2A1L', 'STON2', 'STOX1', 'STOX2', 'STPG1', 'STPG2', 'STPG3', 'STRA6', 'STRA8', 'STRADA', 'STRADB', 'STRAP', 'STRC', 'STRIP1', 'STRIP2', 'STRN', 'STRN3', 'STRN4', 'STS', 'STT3A', 'STT3B', 'STUB1', 'STUM', 'STX10', 'STX11', 'STX12', 'STX16', 'STX17', 'STX18', 'STX19', 'STX1A', 'STX1B', 'STX2', 'STX3', 'STX4', 'STX5', 'STX6', 'STX7', 'STX8', 'STXBP1', 'STXBP2', 'STXBP3', 'STXBP4', 'STXBP5L', 'STYK1', 'STYX', 'STYXL1', 'SUB1', 'SUCLA2', 'SUCLG1', 'SUCLG2', 'SUCNR1', 'SUCO', 'SUDS3', 'SUFU', 'SUGCT', 'SUGP1', 'SUGP2', 'SUGT1', 'SUGT1P1', 'SUGT1P3', 'SULF1', 'SULF2', 'SULT1A1', 'SULT1A2', 'SULT1A3', 'SULT1B1', 'SULT1C2', 'SULT1C3', 'SULT1C4', 'SULT1E1', 'SULT2A1', 'SULT2B1', 'SULT4A1', 'SULT6B1', 'SUMF1', 'SUMF2', 'SUMO1', 'SUMO1P1', 'SUMO1P3', 'SUMO2', 'SUMO3', 'SUMO4', 'SUN1', 'SUN2', 'SUN3', 'SUN5', 'SUOX', 'SUPT16H', 'SUPT20H', 'SUPT20HL1', 'SUPT20HL2', 'SUPT3H', 'SUPT4H1', 'SUPT5H', 'SUPT6H', 'SUPT7L', 'SUPV3L1', 'SURF1', 'SURF2', 'SURF4', 'SURF6', 'SUSD1', 'SUSD2', 'SUSD3', 'SUSD4', 'SUSD5', 'SUSD6', 'SUV39H1', 'SUV39H2', 'SUZ12', 'SUZ12P1', 'SV2B', 'SV2C', 'SVBP', 'SVEP1', 'SVIL', 'SVIP', 'SVOP', 'SVOPL', 'SWAP70', 'SWI5', 'SWSAP1', 'SWT1', 'SYAP1', 'SYBU', 'SYCE1', 'SYCE1L', 'SYCE2', 'SYCE3', 'SYCN', 'SYCP1', 'SYCP2', 'SYCP2L', 'SYCP3', 'SYDE1', 'SYDE2', 'SYF2', 'SYK', 'SYMPK', 'SYN1', 'SYN2', 'SYN3', 'SYNC', 'SYNCRIP', 'SYNDIG1', 'SYNDIG1L', 'SYNE1', 'SYNE2', 'SYNE3', 'SYNE4', 'SYNGAP1', 'SYNGR1', 'SYNGR2', 'SYNGR3', 'SYNGR4', 'SYNJ1', 'SYNJ2', 'SYNJ2BP', 'SYNM', 'SYNPO', 'SYNPO2', 'SYNPO2L', 'SYNPR', 'SYNRG', 'SYP', 'SYPL2', 'SYS1', 'SYS1-DBNDD2', 'SYT1', 'SYT10', 'SYT11', 'SYT12', 'SYT13', 'SYT14', 'SYT14P1', 'SYT15', 'SYT16', 'SYT17', 'SYT2', 'SYT3', 'SYT4', 'SYT5', 'SYT6', 'SYT7', 'SYT8', 'SYT9', 'SYTL1', 'SYTL2', 'SYTL3', 'SYTL4', 'SYTL5', 'SYVN1', 'SZRD1', 'SZT2', 'T', 'TAAR1', 'TAAR2', 'TAAR5', 'TAAR6', 'TAAR8', 'TAAR9', 'TAB1', 'TAB2', 'TAB3', 'TAC1', 'TAC3', 'TAC4', 'TACC1', 'TACC2', 'TACC3', 'TACO1', 'TACR1', 'TACR2', 'TACR3', 'TACSTD2', 'TADA1', 'TADA2A', 'TADA2B', 'TADA3', 'TAF1', 'TAF10', 'TAF11', 'TAF12', 'TAF13', 'TAF15', 'TAF1A', 'TAF1B', 'TAF1C', 'TAF1D', 'TAF1L', 'TAF2', 'TAF3', 'TAF4', 'TAF4B', 'TAF5', 'TAF5L', 'TAF6', 'TAF6L', 'TAF7', 'TAF7L', 'TAF8', 'TAF9', 'TAF9B', 'TAGAP', 'TAGLN', 'TAGLN2', 'TAGLN3', 'TAL1', 'TAL2', 'TALDO1', 'TAMM41', 'TANC1', 'TANC2', 'TANGO2', 'TANGO6', 'TANK', 'TAOK1', 'TAOK2', 'TAOK3', 'TAP1', 'TAP2', 'TAPBP', 'TAPBPL', 'TAPT1', 'TAPT1-AS1', 'TARBP1', 'TARBP2', 'TARDBP', 'TARM1', 'TARS', 'TARS2', 'TARSL2', 'TAS1R1', 'TAS1R2', 'TAS1R3', 'TAS2R1', 'TAS2R10', 'TAS2R13', 'TAS2R14', 'TAS2R16', 'TAS2R19', 'TAS2R20', 'TAS2R3', 'TAS2R30', 'TAS2R31', 'TAS2R38', 'TAS2R39', 'TAS2R4', 'TAS2R40', 'TAS2R41', 'TAS2R42', 'TAS2R43', 'TAS2R46', 'TAS2R5', 'TAS2R50', 'TAS2R60', 'TAS2R7', 'TAS2R8', 'TAS2R9', 'TASP1', 'TAT', 'TATDN1', 'TATDN2', 'TATDN3', 'TAX1BP1', 'TAX1BP3', 'TAZ', 'TBATA', 'TBC1D1', 'TBC1D10A', 'TBC1D10B', 'TBC1D10C', 'TBC1D12', 'TBC1D13', 'TBC1D14', 'TBC1D15', 'TBC1D16', 'TBC1D17', 'TBC1D19', 'TBC1D2', 'TBC1D20', 'TBC1D21', 'TBC1D22A', 'TBC1D22B', 'TBC1D23', 'TBC1D24', 'TBC1D25', 'TBC1D26', 'TBC1D28', 'TBC1D29', 'TBC1D2B', 'TBC1D3', 'TBC1D31', 'TBC1D32', 'TBC1D3B', 'TBC1D3C', 'TBC1D3H', 'TBC1D3P1-DHX40P1', 'TBC1D3P2', 'TBC1D4', 'TBC1D5', 'TBC1D7', 'TBC1D8', 'TBC1D8B', 'TBC1D9', 'TBC1D9B', 'TBCA', 'TBCB', 'TBCC', 'TBCCD1', 'TBCD', 'TBCE', 'TBCEL', 'TBCK', 'TBK1', 'TBKBP1', 'TBL1X', 'TBL1XR1', 'TBL1Y', 'TBL2', 'TBL3', 'TBP', 'TBPL1', 'TBPL2', 'TBR1', 'TBRG1', 'TBRG4', 'TBX1', 'TBX10', 'TBX15', 'TBX18', 'TBX19', 'TBX2', 'TBX20', 'TBX21', 'TBX22', 'TBX3', 'TBX4', 'TBX5', 'TBX6', 'TBXAS1', 'TC2N', 'TCAF1', 'TCAF2', 'TCAIM', 'TCAM1P', 'TCAP', 'TCEA1', 'TCEA2', 'TCEA3', 'TCEAL1', 'TCEAL2', 'TCEAL3', 'TCEAL4', 'TCEAL5', 'TCEAL6', 'TCEAL7', 'TCEAL8', 'TCEAL9', 'TCEANC', 'TCEANC2', 'TCEB1', 'TCEB2', 'TCEB3', 'TCEB3B', 'TCEB3C', 'TCERG1', 'TCERG1L', 'TCF12', 'TCF15', 'TCF19', 'TCF20', 'TCF21', 'TCF23', 'TCF25', 'TCF3', 'TCF4', 'TCF7', 'TCF7L1', 'TCF7L2', 'TCFL5', 'TCHH', 'TCHHL1', 'TCHP', 'TCIRG1', 'TCL1A', 'TCL1B', 'TCL6', 'TCN1', 'TCN2', 'TCOF1', 'TCP1', 'TCP10', 'TCP10L', 'TCP10L2', 'TCP11', 'TCP11L1', 'TCP11L2', 'TCTA', 'TCTE1', 'TCTE3', 'TCTEX1D1', 'TCTEX1D2', 'TCTEX1D4', 'TCTN1', 'TCTN2', 'TCTN3', 'TDG', 'TDGF1', 'TDGF1P3', 'TDH', 'TDO2', 'TDP1', 'TDP2', 'TDRD1', 'TDRD10', 'TDRD12', 'TDRD3', 'TDRD5', 'TDRD6', 'TDRD7', 'TDRD9', 'TDRG1', 'TDRKH', 'TDRP', 'TEAD1', 'TEAD2', 'TEAD3', 'TEAD4', 'TEC', 'TECPR1', 'TECPR2', 'TECR', 'TECRL', 'TECTA', 'TECTB', 'TEDDM1', 'TEF', 'TEFM', 'TEK', 'TEKT1', 'TEKT2', 'TEKT3', 'TEKT4', 'TEKT4P2', 'TEKT5', 'TELO2', 'TEN1', 'TENM1', 'TENM2', 'TENM3', 'TENM4', 'TEP1', 'TEPP', 'TEPSIN', 'TERB1', 'TERB2', 'TERC', 'TERF1', 'TERF2', 'TERF2IP', 'TES', 'TESC', 'TESK1', 'TESK2', 'TESMIN', 'TESPA1', 'TET1', 'TET2', 'TET3', 'TEX10', 'TEX101', 'TEX12', 'TEX13A', 'TEX13B', 'TEX14', 'TEX15', 'TEX19', 'TEX2', 'TEX26', 'TEX261', 'TEX264', 'TEX28', 'TEX29', 'TEX30', 'TEX33', 'TEX35', 'TEX36', 'TEX36-AS1', 'TEX37', 'TEX38', 'TEX40', 'TEX43', 'TEX9', 'TF', 'TFAM', 'TFAMP1', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFAP2D', 'TFAP2E', 'TFAP4', 'TFB1M', 'TFB2M', 'TFCP2', 'TFCP2L1', 'TFDP1', 'TFDP2', 'TFDP3', 'TFE3', 'TFEB', 'TFEC', 'TFF1', 'TFF2', 'TFF3', 'TFG', 'TFIP11', 'TFPI', 'TFPI2', 'TFPT', 'TFR2', 'TFRC', 'TG', 'TGDS', 'TGFA', 'TGFB1', 'TGFB1I1', 'TGFB2', 'TGFB3', 'TGFBI', 'TGFBR1', 'TGFBR2', 'TGFBR3', 'TGFBRAP1', 'TGIF1', 'TGIF2', 'TGIF2LX', 'TGIF2LY', 'TGM1', 'TGM2', 'TGM3', 'TGM4', 'TGM5', 'TGM6', 'TGM7', 'TGOLN2', 'TGS1', 'TH', 'THADA', 'THAP1', 'THAP10', 'THAP11', 'THAP12', 'THAP2', 'THAP3', 'THAP4', 'THAP5', 'THAP6', 'THAP7', 'THAP7-AS1', 'THAP8', 'THAP9', 'THBD', 'THBS1', 'THBS2', 'THBS3', 'THBS4', 'THEG', 'THEM4', 'THEM5', 'THEM6', 'THEMIS', 'THEMIS2', 'THG1L', 'THNSL1', 'THNSL2', 'THOC1', 'THOC2', 'THOC3', 'THOC5', 'THOC6', 'THOC7', 'THOP1', 'THPO', 'THRA', 'THRAP3', 'THRB', 'THRSP', 'THSD1', 'THSD1P1', 'THSD4', 'THSD7A', 'THSD7B', 'THTPA', 'THUMPD1', 'THUMPD2', 'THUMPD3', 'THUMPD3-AS1', 'THY1', 'THYN1', 'TIA1', 'TIAF1', 'TIAL1', 'TIAM1', 'TIAM2', 'TICAM1', 'TICAM2', 'TICRR', 'TIE1', 'TIFA', 'TIFAB', 'TIGAR', 'TIGD1', 'TIGD2', 'TIGD3', 'TIGD4', 'TIGD5', 'TIGD6', 'TIGD7', 'TIGIT', 'TIMD4', 'TIMELESS', 'TIMM10', 'TIMM10B', 'TIMM13', 'TIMM17A', 'TIMM17B', 'TIMM21', 'TIMM22', 'TIMM44', 'TIMM50', 'TIMM8A', 'TIMM8B', 'TIMM9', 'TIMMDC1', 'TIMP1', 'TIMP2', 'TIMP3', 'TIMP4', 'TINAG', 'TINAGL1', 'TINCR', 'TINF2', 'TIPARP', 'TIPARP-AS1', 'TIPIN', 'TIPRL', 'TIRAP', 'TJAP1', 'TJP1', 'TJP2', 'TJP3', 'TK1', 'TK2', 'TKFC', 'TKT', 'TKTL1', 'TKTL2', 'TLCD1', 'TLDC1', 'TLDC2', 'TLE1', 'TLE2', 'TLE3', 'TLE4', 'TLE6', 'TLK1', 'TLK2', 'TLL1', 'TLL2', 'TLN1', 'TLN2', 'TLR1', 'TLR10', 'TLR2', 'TLR3', 'TLR4', 'TLR5', 'TLR6', 'TLR7', 'TLR8', 'TLR9', 'TLX1', 'TLX1NB', 'TLX2', 'TLX3', 'TM2D1', 'TM2D2', 'TM2D3', 'TM4SF1', 'TM4SF18', 'TM4SF19', 'TM4SF20', 'TM4SF4', 'TM4SF5', 'TM6SF1', 'TM6SF2', 'TM7SF2', 'TM7SF3', 'TM9SF1', 'TM9SF2', 'TM9SF3', 'TM9SF4', 'TMA16', 'TMA7', 'TMBIM1', 'TMBIM4', 'TMBIM6', 'TMC1', 'TMC2', 'TMC3', 'TMC4', 'TMC5', 'TMC6', 'TMC7', 'TMC8', 'TMCC1', 'TMCC2', 'TMCC3', 'TMCO1', 'TMCO2', 'TMCO3', 'TMCO4', 'TMCO5A', 'TMCO6', 'TMED1', 'TMED10', 'TMED10P1', 'TMED2', 'TMED3', 'TMED4', 'TMED5', 'TMED6', 'TMED7', 'TMED7-TICAM2', 'TMED8', 'TMED9', 'TMEFF1', 'TMEFF2', 'TMEM100', 'TMEM101', 'TMEM102', 'TMEM104', 'TMEM105', 'TMEM106A', 'TMEM106B', 'TMEM106C', 'TMEM107', 'TMEM108', 'TMEM109', 'TMEM11', 'TMEM110', 'TMEM114', 'TMEM115', 'TMEM116', 'TMEM117', 'TMEM119', 'TMEM120A', 'TMEM120B', 'TMEM121', 'TMEM123', 'TMEM125', 'TMEM126A', 'TMEM126B', 'TMEM127', 'TMEM128', 'TMEM129', 'TMEM130', 'TMEM131', 'TMEM132A', 'TMEM132B', 'TMEM132C', 'TMEM132D', 'TMEM132E', 'TMEM133', 'TMEM134', 'TMEM135', 'TMEM136', 'TMEM138', 'TMEM139', 'TMEM140', 'TMEM141', 'TMEM143', 'TMEM144', 'TMEM145', 'TMEM147', 'TMEM14A', 'TMEM14B', 'TMEM14C', 'TMEM14EP', 'TMEM150A', 'TMEM150B', 'TMEM150C', 'TMEM151A', 'TMEM151B', 'TMEM154', 'TMEM155', 'TMEM156', 'TMEM158', 'TMEM159', 'TMEM160', 'TMEM161A', 'TMEM161B', 'TMEM163', 'TMEM164', 'TMEM165', 'TMEM167A', 'TMEM167B', 'TMEM168', 'TMEM169', 'TMEM17', 'TMEM170A', 'TMEM170B', 'TMEM171', 'TMEM173', 'TMEM174', 'TMEM175', 'TMEM176A', 'TMEM176B', 'TMEM177', 'TMEM178A', 'TMEM179', 'TMEM179B', 'TMEM18', 'TMEM181', 'TMEM182', 'TMEM183A', 'TMEM184A', 'TMEM184B', 'TMEM184C', 'TMEM185A', 'TMEM185B', 'TMEM186', 'TMEM187', 'TMEM189', 'TMEM189-UBE2V1', 'TMEM19', 'TMEM190', 'TMEM191A', 'TMEM192', 'TMEM196', 'TMEM198', 'TMEM199', 'TMEM2', 'TMEM200A', 'TMEM200B', 'TMEM200C', 'TMEM201', 'TMEM202', 'TMEM203', 'TMEM204', 'TMEM205', 'TMEM206', 'TMEM207', 'TMEM208', 'TMEM209', 'TMEM211', 'TMEM212', 'TMEM213', 'TMEM214', 'TMEM215', 'TMEM216', 'TMEM217', 'TMEM218', 'TMEM219', 'TMEM220', 'TMEM222', 'TMEM223', 'TMEM225', 'TMEM229A', 'TMEM229B', 'TMEM230', 'TMEM231', 'TMEM232', 'TMEM233', 'TMEM234', 'TMEM235', 'TMEM236', 'TMEM237', 'TMEM240', 'TMEM241', 'TMEM242', 'TMEM243', 'TMEM244', 'TMEM245', 'TMEM246', 'TMEM247', 'TMEM248', 'TMEM249', 'TMEM25', 'TMEM251', 'TMEM252', 'TMEM253', 'TMEM254', 'TMEM254-AS1', 'TMEM255A', 'TMEM255B', 'TMEM256', 'TMEM257', 'TMEM258', 'TMEM259', 'TMEM26', 'TMEM260', 'TMEM261', 'TMEM263', 'TMEM266', 'TMEM267', 'TMEM268', 'TMEM27', 'TMEM30A', 'TMEM30B', 'TMEM30CP', 'TMEM31', 'TMEM33', 'TMEM35A', 'TMEM37', 'TMEM38A', 'TMEM38B', 'TMEM39A', 'TMEM39B', 'TMEM40', 'TMEM41A', 'TMEM41B', 'TMEM42', 'TMEM43', 'TMEM44', 'TMEM45A', 'TMEM45B', 'TMEM47', 'TMEM5', 'TMEM50A', 'TMEM50B', 'TMEM51', 'TMEM51-AS1', 'TMEM52', 'TMEM52B', 'TMEM53', 'TMEM54', 'TMEM55A', 'TMEM55B', 'TMEM56', 'TMEM57', 'TMEM59', 'TMEM59L', 'TMEM60', 'TMEM61', 'TMEM62', 'TMEM63A', 'TMEM63B', 'TMEM63C', 'TMEM64', 'TMEM65', 'TMEM67', 'TMEM68', 'TMEM69', 'TMEM70', 'TMEM71', 'TMEM72', 'TMEM74', 'TMEM74B', 'TMEM79', 'TMEM80', 'TMEM81', 'TMEM82', 'TMEM86A', 'TMEM86B', 'TMEM87A', 'TMEM87B', 'TMEM88', 'TMEM88B', 'TMEM89', 'TMEM8A', 'TMEM8B', 'TMEM8C', 'TMEM9', 'TMEM91', 'TMEM92', 'TMEM94', 'TMEM95', 'TMEM97', 'TMEM98', 'TMEM99', 'TMEM9B', 'TMF1', 'TMIE', 'TMIGD1', 'TMIGD2', 'TMLHE', 'TMOD1', 'TMOD2', 'TMOD3', 'TMOD4', 'TMPO', 'TMPO-AS1', 'TMPPE', 'TMPRSS11A', 'TMPRSS11B', 'TMPRSS11BNL', 'TMPRSS11D', 'TMPRSS11F', 'TMPRSS12', 'TMPRSS13', 'TMPRSS15', 'TMPRSS3', 'TMPRSS4', 'TMPRSS5', 'TMPRSS6', 'TMPRSS7', 'TMPRSS9', 'TMSB10', 'TMSB15A', 'TMSB15B', 'TMSB4XP8', 'TMSB4Y', 'TMTC1', 'TMTC2', 'TMTC3', 'TMTC4', 'TMUB1', 'TMUB2', 'TMX1', 'TMX2', 'TMX3', 'TMX4', 'TNC', 'TNF', 'TNFAIP1', 'TNFAIP2', 'TNFAIP3', 'TNFAIP6', 'TNFAIP8', 'TNFAIP8L1', 'TNFAIP8L2', 'TNFAIP8L3', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF10C', 'TNFRSF10D', 'TNFRSF11A', 'TNFRSF11B', 'TNFRSF13B', 'TNFRSF13C', 'TNFRSF14', 'TNFRSF17', 'TNFRSF18', 'TNFRSF19', 'TNFRSF1A', 'TNFRSF1B', 'TNFRSF21', 'TNFRSF25', 'TNFRSF4', 'TNFRSF6B', 'TNFRSF8', 'TNFRSF9', 'TNFSF12', 'TNFSF12-TNFSF13', 'TNFSF13', 'TNFSF13B', 'TNFSF15', 'TNFSF18', 'TNFSF4', 'TNFSF8', 'TNFSF9', 'TNIK', 'TNIP1', 'TNIP2', 'TNIP3', 'TNK1', 'TNK2', 'TNKS', 'TNKS1BP1', 'TNKS2', 'TNMD', 'TNN', 'TNNC1', 'TNNC2', 'TNNI1', 'TNNI2', 'TNNI3', 'TNNI3K', 'TNNT1', 'TNNT2', 'TNNT3', 'TNP1', 'TNP2', 'TNPO1', 'TNPO2', 'TNPO3', 'TNR', 'TNRC18', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TNS2', 'TNS3', 'TNS4', 'TNXB', 'TOB1', 'TOB2', 'TOB2P1', 'TOE1', 'TOLLIP', 'TOM1', 'TOM1L1', 'TOM1L2', 'TOMM20', 'TOMM20L', 'TOMM22', 'TOMM34', 'TOMM40', 'TOMM40L', 'TOMM5', 'TOMM6', 'TOMM7', 'TOMM70', 'TONSL', 'TOP1', 'TOP1MT', 'TOP1P1', 'TOP1P2', 'TOP2A', 'TOP2B', 'TOP3A', 'TOP3B', 'TOPAZ1', 'TOPBP1', 'TOPORS', 'TOR1A', 'TOR1AIP1', 'TOR1AIP2', 'TOR1B', 'TOR2A', 'TOR3A', 'TOR4A', 'TOX', 'TOX2', 'TOX3', 'TOX4', 'TP53', 'TP53AIP1', 'TP53BP1', 'TP53BP2', 'TP53I11', 'TP53I13', 'TP53I3', 'TP53INP2', 'TP53RK', 'TP53TG1', 'TP53TG3B', 'TP53TG5', 'TP63', 'TP73', 'TP73-AS1', 'TPBG', 'TPCN1', 'TPCN2', 'TPD52', 'TPD52L2', 'TPD52L3', 'TPGS1', 'TPGS2', 'TPH1', 'TPH2', 'TPI1', 'TPI1P2', 'TPI1P3', 'TPK1', 'TPM1', 'TPM2', 'TPM3', 'TPM3P9', 'TPM4', 'TPMT', 'TPO', 'TPP1', 'TPP2', 'TPPP', 'TPPP2', 'TPPP3', 'TPR', 'TPRA1', 'TPRG1', 'TPRG1L', 'TPRKB', 'TPRN', 'TPRX1', 'TPRXL', 'TPSAB1', 'TPSB2', 'TPSD1', 'TPSG1', 'TPST1', 'TPST2', 'TPT1', 'TPT1-AS1', 'TPTE', 'TPTE2', 'TPTE2P1', 'TPTE2P3', 'TPTE2P6', 'TPTEP1', 'TPX2', 'TRA2A', 'TRA2B', 'TRABD', 'TRABD2A', 'TRADD', 'TRAF1', 'TRAF2', 'TRAF3', 'TRAF3IP1', 'TRAF3IP2', 'TRAF3IP3', 'TRAF4', 'TRAF5', 'TRAF6', 'TRAF7', 'TRAFD1', 'TRAIP', 'TRAK1', 'TRAK2', 'TRAM1', 'TRAM1L1', 'TRAM2', 'TRANK1', 'TRAP1', 'TRAPPC1', 'TRAPPC10', 'TRAPPC11', 'TRAPPC12', 'TRAPPC13', 'TRAPPC2', 'TRAPPC2B', 'TRAPPC2L', 'TRAPPC3', 'TRAPPC3L', 'TRAPPC4', 'TRAPPC5', 'TRAPPC6A', 'TRAPPC6B', 'TRAPPC8', 'TRAPPC9', 'TRAT1', 'TRDMT1', 'TRDN', 'TREH', 'TREM1', 'TREM2', 'TREML1', 'TREML2', 'TREML3P', 'TREML4', 'TREML5P', 'TRERF1', 'TREX1', 'TREX2', 'TRH', 'TRHDE', 'TRHDE-AS1', 'TRHR', 'TRIAP1', 'TRIB1', 'TRIB2', 'TRIB3', 'TRIL', 'TRIM10', 'TRIM11', 'TRIM13', 'TRIM14', 'TRIM15', 'TRIM16', 'TRIM16L', 'TRIM17', 'TRIM2', 'TRIM21', 'TRIM22', 'TRIM23', 'TRIM24', 'TRIM25', 'TRIM26', 'TRIM27', 'TRIM28', 'TRIM29', 'TRIM3', 'TRIM31', 'TRIM32', 'TRIM33', 'TRIM34', 'TRIM35', 'TRIM36', 'TRIM37', 'TRIM38', 'TRIM39', 'TRIM4', 'TRIM40', 'TRIM41', 'TRIM42', 'TRIM43', 'TRIM44', 'TRIM45', 'TRIM46', 'TRIM47', 'TRIM48', 'TRIM49', 'TRIM49D2', 'TRIM5', 'TRIM50', 'TRIM51', 'TRIM52', 'TRIM53AP', 'TRIM54', 'TRIM55', 'TRIM56', 'TRIM58', 'TRIM59', 'TRIM6', 'TRIM60', 'TRIM61', 'TRIM62', 'TRIM63', 'TRIM64', 'TRIM65', 'TRIM66', 'TRIM67', 'TRIM68', 'TRIM6-TRIM34', 'TRIM7', 'TRIM71', 'TRIM72', 'TRIM74', 'TRIM75P', 'TRIM77', 'TRIM78P', 'TRIM8', 'TRIM9', 'TRIML1', 'TRIML2', 'TRIO', 'TRIOBP', 'TRIP10', 'TRIP11', 'TRIP12', 'TRIP13', 'TRIP4', 'TRIP6', 'TRIQK', 'TRIT1', 'TRMO', 'TRMT1', 'TRMT10A', 'TRMT10B', 'TRMT10C', 'TRMT11', 'TRMT112', 'TRMT12', 'TRMT13', 'TRMT1L', 'TRMT2A', 'TRMT2B', 'TRMT44', 'TRMT5', 'TRMT6', 'TRMT61A', 'TRMT61B', 'TRMU', 'TRNAU1AP', 'TRNP1', 'TRNT1', 'TRO', 'TROAP', 'TROVE2', 'TRPA1', 'TRPC1', 'TRPC2', 'TRPC3', 'TRPC4', 'TRPC4AP', 'TRPC5', 'TRPC6', 'TRPC7', 'TRPM1', 'TRPM2', 'TRPM3', 'TRPM4', 'TRPM5', 'TRPM6', 'TRPM7', 'TRPM8', 'TRPS1', 'TRPT1', 'TRPV1', 'TRPV2', 'TRPV3', 'TRPV4', 'TRPV5', 'TRPV6', 'TRRAP', 'TRUB1', 'TRUB2', 'TSACC', 'TSC2', 'TSC22D1', 'TSC22D2', 'TSC22D3', 'TSC22D4', 'TSEN15', 'TSEN2', 'TSEN34', 'TSEN54', 'TSFM', 'TSG101', 'TSGA10', 'TSGA10IP', 'TSGA13', 'TSHB', 'TSHR', 'TSHZ1', 'TSHZ2', 'TSHZ3', 'TSIX', 'TSKS', 'TSKU', 'TSLP', 'TSN', 'TSNARE1', 'TSNAX', 'TSNAX-DISC1', 'TSNAXIP1', 'TSPAN1', 'TSPAN10', 'TSPAN11', 'TSPAN12', 'TSPAN13', 'TSPAN14', 'TSPAN15', 'TSPAN16', 'TSPAN17', 'TSPAN18', 'TSPAN19', 'TSPAN2', 'TSPAN3', 'TSPAN32', 'TSPAN33', 'TSPAN5', 'TSPAN6', 'TSPAN7', 'TSPAN8', 'TSPAN9', 'TSPEAR', 'TSPEAR-AS2', 'TSPO', 'TSPO2', 'TSPOAP1', 'TSPY1', 'TSPY2', 'TSPY26P', 'TSPY3', 'TSPY4', 'TSPYL1', 'TSPYL2', 'TSPYL4', 'TSPYL5', 'TSPYL6', 'TSR1', 'TSR2', 'TSR3', 'TSSC1', 'TSSC2', 'TSSC4', 'TSSK1B', 'TSSK2', 'TSSK3', 'TSSK4', 'TSSK6', 'TST', 'TSTA3', 'TSTD1', 'TSTD2', 'TTBK1', 'TTBK2', 'TTC1', 'TTC12', 'TTC13', 'TTC14', 'TTC16', 'TTC17', 'TTC19', 'TTC21A', 'TTC21B', 'TTC22', 'TTC23', 'TTC23L', 'TTC24', 'TTC25', 'TTC26', 'TTC27', 'TTC28', 'TTC28-AS1', 'TTC29', 'TTC3', 'TTC30A', 'TTC30B', 'TTC31', 'TTC32', 'TTC33', 'TTC36', 'TTC37', 'TTC38', 'TTC39A', 'TTC39B', 'TTC39C', 'TTC4', 'TTC41P', 'TTC5', 'TTC7A', 'TTC7B', 'TTC8', 'TTC9', 'TTC9B', 'TTC9C', 'TTF1', 'TTF2', 'TTI1', 'TTI2', 'TTK', 'TTL', 'TTLL1', 'TTLL10', 'TTLL11', 'TTLL12', 'TTLL13P', 'TTLL2', 'TTLL3', 'TTLL4', 'TTLL5', 'TTLL6', 'TTLL7', 'TTLL8', 'TTLL9', 'TTN', 'TTPA', 'TTPAL', 'TTR', 'TTTY10', 'TTTY11', 'TTTY12', 'TTTY13', 'TTTY14', 'TTTY15', 'TTTY16', 'TTTY17A', 'TTTY17B', 'TTTY18', 'TTTY19', 'TTTY1B', 'TTTY2', 'TTTY20', 'TTTY21', 'TTTY22', 'TTTY23', 'TTTY3B', 'TTTY4C', 'TTTY5', 'TTTY6', 'TTTY6B', 'TTTY7', 'TTTY8', 'TTTY9B', 'TTYH1', 'TTYH2', 'TTYH3', 'TUB', 'TUBA1A', 'TUBA1B', 'TUBA1C', 'TUBA3C', 'TUBA3D', 'TUBA3E', 'TUBA3FP', 'TUBA4A', 'TUBA4B', 'TUBA8', 'TUBAL3', 'TUBB', 'TUBB1', 'TUBB2A', 'TUBB2B', 'TUBB3', 'TUBB4A', 'TUBB4B', 'TUBB6', 'TUBB7P', 'TUBB8', 'TUBBP5', 'TUBBP6', 'TUBD1', 'TUBE1', 'TUBG1', 'TUBG2', 'TUBGCP2', 'TUBGCP3', 'TUBGCP4', 'TUBGCP5', 'TUBGCP6', 'TUFM', 'TUFT1', 'TUG1', 'TULP1', 'TULP2', 'TULP3', 'TULP4', 'TUSC1', 'TUSC2', 'TUSC3', 'TUSC5', 'TUSC7', 'TUT1', 'TVP23A', 'TVP23B', 'TVP23C', 'TWF1', 'TWF2', 'TWIST1', 'TWIST2', 'TWISTNB', 'TWSG1', 'TXK', 'TXLNA', 'TXLNB', 'TXLNG', 'TXLNGY', 'TXN', 'TXN2', 'TXNDC11', 'TXNDC12', 'TXNDC15', 'TXNDC16', 'TXNDC17', 'TXNDC5', 'TXNDC8', 'TXNDC9', 'TXNIP', 'TXNL1', 'TXNL4A', 'TXNL4B', 'TXNRD1', 'TXNRD2', 'TXNRD3NB', 'TYK2', 'TYMP', 'TYMS', 'TYMSOS', 'TYR', 'TYRO3', 'TYROBP', 'TYRP1', 'TYSND1', 'TYW1', 'TYW1B', 'TYW3', 'TYW5', 'U2AF1', 'U2AF1L4', 'U2AF2', 'U2SURP', 'UACA', 'UAP1', 'UAP1L1', 'UBA1', 'UBA2', 'UBA3', 'UBA5', 'UBA52', 'UBA6', 'UBA6-AS1', 'UBA7', 'UBAC1', 'UBAC2', 'UBALD1', 'UBALD2', 'UBAP1', 'UBAP1L', 'UBAP2', 'UBAP2L', 'UBASH3A', 'UBASH3B', 'UBB', 'UBC', 'UBD', 'UBE2A', 'UBE2B', 'UBE2C', 'UBE2D1', 'UBE2D2', 'UBE2D3', 'UBE2D4', 'UBE2DNL', 'UBE2E1', 'UBE2E2', 'UBE2E3', 'UBE2F', 'UBE2G1', 'UBE2G2', 'UBE2H', 'UBE2I', 'UBE2J1', 'UBE2J2', 'UBE2K', 'UBE2L3', 'UBE2L6', 'UBE2M', 'UBE2MP1', 'UBE2N', 'UBE2NL', 'UBE2O', 'UBE2Q1', 'UBE2Q2', 'UBE2Q2P1', 'UBE2Q2P2', 'UBE2QL1', 'UBE2R2', 'UBE2S', 'UBE2T', 'UBE2U', 'UBE2V1', 'UBE2V2', 'UBE2W', 'UBE2Z', 'UBE3A', 'UBE3B', 'UBE3C', 'UBE3D', 'UBE4A', 'UBE4B', 'UBFD1', 'UBIAD1', 'UBL3', 'UBL4A', 'UBL4B', 'UBL5', 'UBL7', 'UBLCP1', 'UBN1', 'UBN2', 'UBOX5', 'UBP1', 'UBQLN1', 'UBQLN2', 'UBQLN3', 'UBQLN4', 'UBQLNL', 'UBR1', 'UBR2', 'UBR3', 'UBR4', 'UBR5', 'UBR7', 'UBTD1', 'UBTD2', 'UBTF', 'UBTFL1', 'UBXN1', 'UBXN10', 'UBXN11', 'UBXN2A', 'UBXN2B', 'UBXN4', 'UBXN6', 'UBXN7', 'UBXN8', 'UCA1', 'UCHL1', 'UCHL3', 'UCHL5', 'UCK1', 'UCK2', 'UCKL1', 'UCKL1-AS1', 'UCMA', 'UCN', 'UCN2', 'UCN3', 'UCP1', 'UCP2', 'UCP3', 'UEVLD', 'UFC1', 'UFD1L', 'UFL1', 'UFM1', 'UFSP1', 'UFSP2', 'UGCG', 'UGDH', 'UGGT1', 'UGGT2', 'UGP2', 'UGT1A1', 'UGT1A10', 'UGT1A3', 'UGT1A4', 'UGT1A5', 'UGT1A6', 'UGT1A7', 'UGT1A8', 'UGT1A9', 'UGT2A1', 'UGT2A3', 'UGT2B10', 'UGT2B11', 'UGT2B15', 'UGT2B28', 'UGT2B4', 'UGT2B7', 'UGT3A1', 'UGT3A2', 'UGT8', 'UHMK1', 'UHRF1', 'UHRF1BP1', 'UHRF1BP1L', 'UHRF2', 'UIMC1', 'ULBP1', 'ULBP2', 'ULBP3', 'ULK1', 'ULK2', 'ULK3', 'ULK4', 'ULK4P2', 'ULK4P3', 'UMOD', 'UMODL1', 'UMODL1-AS1', 'UMPS', 'UNC119', 'UNC119B', 'UNC13A', 'UNC13B', 'UNC13C', 'UNC13D', 'UNC45A', 'UNC45B', 'UNC50', 'UNC5A', 'UNC5B', 'UNC5C', 'UNC5CL', 'UNC5D', 'UNC79', 'UNC80', 'UNC93A', 'UNC93B1', 'UNCX', 'UNG', 'UNK', 'UNKL', 'UOX', 'UPB1', 'UPF1', 'UPF2', 'UPF3A', 'UPF3B', 'UPK1A', 'UPK1B', 'UPK2', 'UPK3A', 'UPK3B', 'UPK3BL', 'UPP1', 'UPP2', 'UPRT', 'UQCC1', 'UQCC2', 'UQCC3', 'UQCR10', 'UQCR11', 'UQCRB', 'UQCRBP1', 'UQCRC1', 'UQCRC2', 'UQCRFS1', 'UQCRH', 'UQCRHL', 'UQCRQ', 'URAD', 'URAHP', 'URB1', 'URB1-AS1', 'URB2', 'URGCP', 'URI1', 'URM1', 'UROC1', 'UROD', 'UROS', 'USB1', 'USE1', 'USF1', 'USF2', 'USF3', 'USH1C', 'USH1G', 'USH2A', 'USHBP1', 'USMG5', 'USO1', 'USP1', 'USP10', 'USP11', 'USP12', 'USP13', 'USP14', 'USP15', 'USP17L2', 'USP17L6P', 'USP17L9P', 'USP19', 'USP2', 'USP21', 'USP22', 'USP24', 'USP25', 'USP26', 'USP27X', 'USP27X-AS1', 'USP28', 'USP3', 'USP30', 'USP31', 'USP32', 'USP32P1', 'USP32P2', 'USP33', 'USP34', 'USP35', 'USP36', 'USP37', 'USP38', 'USP39', 'USP4', 'USP40', 'USP42', 'USP43', 'USP44', 'USP45', 'USP46', 'USP47', 'USP48', 'USP49', 'USP50', 'USP51', 'USP53', 'USP54', 'USP6', 'USP6NL', 'USP7', 'USP8', 'USP9X', 'USP9Y', 'USPL1', 'UST', 'UTF1', 'UTP11', 'UTP14A', 'UTP14C', 'UTP15', 'UTP18', 'UTP20', 'UTP23', 'UTP3', 'UTP4', 'UTP6', 'UTRN', 'UTS2', 'UTS2B', 'UTS2R', 'UTY', 'UVRAG', 'UVSSA', 'UXS1', 'UXT', 'UXT-AS1', 'VAC14', 'VAMP1', 'VAMP2', 'VAMP3', 'VAMP4', 'VAMP5', 'VAMP7', 'VAMP8', 'VANGL1', 'VANGL2', 'VAPA', 'VAPB', 'VARS', 'VARS2', 'VASH1', 'VASH2', 'VASN', 'VASP', 'VAT1', 'VAT1L', 'VAV1', 'VAV2', 'VAV3', 'VAX1', 'VAX2', 'VBP1', 'VCAM1', 'VCAN', 'VCL', 'VCP', 'VCPIP1', 'VCPKMT', 'VCX', 'VCX2', 'VCX3A', 'VCY', 'VDAC1', 'VDAC2', 'VDAC3', 'VDR', 'VEGFA', 'VEGFB', 'VEGFC', 'VEGFD', 'VENTX', 'VENTXP1', 'VENTXP7', 'VEPH1', 'VEZF1', 'VEZT', 'VGF', 'VGLL1', 'VGLL2', 'VGLL3', 'VGLL4', 'VHL', 'VHLL', 'VIL1', 'VILL', 'VIM', 'VIMP', 'VIP', 'VIPAS39', 'VIPR1', 'VIPR2', 'VIT', 'VKORC1', 'VKORC1L1', 'VLDLR', 'VLDLR-AS1', 'VMA21', 'VMAC', 'VMO1', 'VMP1', 'VN1R1', 'VN1R2', 'VN1R4', 'VN1R5', 'VNN1', 'VNN2', 'VNN3', 'VOPP1', 'VPREB1', 'VPREB3', 'VPS11', 'VPS13A', 'VPS13B', 'VPS13C', 'VPS13D', 'VPS16', 'VPS18', 'VPS25', 'VPS26A', 'VPS26B', 'VPS28', 'VPS29', 'VPS33A', 'VPS33B', 'VPS35', 'VPS36', 'VPS37A', 'VPS37B', 'VPS37C', 'VPS37D', 'VPS39', 'VPS41', 'VPS45', 'VPS4A', 'VPS4B', 'VPS50', 'VPS51', 'VPS52', 'VPS53', 'VPS54', 'VPS72', 'VPS8', 'VPS9D1', 'VRK1', 'VRK2', 'VRK3', 'VRTN', 'VSIG1', 'VSIG10', 'VSIG10L', 'VSIG2', 'VSIG4', 'VSIG8', 'VSNL1', 'VSTM1', 'VSTM2A', 'VSTM2B', 'VSTM2L', 'VSTM4', 'VSTM5', 'VSX1', 'VSX2', 'VTA1', 'VTCN1', 'VTI1A', 'VTI1B', 'VTN', 'VTRNA1-1', 'VTRNA1-2', 'VTRNA1-3', 'VWA1', 'VWA2', 'VWA3A', 'VWA3B', 'VWA5A', 'VWA5B1', 'VWA5B2', 'VWA7', 'VWA8', 'VWA9', 'VWC2', 'VWC2L', 'VWCE', 'VWDE', 'VWF', 'WAC', 'WAPL', 'WARS', 'WARS2', 'WAS', 'WASF1', 'WASF2', 'WASF3', 'WASH2P', 'WASH3P', 'WASH5P', 'WASH7P', 'WASL', 'WBP1', 'WBP11', 'WBP11P1', 'WBP1L', 'WBP2', 'WBP2NL', 'WBP4', 'WBSCR17', 'WBSCR22', 'WBSCR27', 'WBSCR28', 'WDCP', 'WDFY1', 'WDFY2', 'WDFY3', 'WDFY3-AS2', 'WDFY4', 'WDHD1', 'WDPCP', 'WDR1', 'WDR11', 'WDR12', 'WDR13', 'WDR17', 'WDR18', 'WDR19', 'WDR20', 'WDR24', 'WDR25', 'WDR26', 'WDR27', 'WDR3', 'WDR31', 'WDR33', 'WDR34', 'WDR35', 'WDR36', 'WDR37', 'WDR38', 'WDR4', 'WDR41', 'WDR43', 'WDR44', 'WDR45', 'WDR45B', 'WDR46', 'WDR47', 'WDR48', 'WDR49', 'WDR5', 'WDR53', 'WDR54', 'WDR55', 'WDR59', 'WDR5B', 'WDR6', 'WDR60', 'WDR61', 'WDR62', 'WDR63', 'WDR64', 'WDR66', 'WDR7', 'WDR70', 'WDR72', 'WDR73', 'WDR74', 'WDR75', 'WDR76', 'WDR77', 'WDR78', 'WDR81', 'WDR82', 'WDR83', 'WDR83OS', 'WDR86', 'WDR87', 'WDR88', 'WDR89', 'WDR90', 'WDR91', 'WDR92', 'WDR93', 'WDR97', 'WDSUB1', 'WDTC1', 'WDYHV1', 'WEE1', 'WEE2', 'WEE2-AS1', 'WFDC1', 'WFDC10A', 'WFDC10B', 'WFDC11', 'WFDC12', 'WFDC2', 'WFDC3', 'WFDC5', 'WFDC6', 'WFDC8', 'WFDC9', 'WFIKKN1', 'WFIKKN2', 'WFS1', 'WHAMM', 'WHAMMP2', 'WHAMMP3', 'WHRN', 'WHSC1', 'WHSC1L1', 'WIF1', 'WIPF1', 'WIPF2', 'WIPF3', 'WIPI1', 'WIPI2', 'WISP1', 'WISP2', 'WISP3', 'WIZ', 'WLS', 'WNK1', 'WNK2', 'WNK3', 'WNK4', 'WNT1', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT2', 'WNT2B', 'WNT3', 'WNT3A', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT8B', 'WNT9A', 'WNT9B', 'WRAP53', 'WRAP73', 'WRB', 'WRN', 'WRNIP1', 'WSB1', 'WSB2', 'WSCD1', 'WSCD2', 'WT1', 'WT1-AS', 'WTAP', 'WTIP', 'WWC1', 'WWC2', 'WWC2-AS2', 'WWC3', 'WWOX', 'WWP1', 'WWP2', 'WWTR1', 'XAB2', 'XAF1', 'XAGE1D', 'XAGE2', 'XAGE3', 'XAGE5', 'XBP1', 'XCL1', 'XCL2', 'XCR1', 'XDH', 'XG', 'XIAP', 'XIRP1', 'XIRP2', 'XIST', 'XK', 'XKR3', 'XKR4', 'XKR5', 'XKR6', 'XKR7', 'XKR8', 'XKR9', 'XKRX', 'XKRY', 'XKRY2', 'XPA', 'XPC', 'XPNPEP1', 'XPNPEP2', 'XPNPEP3', 'XPO1', 'XPO4', 'XPO5', 'XPO6', 'XPO7', 'XPOT', 'XPR1', 'XRCC1', 'XRCC2', 'XRCC3', 'XRCC4', 'XRCC5', 'XRCC6', 'XRCC6P5', 'XRN1', 'XRN2', 'XRRA1', 'XXYLT1', 'XYLB', 'XYLT1', 'XYLT2', 'YAE1D1', 'YAF2', 'YAP1', 'YARS', 'YARS2', 'YBEY', 'YBX1', 'YBX2', 'YBX3', 'YBX3P1', 'YDJC', 'YEATS2', 'YEATS4', 'YES1', 'YIF1A', 'YIF1B', 'YIPF1', 'YIPF2', 'YIPF3', 'YIPF4', 'YIPF5', 'YIPF6', 'YIPF7', 'YJEFN3', 'YKT6', 'YLPM1', 'YME1L1', 'YOD1', 'YPEL1', 'YPEL2', 'YPEL3', 'YPEL4', 'YPEL5', 'YRDC', 'YTHDC1', 'YTHDC2', 'YTHDF1', 'YTHDF2', 'YTHDF3', 'YWHAB', 'YWHAE', 'YWHAEP7', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'YY1', 'YY1AP1', 'YY2', 'ZACN', 'ZADH2', 'ZAN', 'ZAP70', 'ZAR1', 'ZAR1L', 'ZBBX', 'ZBED1', 'ZBED2', 'ZBED3', 'ZBED3-AS1', 'ZBED4', 'ZBED5', 'ZBED6CL', 'ZBED8', 'ZBED9', 'ZBP1', 'ZBTB1', 'ZBTB10', 'ZBTB11', 'ZBTB11-AS1', 'ZBTB12', 'ZBTB14', 'ZBTB16', 'ZBTB17', 'ZBTB18', 'ZBTB2', 'ZBTB20', 'ZBTB21', 'ZBTB24', 'ZBTB25', 'ZBTB26', 'ZBTB3', 'ZBTB32', 'ZBTB33', 'ZBTB34', 'ZBTB37', 'ZBTB38', 'ZBTB39', 'ZBTB4', 'ZBTB40', 'ZBTB41', 'ZBTB42', 'ZBTB43', 'ZBTB44', 'ZBTB45', 'ZBTB46', 'ZBTB47', 'ZBTB48', 'ZBTB49', 'ZBTB5', 'ZBTB6', 'ZBTB7A', 'ZBTB7B', 'ZBTB7C', 'ZBTB8A', 'ZBTB8B', 'ZBTB8OS', 'ZBTB9', 'ZC2HC1A', 'ZC2HC1B', 'ZC2HC1C', 'ZC3H10', 'ZC3H11A', 'ZC3H12A', 'ZC3H12B', 'ZC3H12C', 'ZC3H12D', 'ZC3H13', 'ZC3H14', 'ZC3H15', 'ZC3H18', 'ZC3H3', 'ZC3H4', 'ZC3H6', 'ZC3H7A', 'ZC3H7B', 'ZC3H8', 'ZC3HAV1', 'ZC3HAV1L', 'ZC3HC1', 'ZC4H2', 'ZCCHC10', 'ZCCHC11', 'ZCCHC12', 'ZCCHC13', 'ZCCHC14', 'ZCCHC16', 'ZCCHC17', 'ZCCHC18', 'ZCCHC2', 'ZCCHC24', 'ZCCHC3', 'ZCCHC4', 'ZCCHC5', 'ZCCHC6', 'ZCCHC7', 'ZCCHC8', 'ZCCHC9', 'ZCRB1', 'ZCWPW1', 'ZCWPW2', 'ZDBF2', 'ZDHHC1', 'ZDHHC11', 'ZDHHC12', 'ZDHHC13', 'ZDHHC14', 'ZDHHC15', 'ZDHHC16', 'ZDHHC17', 'ZDHHC18', 'ZDHHC19', 'ZDHHC2', 'ZDHHC20', 'ZDHHC21', 'ZDHHC22', 'ZDHHC23', 'ZDHHC24', 'ZDHHC3', 'ZDHHC4', 'ZDHHC5', 'ZDHHC6', 'ZDHHC7', 'ZDHHC8', 'ZDHHC8P1', 'ZDHHC9', 'ZEB1', 'ZEB1-AS1', 'ZEB2', 'ZER1', 'ZFAND1', 'ZFAND2A', 'ZFAND2B', 'ZFAND3', 'ZFAND4', 'ZFAND5', 'ZFAND6', 'ZFAS1', 'ZFAT', 'ZFAT-AS1', 'ZFC3H1', 'ZFHX3', 'ZFHX4', 'ZFHX4-AS1', 'ZFP1', 'ZFP14', 'ZFP2', 'ZFP28', 'ZFP3', 'ZFP30', 'ZFP36', 'ZFP36L1', 'ZFP36L2', 'ZFP37', 'ZFP41', 'ZFP42', 'ZFP57', 'ZFP62', 'ZFP64', 'ZFP69', 'ZFP69B', 'ZFP82', 'ZFP90', 'ZFP91', 'ZFP91-CNTF', 'ZFP92', 'ZFPL1', 'ZFPM1', 'ZFPM2', 'ZFR', 'ZFR2', 'ZFX', 'ZFY', 'ZFYVE1', 'ZFYVE16', 'ZFYVE19', 'ZFYVE21', 'ZFYVE26', 'ZFYVE27', 'ZFYVE28', 'ZFYVE9', 'ZG16', 'ZG16B', 'ZGLP1', 'ZGPAT', 'ZGRF1', 'ZHX1', 'ZHX2', 'ZHX3', 'ZIC1', 'ZIC2', 'ZIC3', 'ZIC4', 'ZIC5', 'ZIK1', 'ZIM2', 'ZKSCAN1', 'ZKSCAN2', 'ZKSCAN3', 'ZKSCAN4', 'ZKSCAN5', 'ZKSCAN7', 'ZMAT1', 'ZMAT2', 'ZMAT3', 'ZMAT4', 'ZMAT5', 'ZMIZ1', 'ZMIZ1-AS1', 'ZMIZ2', 'ZMPSTE24', 'ZMYM1', 'ZMYM2', 'ZMYM3', 'ZMYM4', 'ZMYM5', 'ZMYM6', 'ZMYND10', 'ZMYND11', 'ZMYND12', 'ZMYND15', 'ZMYND19', 'ZMYND8', 'ZNF10', 'ZNF100', 'ZNF101', 'ZNF106', 'ZNF107', 'ZNF112', 'ZNF114', 'ZNF117', 'ZNF12', 'ZNF121', 'ZNF124', 'ZNF131', 'ZNF132', 'ZNF133', 'ZNF134', 'ZNF135', 'ZNF136', 'ZNF137P', 'ZNF138', 'ZNF14', 'ZNF140', 'ZNF141', 'ZNF142', 'ZNF143', 'ZNF146', 'ZNF148', 'ZNF154', 'ZNF155', 'ZNF157', 'ZNF16', 'ZNF160', 'ZNF165', 'ZNF169', 'ZNF17', 'ZNF174', 'ZNF175', 'ZNF177', 'ZNF18', 'ZNF180', 'ZNF181', 'ZNF182', 'ZNF184', 'ZNF185', 'ZNF189', 'ZNF19', 'ZNF192P1', 'ZNF197', 'ZNF2', 'ZNF20', 'ZNF202', 'ZNF204P', 'ZNF205', 'ZNF205-AS1', 'ZNF207', 'ZNF208', 'ZNF212', 'ZNF213', 'ZNF215', 'ZNF217', 'ZNF22', 'ZNF221', 'ZNF223', 'ZNF224', 'ZNF225', 'ZNF226', 'ZNF227', 'ZNF229', 'ZNF23', 'ZNF230', 'ZNF232', 'ZNF233', 'ZNF234', 'ZNF235', 'ZNF236', 'ZNF24', 'ZNF248', 'ZNF25', 'ZNF250', 'ZNF251', 'ZNF252P', 'ZNF252P-AS1', 'ZNF253', 'ZNF254', 'ZNF256', 'ZNF257', 'ZNF26', 'ZNF260', 'ZNF263', 'ZNF267', 'ZNF268', 'ZNF271P', 'ZNF273', 'ZNF274', 'ZNF275', 'ZNF276', 'ZNF277', 'ZNF28', 'ZNF280A', 'ZNF280B', 'ZNF280C', 'ZNF280D', 'ZNF281', 'ZNF282', 'ZNF283', 'ZNF284', 'ZNF285', 'ZNF286A', 'ZNF286B', 'ZNF287', 'ZNF292', 'ZNF295-AS1', 'ZNF296', 'ZNF3', 'ZNF30', 'ZNF300', 'ZNF300P1', 'ZNF302', 'ZNF304', 'ZNF311', 'ZNF317', 'ZNF318', 'ZNF32', 'ZNF320', 'ZNF321P', 'ZNF322', 'ZNF322P1', 'ZNF324', 'ZNF324B', 'ZNF326', 'ZNF329', 'ZNF330', 'ZNF331', 'ZNF333', 'ZNF334', 'ZNF335', 'ZNF337', 'ZNF33A', 'ZNF33B', 'ZNF34', 'ZNF341', 'ZNF343', 'ZNF345', 'ZNF346', 'ZNF347', 'ZNF35', 'ZNF350', 'ZNF354A', 'ZNF354B', 'ZNF354C', 'ZNF358', 'ZNF362', 'ZNF365', 'ZNF367', 'ZNF37A', 'ZNF37BP', 'ZNF382', 'ZNF383', 'ZNF384', 'ZNF385A', 'ZNF385B', 'ZNF385D', 'ZNF391', 'ZNF394', 'ZNF395', 'ZNF396', 'ZNF397', 'ZNF404', 'ZNF407', 'ZNF408', 'ZNF41', 'ZNF410', 'ZNF414', 'ZNF415', 'ZNF416', 'ZNF417', 'ZNF418', 'ZNF419', 'ZNF420', 'ZNF423', 'ZNF425', 'ZNF426', 'ZNF428', 'ZNF429', 'ZNF43', 'ZNF430', 'ZNF431', 'ZNF432', 'ZNF433', 'ZNF436', 'ZNF436-AS1', 'ZNF438', 'ZNF439', 'ZNF44', 'ZNF440', 'ZNF441', 'ZNF442', 'ZNF443', 'ZNF444', 'ZNF445', 'ZNF446', 'ZNF449', 'ZNF45', 'ZNF451', 'ZNF454', 'ZNF460', 'ZNF461', 'ZNF462', 'ZNF467', 'ZNF468', 'ZNF469', 'ZNF470', 'ZNF471', 'ZNF473', 'ZNF474', 'ZNF479', 'ZNF48', 'ZNF480', 'ZNF483', 'ZNF484', 'ZNF485', 'ZNF486', 'ZNF487', 'ZNF488', 'ZNF490', 'ZNF491', 'ZNF492', 'ZNF493', 'ZNF496', 'ZNF497', 'ZNF500', 'ZNF501', 'ZNF502', 'ZNF503', 'ZNF503-AS2', 'ZNF506', 'ZNF507', 'ZNF510', 'ZNF511', 'ZNF512', 'ZNF512B', 'ZNF513', 'ZNF514', 'ZNF516', 'ZNF517', 'ZNF518A', 'ZNF518B', 'ZNF519', 'ZNF521', 'ZNF524', 'ZNF525', 'ZNF526', 'ZNF527', 'ZNF528', 'ZNF529', 'ZNF530', 'ZNF532', 'ZNF534', 'ZNF536', 'ZNF540', 'ZNF541', 'ZNF542P', 'ZNF543', 'ZNF544', 'ZNF546', 'ZNF547', 'ZNF548', 'ZNF549', 'ZNF550', 'ZNF551', 'ZNF552', 'ZNF554', 'ZNF555', 'ZNF556', 'ZNF557', 'ZNF558', 'ZNF559', 'ZNF560', 'ZNF561', 'ZNF562', 'ZNF563', 'ZNF564', 'ZNF565', 'ZNF566', 'ZNF567', 'ZNF568', 'ZNF569', 'ZNF57', 'ZNF570', 'ZNF571', 'ZNF572', 'ZNF573', 'ZNF574', 'ZNF575', 'ZNF576', 'ZNF577', 'ZNF578', 'ZNF579', 'ZNF580', 'ZNF581', 'ZNF582', 'ZNF583', 'ZNF584', 'ZNF585A', 'ZNF585B', 'ZNF586', 'ZNF587', 'ZNF589', 'ZNF592', 'ZNF593', 'ZNF594', 'ZNF595', 'ZNF596', 'ZNF597', 'ZNF598', 'ZNF599', 'ZNF600', 'ZNF605', 'ZNF606', 'ZNF607', 'ZNF608', 'ZNF609', 'ZNF610', 'ZNF611', 'ZNF613', 'ZNF614', 'ZNF615', 'ZNF616', 'ZNF618', 'ZNF619', 'ZNF620', 'ZNF621', 'ZNF622', 'ZNF623', 'ZNF624', 'ZNF625', 'ZNF626', 'ZNF627', 'ZNF628', 'ZNF629', 'ZNF630', 'ZNF638', 'ZNF639', 'ZNF641', 'ZNF644', 'ZNF645', 'ZNF646', 'ZNF648', 'ZNF649', 'ZNF652', 'ZNF653', 'ZNF654', 'ZNF655', 'ZNF658', 'ZNF660', 'ZNF662', 'ZNF664', 'ZNF665', 'ZNF667', 'ZNF668', 'ZNF669', 'ZNF670', 'ZNF671', 'ZNF672', 'ZNF674', 'ZNF674-AS1', 'ZNF675', 'ZNF676', 'ZNF677', 'ZNF678', 'ZNF679', 'ZNF680', 'ZNF681', 'ZNF682', 'ZNF683', 'ZNF684', 'ZNF687', 'ZNF688', 'ZNF689', 'ZNF69', 'ZNF691', 'ZNF692', 'ZNF695', 'ZNF696', 'ZNF697', 'ZNF699', 'ZNF7', 'ZNF70', 'ZNF700', 'ZNF701', 'ZNF702P', 'ZNF703', 'ZNF704', 'ZNF705A', 'ZNF705D', 'ZNF706', 'ZNF707', 'ZNF708', 'ZNF709', 'ZNF71', 'ZNF710', 'ZNF711', 'ZNF713', 'ZNF714', 'ZNF716', 'ZNF717', 'ZNF718', 'ZNF720', 'ZNF721', 'ZNF727', 'ZNF732', 'ZNF733P', 'ZNF735', 'ZNF737', 'ZNF738', 'ZNF74', 'ZNF740', 'ZNF746', 'ZNF747', 'ZNF749', 'ZNF750', 'ZNF75A', 'ZNF75D', 'ZNF76', 'ZNF761', 'ZNF763', 'ZNF764', 'ZNF765', 'ZNF766', 'ZNF767P', 'ZNF768', 'ZNF77', 'ZNF770', 'ZNF771', 'ZNF772', 'ZNF773', 'ZNF774', 'ZNF775', 'ZNF776', 'ZNF777', 'ZNF778', 'ZNF780A', 'ZNF780B', 'ZNF781', 'ZNF782', 'ZNF784', 'ZNF785', 'ZNF786', 'ZNF787', 'ZNF788', 'ZNF789', 'ZNF79', 'ZNF790', 'ZNF791', 'ZNF792', 'ZNF793', 'ZNF799', 'ZNF8', 'ZNF80', 'ZNF800', 'ZNF804A', 'ZNF804B', 'ZNF805', 'ZNF808', 'ZNF81', 'ZNF813', 'ZNF814', 'ZNF815P', 'ZNF816', 'ZNF821', 'ZNF823', 'ZNF826P', 'ZNF827', 'ZNF829', 'ZNF83', 'ZNF830', 'ZNF831', 'ZNF833P', 'ZNF835', 'ZNF836', 'ZNF837', 'ZNF839', 'ZNF84', 'ZNF841', 'ZNF843', 'ZNF844', 'ZNF845', 'ZNF846', 'ZNF85', 'ZNF853', 'ZNF860', 'ZNF862', 'ZNF876P', 'ZNF878', 'ZNF879', 'ZNF880', 'ZNF883', 'ZNF90', 'ZNF91', 'ZNF92', 'ZNF93', 'ZNF98', 'ZNF99', 'ZNFX1', 'ZNHIT1', 'ZNHIT2', 'ZNHIT3', 'ZNHIT6', 'ZNRD1', 'ZNRD1ASP', 'ZNRF1', 'ZNRF2', 'ZNRF2P1', 'ZNRF3', 'ZNRF4', 'ZP1', 'ZP2', 'ZP3', 'ZP4', 'ZPBP', 'ZPBP2', 'ZPLD1', 'ZPR1', 'ZRANB1', 'ZRANB2', 'ZRANB3', 'ZRSR2', 'ZSCAN1', 'ZSCAN10', 'ZSCAN12', 'ZSCAN12P1', 'ZSCAN16', 'ZSCAN18', 'ZSCAN2', 'ZSCAN20', 'ZSCAN21', 'ZSCAN22', 'ZSCAN23', 'ZSCAN25', 'ZSCAN26', 'ZSCAN29', 'ZSCAN30', 'ZSCAN31', 'ZSCAN32', 'ZSCAN4', 'ZSCAN5A', 'ZSCAN5B', 'ZSCAN9', 'ZSWIM1', 'ZSWIM2', 'ZSWIM3', 'ZSWIM4', 'ZSWIM5', 'ZSWIM6', 'ZSWIM7', 'ZSWIM8', 'ZUFSP', 'ZW10', 'ZWILCH', 'ZXDA', 'ZXDB', 'ZXDC', 'ZYG11A', 'ZYG11B', 'ZYX', 'ZZEF1', 'ZZZ3']\n"
     ]
    }
   ],
   "source": [
    "zScoreValuesCols = list(zScoreValues.columns)\n",
    "print(zScoreValuesCols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TCGA-2J-AAB1    0.017519\n",
       "TCGA-2J-AAB4   -0.428290\n",
       "TCGA-2J-AAB6   -0.083947\n",
       "TCGA-2J-AAB8   -0.403806\n",
       "TCGA-2J-AAB9    0.199304\n",
       "                  ...   \n",
       "TCGA-XN-A8T5    0.618426\n",
       "TCGA-YB-A89D    0.638318\n",
       "TCGA-YH-A8SY    1.243364\n",
       "TCGA-YY-A8LH   -0.225560\n",
       "TCGA-Z5-AAPL    0.640098\n",
       "Name: A1BG, Length: 177, dtype: float64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zScoreValues.iloc[:,0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['A1BG', 'A1BG-AS1', 'A1CF', 'A2M', 'A2M-AS1', 'A2ML1', 'A4GALT',\n",
      "       'A4GNT', 'AAAS', 'AACS',\n",
      "       ...\n",
      "       'ZW10', 'ZWILCH', 'ZXDA', 'ZXDB', 'ZXDC', 'ZYG11A', 'ZYG11B', 'ZYX',\n",
      "       'ZZEF1', 'ZZZ3'],\n",
      "      dtype='object', name='Approved.Symbol', length=19950)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(zScoreValues.columns)\n",
    "cols = ['A1BG', 'A1CF']\n",
    "set(zScoreValues.columns).issuperset(cols)\n",
    "# dataframe does contain these columns; not a column issue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "zScoreValues\n",
    "newTable = pd.DataFrame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# calculate mean, std for z-score (done in above tab)\n",
    "# create simple examples just to make sure packages work\n",
    "y=0\n",
    "# already checked whitespace, should be okay\n",
    "# zScoreValues[col_bin] = zScoreValues['Number'].transform(lambda x: pd.qcut(x.rank(method='first'), q = 10, labels = [1,2,3,4,5,6,7,8,9]))\n",
    "zScoreValues = zScoreValues.replace([np.nan, -np.inf -np.inf], 0)\n",
    "zScoreValues.columns = zScoreValues.columns.str.strip()\n",
    "zScoreValuesCols = list(zScoreValues.columns)\n",
    "for col in zScoreValuesCols:\n",
    "    col_bin = col + '_Bin_Number'\n",
    "    data = zScoreValuesCols[y]\n",
    "    # zScoreValues['NumberRanks' + col_bin] = zScoreValues[data].rank(method='first')\n",
    "    # print(zScoreValues.iloc(0))\n",
    "    zScoreValues[col_bin] = zScoreValues[data].transform(lambda x: pd.qcut(x.rank(method='first'), q = [0, 0.1, 0.2, 0.3, 0.4,0.5,0.6,0.7,0.8,0.9, 1], labels = [1,2,3,4,5,6,7,8,9,10]))\n",
    "\n",
    "    y+=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TCGA-2J-AAB1</th>\n",
       "      <th>TCGA-2J-AAB4</th>\n",
       "      <th>TCGA-2J-AAB6</th>\n",
       "      <th>TCGA-2J-AAB8</th>\n",
       "      <th>TCGA-2J-AAB9</th>\n",
       "      <th>TCGA-2J-AABA</th>\n",
       "      <th>TCGA-2J-AABE</th>\n",
       "      <th>TCGA-2J-AABF</th>\n",
       "      <th>TCGA-2J-AABH</th>\n",
       "      <th>TCGA-2J-AABI</th>\n",
       "      <th>...</th>\n",
       "      <th>TCGA-XD-AAUG</th>\n",
       "      <th>TCGA-XD-AAUH</th>\n",
       "      <th>TCGA-XD-AAUI</th>\n",
       "      <th>TCGA-XD-AAUL</th>\n",
       "      <th>TCGA-XN-A8T3</th>\n",
       "      <th>TCGA-XN-A8T5</th>\n",
       "      <th>TCGA-YB-A89D</th>\n",
       "      <th>TCGA-YH-A8SY</th>\n",
       "      <th>TCGA-YY-A8LH</th>\n",
       "      <th>TCGA-Z5-AAPL</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Approved.Symbol</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A1BG</th>\n",
       "      <td>0.017519</td>\n",
       "      <td>-0.428290</td>\n",
       "      <td>-0.083947</td>\n",
       "      <td>-0.403806</td>\n",
       "      <td>0.199304</td>\n",
       "      <td>0.375603</td>\n",
       "      <td>0.032300</td>\n",
       "      <td>0.259649</td>\n",
       "      <td>-0.607561</td>\n",
       "      <td>-0.091066</td>\n",
       "      <td>...</td>\n",
       "      <td>1.019900</td>\n",
       "      <td>0.767726</td>\n",
       "      <td>0.783134</td>\n",
       "      <td>0.276266</td>\n",
       "      <td>0.656195</td>\n",
       "      <td>0.618426</td>\n",
       "      <td>0.638318</td>\n",
       "      <td>1.243364</td>\n",
       "      <td>-0.225560</td>\n",
       "      <td>0.640098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A1BG-AS1</th>\n",
       "      <td>0.029127</td>\n",
       "      <td>-0.337825</td>\n",
       "      <td>-0.030711</td>\n",
       "      <td>-0.006537</td>\n",
       "      <td>0.294323</td>\n",
       "      <td>-0.065081</td>\n",
       "      <td>0.176711</td>\n",
       "      <td>0.720301</td>\n",
       "      <td>-0.544759</td>\n",
       "      <td>-0.883620</td>\n",
       "      <td>...</td>\n",
       "      <td>1.015972</td>\n",
       "      <td>1.472483</td>\n",
       "      <td>1.040956</td>\n",
       "      <td>0.228280</td>\n",
       "      <td>0.236090</td>\n",
       "      <td>0.713855</td>\n",
       "      <td>0.261003</td>\n",
       "      <td>0.393603</td>\n",
       "      <td>-1.175497</td>\n",
       "      <td>1.435743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A1CF</th>\n",
       "      <td>-0.081199</td>\n",
       "      <td>0.468617</td>\n",
       "      <td>-0.950173</td>\n",
       "      <td>0.153381</td>\n",
       "      <td>-0.284372</td>\n",
       "      <td>-0.236919</td>\n",
       "      <td>-1.556197</td>\n",
       "      <td>1.025989</td>\n",
       "      <td>0.534112</td>\n",
       "      <td>-0.243717</td>\n",
       "      <td>...</td>\n",
       "      <td>0.237866</td>\n",
       "      <td>0.345145</td>\n",
       "      <td>0.818023</td>\n",
       "      <td>0.804094</td>\n",
       "      <td>-0.203277</td>\n",
       "      <td>-0.739758</td>\n",
       "      <td>-0.638543</td>\n",
       "      <td>-1.877905</td>\n",
       "      <td>0.061061</td>\n",
       "      <td>-1.338884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A2M</th>\n",
       "      <td>0.548856</td>\n",
       "      <td>0.244659</td>\n",
       "      <td>-0.900375</td>\n",
       "      <td>0.121615</td>\n",
       "      <td>0.696274</td>\n",
       "      <td>-0.338961</td>\n",
       "      <td>-0.287489</td>\n",
       "      <td>0.571975</td>\n",
       "      <td>0.039994</td>\n",
       "      <td>-2.064170</td>\n",
       "      <td>...</td>\n",
       "      <td>0.950672</td>\n",
       "      <td>0.965775</td>\n",
       "      <td>0.698031</td>\n",
       "      <td>0.737440</td>\n",
       "      <td>0.497164</td>\n",
       "      <td>0.676607</td>\n",
       "      <td>1.173181</td>\n",
       "      <td>-0.985312</td>\n",
       "      <td>-1.726390</td>\n",
       "      <td>-0.344490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A2M-AS1</th>\n",
       "      <td>-0.411766</td>\n",
       "      <td>0.212719</td>\n",
       "      <td>-0.212972</td>\n",
       "      <td>0.662354</td>\n",
       "      <td>0.058908</td>\n",
       "      <td>0.796877</td>\n",
       "      <td>0.233087</td>\n",
       "      <td>0.441869</td>\n",
       "      <td>-0.528448</td>\n",
       "      <td>2.651806</td>\n",
       "      <td>...</td>\n",
       "      <td>1.003484</td>\n",
       "      <td>1.575238</td>\n",
       "      <td>0.403410</td>\n",
       "      <td>0.223578</td>\n",
       "      <td>0.359439</td>\n",
       "      <td>0.333264</td>\n",
       "      <td>0.044441</td>\n",
       "      <td>-0.118237</td>\n",
       "      <td>-1.369746</td>\n",
       "      <td>-0.783452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZYG11A_Bin_Number</th>\n",
       "      <td>8.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZYG11B_Bin_Number</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZYX_Bin_Number</th>\n",
       "      <td>9.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZZEF1_Bin_Number</th>\n",
       "      <td>5.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZZZ3_Bin_Number</th>\n",
       "      <td>6.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>9.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>39900 rows × 177 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   TCGA-2J-AAB1  TCGA-2J-AAB4  TCGA-2J-AAB6  TCGA-2J-AAB8  \\\n",
       "Approved.Symbol                                                             \n",
       "A1BG                   0.017519     -0.428290     -0.083947     -0.403806   \n",
       "A1BG-AS1               0.029127     -0.337825     -0.030711     -0.006537   \n",
       "A1CF                  -0.081199      0.468617     -0.950173      0.153381   \n",
       "A2M                    0.548856      0.244659     -0.900375      0.121615   \n",
       "A2M-AS1               -0.411766      0.212719     -0.212972      0.662354   \n",
       "...                         ...           ...           ...           ...   \n",
       "ZYG11A_Bin_Number      8.000000      8.000000      2.000000      7.000000   \n",
       "ZYG11B_Bin_Number      3.000000      5.000000      4.000000      6.000000   \n",
       "ZYX_Bin_Number         9.000000      6.000000     10.000000      7.000000   \n",
       "ZZEF1_Bin_Number       5.000000      4.000000      3.000000      3.000000   \n",
       "ZZZ3_Bin_Number        6.000000      3.000000      5.000000      6.000000   \n",
       "\n",
       "                   TCGA-2J-AAB9  TCGA-2J-AABA  TCGA-2J-AABE  TCGA-2J-AABF  \\\n",
       "Approved.Symbol                                                             \n",
       "A1BG                   0.199304      0.375603      0.032300      0.259649   \n",
       "A1BG-AS1               0.294323     -0.065081      0.176711      0.720301   \n",
       "A1CF                  -0.284372     -0.236919     -1.556197      1.025989   \n",
       "A2M                    0.696274     -0.338961     -0.287489      0.571975   \n",
       "A2M-AS1                0.058908      0.796877      0.233087      0.441869   \n",
       "...                         ...           ...           ...           ...   \n",
       "ZYG11A_Bin_Number      4.000000      5.000000      3.000000      4.000000   \n",
       "ZYG11B_Bin_Number      3.000000     10.000000      4.000000      7.000000   \n",
       "ZYX_Bin_Number         8.000000      5.000000      9.000000      7.000000   \n",
       "ZZEF1_Bin_Number       4.000000      8.000000      3.000000      9.000000   \n",
       "ZZZ3_Bin_Number        4.000000     10.000000      3.000000     10.000000   \n",
       "\n",
       "                   TCGA-2J-AABH  TCGA-2J-AABI  ...  TCGA-XD-AAUG  \\\n",
       "Approved.Symbol                                ...                 \n",
       "A1BG                  -0.607561     -0.091066  ...      1.019900   \n",
       "A1BG-AS1              -0.544759     -0.883620  ...      1.015972   \n",
       "A1CF                   0.534112     -0.243717  ...      0.237866   \n",
       "A2M                    0.039994     -2.064170  ...      0.950672   \n",
       "A2M-AS1               -0.528448      2.651806  ...      1.003484   \n",
       "...                         ...           ...  ...           ...   \n",
       "ZYG11A_Bin_Number      1.000000      7.000000  ...     10.000000   \n",
       "ZYG11B_Bin_Number      2.000000      1.000000  ...      7.000000   \n",
       "ZYX_Bin_Number         7.000000      6.000000  ...      8.000000   \n",
       "ZZEF1_Bin_Number       4.000000      4.000000  ...      5.000000   \n",
       "ZZZ3_Bin_Number        2.000000      2.000000  ...      5.000000   \n",
       "\n",
       "                   TCGA-XD-AAUH  TCGA-XD-AAUI  TCGA-XD-AAUL  TCGA-XN-A8T3  \\\n",
       "Approved.Symbol                                                             \n",
       "A1BG                   0.767726      0.783134      0.276266      0.656195   \n",
       "A1BG-AS1               1.472483      1.040956      0.228280      0.236090   \n",
       "A1CF                   0.345145      0.818023      0.804094     -0.203277   \n",
       "A2M                    0.965775      0.698031      0.737440      0.497164   \n",
       "A2M-AS1                1.575238      0.403410      0.223578      0.359439   \n",
       "...                         ...           ...           ...           ...   \n",
       "ZYG11A_Bin_Number     10.000000      7.000000     10.000000      2.000000   \n",
       "ZYG11B_Bin_Number      8.000000      4.000000      6.000000      7.000000   \n",
       "ZYX_Bin_Number         6.000000      7.000000     10.000000      6.000000   \n",
       "ZZEF1_Bin_Number       9.000000      5.000000      4.000000      7.000000   \n",
       "ZZZ3_Bin_Number        9.000000      4.000000      3.000000      8.000000   \n",
       "\n",
       "                   TCGA-XN-A8T5  TCGA-YB-A89D  TCGA-YH-A8SY  TCGA-YY-A8LH  \\\n",
       "Approved.Symbol                                                             \n",
       "A1BG                   0.618426      0.638318      1.243364     -0.225560   \n",
       "A1BG-AS1               0.713855      0.261003      0.393603     -1.175497   \n",
       "A1CF                  -0.739758     -0.638543     -1.877905      0.061061   \n",
       "A2M                    0.676607      1.173181     -0.985312     -1.726390   \n",
       "A2M-AS1                0.333264      0.044441     -0.118237     -1.369746   \n",
       "...                         ...           ...           ...           ...   \n",
       "ZYG11A_Bin_Number      6.000000      5.000000      2.000000     10.000000   \n",
       "ZYG11B_Bin_Number      6.000000      4.000000      3.000000      1.000000   \n",
       "ZYX_Bin_Number         8.000000     10.000000      9.000000      5.000000   \n",
       "ZZEF1_Bin_Number       8.000000      5.000000      2.000000      3.000000   \n",
       "ZZZ3_Bin_Number        6.000000      1.000000      1.000000      1.000000   \n",
       "\n",
       "                   TCGA-Z5-AAPL  \n",
       "Approved.Symbol                  \n",
       "A1BG                   0.640098  \n",
       "A1BG-AS1               1.435743  \n",
       "A1CF                  -1.338884  \n",
       "A2M                   -0.344490  \n",
       "A2M-AS1               -0.783452  \n",
       "...                         ...  \n",
       "ZYG11A_Bin_Number      8.000000  \n",
       "ZYG11B_Bin_Number      7.000000  \n",
       "ZYX_Bin_Number         5.000000  \n",
       "ZZEF1_Bin_Number      10.000000  \n",
       "ZZZ3_Bin_Number        9.000000  \n",
       "\n",
       "[39900 rows x 177 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zScoreValues = zScoreValues.transpose()\n",
    "zScoreValues\n",
    "# axis = 0 is the index, axis = 1 is the column"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "FINISHED BINNING! Now need to create columns for genes that are in a module and aren't in a module."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ctrl alt enter to run a cell\n",
    "chipGene = modChip.iloc[:,0].tolist()\n",
    "\n",
    "# need to iterate throughout all the columnheaders\n",
    "rows = zScoreValues.index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['ADM',\n",
       " 'ADORA2B',\n",
       " 'AGR2',\n",
       " 'AHR',\n",
       " 'AMPH',\n",
       " 'ANKRD1',\n",
       " 'ANXA1',\n",
       " 'APBB2',\n",
       " 'AREG',\n",
       " 'ARL4A',\n",
       " 'ASS1',\n",
       " 'AUTS2',\n",
       " 'AXL',\n",
       " 'AZGP1',\n",
       " 'BCAR3',\n",
       " 'BCL10',\n",
       " 'BIRC2',\n",
       " 'BMP4',\n",
       " 'C4BPB',\n",
       " 'CALB1',\n",
       " 'CAMK1',\n",
       " 'CAND2',\n",
       " 'CAT',\n",
       " 'CCN1',\n",
       " 'CD24',\n",
       " 'CD9',\n",
       " 'CDH11',\n",
       " 'CDH13',\n",
       " 'CDK2AP1',\n",
       " 'CDKN2A',\n",
       " 'CDKN2D',\n",
       " 'CEACAM6',\n",
       " 'CEMIP',\n",
       " 'CFB',\n",
       " 'CHKA',\n",
       " 'CLDN3',\n",
       " 'CLIP3',\n",
       " 'CLTCL1',\n",
       " 'CNN3',\n",
       " 'CNR1',\n",
       " 'COL13A1',\n",
       " 'COL17A1',\n",
       " 'COL1A2',\n",
       " 'COL3A1',\n",
       " 'CORO2A',\n",
       " 'CPE',\n",
       " 'CRIM1',\n",
       " 'CRYBG1',\n",
       " 'CST6',\n",
       " 'CTAG2',\n",
       " 'CTNNBIP1',\n",
       " 'CXADR',\n",
       " 'DAAM1',\n",
       " 'DHRS3',\n",
       " 'DKK1',\n",
       " 'DMD',\n",
       " 'DSC2',\n",
       " 'DSP',\n",
       " 'EDIL3',\n",
       " 'EFEMP1',\n",
       " 'EFNB2',\n",
       " 'EGFR',\n",
       " 'ELF4',\n",
       " 'ENPP4',\n",
       " 'EPCAM',\n",
       " 'EXPH5',\n",
       " 'F3',\n",
       " 'FBLN2',\n",
       " 'FHL2',\n",
       " 'FOXN3',\n",
       " 'FYN',\n",
       " 'G0S2',\n",
       " 'GLUL',\n",
       " 'GP1BB',\n",
       " 'GPSM2',\n",
       " 'GRIK2',\n",
       " 'GSTT1',\n",
       " 'H2AC8',\n",
       " 'HAPLN1',\n",
       " 'HDAC9',\n",
       " 'IFI27',\n",
       " 'IGFBP6',\n",
       " 'IL18',\n",
       " 'INHBB',\n",
       " 'INPP1',\n",
       " 'IRF1',\n",
       " 'ITGA2',\n",
       " 'ITGB4',\n",
       " 'KAT5',\n",
       " 'KHDRBS3',\n",
       " 'KLF5',\n",
       " 'KLK1',\n",
       " 'KLK10',\n",
       " 'KRT15',\n",
       " 'KRT18',\n",
       " 'KRT19',\n",
       " 'LAMB2',\n",
       " 'LAMP3',\n",
       " 'LHFPL2',\n",
       " 'LOXL1',\n",
       " 'LPCAT4',\n",
       " 'LRIG1',\n",
       " 'LRRC42',\n",
       " 'LSR',\n",
       " 'LTBP1',\n",
       " 'LZTS3',\n",
       " 'MAFF',\n",
       " 'MAP3K5',\n",
       " 'MARCKS',\n",
       " 'MARK2',\n",
       " 'ME3',\n",
       " 'MEIS2',\n",
       " 'MEST',\n",
       " 'MISP',\n",
       " 'MMP1',\n",
       " 'MSLN',\n",
       " 'MTAP',\n",
       " 'MYCL',\n",
       " 'MYOF',\n",
       " 'NDC80',\n",
       " 'NEBL',\n",
       " 'NKX2-1',\n",
       " 'NMNAT2',\n",
       " 'NMU',\n",
       " 'NR2F1',\n",
       " 'NR2F2',\n",
       " 'OIP5',\n",
       " 'OLFML2A',\n",
       " 'PITX1',\n",
       " 'PLAU',\n",
       " 'PLCE1',\n",
       " 'PODXL',\n",
       " 'PPARD',\n",
       " 'PPARG',\n",
       " 'PPL',\n",
       " 'PRDX2',\n",
       " 'PRSS2',\n",
       " 'PRSS3',\n",
       " 'PTK7',\n",
       " 'PTN',\n",
       " 'PTPRH',\n",
       " 'RABGAP1L',\n",
       " 'RAMP1',\n",
       " 'RBP1',\n",
       " 'REEP2',\n",
       " 'RNASE4',\n",
       " 'RNF11',\n",
       " 'RP2',\n",
       " 'RRAS2',\n",
       " 'S100P',\n",
       " 'SAP30',\n",
       " 'SCG2',\n",
       " 'SCNN1A',\n",
       " 'SCRN1',\n",
       " 'SDC4',\n",
       " 'SERPINB5',\n",
       " 'SH3GLB1',\n",
       " 'SLC16A2',\n",
       " 'SLIT2',\n",
       " 'SMAD6',\n",
       " 'SMAGP',\n",
       " 'SOX9',\n",
       " 'SPINT2',\n",
       " 'SPRY2',\n",
       " 'SULF1',\n",
       " 'SUN1',\n",
       " 'SYNJ2',\n",
       " 'TACSTD2',\n",
       " 'TGFBI',\n",
       " 'THOC1',\n",
       " 'TJP2',\n",
       " 'TMEM30B',\n",
       " 'TOX3',\n",
       " 'TPBG',\n",
       " 'TSPAN8',\n",
       " 'TUBA4A',\n",
       " 'UCHL1',\n",
       " 'UGT8',\n",
       " 'UNC13B',\n",
       " 'UQCRH',\n",
       " 'USP1',\n",
       " 'VASP',\n",
       " 'VIPR1',\n",
       " 'YAP1',\n",
       " 'YES1',\n",
       " 'ZNF160',\n",
       " 'ZNF165',\n",
       " 'ZNF185',\n",
       " 'ZNF415',\n",
       " 'ZNF44',\n",
       " 'ZNF799']"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "oncGene = modOnc.iloc[:,0].tolist()\n",
    "oncGene"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'A1BG'"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_rows = rows[0:19949] # only getting genes\n",
    "new_rows[0]"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ENCODING FOR CHIP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# print(chipGene)\n",
    "\n",
    "# creating empty column\n",
    "zScoreValues['chipGeneInclusion'] = 0\n",
    "# zScoreValues.head()\n",
    "\n",
    "for i in chipGene:\n",
    "    for j in new_rows:\n",
    "        if i == j:\n",
    "           # print(i)\n",
    "            zScoreValues.at[j ,'chipGeneInclusion'] = 1\n",
    "        else:\n",
    "            pass\n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
      "1\n"
     ]
    }
   ],
   "source": [
    "# check that genes got encoded correctly\n",
    "# print(modChip)\n",
    "#ABCB9, ZMPSTE24\n",
    "print(zScoreValues.at['ABCB9','chipGeneInclusion'])\n",
    "print(zScoreValues.at['ZMPSTE24','chipGeneInclusion'])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ENCODING FOR ONC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# print(chipGene)\n",
    "\n",
    "# creating empty column\n",
    "zScoreValues['oncGeneInclusion'] = 0\n",
    "# zScoreValues.head()\n",
    "\n",
    "for i in oncGene:\n",
    "    for j in new_rows:\n",
    "        if i == j:\n",
    "           # print(i)\n",
    "            zScoreValues.at[j ,'oncGeneInclusion'] = 1\n",
    "        else:\n",
    "            pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
      "1\n"
     ]
    }
   ],
   "source": [
    "# print(oncGene)\n",
    "print(zScoreValues.at['AHR', 'oncGeneInclusion'])\n",
    "print(zScoreValues.at['ZNF160', 'oncGeneInclusion'])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "FINALLY TIME FOR MUTUAL INFORMATION"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(finding the probabilities)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# need to figure out the proportion of genes in pathway"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.009574414757631962\n",
      "0.006015339114742594\n"
     ]
    }
   ],
   "source": [
    "prob_oncGene = len(oncGene)/len(new_rows)\n",
    "print(prob_oncGene)\n",
    "prob_chip = len(chipGene) / len(new_rows)\n",
    "print(prob_chip)\n",
    "# print(len(chipGene))\n",
    "# print(len(oncGene))\n",
    "\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finding Conditional Probabibilities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TCGA-2J-AAB1</th>\n",
       "      <th>TCGA-2J-AAB4</th>\n",
       "      <th>TCGA-2J-AAB6</th>\n",
       "      <th>TCGA-2J-AAB8</th>\n",
       "      <th>TCGA-2J-AAB9</th>\n",
       "      <th>TCGA-2J-AABA</th>\n",
       "      <th>TCGA-2J-AABE</th>\n",
       "      <th>TCGA-2J-AABF</th>\n",
       "      <th>TCGA-2J-AABH</th>\n",
       "      <th>TCGA-2J-AABI</th>\n",
       "      <th>...</th>\n",
       "      <th>TCGA-XD-AAUH</th>\n",
       "      <th>TCGA-XD-AAUI</th>\n",
       "      <th>TCGA-XD-AAUL</th>\n",
       "      <th>TCGA-XN-A8T3</th>\n",
       "      <th>TCGA-XN-A8T5</th>\n",
       "      <th>TCGA-YB-A89D</th>\n",
       "      <th>TCGA-YH-A8SY</th>\n",
       "      <th>TCGA-YY-A8LH</th>\n",
       "      <th>TCGA-Z5-AAPL</th>\n",
       "      <th>chipGeneInclusion</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Approved.Symbol</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A1BG</th>\n",
       "      <td>0.017519</td>\n",
       "      <td>-0.428290</td>\n",
       "      <td>-0.083947</td>\n",
       "      <td>-0.403806</td>\n",
       "      <td>0.199304</td>\n",
       "      <td>0.375603</td>\n",
       "      <td>0.032300</td>\n",
       "      <td>0.259649</td>\n",
       "      <td>-0.607561</td>\n",
       "      <td>-0.091066</td>\n",
       "      <td>...</td>\n",
       "      <td>0.767726</td>\n",
       "      <td>0.783134</td>\n",
       "      <td>0.276266</td>\n",
       "      <td>0.656195</td>\n",
       "      <td>0.618426</td>\n",
       "      <td>0.638318</td>\n",
       "      <td>1.243364</td>\n",
       "      <td>-0.225560</td>\n",
       "      <td>0.640098</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A1BG-AS1</th>\n",
       "      <td>0.029127</td>\n",
       "      <td>-0.337825</td>\n",
       "      <td>-0.030711</td>\n",
       "      <td>-0.006537</td>\n",
       "      <td>0.294323</td>\n",
       "      <td>-0.065081</td>\n",
       "      <td>0.176711</td>\n",
       "      <td>0.720301</td>\n",
       "      <td>-0.544759</td>\n",
       "      <td>-0.883620</td>\n",
       "      <td>...</td>\n",
       "      <td>1.472483</td>\n",
       "      <td>1.040956</td>\n",
       "      <td>0.228280</td>\n",
       "      <td>0.236090</td>\n",
       "      <td>0.713855</td>\n",
       "      <td>0.261003</td>\n",
       "      <td>0.393603</td>\n",
       "      <td>-1.175497</td>\n",
       "      <td>1.435743</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A1CF</th>\n",
       "      <td>-0.081199</td>\n",
       "      <td>0.468617</td>\n",
       "      <td>-0.950173</td>\n",
       "      <td>0.153381</td>\n",
       "      <td>-0.284372</td>\n",
       "      <td>-0.236919</td>\n",
       "      <td>-1.556197</td>\n",
       "      <td>1.025989</td>\n",
       "      <td>0.534112</td>\n",
       "      <td>-0.243717</td>\n",
       "      <td>...</td>\n",
       "      <td>0.345145</td>\n",
       "      <td>0.818023</td>\n",
       "      <td>0.804094</td>\n",
       "      <td>-0.203277</td>\n",
       "      <td>-0.739758</td>\n",
       "      <td>-0.638543</td>\n",
       "      <td>-1.877905</td>\n",
       "      <td>0.061061</td>\n",
       "      <td>-1.338884</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A2M</th>\n",
       "      <td>0.548856</td>\n",
       "      <td>0.244659</td>\n",
       "      <td>-0.900375</td>\n",
       "      <td>0.121615</td>\n",
       "      <td>0.696274</td>\n",
       "      <td>-0.338961</td>\n",
       "      <td>-0.287489</td>\n",
       "      <td>0.571975</td>\n",
       "      <td>0.039994</td>\n",
       "      <td>-2.064170</td>\n",
       "      <td>...</td>\n",
       "      <td>0.965775</td>\n",
       "      <td>0.698031</td>\n",
       "      <td>0.737440</td>\n",
       "      <td>0.497164</td>\n",
       "      <td>0.676607</td>\n",
       "      <td>1.173181</td>\n",
       "      <td>-0.985312</td>\n",
       "      <td>-1.726390</td>\n",
       "      <td>-0.344490</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A2M-AS1</th>\n",
       "      <td>-0.411766</td>\n",
       "      <td>0.212719</td>\n",
       "      <td>-0.212972</td>\n",
       "      <td>0.662354</td>\n",
       "      <td>0.058908</td>\n",
       "      <td>0.796877</td>\n",
       "      <td>0.233087</td>\n",
       "      <td>0.441869</td>\n",
       "      <td>-0.528448</td>\n",
       "      <td>2.651806</td>\n",
       "      <td>...</td>\n",
       "      <td>1.575238</td>\n",
       "      <td>0.403410</td>\n",
       "      <td>0.223578</td>\n",
       "      <td>0.359439</td>\n",
       "      <td>0.333264</td>\n",
       "      <td>0.044441</td>\n",
       "      <td>-0.118237</td>\n",
       "      <td>-1.369746</td>\n",
       "      <td>-0.783452</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZYG11A_Bin_Number</th>\n",
       "      <td>8.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZYG11B_Bin_Number</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZYX_Bin_Number</th>\n",
       "      <td>9.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZZEF1_Bin_Number</th>\n",
       "      <td>5.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZZZ3_Bin_Number</th>\n",
       "      <td>6.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>39900 rows × 178 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   TCGA-2J-AAB1  TCGA-2J-AAB4  TCGA-2J-AAB6  TCGA-2J-AAB8  \\\n",
       "Approved.Symbol                                                             \n",
       "A1BG                   0.017519     -0.428290     -0.083947     -0.403806   \n",
       "A1BG-AS1               0.029127     -0.337825     -0.030711     -0.006537   \n",
       "A1CF                  -0.081199      0.468617     -0.950173      0.153381   \n",
       "A2M                    0.548856      0.244659     -0.900375      0.121615   \n",
       "A2M-AS1               -0.411766      0.212719     -0.212972      0.662354   \n",
       "...                         ...           ...           ...           ...   \n",
       "ZYG11A_Bin_Number      8.000000      8.000000      2.000000      7.000000   \n",
       "ZYG11B_Bin_Number      3.000000      5.000000      4.000000      6.000000   \n",
       "ZYX_Bin_Number         9.000000      6.000000     10.000000      7.000000   \n",
       "ZZEF1_Bin_Number       5.000000      4.000000      3.000000      3.000000   \n",
       "ZZZ3_Bin_Number        6.000000      3.000000      5.000000      6.000000   \n",
       "\n",
       "                   TCGA-2J-AAB9  TCGA-2J-AABA  TCGA-2J-AABE  TCGA-2J-AABF  \\\n",
       "Approved.Symbol                                                             \n",
       "A1BG                   0.199304      0.375603      0.032300      0.259649   \n",
       "A1BG-AS1               0.294323     -0.065081      0.176711      0.720301   \n",
       "A1CF                  -0.284372     -0.236919     -1.556197      1.025989   \n",
       "A2M                    0.696274     -0.338961     -0.287489      0.571975   \n",
       "A2M-AS1                0.058908      0.796877      0.233087      0.441869   \n",
       "...                         ...           ...           ...           ...   \n",
       "ZYG11A_Bin_Number      4.000000      5.000000      3.000000      4.000000   \n",
       "ZYG11B_Bin_Number      3.000000     10.000000      4.000000      7.000000   \n",
       "ZYX_Bin_Number         8.000000      5.000000      9.000000      7.000000   \n",
       "ZZEF1_Bin_Number       4.000000      8.000000      3.000000      9.000000   \n",
       "ZZZ3_Bin_Number        4.000000     10.000000      3.000000     10.000000   \n",
       "\n",
       "                   TCGA-2J-AABH  TCGA-2J-AABI  ...  TCGA-XD-AAUH  \\\n",
       "Approved.Symbol                                ...                 \n",
       "A1BG                  -0.607561     -0.091066  ...      0.767726   \n",
       "A1BG-AS1              -0.544759     -0.883620  ...      1.472483   \n",
       "A1CF                   0.534112     -0.243717  ...      0.345145   \n",
       "A2M                    0.039994     -2.064170  ...      0.965775   \n",
       "A2M-AS1               -0.528448      2.651806  ...      1.575238   \n",
       "...                         ...           ...  ...           ...   \n",
       "ZYG11A_Bin_Number      1.000000      7.000000  ...     10.000000   \n",
       "ZYG11B_Bin_Number      2.000000      1.000000  ...      8.000000   \n",
       "ZYX_Bin_Number         7.000000      6.000000  ...      6.000000   \n",
       "ZZEF1_Bin_Number       4.000000      4.000000  ...      9.000000   \n",
       "ZZZ3_Bin_Number        2.000000      2.000000  ...      9.000000   \n",
       "\n",
       "                   TCGA-XD-AAUI  TCGA-XD-AAUL  TCGA-XN-A8T3  TCGA-XN-A8T5  \\\n",
       "Approved.Symbol                                                             \n",
       "A1BG                   0.783134      0.276266      0.656195      0.618426   \n",
       "A1BG-AS1               1.040956      0.228280      0.236090      0.713855   \n",
       "A1CF                   0.818023      0.804094     -0.203277     -0.739758   \n",
       "A2M                    0.698031      0.737440      0.497164      0.676607   \n",
       "A2M-AS1                0.403410      0.223578      0.359439      0.333264   \n",
       "...                         ...           ...           ...           ...   \n",
       "ZYG11A_Bin_Number      7.000000     10.000000      2.000000      6.000000   \n",
       "ZYG11B_Bin_Number      4.000000      6.000000      7.000000      6.000000   \n",
       "ZYX_Bin_Number         7.000000     10.000000      6.000000      8.000000   \n",
       "ZZEF1_Bin_Number       5.000000      4.000000      7.000000      8.000000   \n",
       "ZZZ3_Bin_Number        4.000000      3.000000      8.000000      6.000000   \n",
       "\n",
       "                   TCGA-YB-A89D  TCGA-YH-A8SY  TCGA-YY-A8LH  TCGA-Z5-AAPL  \\\n",
       "Approved.Symbol                                                             \n",
       "A1BG                   0.638318      1.243364     -0.225560      0.640098   \n",
       "A1BG-AS1               0.261003      0.393603     -1.175497      1.435743   \n",
       "A1CF                  -0.638543     -1.877905      0.061061     -1.338884   \n",
       "A2M                    1.173181     -0.985312     -1.726390     -0.344490   \n",
       "A2M-AS1                0.044441     -0.118237     -1.369746     -0.783452   \n",
       "...                         ...           ...           ...           ...   \n",
       "ZYG11A_Bin_Number      5.000000      2.000000     10.000000      8.000000   \n",
       "ZYG11B_Bin_Number      4.000000      3.000000      1.000000      7.000000   \n",
       "ZYX_Bin_Number        10.000000      9.000000      5.000000      5.000000   \n",
       "ZZEF1_Bin_Number       5.000000      2.000000      3.000000     10.000000   \n",
       "ZZZ3_Bin_Number        1.000000      1.000000      1.000000      9.000000   \n",
       "\n",
       "                   chipGeneInclusion  \n",
       "Approved.Symbol                       \n",
       "A1BG                               0  \n",
       "A1BG-AS1                           0  \n",
       "A1CF                               0  \n",
       "A2M                                0  \n",
       "A2M-AS1                            0  \n",
       "...                              ...  \n",
       "ZYG11A_Bin_Number                  0  \n",
       "ZYG11B_Bin_Number                  0  \n",
       "ZYX_Bin_Number                     0  \n",
       "ZZEF1_Bin_Number                   0  \n",
       "ZZZ3_Bin_Number                    0  \n",
       "\n",
       "[39900 rows x 178 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zScoreValues"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TCGA-2J-AAB1</th>\n",
       "      <th>TCGA-2J-AAB4</th>\n",
       "      <th>TCGA-2J-AAB6</th>\n",
       "      <th>TCGA-2J-AAB8</th>\n",
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       "      <th>TCGA-2J-AABH</th>\n",
       "      <th>TCGA-2J-AABI</th>\n",
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       "      <th>chipGeneInclusion</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Approved.Symbol</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A1BG_Bin_Number</th>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.0</td>\n",
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       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>10.0</td>\n",
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       "      <td>8.0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>A1BG-AS1_Bin_Number</th>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>10.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A1CF_Bin_Number</th>\n",
       "      <td>5.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>7.0</td>\n",
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       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>A2M_Bin_Number</th>\n",
       "      <td>7.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A2M-AS1_Bin_Number</th>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6.0</td>\n",
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       "      <td>10.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZYG11A_Bin_Number</th>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>...</td>\n",
       "      <td>10.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZYG11B_Bin_Number</th>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
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       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZYX_Bin_Number</th>\n",
       "      <td>9.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZZEF1_Bin_Number</th>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZZZ3_Bin_Number</th>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>19950 rows × 178 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     TCGA-2J-AAB1  TCGA-2J-AAB4  TCGA-2J-AAB6  TCGA-2J-AAB8  \\\n",
       "Approved.Symbol                                                               \n",
       "A1BG_Bin_Number               6.0           4.0           5.0           4.0   \n",
       "A1BG-AS1_Bin_Number           6.0           4.0           5.0           5.0   \n",
       "A1CF_Bin_Number               5.0           7.0           2.0           6.0   \n",
       "A2M_Bin_Number                7.0           6.0           2.0           5.0   \n",
       "A2M-AS1_Bin_Number            3.0           6.0           4.0           8.0   \n",
       "...                           ...           ...           ...           ...   \n",
       "ZYG11A_Bin_Number             8.0           8.0           2.0           7.0   \n",
       "ZYG11B_Bin_Number             3.0           5.0           4.0           6.0   \n",
       "ZYX_Bin_Number                9.0           6.0          10.0           7.0   \n",
       "ZZEF1_Bin_Number              5.0           4.0           3.0           3.0   \n",
       "ZZZ3_Bin_Number               6.0           3.0           5.0           6.0   \n",
       "\n",
       "                     TCGA-2J-AAB9  TCGA-2J-AABA  TCGA-2J-AABE  TCGA-2J-AABF  \\\n",
       "Approved.Symbol                                                               \n",
       "A1BG_Bin_Number               7.0           7.0           6.0           7.0   \n",
       "A1BG-AS1_Bin_Number           7.0           5.0           6.0           9.0   \n",
       "A1CF_Bin_Number               4.0           4.0           1.0           9.0   \n",
       "A2M_Bin_Number                8.0           4.0           4.0           7.0   \n",
       "A2M-AS1_Bin_Number            6.0           9.0           7.0           8.0   \n",
       "...                           ...           ...           ...           ...   \n",
       "ZYG11A_Bin_Number             4.0           5.0           3.0           4.0   \n",
       "ZYG11B_Bin_Number             3.0          10.0           4.0           7.0   \n",
       "ZYX_Bin_Number                8.0           5.0           9.0           7.0   \n",
       "ZZEF1_Bin_Number              4.0           8.0           3.0           9.0   \n",
       "ZZZ3_Bin_Number               4.0          10.0           3.0          10.0   \n",
       "\n",
       "                     TCGA-2J-AABH  TCGA-2J-AABI  ...  TCGA-XD-AAUH  \\\n",
       "Approved.Symbol                                  ...                 \n",
       "A1BG_Bin_Number               3.0           5.0  ...           9.0   \n",
       "A1BG-AS1_Bin_Number           3.0           2.0  ...          10.0   \n",
       "A1CF_Bin_Number               7.0           4.0  ...           7.0   \n",
       "A2M_Bin_Number                5.0           1.0  ...           9.0   \n",
       "A2M-AS1_Bin_Number            3.0          10.0  ...          10.0   \n",
       "...                           ...           ...  ...           ...   \n",
       "ZYG11A_Bin_Number             1.0           7.0  ...          10.0   \n",
       "ZYG11B_Bin_Number             2.0           1.0  ...           8.0   \n",
       "ZYX_Bin_Number                7.0           6.0  ...           6.0   \n",
       "ZZEF1_Bin_Number              4.0           4.0  ...           9.0   \n",
       "ZZZ3_Bin_Number               2.0           2.0  ...           9.0   \n",
       "\n",
       "                     TCGA-XD-AAUI  TCGA-XD-AAUL  TCGA-XN-A8T3  TCGA-XN-A8T5  \\\n",
       "Approved.Symbol                                                               \n",
       "A1BG_Bin_Number               9.0           7.0           8.0           8.0   \n",
       "A1BG-AS1_Bin_Number           9.0           7.0           7.0           8.0   \n",
       "A1CF_Bin_Number               8.0           8.0           4.0           3.0   \n",
       "A2M_Bin_Number                8.0           8.0           7.0           8.0   \n",
       "A2M-AS1_Bin_Number            8.0           7.0           7.0           7.0   \n",
       "...                           ...           ...           ...           ...   \n",
       "ZYG11A_Bin_Number             7.0          10.0           2.0           6.0   \n",
       "ZYG11B_Bin_Number             4.0           6.0           7.0           6.0   \n",
       "ZYX_Bin_Number                7.0          10.0           6.0           8.0   \n",
       "ZZEF1_Bin_Number              5.0           4.0           7.0           8.0   \n",
       "ZZZ3_Bin_Number               4.0           3.0           8.0           6.0   \n",
       "\n",
       "                     TCGA-YB-A89D  TCGA-YH-A8SY  TCGA-YY-A8LH  TCGA-Z5-AAPL  \\\n",
       "Approved.Symbol                                                               \n",
       "A1BG_Bin_Number               8.0          10.0           5.0           8.0   \n",
       "A1BG-AS1_Bin_Number           7.0           8.0           1.0          10.0   \n",
       "A1CF_Bin_Number               3.0           1.0           5.0           2.0   \n",
       "A2M_Bin_Number                9.0           2.0           1.0           4.0   \n",
       "A2M-AS1_Bin_Number            6.0           5.0           1.0           2.0   \n",
       "...                           ...           ...           ...           ...   \n",
       "ZYG11A_Bin_Number             5.0           2.0          10.0           8.0   \n",
       "ZYG11B_Bin_Number             4.0           3.0           1.0           7.0   \n",
       "ZYX_Bin_Number               10.0           9.0           5.0           5.0   \n",
       "ZZEF1_Bin_Number              5.0           2.0           3.0          10.0   \n",
       "ZZZ3_Bin_Number               1.0           1.0           1.0           9.0   \n",
       "\n",
       "                     chipGeneInclusion  \n",
       "Approved.Symbol                         \n",
       "A1BG_Bin_Number                      0  \n",
       "A1BG-AS1_Bin_Number                  0  \n",
       "A1CF_Bin_Number                      0  \n",
       "A2M_Bin_Number                       0  \n",
       "A2M-AS1_Bin_Number                   0  \n",
       "...                                ...  \n",
       "ZYG11A_Bin_Number                    0  \n",
       "ZYG11B_Bin_Number                    0  \n",
       "ZYX_Bin_Number                       0  \n",
       "ZZEF1_Bin_Number                     0  \n",
       "ZZZ3_Bin_Number                      0  \n",
       "\n",
       "[19950 rows x 178 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "binDF = pd.DataFrame(zScoreValues.iloc[19950:39900,:])\n",
    "binDF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "18"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "# normalization, binning\n",
    "\n",
    "cond1 = (binDF.loc['A1BG_Bin_Number',:] == 5.0).sum() # summing up boolean trues\n",
    "cond1\n",
    "# binDF.loc[:\"chipGeneInclusion\",] == 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['A1BG_Bin_Number', 'A1BG-AS1_Bin_Number', 'A1CF_Bin_Number',\n",
       "       'A2M_Bin_Number', 'A2M-AS1_Bin_Number', 'A2ML1_Bin_Number',\n",
       "       'A4GALT_Bin_Number', 'A4GNT_Bin_Number', 'AAAS_Bin_Number',\n",
       "       'AACS_Bin_Number',\n",
       "       ...\n",
       "       'ZW10_Bin_Number', 'ZWILCH_Bin_Number', 'ZXDA_Bin_Number',\n",
       "       'ZXDB_Bin_Number', 'ZXDC_Bin_Number', 'ZYG11A_Bin_Number',\n",
       "       'ZYG11B_Bin_Number', 'ZYX_Bin_Number', 'ZZEF1_Bin_Number',\n",
       "       'ZZZ3_Bin_Number'],\n",
       "      dtype='object', name='Approved.Symbol', length=19950)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "binDF.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'A1BG'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "File \u001b[1;32mc:\\Users\\ndjed\\anaconda3\\lib\\site-packages\\pandas\\core\\indexes\\base.py:3621\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m   3620\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[1;32m-> 3621\u001b[0m     \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_engine\u001b[39m.\u001b[39;49mget_loc(casted_key)\n\u001b[0;32m   3622\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mKeyError\u001b[39;00m \u001b[39mas\u001b[39;00m err:\n",
      "File \u001b[1;32mc:\\Users\\ndjed\\anaconda3\\lib\\site-packages\\pandas\\_libs\\index.pyx:136\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
      "File \u001b[1;32mc:\\Users\\ndjed\\anaconda3\\lib\\site-packages\\pandas\\_libs\\index.pyx:163\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
      "File \u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi:5198\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
      "File \u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi:5206\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'A1BG'",
      "\nThe above exception was the direct cause of the following exception:\n",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32mc:\\Users\\ndjed\\Downloads\\Balaji_Lab_Work\\mutual_info_jupyter.ipynb Cell 40\u001b[0m in \u001b[0;36m<cell line: 2>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      <a href='vscode-notebook-cell:/c%3A/Users/ndjed/Downloads/Balaji_Lab_Work/mutual_info_jupyter.ipynb#X53sZmlsZQ%3D%3D?line=0'>1</a>\u001b[0m \u001b[39m# print(zScoreValues)\u001b[39;00m\n\u001b[1;32m----> <a href='vscode-notebook-cell:/c%3A/Users/ndjed/Downloads/Balaji_Lab_Work/mutual_info_jupyter.ipynb#X53sZmlsZQ%3D%3D?line=1'>2</a>\u001b[0m test_column \u001b[39m=\u001b[39m zScoreValues[\u001b[39m\"\u001b[39;49m\u001b[39mA1BG\u001b[39;49m\u001b[39m\"\u001b[39;49m]\n\u001b[0;32m      <a href='vscode-notebook-cell:/c%3A/Users/ndjed/Downloads/Balaji_Lab_Work/mutual_info_jupyter.ipynb#X53sZmlsZQ%3D%3D?line=2'>3</a>\u001b[0m test_column_ \u001b[39m=\u001b[39m zScoreValues\u001b[39m.\u001b[39miloc[:,\u001b[39m0\u001b[39m] \u001b[39m# this is how you select a column\u001b[39;00m\n\u001b[0;32m      <a href='vscode-notebook-cell:/c%3A/Users/ndjed/Downloads/Balaji_Lab_Work/mutual_info_jupyter.ipynb#X53sZmlsZQ%3D%3D?line=3'>4</a>\u001b[0m \u001b[39m# print(test_column)\u001b[39;00m\n",
      "File \u001b[1;32mc:\\Users\\ndjed\\anaconda3\\lib\\site-packages\\pandas\\core\\frame.py:3505\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   3503\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mcolumns\u001b[39m.\u001b[39mnlevels \u001b[39m>\u001b[39m \u001b[39m1\u001b[39m:\n\u001b[0;32m   3504\u001b[0m     \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_getitem_multilevel(key)\n\u001b[1;32m-> 3505\u001b[0m indexer \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mcolumns\u001b[39m.\u001b[39;49mget_loc(key)\n\u001b[0;32m   3506\u001b[0m \u001b[39mif\u001b[39;00m is_integer(indexer):\n\u001b[0;32m   3507\u001b[0m     indexer \u001b[39m=\u001b[39m [indexer]\n",
      "File \u001b[1;32mc:\\Users\\ndjed\\anaconda3\\lib\\site-packages\\pandas\\core\\indexes\\base.py:3623\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m   3621\u001b[0m     \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_engine\u001b[39m.\u001b[39mget_loc(casted_key)\n\u001b[0;32m   3622\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mKeyError\u001b[39;00m \u001b[39mas\u001b[39;00m err:\n\u001b[1;32m-> 3623\u001b[0m     \u001b[39mraise\u001b[39;00m \u001b[39mKeyError\u001b[39;00m(key) \u001b[39mfrom\u001b[39;00m \u001b[39merr\u001b[39;00m\n\u001b[0;32m   3624\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mTypeError\u001b[39;00m:\n\u001b[0;32m   3625\u001b[0m     \u001b[39m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[0;32m   3626\u001b[0m     \u001b[39m#  InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[0;32m   3627\u001b[0m     \u001b[39m#  the TypeError.\u001b[39;00m\n\u001b[0;32m   3628\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_check_indexing_error(key)\n",
      "\u001b[1;31mKeyError\u001b[0m: 'A1BG'"
     ]
    }
   ],
   "source": [
    "# print(zScoreValues)\n",
    "test_column = zScoreValues[\"A1BG\"]\n",
    "test_column_ = zScoreValues.iloc[:,0] # this is how you select a column\n",
    "# print(test_column)\n",
    "zScoreValues['NumberRanks' + col_bin] = zScoreValues[data].rank(method='first')\n",
    "\n",
    "# print(test_column_)\n",
    "# print(test_column)\n",
    "test_bins = pd.qcut(test_column,10,[1,2,3,4,5,6,7,8,9,10])\n",
    "# print(test_bins)\n",
    "final = pd.concat([test_column,test_bins],axis = 1)\n",
    "final.columns = [\"gene_exp\" + \" A1BG\",\"gene_bin\" + \" A1BG\"]\n",
    "print(final)\n",
    "# print(final)\n",
    "# final\n",
    "# final\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(work down here doesn't make that much sense)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "191"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "patients = pancSurvival[\"sample_TCGA\"].values.tolist() # all the patients have survival data this is so good\n",
    "modChipList =modChip[\"Approved.Symbol\"].values.tolist()\n",
    "modOncList = modOnc[\"Approved.Symbol\"].values.tolist()\n",
    "len(modOncList)\n",
    "# pancGeneExp.rows = pancGeneExp[\"Approved.Symbol\"] # making the rows only the approved.symbol\n",
    "# pancGeneExp.rows need to check if rows contain gene in module\n",
    "# print(len(test))\n",
    "# for mod onc 191"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Approved.Symbol</th>\n",
       "      <th>TCGA-2J-AAB1</th>\n",
       "      <th>TCGA-2J-AAB4</th>\n",
       "      <th>TCGA-2J-AAB6</th>\n",
       "      <th>TCGA-2J-AAB8</th>\n",
       "      <th>TCGA-2J-AAB9</th>\n",
       "      <th>TCGA-2J-AABA</th>\n",
       "      <th>TCGA-2J-AABE</th>\n",
       "      <th>TCGA-2J-AABF</th>\n",
       "      <th>TCGA-2J-AABH</th>\n",
       "      <th>...</th>\n",
       "      <th>TCGA-XD-AAUG</th>\n",
       "      <th>TCGA-XD-AAUH</th>\n",
       "      <th>TCGA-XD-AAUI</th>\n",
       "      <th>TCGA-XD-AAUL</th>\n",
       "      <th>TCGA-XN-A8T3</th>\n",
       "      <th>TCGA-XN-A8T5</th>\n",
       "      <th>TCGA-YB-A89D</th>\n",
       "      <th>TCGA-YH-A8SY</th>\n",
       "      <th>TCGA-YY-A8LH</th>\n",
       "      <th>TCGA-Z5-AAPL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>ADM</td>\n",
       "      <td>44.835318</td>\n",
       "      <td>154.134296</td>\n",
       "      <td>125.582059</td>\n",
       "      <td>12.156562</td>\n",
       "      <td>6.943350</td>\n",
       "      <td>21.200770</td>\n",
       "      <td>16.176770</td>\n",
       "      <td>9.442445</td>\n",
       "      <td>10.284812</td>\n",
       "      <td>...</td>\n",
       "      <td>42.929420</td>\n",
       "      <td>19.940627</td>\n",
       "      <td>87.939941</td>\n",
       "      <td>23.998683</td>\n",
       "      <td>27.514532</td>\n",
       "      <td>10.236563</td>\n",
       "      <td>51.621422</td>\n",
       "      <td>52.138546</td>\n",
       "      <td>172.481902</td>\n",
       "      <td>76.869260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>ADORA2B</td>\n",
       "      <td>9.826589</td>\n",
       "      <td>7.172013</td>\n",
       "      <td>4.569519</td>\n",
       "      <td>7.603907</td>\n",
       "      <td>6.045911</td>\n",
       "      <td>26.416834</td>\n",
       "      <td>7.833632</td>\n",
       "      <td>3.321650</td>\n",
       "      <td>8.664176</td>\n",
       "      <td>...</td>\n",
       "      <td>3.434355</td>\n",
       "      <td>3.810133</td>\n",
       "      <td>5.699100</td>\n",
       "      <td>11.011159</td>\n",
       "      <td>7.407757</td>\n",
       "      <td>3.932339</td>\n",
       "      <td>5.109208</td>\n",
       "      <td>5.581743</td>\n",
       "      <td>9.463410</td>\n",
       "      <td>4.440103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>AGR2</td>\n",
       "      <td>780.742929</td>\n",
       "      <td>419.071962</td>\n",
       "      <td>86.688016</td>\n",
       "      <td>828.728784</td>\n",
       "      <td>228.516477</td>\n",
       "      <td>715.980349</td>\n",
       "      <td>282.138126</td>\n",
       "      <td>837.448078</td>\n",
       "      <td>689.664294</td>\n",
       "      <td>...</td>\n",
       "      <td>225.226143</td>\n",
       "      <td>161.332750</td>\n",
       "      <td>303.406847</td>\n",
       "      <td>795.747927</td>\n",
       "      <td>81.511801</td>\n",
       "      <td>294.550848</td>\n",
       "      <td>122.920205</td>\n",
       "      <td>456.180551</td>\n",
       "      <td>1469.239394</td>\n",
       "      <td>156.297749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>AHR</td>\n",
       "      <td>213.963689</td>\n",
       "      <td>150.526946</td>\n",
       "      <td>106.374142</td>\n",
       "      <td>271.270523</td>\n",
       "      <td>110.054443</td>\n",
       "      <td>183.840980</td>\n",
       "      <td>225.328370</td>\n",
       "      <td>187.076163</td>\n",
       "      <td>315.006188</td>\n",
       "      <td>...</td>\n",
       "      <td>115.664125</td>\n",
       "      <td>148.706463</td>\n",
       "      <td>140.841908</td>\n",
       "      <td>211.188413</td>\n",
       "      <td>132.413683</td>\n",
       "      <td>286.717383</td>\n",
       "      <td>173.575018</td>\n",
       "      <td>109.757347</td>\n",
       "      <td>218.221715</td>\n",
       "      <td>116.090158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>663</th>\n",
       "      <td>AMPH</td>\n",
       "      <td>4.176901</td>\n",
       "      <td>3.692732</td>\n",
       "      <td>4.303847</td>\n",
       "      <td>3.487142</td>\n",
       "      <td>3.070187</td>\n",
       "      <td>5.350673</td>\n",
       "      <td>2.961497</td>\n",
       "      <td>5.728914</td>\n",
       "      <td>6.274775</td>\n",
       "      <td>...</td>\n",
       "      <td>17.754382</td>\n",
       "      <td>23.778573</td>\n",
       "      <td>5.136856</td>\n",
       "      <td>4.497233</td>\n",
       "      <td>5.688099</td>\n",
       "      <td>4.182012</td>\n",
       "      <td>3.199011</td>\n",
       "      <td>6.824950</td>\n",
       "      <td>0.811151</td>\n",
       "      <td>0.616680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19415</th>\n",
       "      <td>ZNF165</td>\n",
       "      <td>3.309411</td>\n",
       "      <td>6.882149</td>\n",
       "      <td>11.065671</td>\n",
       "      <td>6.081189</td>\n",
       "      <td>3.737599</td>\n",
       "      <td>3.211076</td>\n",
       "      <td>6.482810</td>\n",
       "      <td>6.354432</td>\n",
       "      <td>3.954146</td>\n",
       "      <td>...</td>\n",
       "      <td>2.674197</td>\n",
       "      <td>2.447387</td>\n",
       "      <td>12.543389</td>\n",
       "      <td>3.637514</td>\n",
       "      <td>2.628698</td>\n",
       "      <td>3.597467</td>\n",
       "      <td>1.739661</td>\n",
       "      <td>3.328495</td>\n",
       "      <td>3.219363</td>\n",
       "      <td>3.987458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19426</th>\n",
       "      <td>ZNF185</td>\n",
       "      <td>51.378328</td>\n",
       "      <td>73.192979</td>\n",
       "      <td>789.012391</td>\n",
       "      <td>28.768916</td>\n",
       "      <td>46.100058</td>\n",
       "      <td>87.730813</td>\n",
       "      <td>56.268402</td>\n",
       "      <td>51.840156</td>\n",
       "      <td>36.111122</td>\n",
       "      <td>...</td>\n",
       "      <td>16.527828</td>\n",
       "      <td>28.478665</td>\n",
       "      <td>74.343879</td>\n",
       "      <td>56.689328</td>\n",
       "      <td>31.959187</td>\n",
       "      <td>50.184126</td>\n",
       "      <td>43.727463</td>\n",
       "      <td>40.848205</td>\n",
       "      <td>45.153983</td>\n",
       "      <td>36.291667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19556</th>\n",
       "      <td>ZNF415</td>\n",
       "      <td>3.283579</td>\n",
       "      <td>5.336323</td>\n",
       "      <td>1.753420</td>\n",
       "      <td>3.632439</td>\n",
       "      <td>6.565480</td>\n",
       "      <td>3.836329</td>\n",
       "      <td>3.662066</td>\n",
       "      <td>4.366668</td>\n",
       "      <td>2.991947</td>\n",
       "      <td>...</td>\n",
       "      <td>7.206011</td>\n",
       "      <td>6.563443</td>\n",
       "      <td>6.108003</td>\n",
       "      <td>3.609887</td>\n",
       "      <td>7.619407</td>\n",
       "      <td>5.305536</td>\n",
       "      <td>3.682315</td>\n",
       "      <td>7.433867</td>\n",
       "      <td>9.553539</td>\n",
       "      <td>5.149285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19576</th>\n",
       "      <td>ZNF44</td>\n",
       "      <td>15.123287</td>\n",
       "      <td>10.400487</td>\n",
       "      <td>6.641741</td>\n",
       "      <td>18.331224</td>\n",
       "      <td>8.143556</td>\n",
       "      <td>19.026177</td>\n",
       "      <td>11.698542</td>\n",
       "      <td>12.187475</td>\n",
       "      <td>9.198361</td>\n",
       "      <td>...</td>\n",
       "      <td>9.550876</td>\n",
       "      <td>14.183431</td>\n",
       "      <td>14.341543</td>\n",
       "      <td>8.719389</td>\n",
       "      <td>9.507065</td>\n",
       "      <td>10.049308</td>\n",
       "      <td>8.018237</td>\n",
       "      <td>6.814547</td>\n",
       "      <td>15.831606</td>\n",
       "      <td>21.563167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19839</th>\n",
       "      <td>ZNF799</td>\n",
       "      <td>7.025889</td>\n",
       "      <td>6.638386</td>\n",
       "      <td>3.692806</td>\n",
       "      <td>9.638069</td>\n",
       "      <td>6.045911</td>\n",
       "      <td>10.768647</td>\n",
       "      <td>6.623558</td>\n",
       "      <td>7.818943</td>\n",
       "      <td>5.443679</td>\n",
       "      <td>...</td>\n",
       "      <td>5.948792</td>\n",
       "      <td>6.285332</td>\n",
       "      <td>7.820292</td>\n",
       "      <td>7.159269</td>\n",
       "      <td>5.741014</td>\n",
       "      <td>7.802259</td>\n",
       "      <td>5.569497</td>\n",
       "      <td>4.896708</td>\n",
       "      <td>11.694070</td>\n",
       "      <td>10.329404</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>184 rows × 178 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Approved.Symbol  TCGA-2J-AAB1  TCGA-2J-AAB4  TCGA-2J-AAB6  TCGA-2J-AAB8  \\\n",
       "380               ADM     44.835318    154.134296    125.582059     12.156562   \n",
       "389           ADORA2B      9.826589      7.172013      4.569519      7.603907   \n",
       "464              AGR2    780.742929    419.071962     86.688016    828.728784   \n",
       "483               AHR    213.963689    150.526946    106.374142    271.270523   \n",
       "663              AMPH      4.176901      3.692732      4.303847      3.487142   \n",
       "...               ...           ...           ...           ...           ...   \n",
       "19415          ZNF165      3.309411      6.882149     11.065671      6.081189   \n",
       "19426          ZNF185     51.378328     73.192979    789.012391     28.768916   \n",
       "19556          ZNF415      3.283579      5.336323      1.753420      3.632439   \n",
       "19576           ZNF44     15.123287     10.400487      6.641741     18.331224   \n",
       "19839          ZNF799      7.025889      6.638386      3.692806      9.638069   \n",
       "\n",
       "       TCGA-2J-AAB9  TCGA-2J-AABA  TCGA-2J-AABE  TCGA-2J-AABF  TCGA-2J-AABH  \\\n",
       "380        6.943350     21.200770     16.176770      9.442445     10.284812   \n",
       "389        6.045911     26.416834      7.833632      3.321650      8.664176   \n",
       "464      228.516477    715.980349    282.138126    837.448078    689.664294   \n",
       "483      110.054443    183.840980    225.328370    187.076163    315.006188   \n",
       "663        3.070187      5.350673      2.961497      5.728914      6.274775   \n",
       "...             ...           ...           ...           ...           ...   \n",
       "19415      3.737599      3.211076      6.482810      6.354432      3.954146   \n",
       "19426     46.100058     87.730813     56.268402     51.840156     36.111122   \n",
       "19556      6.565480      3.836329      3.662066      4.366668      2.991947   \n",
       "19576      8.143556     19.026177     11.698542     12.187475      9.198361   \n",
       "19839      6.045911     10.768647      6.623558      7.818943      5.443679   \n",
       "\n",
       "       ...  TCGA-XD-AAUG  TCGA-XD-AAUH  TCGA-XD-AAUI  TCGA-XD-AAUL  \\\n",
       "380    ...     42.929420     19.940627     87.939941     23.998683   \n",
       "389    ...      3.434355      3.810133      5.699100     11.011159   \n",
       "464    ...    225.226143    161.332750    303.406847    795.747927   \n",
       "483    ...    115.664125    148.706463    140.841908    211.188413   \n",
       "663    ...     17.754382     23.778573      5.136856      4.497233   \n",
       "...    ...           ...           ...           ...           ...   \n",
       "19415  ...      2.674197      2.447387     12.543389      3.637514   \n",
       "19426  ...     16.527828     28.478665     74.343879     56.689328   \n",
       "19556  ...      7.206011      6.563443      6.108003      3.609887   \n",
       "19576  ...      9.550876     14.183431     14.341543      8.719389   \n",
       "19839  ...      5.948792      6.285332      7.820292      7.159269   \n",
       "\n",
       "       TCGA-XN-A8T3  TCGA-XN-A8T5  TCGA-YB-A89D  TCGA-YH-A8SY  TCGA-YY-A8LH  \\\n",
       "380       27.514532     10.236563     51.621422     52.138546    172.481902   \n",
       "389        7.407757      3.932339      5.109208      5.581743      9.463410   \n",
       "464       81.511801    294.550848    122.920205    456.180551   1469.239394   \n",
       "483      132.413683    286.717383    173.575018    109.757347    218.221715   \n",
       "663        5.688099      4.182012      3.199011      6.824950      0.811151   \n",
       "...             ...           ...           ...           ...           ...   \n",
       "19415      2.628698      3.597467      1.739661      3.328495      3.219363   \n",
       "19426     31.959187     50.184126     43.727463     40.848205     45.153983   \n",
       "19556      7.619407      5.305536      3.682315      7.433867      9.553539   \n",
       "19576      9.507065     10.049308      8.018237      6.814547     15.831606   \n",
       "19839      5.741014      7.802259      5.569497      4.896708     11.694070   \n",
       "\n",
       "       TCGA-Z5-AAPL  \n",
       "380       76.869260  \n",
       "389        4.440103  \n",
       "464      156.297749  \n",
       "483      116.090158  \n",
       "663        0.616680  \n",
       "...             ...  \n",
       "19415      3.987458  \n",
       "19426     36.291667  \n",
       "19556      5.149285  \n",
       "19576     21.563167  \n",
       "19839     10.329404  \n",
       "\n",
       "[184 rows x 178 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "modChipGenes = pancGeneExp.loc[pancGeneExp[\"Approved.Symbol\"].isin(modChipList)] # all genes in module and expression\n",
    "# only 115 genes but there's 120 in the mod chip file? Idk\n",
    "modOncGenes = pancGeneExp.loc[pancGeneExp[\"Approved.Symbol\"].isin(modOncList)]\n",
    "modOncGenes\n",
    "# 184 specific genes for modOnc"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Log_2 normalization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\ndjed\\anaconda3\\lib\\site-packages\\pandas\\core\\internals\\blocks.py:402: RuntimeWarning: invalid value encountered in log\n",
      "  result = func(self.values, **kwargs)\n",
      "C:\\Users\\ndjed\\AppData\\Local\\Temp\\ipykernel_17416\\1600973386.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  modChipGenes[modChipGenes.columns[1:]] = np.log(modChipGenes[modChipGenes.columns[1:]])\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Approved.Symbol</th>\n",
       "      <th>TCGA-2J-AAB1</th>\n",
       "      <th>TCGA-2J-AAB4</th>\n",
       "      <th>TCGA-2J-AAB6</th>\n",
       "      <th>TCGA-2J-AAB8</th>\n",
       "      <th>TCGA-2J-AAB9</th>\n",
       "      <th>TCGA-2J-AABA</th>\n",
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       "      <th>TCGA-2J-AABF</th>\n",
       "      <th>TCGA-2J-AABH</th>\n",
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       "      <th>TCGA-XD-AAUG</th>\n",
       "      <th>TCGA-XD-AAUH</th>\n",
       "      <th>TCGA-XD-AAUI</th>\n",
       "      <th>TCGA-XD-AAUL</th>\n",
       "      <th>TCGA-XN-A8T3</th>\n",
       "      <th>TCGA-XN-A8T5</th>\n",
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       "      <th>TCGA-Z5-AAPL</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>ABCB9</td>\n",
       "      <td>0.865509</td>\n",
       "      <td>0.639974</td>\n",
       "      <td>1.076801</td>\n",
       "      <td>0.235772</td>\n",
       "      <td>0.650703</td>\n",
       "      <td>0.866226</td>\n",
       "      <td>0.881554</td>\n",
       "      <td>0.844453</td>\n",
       "      <td>0.566028</td>\n",
       "      <td>...</td>\n",
       "      <td>0.418411</td>\n",
       "      <td>0.856399</td>\n",
       "      <td>0.927748</td>\n",
       "      <td>0.867482</td>\n",
       "      <td>0.943705</td>\n",
       "      <td>0.602131</td>\n",
       "      <td>0.440054</td>\n",
       "      <td>0.515659</td>\n",
       "      <td>0.871339</td>\n",
       "      <td>0.477115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>ACD</td>\n",
       "      <td>1.169495</td>\n",
       "      <td>1.136027</td>\n",
       "      <td>1.106410</td>\n",
       "      <td>1.053203</td>\n",
       "      <td>1.125876</td>\n",
       "      <td>1.149929</td>\n",
       "      <td>1.150063</td>\n",
       "      <td>1.140311</td>\n",
       "      <td>1.115056</td>\n",
       "      <td>...</td>\n",
       "      <td>1.131886</td>\n",
       "      <td>1.140460</td>\n",
       "      <td>1.214439</td>\n",
       "      <td>1.157044</td>\n",
       "      <td>1.127510</td>\n",
       "      <td>1.180371</td>\n",
       "      <td>1.138156</td>\n",
       "      <td>1.072150</td>\n",
       "      <td>1.216392</td>\n",
       "      <td>1.190692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>ACIN1</td>\n",
       "      <td>1.622449</td>\n",
       "      <td>1.598165</td>\n",
       "      <td>1.592682</td>\n",
       "      <td>1.602009</td>\n",
       "      <td>1.568896</td>\n",
       "      <td>1.587149</td>\n",
       "      <td>1.652843</td>\n",
       "      <td>1.652009</td>\n",
       "      <td>1.626782</td>\n",
       "      <td>...</td>\n",
       "      <td>1.579531</td>\n",
       "      <td>1.653169</td>\n",
       "      <td>1.643815</td>\n",
       "      <td>1.553327</td>\n",
       "      <td>1.648525</td>\n",
       "      <td>1.606191</td>\n",
       "      <td>1.583146</td>\n",
       "      <td>1.541138</td>\n",
       "      <td>1.642218</td>\n",
       "      <td>1.706530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>ACOT13</td>\n",
       "      <td>1.181356</td>\n",
       "      <td>1.082543</td>\n",
       "      <td>1.143193</td>\n",
       "      <td>1.193656</td>\n",
       "      <td>1.118861</td>\n",
       "      <td>1.029797</td>\n",
       "      <td>1.130236</td>\n",
       "      <td>1.219648</td>\n",
       "      <td>1.111448</td>\n",
       "      <td>...</td>\n",
       "      <td>1.153727</td>\n",
       "      <td>1.167399</td>\n",
       "      <td>1.166499</td>\n",
       "      <td>1.127815</td>\n",
       "      <td>1.113653</td>\n",
       "      <td>1.223306</td>\n",
       "      <td>1.148211</td>\n",
       "      <td>1.129368</td>\n",
       "      <td>1.116339</td>\n",
       "      <td>1.142299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>ACTR3C</td>\n",
       "      <td>0.029432</td>\n",
       "      <td>0.276010</td>\n",
       "      <td>0.621034</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.378305</td>\n",
       "      <td>-0.049060</td>\n",
       "      <td>-1.990613</td>\n",
       "      <td>0.083957</td>\n",
       "      <td>0.198736</td>\n",
       "      <td>...</td>\n",
       "      <td>0.076663</td>\n",
       "      <td>0.268524</td>\n",
       "      <td>-0.053129</td>\n",
       "      <td>-0.882427</td>\n",
       "      <td>0.048665</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.081042</td>\n",
       "      <td>-0.328056</td>\n",
       "      <td>-3.329297</td>\n",
       "      <td>-0.750550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19371</th>\n",
       "      <td>ZMPSTE24</td>\n",
       "      <td>1.437651</td>\n",
       "      <td>1.472707</td>\n",
       "      <td>1.517394</td>\n",
       "      <td>1.485385</td>\n",
       "      <td>1.389956</td>\n",
       "      <td>1.473996</td>\n",
       "      <td>1.446435</td>\n",
       "      <td>1.519742</td>\n",
       "      <td>1.323507</td>\n",
       "      <td>...</td>\n",
       "      <td>1.429334</td>\n",
       "      <td>1.380982</td>\n",
       "      <td>1.406594</td>\n",
       "      <td>1.454596</td>\n",
       "      <td>1.441711</td>\n",
       "      <td>1.451747</td>\n",
       "      <td>1.401570</td>\n",
       "      <td>1.435140</td>\n",
       "      <td>1.435275</td>\n",
       "      <td>1.415065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19425</th>\n",
       "      <td>ZNF184</td>\n",
       "      <td>0.713670</td>\n",
       "      <td>0.659497</td>\n",
       "      <td>0.503872</td>\n",
       "      <td>0.839302</td>\n",
       "      <td>0.688525</td>\n",
       "      <td>0.660724</td>\n",
       "      <td>0.811014</td>\n",
       "      <td>0.925435</td>\n",
       "      <td>0.403295</td>\n",
       "      <td>...</td>\n",
       "      <td>0.767180</td>\n",
       "      <td>0.670399</td>\n",
       "      <td>0.855151</td>\n",
       "      <td>0.765807</td>\n",
       "      <td>0.689016</td>\n",
       "      <td>1.052998</td>\n",
       "      <td>0.618417</td>\n",
       "      <td>0.567557</td>\n",
       "      <td>0.718192</td>\n",
       "      <td>0.967026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19478</th>\n",
       "      <td>ZNF276</td>\n",
       "      <td>1.248959</td>\n",
       "      <td>1.260884</td>\n",
       "      <td>1.112351</td>\n",
       "      <td>1.361910</td>\n",
       "      <td>1.161080</td>\n",
       "      <td>1.363889</td>\n",
       "      <td>1.347598</td>\n",
       "      <td>1.298014</td>\n",
       "      <td>1.291838</td>\n",
       "      <td>...</td>\n",
       "      <td>1.253331</td>\n",
       "      <td>1.372653</td>\n",
       "      <td>1.323003</td>\n",
       "      <td>1.200163</td>\n",
       "      <td>1.258990</td>\n",
       "      <td>1.365981</td>\n",
       "      <td>1.231648</td>\n",
       "      <td>1.238658</td>\n",
       "      <td>1.370807</td>\n",
       "      <td>1.523071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19496</th>\n",
       "      <td>ZNF3</td>\n",
       "      <td>1.214347</td>\n",
       "      <td>1.173122</td>\n",
       "      <td>1.201359</td>\n",
       "      <td>1.266017</td>\n",
       "      <td>1.165994</td>\n",
       "      <td>1.215268</td>\n",
       "      <td>1.235066</td>\n",
       "      <td>1.231392</td>\n",
       "      <td>1.209431</td>\n",
       "      <td>...</td>\n",
       "      <td>1.142081</td>\n",
       "      <td>1.228152</td>\n",
       "      <td>1.226309</td>\n",
       "      <td>1.270310</td>\n",
       "      <td>1.180341</td>\n",
       "      <td>1.200314</td>\n",
       "      <td>1.079722</td>\n",
       "      <td>1.148788</td>\n",
       "      <td>1.295063</td>\n",
       "      <td>1.220794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19518</th>\n",
       "      <td>ZNF335</td>\n",
       "      <td>1.144249</td>\n",
       "      <td>1.118032</td>\n",
       "      <td>1.190772</td>\n",
       "      <td>1.222021</td>\n",
       "      <td>1.130742</td>\n",
       "      <td>1.229190</td>\n",
       "      <td>1.301595</td>\n",
       "      <td>1.302457</td>\n",
       "      <td>1.169489</td>\n",
       "      <td>...</td>\n",
       "      <td>1.215132</td>\n",
       "      <td>1.271011</td>\n",
       "      <td>1.244732</td>\n",
       "      <td>1.166094</td>\n",
       "      <td>1.217566</td>\n",
       "      <td>1.227389</td>\n",
       "      <td>1.142029</td>\n",
       "      <td>1.229429</td>\n",
       "      <td>1.236911</td>\n",
       "      <td>1.449117</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>115 rows × 178 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Approved.Symbol  TCGA-2J-AAB1  TCGA-2J-AAB4  TCGA-2J-AAB6  TCGA-2J-AAB8  \\\n",
       "58              ABCB9      0.865509      0.639974      1.076801      0.235772   \n",
       "150               ACD      1.169495      1.136027      1.106410      1.053203   \n",
       "157             ACIN1      1.622449      1.598165      1.592682      1.602009   \n",
       "169            ACOT13      1.181356      1.082543      1.143193      1.193656   \n",
       "236            ACTR3C      0.029432      0.276010      0.621034           NaN   \n",
       "...               ...           ...           ...           ...           ...   \n",
       "19371        ZMPSTE24      1.437651      1.472707      1.517394      1.485385   \n",
       "19425          ZNF184      0.713670      0.659497      0.503872      0.839302   \n",
       "19478          ZNF276      1.248959      1.260884      1.112351      1.361910   \n",
       "19496            ZNF3      1.214347      1.173122      1.201359      1.266017   \n",
       "19518          ZNF335      1.144249      1.118032      1.190772      1.222021   \n",
       "\n",
       "       TCGA-2J-AAB9  TCGA-2J-AABA  TCGA-2J-AABE  TCGA-2J-AABF  TCGA-2J-AABH  \\\n",
       "58         0.650703      0.866226      0.881554      0.844453      0.566028   \n",
       "150        1.125876      1.149929      1.150063      1.140311      1.115056   \n",
       "157        1.568896      1.587149      1.652843      1.652009      1.626782   \n",
       "169        1.118861      1.029797      1.130236      1.219648      1.111448   \n",
       "236       -0.378305     -0.049060     -1.990613      0.083957      0.198736   \n",
       "...             ...           ...           ...           ...           ...   \n",
       "19371      1.389956      1.473996      1.446435      1.519742      1.323507   \n",
       "19425      0.688525      0.660724      0.811014      0.925435      0.403295   \n",
       "19478      1.161080      1.363889      1.347598      1.298014      1.291838   \n",
       "19496      1.165994      1.215268      1.235066      1.231392      1.209431   \n",
       "19518      1.130742      1.229190      1.301595      1.302457      1.169489   \n",
       "\n",
       "       ...  TCGA-XD-AAUG  TCGA-XD-AAUH  TCGA-XD-AAUI  TCGA-XD-AAUL  \\\n",
       "58     ...      0.418411      0.856399      0.927748      0.867482   \n",
       "150    ...      1.131886      1.140460      1.214439      1.157044   \n",
       "157    ...      1.579531      1.653169      1.643815      1.553327   \n",
       "169    ...      1.153727      1.167399      1.166499      1.127815   \n",
       "236    ...      0.076663      0.268524     -0.053129     -0.882427   \n",
       "...    ...           ...           ...           ...           ...   \n",
       "19371  ...      1.429334      1.380982      1.406594      1.454596   \n",
       "19425  ...      0.767180      0.670399      0.855151      0.765807   \n",
       "19478  ...      1.253331      1.372653      1.323003      1.200163   \n",
       "19496  ...      1.142081      1.228152      1.226309      1.270310   \n",
       "19518  ...      1.215132      1.271011      1.244732      1.166094   \n",
       "\n",
       "       TCGA-XN-A8T3  TCGA-XN-A8T5  TCGA-YB-A89D  TCGA-YH-A8SY  TCGA-YY-A8LH  \\\n",
       "58         0.943705      0.602131      0.440054      0.515659      0.871339   \n",
       "150        1.127510      1.180371      1.138156      1.072150      1.216392   \n",
       "157        1.648525      1.606191      1.583146      1.541138      1.642218   \n",
       "169        1.113653      1.223306      1.148211      1.129368      1.116339   \n",
       "236        0.048665           NaN     -1.081042     -0.328056     -3.329297   \n",
       "...             ...           ...           ...           ...           ...   \n",
       "19371      1.441711      1.451747      1.401570      1.435140      1.435275   \n",
       "19425      0.689016      1.052998      0.618417      0.567557      0.718192   \n",
       "19478      1.258990      1.365981      1.231648      1.238658      1.370807   \n",
       "19496      1.180341      1.200314      1.079722      1.148788      1.295063   \n",
       "19518      1.217566      1.227389      1.142029      1.229429      1.236911   \n",
       "\n",
       "       TCGA-Z5-AAPL  \n",
       "58         0.477115  \n",
       "150        1.190692  \n",
       "157        1.706530  \n",
       "169        1.142299  \n",
       "236       -0.750550  \n",
       "...             ...  \n",
       "19371      1.415065  \n",
       "19425      0.967026  \n",
       "19478      1.523071  \n",
       "19496      1.220794  \n",
       "19518      1.449117  \n",
       "\n",
       "[115 rows x 178 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "modChipGenes[modChipGenes.columns[1:]] = np.log(modChipGenes[modChipGenes.columns[1:]])\n",
    "modChipGenes # idk what the warning is but it worked so we chilling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\ndjed\\anaconda3\\lib\\site-packages\\pandas\\core\\internals\\blocks.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = func(self.values, **kwargs)\n",
      "C:\\Users\\ndjed\\AppData\\Local\\Temp\\ipykernel_82372\\3808478723.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  modOncGenes[modOncGenes.columns[1:]] = np.log(modOncGenes[modOncGenes.columns[1:]])\n"
     ]
    },
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Approved.Symbol</th>\n",
       "      <th>TCGA-2J-AAB1</th>\n",
       "      <th>TCGA-2J-AAB4</th>\n",
       "      <th>TCGA-2J-AAB6</th>\n",
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       "      <th>380</th>\n",
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       "      <td>4.832959</td>\n",
       "      <td>2.497869</td>\n",
       "      <td>1.937784</td>\n",
       "      <td>3.054038</td>\n",
       "      <td>2.783576</td>\n",
       "      <td>2.245215</td>\n",
       "      <td>2.330668</td>\n",
       "      <td>...</td>\n",
       "      <td>3.759557</td>\n",
       "      <td>2.992759</td>\n",
       "      <td>4.476654</td>\n",
       "      <td>3.177999</td>\n",
       "      <td>3.314714</td>\n",
       "      <td>2.325966</td>\n",
       "      <td>3.943937</td>\n",
       "      <td>3.953905</td>\n",
       "      <td>5.150292</td>\n",
       "      <td>4.342106</td>\n",
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       "      <th>389</th>\n",
       "      <td>ADORA2B</td>\n",
       "      <td>2.285092</td>\n",
       "      <td>1.970186</td>\n",
       "      <td>1.519408</td>\n",
       "      <td>2.028662</td>\n",
       "      <td>1.799382</td>\n",
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       "      <td>2.058426</td>\n",
       "      <td>1.200462</td>\n",
       "      <td>2.159197</td>\n",
       "      <td>...</td>\n",
       "      <td>1.233829</td>\n",
       "      <td>1.337664</td>\n",
       "      <td>1.740308</td>\n",
       "      <td>2.398909</td>\n",
       "      <td>2.002528</td>\n",
       "      <td>1.369234</td>\n",
       "      <td>1.631044</td>\n",
       "      <td>1.719501</td>\n",
       "      <td>2.247433</td>\n",
       "      <td>1.490678</td>\n",
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       "      <th>464</th>\n",
       "      <td>AGR2</td>\n",
       "      <td>6.660246</td>\n",
       "      <td>6.038043</td>\n",
       "      <td>4.462316</td>\n",
       "      <td>6.719893</td>\n",
       "      <td>5.431608</td>\n",
       "      <td>6.573653</td>\n",
       "      <td>5.642397</td>\n",
       "      <td>6.730359</td>\n",
       "      <td>6.536205</td>\n",
       "      <td>...</td>\n",
       "      <td>5.417105</td>\n",
       "      <td>5.083469</td>\n",
       "      <td>5.715075</td>\n",
       "      <td>6.679282</td>\n",
       "      <td>4.400748</td>\n",
       "      <td>5.685452</td>\n",
       "      <td>4.811535</td>\n",
       "      <td>6.122889</td>\n",
       "      <td>7.292500</td>\n",
       "      <td>5.051763</td>\n",
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       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>AHR</td>\n",
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       "      <td>5.014142</td>\n",
       "      <td>4.666963</td>\n",
       "      <td>5.603117</td>\n",
       "      <td>4.700975</td>\n",
       "      <td>5.214071</td>\n",
       "      <td>5.417559</td>\n",
       "      <td>5.231516</td>\n",
       "      <td>5.752592</td>\n",
       "      <td>...</td>\n",
       "      <td>4.750691</td>\n",
       "      <td>5.001974</td>\n",
       "      <td>4.947638</td>\n",
       "      <td>5.352751</td>\n",
       "      <td>4.885931</td>\n",
       "      <td>5.658497</td>\n",
       "      <td>5.156610</td>\n",
       "      <td>4.698272</td>\n",
       "      <td>5.385512</td>\n",
       "      <td>4.754367</td>\n",
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       "      <th>663</th>\n",
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       "      <td>1.459509</td>\n",
       "      <td>1.249083</td>\n",
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       "      <td>1.085695</td>\n",
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       "      <td>1.503462</td>\n",
       "      <td>1.738376</td>\n",
       "      <td>1.430792</td>\n",
       "      <td>1.162842</td>\n",
       "      <td>1.920585</td>\n",
       "      <td>-0.209301</td>\n",
       "      <td>-0.483405</td>\n",
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       "    <tr>\n",
       "      <th>19415</th>\n",
       "      <td>ZNF165</td>\n",
       "      <td>1.196770</td>\n",
       "      <td>1.928931</td>\n",
       "      <td>2.403848</td>\n",
       "      <td>1.805200</td>\n",
       "      <td>1.318443</td>\n",
       "      <td>1.166606</td>\n",
       "      <td>1.869154</td>\n",
       "      <td>1.849153</td>\n",
       "      <td>1.374765</td>\n",
       "      <td>...</td>\n",
       "      <td>0.983649</td>\n",
       "      <td>0.895021</td>\n",
       "      <td>2.529194</td>\n",
       "      <td>1.291300</td>\n",
       "      <td>0.966489</td>\n",
       "      <td>1.280230</td>\n",
       "      <td>0.553691</td>\n",
       "      <td>1.202520</td>\n",
       "      <td>1.169183</td>\n",
       "      <td>1.383154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19426</th>\n",
       "      <td>ZNF185</td>\n",
       "      <td>3.939216</td>\n",
       "      <td>4.293099</td>\n",
       "      <td>6.670782</td>\n",
       "      <td>3.359295</td>\n",
       "      <td>3.830814</td>\n",
       "      <td>4.474273</td>\n",
       "      <td>4.030133</td>\n",
       "      <td>3.948165</td>\n",
       "      <td>3.586601</td>\n",
       "      <td>...</td>\n",
       "      <td>2.805045</td>\n",
       "      <td>3.349155</td>\n",
       "      <td>4.308701</td>\n",
       "      <td>4.037586</td>\n",
       "      <td>3.464460</td>\n",
       "      <td>3.915699</td>\n",
       "      <td>3.777976</td>\n",
       "      <td>3.709863</td>\n",
       "      <td>3.810078</td>\n",
       "      <td>3.591588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19556</th>\n",
       "      <td>ZNF415</td>\n",
       "      <td>1.188934</td>\n",
       "      <td>1.674537</td>\n",
       "      <td>0.561568</td>\n",
       "      <td>1.289904</td>\n",
       "      <td>1.881826</td>\n",
       "      <td>1.344516</td>\n",
       "      <td>1.298028</td>\n",
       "      <td>1.474000</td>\n",
       "      <td>1.095924</td>\n",
       "      <td>...</td>\n",
       "      <td>1.974916</td>\n",
       "      <td>1.881515</td>\n",
       "      <td>1.809600</td>\n",
       "      <td>1.283677</td>\n",
       "      <td>2.030699</td>\n",
       "      <td>1.668751</td>\n",
       "      <td>1.303542</td>\n",
       "      <td>2.006046</td>\n",
       "      <td>2.256912</td>\n",
       "      <td>1.638858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19576</th>\n",
       "      <td>ZNF44</td>\n",
       "      <td>2.716236</td>\n",
       "      <td>2.341853</td>\n",
       "      <td>1.893374</td>\n",
       "      <td>2.908606</td>\n",
       "      <td>2.097227</td>\n",
       "      <td>2.945816</td>\n",
       "      <td>2.459464</td>\n",
       "      <td>2.500409</td>\n",
       "      <td>2.219025</td>\n",
       "      <td>...</td>\n",
       "      <td>2.256633</td>\n",
       "      <td>2.652074</td>\n",
       "      <td>2.663160</td>\n",
       "      <td>2.165549</td>\n",
       "      <td>2.252035</td>\n",
       "      <td>2.307504</td>\n",
       "      <td>2.081719</td>\n",
       "      <td>1.919060</td>\n",
       "      <td>2.762008</td>\n",
       "      <td>3.070987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19839</th>\n",
       "      <td>ZNF799</td>\n",
       "      <td>1.949602</td>\n",
       "      <td>1.892869</td>\n",
       "      <td>1.306387</td>\n",
       "      <td>2.265721</td>\n",
       "      <td>1.799382</td>\n",
       "      <td>2.376639</td>\n",
       "      <td>1.890633</td>\n",
       "      <td>2.056549</td>\n",
       "      <td>1.694455</td>\n",
       "      <td>...</td>\n",
       "      <td>1.783188</td>\n",
       "      <td>1.838219</td>\n",
       "      <td>2.056722</td>\n",
       "      <td>1.968408</td>\n",
       "      <td>1.747636</td>\n",
       "      <td>2.054413</td>\n",
       "      <td>1.717305</td>\n",
       "      <td>1.588563</td>\n",
       "      <td>2.459082</td>\n",
       "      <td>2.334995</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>184 rows × 178 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Approved.Symbol  TCGA-2J-AAB1  TCGA-2J-AAB4  TCGA-2J-AAB6  TCGA-2J-AAB8  \\\n",
       "380               ADM      3.802996      5.037824      4.832959      2.497869   \n",
       "389           ADORA2B      2.285092      1.970186      1.519408      2.028662   \n",
       "464              AGR2      6.660246      6.038043      4.462316      6.719893   \n",
       "483               AHR      5.365806      5.014142      4.666963      5.603117   \n",
       "663              AMPH      1.429570      1.306366      1.459509      1.249083   \n",
       "...               ...           ...           ...           ...           ...   \n",
       "19415          ZNF165      1.196770      1.928931      2.403848      1.805200   \n",
       "19426          ZNF185      3.939216      4.293099      6.670782      3.359295   \n",
       "19556          ZNF415      1.188934      1.674537      0.561568      1.289904   \n",
       "19576           ZNF44      2.716236      2.341853      1.893374      2.908606   \n",
       "19839          ZNF799      1.949602      1.892869      1.306387      2.265721   \n",
       "\n",
       "       TCGA-2J-AAB9  TCGA-2J-AABA  TCGA-2J-AABE  TCGA-2J-AABF  TCGA-2J-AABH  \\\n",
       "380        1.937784      3.054038      2.783576      2.245215      2.330668   \n",
       "389        1.799382      3.274001      2.058426      1.200462      2.159197   \n",
       "464        5.431608      6.573653      5.642397      6.730359      6.536205   \n",
       "483        4.700975      5.214071      5.417559      5.231516      5.752592   \n",
       "663        1.121738      1.677222      1.085695      1.745526      1.836538   \n",
       "...             ...           ...           ...           ...           ...   \n",
       "19415      1.318443      1.166606      1.869154      1.849153      1.374765   \n",
       "19426      3.830814      4.474273      4.030133      3.948165      3.586601   \n",
       "19556      1.881826      1.344516      1.298028      1.474000      1.095924   \n",
       "19576      2.097227      2.945816      2.459464      2.500409      2.219025   \n",
       "19839      1.799382      2.376639      1.890633      2.056549      1.694455   \n",
       "\n",
       "       ...  TCGA-XD-AAUG  TCGA-XD-AAUH  TCGA-XD-AAUI  TCGA-XD-AAUL  \\\n",
       "380    ...      3.759557      2.992759      4.476654      3.177999   \n",
       "389    ...      1.233829      1.337664      1.740308      2.398909   \n",
       "464    ...      5.417105      5.083469      5.715075      6.679282   \n",
       "483    ...      4.750691      5.001974      4.947638      5.352751   \n",
       "663    ...      2.876632      3.168785      1.636441      1.503462   \n",
       "...    ...           ...           ...           ...           ...   \n",
       "19415  ...      0.983649      0.895021      2.529194      1.291300   \n",
       "19426  ...      2.805045      3.349155      4.308701      4.037586   \n",
       "19556  ...      1.974916      1.881515      1.809600      1.283677   \n",
       "19576  ...      2.256633      2.652074      2.663160      2.165549   \n",
       "19839  ...      1.783188      1.838219      2.056722      1.968408   \n",
       "\n",
       "       TCGA-XN-A8T3  TCGA-XN-A8T5  TCGA-YB-A89D  TCGA-YH-A8SY  TCGA-YY-A8LH  \\\n",
       "380        3.314714      2.325966      3.943937      3.953905      5.150292   \n",
       "389        2.002528      1.369234      1.631044      1.719501      2.247433   \n",
       "464        4.400748      5.685452      4.811535      6.122889      7.292500   \n",
       "483        4.885931      5.658497      5.156610      4.698272      5.385512   \n",
       "663        1.738376      1.430792      1.162842      1.920585     -0.209301   \n",
       "...             ...           ...           ...           ...           ...   \n",
       "19415      0.966489      1.280230      0.553691      1.202520      1.169183   \n",
       "19426      3.464460      3.915699      3.777976      3.709863      3.810078   \n",
       "19556      2.030699      1.668751      1.303542      2.006046      2.256912   \n",
       "19576      2.252035      2.307504      2.081719      1.919060      2.762008   \n",
       "19839      1.747636      2.054413      1.717305      1.588563      2.459082   \n",
       "\n",
       "       TCGA-Z5-AAPL  \n",
       "380        4.342106  \n",
       "389        1.490678  \n",
       "464        5.051763  \n",
       "483        4.754367  \n",
       "663       -0.483405  \n",
       "...             ...  \n",
       "19415      1.383154  \n",
       "19426      3.591588  \n",
       "19556      1.638858  \n",
       "19576      3.070987  \n",
       "19839      2.334995  \n",
       "\n",
       "[184 rows x 178 columns]"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "modOncGenes[modOncGenes.columns[1:]] = np.log(modOncGenes[modOncGenes.columns[1:]])\n",
    "modOncGenes"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "z-scoring need to score it across genes not patient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TCGA-2J-AAB1</th>\n",
       "      <th>TCGA-2J-AAB4</th>\n",
       "      <th>TCGA-2J-AAB6</th>\n",
       "      <th>TCGA-2J-AAB8</th>\n",
       "      <th>TCGA-2J-AAB9</th>\n",
       "      <th>TCGA-2J-AABA</th>\n",
       "      <th>TCGA-2J-AABE</th>\n",
       "      <th>TCGA-2J-AABF</th>\n",
       "      <th>TCGA-2J-AABH</th>\n",
       "      <th>TCGA-2J-AABI</th>\n",
       "      <th>...</th>\n",
       "      <th>TCGA-XD-AAUH</th>\n",
       "      <th>TCGA-XD-AAUI</th>\n",
       "      <th>TCGA-XD-AAUL</th>\n",
       "      <th>TCGA-XN-A8T3</th>\n",
       "      <th>TCGA-XN-A8T5</th>\n",
       "      <th>TCGA-YB-A89D</th>\n",
       "      <th>TCGA-YH-A8SY</th>\n",
       "      <th>TCGA-YY-A8LH</th>\n",
       "      <th>TCGA-Z5-AAPL</th>\n",
       "      <th>Approved.Symbol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>-1.292104</td>\n",
       "      <td>-1.599239</td>\n",
       "      <td>-0.625016</td>\n",
       "      <td>-2.179336</td>\n",
       "      <td>-1.601193</td>\n",
       "      <td>-1.318423</td>\n",
       "      <td>-1.194765</td>\n",
       "      <td>-1.387588</td>\n",
       "      <td>-1.744931</td>\n",
       "      <td>-1.437727</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.311757</td>\n",
       "      <td>-1.185187</td>\n",
       "      <td>-1.196026</td>\n",
       "      <td>-1.108713</td>\n",
       "      <td>-1.742634</td>\n",
       "      <td>-1.771837</td>\n",
       "      <td>-1.666273</td>\n",
       "      <td>-1.231830</td>\n",
       "      <td>-1.971459</td>\n",
       "      <td>ABCB9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>-0.476125</td>\n",
       "      <td>-0.481183</td>\n",
       "      <td>-0.544576</td>\n",
       "      <td>-0.775723</td>\n",
       "      <td>-0.471065</td>\n",
       "      <td>-0.561192</td>\n",
       "      <td>-0.509604</td>\n",
       "      <td>-0.617203</td>\n",
       "      <td>-0.559476</td>\n",
       "      <td>0.329137</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.593079</td>\n",
       "      <td>-0.380996</td>\n",
       "      <td>-0.449770</td>\n",
       "      <td>-0.626091</td>\n",
       "      <td>-0.452912</td>\n",
       "      <td>-0.402764</td>\n",
       "      <td>-0.552455</td>\n",
       "      <td>-0.364353</td>\n",
       "      <td>-0.487685</td>\n",
       "      <td>ACD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>1.307417</td>\n",
       "      <td>1.198352</td>\n",
       "      <td>1.182067</td>\n",
       "      <td>1.062090</td>\n",
       "      <td>1.194454</td>\n",
       "      <td>1.119967</td>\n",
       "      <td>1.391283</td>\n",
       "      <td>1.392547</td>\n",
       "      <td>1.315324</td>\n",
       "      <td>0.875289</td>\n",
       "      <td>...</td>\n",
       "      <td>1.353614</td>\n",
       "      <td>1.349290</td>\n",
       "      <td>0.993688</td>\n",
       "      <td>1.339254</td>\n",
       "      <td>1.106228</td>\n",
       "      <td>1.124345</td>\n",
       "      <td>1.009187</td>\n",
       "      <td>1.213710</td>\n",
       "      <td>1.475824</td>\n",
       "      <td>ACIN1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>-0.438984</td>\n",
       "      <td>-0.630077</td>\n",
       "      <td>-0.441272</td>\n",
       "      <td>-0.396705</td>\n",
       "      <td>-0.491952</td>\n",
       "      <td>-0.908207</td>\n",
       "      <td>-0.566725</td>\n",
       "      <td>-0.368830</td>\n",
       "      <td>-0.569583</td>\n",
       "      <td>-0.689937</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.513720</td>\n",
       "      <td>-0.532020</td>\n",
       "      <td>-0.535272</td>\n",
       "      <td>-0.665647</td>\n",
       "      <td>-0.324061</td>\n",
       "      <td>-0.375231</td>\n",
       "      <td>-0.398773</td>\n",
       "      <td>-0.647383</td>\n",
       "      <td>-0.625095</td>\n",
       "      <td>ACOT13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>-2.593522</td>\n",
       "      <td>-2.130359</td>\n",
       "      <td>-1.604796</td>\n",
       "      <td>-3.694810</td>\n",
       "      <td>-2.795130</td>\n",
       "      <td>-2.702509</td>\n",
       "      <td>-3.293371</td>\n",
       "      <td>-2.579295</td>\n",
       "      <td>-2.243038</td>\n",
       "      <td>-2.968308</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.284157</td>\n",
       "      <td>-2.699080</td>\n",
       "      <td>-3.031909</td>\n",
       "      <td>-2.523246</td>\n",
       "      <td>-3.419828</td>\n",
       "      <td>-2.831278</td>\n",
       "      <td>-2.518817</td>\n",
       "      <td>-3.305483</td>\n",
       "      <td>-2.978934</td>\n",
       "      <td>ACTR3C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19371</th>\n",
       "      <td>0.481250</td>\n",
       "      <td>0.663228</td>\n",
       "      <td>0.856887</td>\n",
       "      <td>0.583099</td>\n",
       "      <td>0.432002</td>\n",
       "      <td>0.612133</td>\n",
       "      <td>0.494127</td>\n",
       "      <td>0.770875</td>\n",
       "      <td>0.090838</td>\n",
       "      <td>-0.379245</td>\n",
       "      <td>...</td>\n",
       "      <td>0.197191</td>\n",
       "      <td>0.302531</td>\n",
       "      <td>0.578926</td>\n",
       "      <td>0.435045</td>\n",
       "      <td>0.462779</td>\n",
       "      <td>0.418357</td>\n",
       "      <td>0.589649</td>\n",
       "      <td>0.363018</td>\n",
       "      <td>0.243968</td>\n",
       "      <td>ZMPSTE24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19425</th>\n",
       "      <td>-1.615679</td>\n",
       "      <td>-1.564917</td>\n",
       "      <td>-1.792408</td>\n",
       "      <td>-1.259747</td>\n",
       "      <td>-1.529578</td>\n",
       "      <td>-1.747226</td>\n",
       "      <td>-1.346273</td>\n",
       "      <td>-1.198835</td>\n",
       "      <td>-1.988290</td>\n",
       "      <td>-1.774117</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.683060</td>\n",
       "      <td>-1.354796</td>\n",
       "      <td>-1.410848</td>\n",
       "      <td>-1.646491</td>\n",
       "      <td>-0.804173</td>\n",
       "      <td>-1.507142</td>\n",
       "      <td>-1.586584</td>\n",
       "      <td>-1.530761</td>\n",
       "      <td>-1.070646</td>\n",
       "      <td>ZNF184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19478</th>\n",
       "      <td>-0.218666</td>\n",
       "      <td>-0.100983</td>\n",
       "      <td>-0.528148</td>\n",
       "      <td>0.133309</td>\n",
       "      <td>-0.364002</td>\n",
       "      <td>0.170174</td>\n",
       "      <td>0.125844</td>\n",
       "      <td>-0.103369</td>\n",
       "      <td>-0.016900</td>\n",
       "      <td>0.209719</td>\n",
       "      <td>...</td>\n",
       "      <td>0.166532</td>\n",
       "      <td>-0.011012</td>\n",
       "      <td>-0.318979</td>\n",
       "      <td>-0.222193</td>\n",
       "      <td>0.146114</td>\n",
       "      <td>-0.135742</td>\n",
       "      <td>-0.079629</td>\n",
       "      <td>0.132013</td>\n",
       "      <td>0.659168</td>\n",
       "      <td>ZNF276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19496</th>\n",
       "      <td>-0.333325</td>\n",
       "      <td>-0.373141</td>\n",
       "      <td>-0.269956</td>\n",
       "      <td>-0.179643</td>\n",
       "      <td>-0.348756</td>\n",
       "      <td>-0.354200</td>\n",
       "      <td>-0.251463</td>\n",
       "      <td>-0.330360</td>\n",
       "      <td>-0.281773</td>\n",
       "      <td>0.095345</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.326707</td>\n",
       "      <td>-0.342473</td>\n",
       "      <td>-0.093780</td>\n",
       "      <td>-0.470150</td>\n",
       "      <td>-0.393752</td>\n",
       "      <td>-0.557418</td>\n",
       "      <td>-0.344580</td>\n",
       "      <td>-0.121041</td>\n",
       "      <td>-0.398796</td>\n",
       "      <td>ZNF3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19518</th>\n",
       "      <td>-0.553729</td>\n",
       "      <td>-0.532171</td>\n",
       "      <td>-0.301885</td>\n",
       "      <td>-0.313485</td>\n",
       "      <td>-0.456490</td>\n",
       "      <td>-0.308320</td>\n",
       "      <td>-0.033545</td>\n",
       "      <td>-0.087689</td>\n",
       "      <td>-0.402512</td>\n",
       "      <td>-0.293305</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.187771</td>\n",
       "      <td>-0.281767</td>\n",
       "      <td>-0.422783</td>\n",
       "      <td>-0.355220</td>\n",
       "      <td>-0.311519</td>\n",
       "      <td>-0.392193</td>\n",
       "      <td>-0.107947</td>\n",
       "      <td>-0.302725</td>\n",
       "      <td>0.370065</td>\n",
       "      <td>ZNF335</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>115 rows × 178 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       TCGA-2J-AAB1  TCGA-2J-AAB4  TCGA-2J-AAB6  TCGA-2J-AAB8  TCGA-2J-AAB9  \\\n",
       "58        -1.292104     -1.599239     -0.625016     -2.179336     -1.601193   \n",
       "150       -0.476125     -0.481183     -0.544576     -0.775723     -0.471065   \n",
       "157        1.307417      1.198352      1.182067      1.062090      1.194454   \n",
       "169       -0.438984     -0.630077     -0.441272     -0.396705     -0.491952   \n",
       "236       -2.593522     -2.130359     -1.604796     -3.694810     -2.795130   \n",
       "...             ...           ...           ...           ...           ...   \n",
       "19371      0.481250      0.663228      0.856887      0.583099      0.432002   \n",
       "19425     -1.615679     -1.564917     -1.792408     -1.259747     -1.529578   \n",
       "19478     -0.218666     -0.100983     -0.528148      0.133309     -0.364002   \n",
       "19496     -0.333325     -0.373141     -0.269956     -0.179643     -0.348756   \n",
       "19518     -0.553729     -0.532171     -0.301885     -0.313485     -0.456490   \n",
       "\n",
       "       TCGA-2J-AABA  TCGA-2J-AABE  TCGA-2J-AABF  TCGA-2J-AABH  TCGA-2J-AABI  \\\n",
       "58        -1.318423     -1.194765     -1.387588     -1.744931     -1.437727   \n",
       "150       -0.561192     -0.509604     -0.617203     -0.559476      0.329137   \n",
       "157        1.119967      1.391283      1.392547      1.315324      0.875289   \n",
       "169       -0.908207     -0.566725     -0.368830     -0.569583     -0.689937   \n",
       "236       -2.702509     -3.293371     -2.579295     -2.243038     -2.968308   \n",
       "...             ...           ...           ...           ...           ...   \n",
       "19371      0.612133      0.494127      0.770875      0.090838     -0.379245   \n",
       "19425     -1.747226     -1.346273     -1.198835     -1.988290     -1.774117   \n",
       "19478      0.170174      0.125844     -0.103369     -0.016900      0.209719   \n",
       "19496     -0.354200     -0.251463     -0.330360     -0.281773      0.095345   \n",
       "19518     -0.308320     -0.033545     -0.087689     -0.402512     -0.293305   \n",
       "\n",
       "       ...  TCGA-XD-AAUH  TCGA-XD-AAUI  TCGA-XD-AAUL  TCGA-XN-A8T3  \\\n",
       "58     ...     -1.311757     -1.185187     -1.196026     -1.108713   \n",
       "150    ...     -0.593079     -0.380996     -0.449770     -0.626091   \n",
       "157    ...      1.353614      1.349290      0.993688      1.339254   \n",
       "169    ...     -0.513720     -0.532020     -0.535272     -0.665647   \n",
       "236    ...     -2.284157     -2.699080     -3.031909     -2.523246   \n",
       "...    ...           ...           ...           ...           ...   \n",
       "19371  ...      0.197191      0.302531      0.578926      0.435045   \n",
       "19425  ...     -1.683060     -1.354796     -1.410848     -1.646491   \n",
       "19478  ...      0.166532     -0.011012     -0.318979     -0.222193   \n",
       "19496  ...     -0.326707     -0.342473     -0.093780     -0.470150   \n",
       "19518  ...     -0.187771     -0.281767     -0.422783     -0.355220   \n",
       "\n",
       "       TCGA-XN-A8T5  TCGA-YB-A89D  TCGA-YH-A8SY  TCGA-YY-A8LH  TCGA-Z5-AAPL  \\\n",
       "58        -1.742634     -1.771837     -1.666273     -1.231830     -1.971459   \n",
       "150       -0.452912     -0.402764     -0.552455     -0.364353     -0.487685   \n",
       "157        1.106228      1.124345      1.009187      1.213710      1.475824   \n",
       "169       -0.324061     -0.375231     -0.398773     -0.647383     -0.625095   \n",
       "236       -3.419828     -2.831278     -2.518817     -3.305483     -2.978934   \n",
       "...             ...           ...           ...           ...           ...   \n",
       "19371      0.462779      0.418357      0.589649      0.363018      0.243968   \n",
       "19425     -0.804173     -1.507142     -1.586584     -1.530761     -1.070646   \n",
       "19478      0.146114     -0.135742     -0.079629      0.132013      0.659168   \n",
       "19496     -0.393752     -0.557418     -0.344580     -0.121041     -0.398796   \n",
       "19518     -0.311519     -0.392193     -0.107947     -0.302725      0.370065   \n",
       "\n",
       "       Approved.Symbol  \n",
       "58               ABCB9  \n",
       "150                ACD  \n",
       "157              ACIN1  \n",
       "169             ACOT13  \n",
       "236             ACTR3C  \n",
       "...                ...  \n",
       "19371         ZMPSTE24  \n",
       "19425           ZNF184  \n",
       "19478           ZNF276  \n",
       "19496             ZNF3  \n",
       "19518           ZNF335  \n",
       "\n",
       "[115 rows x 178 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "from scipy.stats import zscore\n",
    "modOncGenesCols = list(modOncGenes.columns)\n",
    "modOncGenesCols.remove('Approved.Symbol')\n",
    "zScoreModOncGenes = modOncGenes[modOncGenesCols]\n",
    "zScoreModOncGenes= zScoreModOncGenes.apply(zscore)\n",
    "zScoreModOncGenes['Approved.Symbol'] = modOncGenes['Approved.Symbol']\n",
    "# zScoreModOncGenes\n",
    "modChipGenesCols = list(modChipGenes.columns)\n",
    "modChipGenesCols.remove('Approved.Symbol')\n",
    "zScoreModChipGenes = modChipGenes[modChipGenesCols]\n",
    "zScoreModChipGenes = zScoreModChipGenes.apply(zscore)\n",
    "zScoreModChipGenes['Approved.Symbol'] = modChipGenes['Approved.Symbol']\n",
    "# zScoreModChipGenes\n",
    "# z_scoring\n",
    "# modOncGenes\n",
    "# this didn't work for somereason\n",
    "# for col in modOncGenesCols:\n",
    "#     col_zscore = col + '_zscore'\n",
    "#     modOncGenes[col_zscore] = ( modOncGenes[col] -  modOncGenes[col].mean())/ modOncGenes[col].std(ddof=0)\n",
    "\n",
    "# modOncGenes\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "mutual information calculations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TCGA-2J-AAB1</th>\n",
       "      <th>TCGA-2J-AAB4</th>\n",
       "      <th>TCGA-2J-AAB6</th>\n",
       "      <th>TCGA-2J-AAB8</th>\n",
       "      <th>TCGA-2J-AAB9</th>\n",
       "      <th>TCGA-2J-AABA</th>\n",
       "      <th>TCGA-2J-AABE</th>\n",
       "      <th>TCGA-2J-AABF</th>\n",
       "      <th>TCGA-2J-AABH</th>\n",
       "      <th>TCGA-2J-AABI</th>\n",
       "      <th>...</th>\n",
       "      <th>TCGA-XD-AAUH</th>\n",
       "      <th>TCGA-XD-AAUI</th>\n",
       "      <th>TCGA-XD-AAUL</th>\n",
       "      <th>TCGA-XN-A8T3</th>\n",
       "      <th>TCGA-XN-A8T5</th>\n",
       "      <th>TCGA-YB-A89D</th>\n",
       "      <th>TCGA-YH-A8SY</th>\n",
       "      <th>TCGA-YY-A8LH</th>\n",
       "      <th>TCGA-Z5-AAPL</th>\n",
       "      <th>Approved.Symbol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>-1.292104</td>\n",
       "      <td>-1.599239</td>\n",
       "      <td>-0.625016</td>\n",
       "      <td>-2.179336</td>\n",
       "      <td>-1.601193</td>\n",
       "      <td>-1.318423</td>\n",
       "      <td>-1.194765</td>\n",
       "      <td>-1.387588</td>\n",
       "      <td>-1.744931</td>\n",
       "      <td>-1.437727</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.311757</td>\n",
       "      <td>-1.185187</td>\n",
       "      <td>-1.196026</td>\n",
       "      <td>-1.108713</td>\n",
       "      <td>-1.742634</td>\n",
       "      <td>-1.771837</td>\n",
       "      <td>-1.666273</td>\n",
       "      <td>-1.231830</td>\n",
       "      <td>-1.971459</td>\n",
       "      <td>ABCB9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>-0.476125</td>\n",
       "      <td>-0.481183</td>\n",
       "      <td>-0.544576</td>\n",
       "      <td>-0.775723</td>\n",
       "      <td>-0.471065</td>\n",
       "      <td>-0.561192</td>\n",
       "      <td>-0.509604</td>\n",
       "      <td>-0.617203</td>\n",
       "      <td>-0.559476</td>\n",
       "      <td>0.329137</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.593079</td>\n",
       "      <td>-0.380996</td>\n",
       "      <td>-0.449770</td>\n",
       "      <td>-0.626091</td>\n",
       "      <td>-0.452912</td>\n",
       "      <td>-0.402764</td>\n",
       "      <td>-0.552455</td>\n",
       "      <td>-0.364353</td>\n",
       "      <td>-0.487685</td>\n",
       "      <td>ACD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>1.307417</td>\n",
       "      <td>1.198352</td>\n",
       "      <td>1.182067</td>\n",
       "      <td>1.062090</td>\n",
       "      <td>1.194454</td>\n",
       "      <td>1.119967</td>\n",
       "      <td>1.391283</td>\n",
       "      <td>1.392547</td>\n",
       "      <td>1.315324</td>\n",
       "      <td>0.875289</td>\n",
       "      <td>...</td>\n",
       "      <td>1.353614</td>\n",
       "      <td>1.349290</td>\n",
       "      <td>0.993688</td>\n",
       "      <td>1.339254</td>\n",
       "      <td>1.106228</td>\n",
       "      <td>1.124345</td>\n",
       "      <td>1.009187</td>\n",
       "      <td>1.213710</td>\n",
       "      <td>1.475824</td>\n",
       "      <td>ACIN1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>-0.438984</td>\n",
       "      <td>-0.630077</td>\n",
       "      <td>-0.441272</td>\n",
       "      <td>-0.396705</td>\n",
       "      <td>-0.491952</td>\n",
       "      <td>-0.908207</td>\n",
       "      <td>-0.566725</td>\n",
       "      <td>-0.368830</td>\n",
       "      <td>-0.569583</td>\n",
       "      <td>-0.689937</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.513720</td>\n",
       "      <td>-0.532020</td>\n",
       "      <td>-0.535272</td>\n",
       "      <td>-0.665647</td>\n",
       "      <td>-0.324061</td>\n",
       "      <td>-0.375231</td>\n",
       "      <td>-0.398773</td>\n",
       "      <td>-0.647383</td>\n",
       "      <td>-0.625095</td>\n",
       "      <td>ACOT13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>-2.593522</td>\n",
       "      <td>-2.130359</td>\n",
       "      <td>-1.604796</td>\n",
       "      <td>-3.694810</td>\n",
       "      <td>-2.795130</td>\n",
       "      <td>-2.702509</td>\n",
       "      <td>-3.293371</td>\n",
       "      <td>-2.579295</td>\n",
       "      <td>-2.243038</td>\n",
       "      <td>-2.968308</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.284157</td>\n",
       "      <td>-2.699080</td>\n",
       "      <td>-3.031909</td>\n",
       "      <td>-2.523246</td>\n",
       "      <td>-3.419828</td>\n",
       "      <td>-2.831278</td>\n",
       "      <td>-2.518817</td>\n",
       "      <td>-3.305483</td>\n",
       "      <td>-2.978934</td>\n",
       "      <td>ACTR3C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19371</th>\n",
       "      <td>0.481250</td>\n",
       "      <td>0.663228</td>\n",
       "      <td>0.856887</td>\n",
       "      <td>0.583099</td>\n",
       "      <td>0.432002</td>\n",
       "      <td>0.612133</td>\n",
       "      <td>0.494127</td>\n",
       "      <td>0.770875</td>\n",
       "      <td>0.090838</td>\n",
       "      <td>-0.379245</td>\n",
       "      <td>...</td>\n",
       "      <td>0.197191</td>\n",
       "      <td>0.302531</td>\n",
       "      <td>0.578926</td>\n",
       "      <td>0.435045</td>\n",
       "      <td>0.462779</td>\n",
       "      <td>0.418357</td>\n",
       "      <td>0.589649</td>\n",
       "      <td>0.363018</td>\n",
       "      <td>0.243968</td>\n",
       "      <td>ZMPSTE24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19425</th>\n",
       "      <td>-1.615679</td>\n",
       "      <td>-1.564917</td>\n",
       "      <td>-1.792408</td>\n",
       "      <td>-1.259747</td>\n",
       "      <td>-1.529578</td>\n",
       "      <td>-1.747226</td>\n",
       "      <td>-1.346273</td>\n",
       "      <td>-1.198835</td>\n",
       "      <td>-1.988290</td>\n",
       "      <td>-1.774117</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.683060</td>\n",
       "      <td>-1.354796</td>\n",
       "      <td>-1.410848</td>\n",
       "      <td>-1.646491</td>\n",
       "      <td>-0.804173</td>\n",
       "      <td>-1.507142</td>\n",
       "      <td>-1.586584</td>\n",
       "      <td>-1.530761</td>\n",
       "      <td>-1.070646</td>\n",
       "      <td>ZNF184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19478</th>\n",
       "      <td>-0.218666</td>\n",
       "      <td>-0.100983</td>\n",
       "      <td>-0.528148</td>\n",
       "      <td>0.133309</td>\n",
       "      <td>-0.364002</td>\n",
       "      <td>0.170174</td>\n",
       "      <td>0.125844</td>\n",
       "      <td>-0.103369</td>\n",
       "      <td>-0.016900</td>\n",
       "      <td>0.209719</td>\n",
       "      <td>...</td>\n",
       "      <td>0.166532</td>\n",
       "      <td>-0.011012</td>\n",
       "      <td>-0.318979</td>\n",
       "      <td>-0.222193</td>\n",
       "      <td>0.146114</td>\n",
       "      <td>-0.135742</td>\n",
       "      <td>-0.079629</td>\n",
       "      <td>0.132013</td>\n",
       "      <td>0.659168</td>\n",
       "      <td>ZNF276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19496</th>\n",
       "      <td>-0.333325</td>\n",
       "      <td>-0.373141</td>\n",
       "      <td>-0.269956</td>\n",
       "      <td>-0.179643</td>\n",
       "      <td>-0.348756</td>\n",
       "      <td>-0.354200</td>\n",
       "      <td>-0.251463</td>\n",
       "      <td>-0.330360</td>\n",
       "      <td>-0.281773</td>\n",
       "      <td>0.095345</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.326707</td>\n",
       "      <td>-0.342473</td>\n",
       "      <td>-0.093780</td>\n",
       "      <td>-0.470150</td>\n",
       "      <td>-0.393752</td>\n",
       "      <td>-0.557418</td>\n",
       "      <td>-0.344580</td>\n",
       "      <td>-0.121041</td>\n",
       "      <td>-0.398796</td>\n",
       "      <td>ZNF3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19518</th>\n",
       "      <td>-0.553729</td>\n",
       "      <td>-0.532171</td>\n",
       "      <td>-0.301885</td>\n",
       "      <td>-0.313485</td>\n",
       "      <td>-0.456490</td>\n",
       "      <td>-0.308320</td>\n",
       "      <td>-0.033545</td>\n",
       "      <td>-0.087689</td>\n",
       "      <td>-0.402512</td>\n",
       "      <td>-0.293305</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.187771</td>\n",
       "      <td>-0.281767</td>\n",
       "      <td>-0.422783</td>\n",
       "      <td>-0.355220</td>\n",
       "      <td>-0.311519</td>\n",
       "      <td>-0.392193</td>\n",
       "      <td>-0.107947</td>\n",
       "      <td>-0.302725</td>\n",
       "      <td>0.370065</td>\n",
       "      <td>ZNF335</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>115 rows × 178 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       TCGA-2J-AAB1  TCGA-2J-AAB4  TCGA-2J-AAB6  TCGA-2J-AAB8  TCGA-2J-AAB9  \\\n",
       "58        -1.292104     -1.599239     -0.625016     -2.179336     -1.601193   \n",
       "150       -0.476125     -0.481183     -0.544576     -0.775723     -0.471065   \n",
       "157        1.307417      1.198352      1.182067      1.062090      1.194454   \n",
       "169       -0.438984     -0.630077     -0.441272     -0.396705     -0.491952   \n",
       "236       -2.593522     -2.130359     -1.604796     -3.694810     -2.795130   \n",
       "...             ...           ...           ...           ...           ...   \n",
       "19371      0.481250      0.663228      0.856887      0.583099      0.432002   \n",
       "19425     -1.615679     -1.564917     -1.792408     -1.259747     -1.529578   \n",
       "19478     -0.218666     -0.100983     -0.528148      0.133309     -0.364002   \n",
       "19496     -0.333325     -0.373141     -0.269956     -0.179643     -0.348756   \n",
       "19518     -0.553729     -0.532171     -0.301885     -0.313485     -0.456490   \n",
       "\n",
       "       TCGA-2J-AABA  TCGA-2J-AABE  TCGA-2J-AABF  TCGA-2J-AABH  TCGA-2J-AABI  \\\n",
       "58        -1.318423     -1.194765     -1.387588     -1.744931     -1.437727   \n",
       "150       -0.561192     -0.509604     -0.617203     -0.559476      0.329137   \n",
       "157        1.119967      1.391283      1.392547      1.315324      0.875289   \n",
       "169       -0.908207     -0.566725     -0.368830     -0.569583     -0.689937   \n",
       "236       -2.702509     -3.293371     -2.579295     -2.243038     -2.968308   \n",
       "...             ...           ...           ...           ...           ...   \n",
       "19371      0.612133      0.494127      0.770875      0.090838     -0.379245   \n",
       "19425     -1.747226     -1.346273     -1.198835     -1.988290     -1.774117   \n",
       "19478      0.170174      0.125844     -0.103369     -0.016900      0.209719   \n",
       "19496     -0.354200     -0.251463     -0.330360     -0.281773      0.095345   \n",
       "19518     -0.308320     -0.033545     -0.087689     -0.402512     -0.293305   \n",
       "\n",
       "       ...  TCGA-XD-AAUH  TCGA-XD-AAUI  TCGA-XD-AAUL  TCGA-XN-A8T3  \\\n",
       "58     ...     -1.311757     -1.185187     -1.196026     -1.108713   \n",
       "150    ...     -0.593079     -0.380996     -0.449770     -0.626091   \n",
       "157    ...      1.353614      1.349290      0.993688      1.339254   \n",
       "169    ...     -0.513720     -0.532020     -0.535272     -0.665647   \n",
       "236    ...     -2.284157     -2.699080     -3.031909     -2.523246   \n",
       "...    ...           ...           ...           ...           ...   \n",
       "19371  ...      0.197191      0.302531      0.578926      0.435045   \n",
       "19425  ...     -1.683060     -1.354796     -1.410848     -1.646491   \n",
       "19478  ...      0.166532     -0.011012     -0.318979     -0.222193   \n",
       "19496  ...     -0.326707     -0.342473     -0.093780     -0.470150   \n",
       "19518  ...     -0.187771     -0.281767     -0.422783     -0.355220   \n",
       "\n",
       "       TCGA-XN-A8T5  TCGA-YB-A89D  TCGA-YH-A8SY  TCGA-YY-A8LH  TCGA-Z5-AAPL  \\\n",
       "58        -1.742634     -1.771837     -1.666273     -1.231830     -1.971459   \n",
       "150       -0.452912     -0.402764     -0.552455     -0.364353     -0.487685   \n",
       "157        1.106228      1.124345      1.009187      1.213710      1.475824   \n",
       "169       -0.324061     -0.375231     -0.398773     -0.647383     -0.625095   \n",
       "236       -3.419828     -2.831278     -2.518817     -3.305483     -2.978934   \n",
       "...             ...           ...           ...           ...           ...   \n",
       "19371      0.462779      0.418357      0.589649      0.363018      0.243968   \n",
       "19425     -0.804173     -1.507142     -1.586584     -1.530761     -1.070646   \n",
       "19478      0.146114     -0.135742     -0.079629      0.132013      0.659168   \n",
       "19496     -0.393752     -0.557418     -0.344580     -0.121041     -0.398796   \n",
       "19518     -0.311519     -0.392193     -0.107947     -0.302725      0.370065   \n",
       "\n",
       "       Approved.Symbol  \n",
       "58               ABCB9  \n",
       "150                ACD  \n",
       "157              ACIN1  \n",
       "169             ACOT13  \n",
       "236             ACTR3C  \n",
       "...                ...  \n",
       "19371         ZMPSTE24  \n",
       "19425           ZNF184  \n",
       "19478           ZNF276  \n",
       "19496             ZNF3  \n",
       "19518           ZNF335  \n",
       "\n",
       "[115 rows x 178 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# need to figure out probability\n",
    "# problem: survivability doesn't match up with my gene expression\n",
    "# pfi is physical fraility index\n",
    "# zScoreModChipGenes.dtypes\n",
    "zScoreModChipGenes\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
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       "      <th>168</th>\n",
       "      <th>169</th>\n",
       "      <th>170</th>\n",
       "      <th>171</th>\n",
       "      <th>172</th>\n",
       "      <th>173</th>\n",
       "      <th>174</th>\n",
       "      <th>175</th>\n",
       "      <th>176</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>sample_TCGA</th>\n",
       "      <td>TCGA-2J-AAB1</td>\n",
       "      <td>TCGA-2J-AAB4</td>\n",
       "      <td>TCGA-2J-AAB6</td>\n",
       "      <td>TCGA-2J-AAB8</td>\n",
       "      <td>TCGA-2J-AAB9</td>\n",
       "      <td>TCGA-2J-AABA</td>\n",
       "      <td>TCGA-2J-AABE</td>\n",
       "      <td>TCGA-2J-AABF</td>\n",
       "      <td>TCGA-2J-AABH</td>\n",
       "      <td>TCGA-2J-AABI</td>\n",
       "      <td>...</td>\n",
       "      <td>TCGA-XD-AAUG</td>\n",
       "      <td>TCGA-XD-AAUH</td>\n",
       "      <td>TCGA-XD-AAUI</td>\n",
       "      <td>TCGA-XD-AAUL</td>\n",
       "      <td>TCGA-XN-A8T3</td>\n",
       "      <td>TCGA-XN-A8T5</td>\n",
       "      <td>TCGA-YB-A89D</td>\n",
       "      <td>TCGA-YH-A8SY</td>\n",
       "      <td>TCGA-YY-A8LH</td>\n",
       "      <td>TCGA-Z5-AAPL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OS.time</th>\n",
       "      <td>2.168378</td>\n",
       "      <td>23.950719</td>\n",
       "      <td>9.626283</td>\n",
       "      <td>2.628337</td>\n",
       "      <td>20.599589</td>\n",
       "      <td>19.942505</td>\n",
       "      <td>22.209446</td>\n",
       "      <td>22.702259</td>\n",
       "      <td>42.283368</td>\n",
       "      <td>31.835729</td>\n",
       "      <td>...</td>\n",
       "      <td>13.798768</td>\n",
       "      <td>12.977413</td>\n",
       "      <td>12.024641</td>\n",
       "      <td>16.361396</td>\n",
       "      <td>31.244353</td>\n",
       "      <td>23.655031</td>\n",
       "      <td>11.498973</td>\n",
       "      <td>12.747433</td>\n",
       "      <td>66.234086</td>\n",
       "      <td>15.342916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OS</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PFI.time</th>\n",
       "      <td>2.168378</td>\n",
       "      <td>23.950719</td>\n",
       "      <td>5.552361</td>\n",
       "      <td>2.628337</td>\n",
       "      <td>17.117043</td>\n",
       "      <td>5.256674</td>\n",
       "      <td>22.209446</td>\n",
       "      <td>14.554415</td>\n",
       "      <td>42.283368</td>\n",
       "      <td>23.917864</td>\n",
       "      <td>...</td>\n",
       "      <td>13.798768</td>\n",
       "      <td>2.858316</td>\n",
       "      <td>5.749487</td>\n",
       "      <td>16.361396</td>\n",
       "      <td>31.244353</td>\n",
       "      <td>7.950719</td>\n",
       "      <td>11.498973</td>\n",
       "      <td>12.747433</td>\n",
       "      <td>66.234086</td>\n",
       "      <td>15.342916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PFI</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 177 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      0             1             2             3    \\\n",
       "sample_TCGA  TCGA-2J-AAB1  TCGA-2J-AAB4  TCGA-2J-AAB6  TCGA-2J-AAB8   \n",
       "OS.time          2.168378     23.950719      9.626283      2.628337   \n",
       "OS                      1             0             1             0   \n",
       "PFI.time         2.168378     23.950719      5.552361      2.628337   \n",
       "PFI                     0             0             1             0   \n",
       "\n",
       "                      4             5             6             7    \\\n",
       "sample_TCGA  TCGA-2J-AAB9  TCGA-2J-AABA  TCGA-2J-AABE  TCGA-2J-AABF   \n",
       "OS.time         20.599589     19.942505     22.209446     22.702259   \n",
       "OS                      1             1             0             1   \n",
       "PFI.time        17.117043      5.256674     22.209446     14.554415   \n",
       "PFI                     1             1             0             1   \n",
       "\n",
       "                      8             9    ...           167           168  \\\n",
       "sample_TCGA  TCGA-2J-AABH  TCGA-2J-AABI  ...  TCGA-XD-AAUG  TCGA-XD-AAUH   \n",
       "OS.time         42.283368     31.835729  ...     13.798768     12.977413   \n",
       "OS                      0             0  ...             0             0   \n",
       "PFI.time        42.283368     23.917864  ...     13.798768      2.858316   \n",
       "PFI                     1             1  ...             0             1   \n",
       "\n",
       "                      169           170           171           172  \\\n",
       "sample_TCGA  TCGA-XD-AAUI  TCGA-XD-AAUL  TCGA-XN-A8T3  TCGA-XN-A8T5   \n",
       "OS.time         12.024641     16.361396     31.244353     23.655031   \n",
       "OS                      1             0             0             0   \n",
       "PFI.time         5.749487     16.361396     31.244353      7.950719   \n",
       "PFI                     1             0             0             1   \n",
       "\n",
       "                      173           174           175           176  \n",
       "sample_TCGA  TCGA-YB-A89D  TCGA-YH-A8SY  TCGA-YY-A8LH  TCGA-Z5-AAPL  \n",
       "OS.time         11.498973     12.747433     66.234086     15.342916  \n",
       "OS                      0             0             0             0  \n",
       "PFI.time        11.498973     12.747433     66.234086     15.342916  \n",
       "PFI                     0             0             0             0  \n",
       "\n",
       "[5 rows x 177 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pancSurvival.transpose()\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "need to organize information into 10 bins"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "test1 =list(zScoreModChipGenes.columns)\n",
    "test1.remove('Approved.Symbol')\n",
    "test3 = zScoreModChipGenes[test1]\n",
    "# for col in modOncGenesCols:\n",
    "#      col_zscore = col + '_zscore'\n",
    "#      modOncGenes[col_zscore] = ( modOncGenes[col] -  modOncGenes[col].mean())/ modOncGenes[col].std(ddof=0)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "attempt to plot information "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "x and y must have same first dimension, but have shapes (115,) and (1,)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32mUntitled-1.ipynb Cell 13\u001b[0m in \u001b[0;36m<cell line: 1>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> <a href='vscode-notebook-cell:Untitled-1.ipynb?jupyter-notebook#X15sdW50aXRsZWQ%3D?line=0'>1</a>\u001b[0m plt\u001b[39m.\u001b[39;49mplot(modChipGenes[\u001b[39m\"\u001b[39;49m\u001b[39mApproved.Symbol\u001b[39;49m\u001b[39m\"\u001b[39;49m],[\u001b[39m\"\u001b[39;49m\u001b[39mTCGA-2J-AAB1\u001b[39;49m\u001b[39m\"\u001b[39;49m])\n\u001b[0;32m      <a href='vscode-notebook-cell:Untitled-1.ipynb?jupyter-notebook#X15sdW50aXRsZWQ%3D?line=1'>2</a>\u001b[0m plt\u001b[39m.\u001b[39mylabel(\u001b[39m'\u001b[39m\u001b[39mTCGA-2J-AAB1\u001b[39m\u001b[39m'\u001b[39m)\n\u001b[0;32m      <a href='vscode-notebook-cell:Untitled-1.ipynb?jupyter-notebook#X15sdW50aXRsZWQ%3D?line=2'>3</a>\u001b[0m plt\u001b[39m.\u001b[39mshow()\n",
      "File \u001b[1;32mc:\\Users\\ndjed\\anaconda3\\lib\\site-packages\\matplotlib\\pyplot.py:2757\u001b[0m, in \u001b[0;36mplot\u001b[1;34m(scalex, scaley, data, *args, **kwargs)\u001b[0m\n\u001b[0;32m   2755\u001b[0m \u001b[39m@_copy_docstring_and_deprecators\u001b[39m(Axes\u001b[39m.\u001b[39mplot)\n\u001b[0;32m   2756\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mplot\u001b[39m(\u001b[39m*\u001b[39margs, scalex\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m, scaley\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m, data\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs):\n\u001b[1;32m-> 2757\u001b[0m     \u001b[39mreturn\u001b[39;00m gca()\u001b[39m.\u001b[39mplot(\n\u001b[0;32m   2758\u001b[0m         \u001b[39m*\u001b[39margs, scalex\u001b[39m=\u001b[39mscalex, scaley\u001b[39m=\u001b[39mscaley,\n\u001b[0;32m   2759\u001b[0m         \u001b[39m*\u001b[39m\u001b[39m*\u001b[39m({\u001b[39m\"\u001b[39m\u001b[39mdata\u001b[39m\u001b[39m\"\u001b[39m: data} \u001b[39mif\u001b[39;00m data \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m \u001b[39melse\u001b[39;00m {}), \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n",
      "File \u001b[1;32mc:\\Users\\ndjed\\anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:1632\u001b[0m, in \u001b[0;36mAxes.plot\u001b[1;34m(self, scalex, scaley, data, *args, **kwargs)\u001b[0m\n\u001b[0;32m   1390\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[0;32m   1391\u001b[0m \u001b[39mPlot y versus x as lines and/or markers.\u001b[39;00m\n\u001b[0;32m   1392\u001b[0m \n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   1629\u001b[0m \u001b[39m(``'green'``) or hex strings (``'#008000'``).\u001b[39;00m\n\u001b[0;32m   1630\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[0;32m   1631\u001b[0m kwargs \u001b[39m=\u001b[39m cbook\u001b[39m.\u001b[39mnormalize_kwargs(kwargs, mlines\u001b[39m.\u001b[39mLine2D)\n\u001b[1;32m-> 1632\u001b[0m lines \u001b[39m=\u001b[39m [\u001b[39m*\u001b[39m\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_get_lines(\u001b[39m*\u001b[39margs, data\u001b[39m=\u001b[39mdata, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)]\n\u001b[0;32m   1633\u001b[0m \u001b[39mfor\u001b[39;00m line \u001b[39min\u001b[39;00m lines:\n\u001b[0;32m   1634\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39madd_line(line)\n",
      "File \u001b[1;32mc:\\Users\\ndjed\\anaconda3\\lib\\site-packages\\matplotlib\\axes\\_base.py:312\u001b[0m, in \u001b[0;36m_process_plot_var_args.__call__\u001b[1;34m(self, data, *args, **kwargs)\u001b[0m\n\u001b[0;32m    310\u001b[0m     this \u001b[39m+\u001b[39m\u001b[39m=\u001b[39m args[\u001b[39m0\u001b[39m],\n\u001b[0;32m    311\u001b[0m     args \u001b[39m=\u001b[39m args[\u001b[39m1\u001b[39m:]\n\u001b[1;32m--> 312\u001b[0m \u001b[39myield from\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_plot_args(this, kwargs)\n",
      "File \u001b[1;32mc:\\Users\\ndjed\\anaconda3\\lib\\site-packages\\matplotlib\\axes\\_base.py:498\u001b[0m, in \u001b[0;36m_process_plot_var_args._plot_args\u001b[1;34m(self, tup, kwargs, return_kwargs)\u001b[0m\n\u001b[0;32m    495\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39maxes\u001b[39m.\u001b[39myaxis\u001b[39m.\u001b[39mupdate_units(y)\n\u001b[0;32m    497\u001b[0m \u001b[39mif\u001b[39;00m x\u001b[39m.\u001b[39mshape[\u001b[39m0\u001b[39m] \u001b[39m!=\u001b[39m y\u001b[39m.\u001b[39mshape[\u001b[39m0\u001b[39m]:\n\u001b[1;32m--> 498\u001b[0m     \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mx and y must have same first dimension, but \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m    499\u001b[0m                      \u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mhave shapes \u001b[39m\u001b[39m{\u001b[39;00mx\u001b[39m.\u001b[39mshape\u001b[39m}\u001b[39;00m\u001b[39m and \u001b[39m\u001b[39m{\u001b[39;00my\u001b[39m.\u001b[39mshape\u001b[39m}\u001b[39;00m\u001b[39m\"\u001b[39m)\n\u001b[0;32m    500\u001b[0m \u001b[39mif\u001b[39;00m x\u001b[39m.\u001b[39mndim \u001b[39m>\u001b[39m \u001b[39m2\u001b[39m \u001b[39mor\u001b[39;00m y\u001b[39m.\u001b[39mndim \u001b[39m>\u001b[39m \u001b[39m2\u001b[39m:\n\u001b[0;32m    501\u001b[0m     \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mx and y can be no greater than 2D, but have \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m    502\u001b[0m                      \u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mshapes \u001b[39m\u001b[39m{\u001b[39;00mx\u001b[39m.\u001b[39mshape\u001b[39m}\u001b[39;00m\u001b[39m and \u001b[39m\u001b[39m{\u001b[39;00my\u001b[39m.\u001b[39mshape\u001b[39m}\u001b[39;00m\u001b[39m\"\u001b[39m)\n",
      "\u001b[1;31mValueError\u001b[0m: x and y must have same first dimension, but have shapes (115,) and (1,)"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAakAAAD4CAYAAABWiRm9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAKLklEQVR4nO3cb4xmZ1nH8d/VbkmldANptySG0tEaKc1WmrJq+OOSYCISEwShgTFoVCovJCa0CcQUo33hv0Rj39S2IVVSDGl9gY0StECMsTTW6KxucQlLca1VKyaLECDiHwiXL+aMHYft7M667VxDP59k02fu85xz7jMv+s19P89udXcAYKLzdnsCAPBkRAqAsUQKgLFECoCxRAqAsfbt9gS+2Vx66aW9srKy29MA2FOOHDnyue4+sHVcpM6xlZWVrK2t7fY0APaUqnrsVOO2+wAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGEukABhLpAAYS6QAGGvbSFXVJVV1dPnzr1X1+Kaf311Vx6vqWFU9XFU/vpyzr6p+pao+s+m979ly3TdUVVfVVdvc+wNV9enl+r9TVRcs4z9RVbdtc97DVXXPkxz7g6p6aMvYLZue63hV3VFV5y3Hrq+qT1bV16vq0Ha/KwDOvW0j1d3/1t3Xdve1Se5Mcuum19+f5Hu6+2CSw0lqOe2XknxrkmuW935fkgu2XHo1yYNJ3rLN7T+Q5Kok1yT5liQ3nO5hqurFyzMdrqqLthx7bpLrkjy3qr5ty6kbz3X1cr9XLePHkvxIkgdOd28Azr2z3e67OcnPdPeXkqS7v9jdd1fVs5P8dJKf7e7/XI59ubtv2Tixqp6T5BVJ3pZtItXdf9SLJH+Z5AVnMK8fTfK7ST6a5HVbjr0xyYeS3LvNfZ+V5MIkX1jm8Knu/vQZ3BeAp8COI1VVFye5uLtPnOLwdyT5x+7+8jaXeH2S+7v7kSSfr6rrTnO/C5L8WJL7z2B6b07ye0nuyfpqbbPVZfxUx26sqqNJPpvkke4+egb32jzHt1fVWlWtnTx5cienArCNs1lJVZI+ozdW/eTyWc8/VdXly/Bq1lczWf67NRhb3Z7kge7++Gnu9d1JTnb3Y0n+JMl1VfW85djzsx7QB5c4fq2qDm46fWO777IkF1XVdtuQ36C739vdh7r70IEDB3ZyKgDb2HGkli2+f6+qbz/F4b9L8sJltZXuft/yP/8vJjm/qi5J8uokd1XVPyR5V5I317qPLEG7a+NiVfWLSQ4kuWnrjZYvX2x8MeNQ1mN31XLdE0n2Z32LL1lfYT0vyaPL8ZWcYsuvu7+a9RXb4Z39VgB4KpztZ1K/muS3qmp/klTV/qp6e3d/JclvJ7mtqi5cjp2f9c96kuRNSd7f3Vd090p3X57k0SSv7O7XLF/SuGE574Ykr0my2t1f3zqB7r5v05c6/jrJ9Um+a7nuSpIfzhOrtNUkP7jp2EtzikhVVSV5edYjB8AuO9tI3ZHkT5P8VVUdS/JnSb6yHHtP1j/bOVZVf5Pk40nuTvIvWY/FfVuu9cGsf+FhqzuTPD/JQ8tq6ReW8X1J/mvLew8neby7H9809kCSq6vqZUlemOQvNg5096NJvlRV37sMbXwmdWy5/u3J/67W/jnJy5J8uKo+su1vBYBzqta/PLd3VNWtST7T3bfv9lxO5dChQ722trbb0wDYU6rqSHd/w99H3bcbkzlbVfXHWd86vGWXpwLA02BPRaq7X7vbcwDg6ePf7gNgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYCyRAmAskQJgLJECYKzq7t2ewzeVqjqZ5LHdngecwqVJPrfbk4AncUV3H9g6KFLwDFFVa919aLfnATthuw+AsUQKgLFECp453rvbE4Cd8pkUAGNZSQEwlkgBMJZIwR5TVW+oqq6qq5afV6rqP6rqaFU9XFV/XlUv2vT+11bVWlV9qqqOV9VvLOO3VNXjy3nHq+qOqjpvOfaSqnqoqv62qj5UVft352l5phMp2HtWkzyY5C2bxk5097Xd/ZIkdye5OUmq6mCS25K8tbtfnORgkr/fdN6t3X1tkquTXJPkVcv4XUl+rruvSXJfknc9dY8DT06kYA+pquckeUWSt+X/Rmqz/Um+sLx+d5Jf7u7jSdLdX+vu209xzrOSXLjpvBcleWB5/bEkb/z/zx52TqRgb3l9kvu7+5Ekn6+q65bxK5dtuxNJbkrym8v4wSRHtrnejVV1NMlnkzzS3UeX8WNJXre8vj7J5efsCWAHRAr2ltUk9y6v711+Tp7Y7rsyyTtz5n8namO777IkF1XVxursp5K8o6qOJLk4yX+fg7nDju3b7QkAZ6aqLkny6iQHq6qTnJ+kk2zdvvvDJO9bXn8yyUuTPLzdtbv7q1V1f5LDSe5dtgd/YLnvdyb5oXP1HLATVlKwd7wpyfu7+4ruXunuy5M8muQFW973yiQnlte/nuTmJTSpqvOq6qatF66qSvLyjfOq6rKN9yf5+SR3PgXPA6dlJQV7x2qSX9sy9sGsf5PvyuWzpcr61twNSdLdn6iqdya5p6qenfWV14c3nX9jVb01yQVJPpEnVmWrVfWO5fXv54mVGTyt/LNIAIxluw+AsUQKgLFECoCxRAqAsUQKgLFECoCxRAqAsf4HGun5A1ro7k0AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plt.plot(modChipGenes[\"Approved.Symbol\"],[\"TCGA-2J-AAB1\"])\n",
    "# plt.ylabel('TCGA-2J-AAB1')\n",
    "# plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
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  "language_info": {
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   "file_extension": ".py",
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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