Coffdrop_Runs.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ----------------------------------------------------------------------\n",
    "# Coffdrop Runs\n",
    "# ----------------------------------------------------------------------\n",
    "\n",
    "\n",
    "Coffdrop is a software package for finding mutual exclusivity and co-occurrence in cancer genes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Set parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "mutationmatrix = '/Users/jlu96/maf/new/BRCA_wustl/BRCA_wustl-som-cna-gl.m2'\n",
    "# Set to name of tab-delimited matrix file. First column of each row should be Patient ID. Remaining row entries are names of present mutations\n",
    "\n",
    "patientFile = '/Users/jlu96/maf/new/BRCA_wustl/shared_patients.plst'\n",
    "# only load patients listed in this file. Set to None to use all the patients.\n",
    "\n",
    "geneFile = None\n",
    "# Only load genes listed in this file. Set to None to use all the patients\n",
    "\n",
    "\n",
    "geneList1 = '/Users/jlu96/conte/jlu/mutex/data/tumor_suppressors_twohit_somatic.glst'\n",
    "\n",
    "geneList2 = '/Users/jlu96/conte/jlu/mutex/data/tumor_suppressors_twohit_copy.glst'\n",
    "# If want to specifically look for pairs between certain genes, set geneList1 and geneList2. All\n",
    "# pairs between one gene in geneList1 and one gene in geneList2 will be tested\n",
    "# If you just want to look among geneList1, set geneList2 to None\n",
    "\n",
    "output_prefix =  \"output/BRCA_wustl-som-cna-gl-tumor_suppressors_cytotest\" # Prefix for \"OUTPUT FILES\", below:\n",
    "\n",
    "\n",
    "\n",
    "#OUTPUT FILES-------\n",
    "pairfile = output_prefix + 'pairs-min_cohort.txt' #Pair statistics within the least mutated patients\n",
    "new_pairfile = output_prefix + \"-pairs-min_cohort_filtered.txt\" #Pair statistics over all patients\n",
    "new_cpairfile = output_prefix + \"-cpairs-min_cohort_filtered.txt\" #Co-occurringPair statistics over all patients\n",
    "new_mpairfile = output_prefix + \"-mpairs-min_cohort_filtered.txt\"#Mutually exclusive Pair statistics over all patients\n",
    "triplet_output_prefix = output_prefix + '-triplets-'\n",
    "segment_info_file = output_prefix + \"segment_info.txt\" # Name of file to write segmentation information to\n",
    "gene_c_file = new_cpairfile[:-4] + \"_genes.txt\"\n",
    "gene_m_file = new_mpairfile[:-4] + \"_genes.txt\"\n",
    "cyto_c_file = new_cpairfile[:-4] + \"_cytobands.txt\"\n",
    "cyto_m_file = new_mpairfile[:-4] + \"_cytobands.txt\"\n",
    "cytopairs_c_file = new_cpairfile[:-4] + \"_cytoband-pairs.txt\"\n",
    "cytopairs_m_file = new_mpairfile[:-4] + \"_cytoband-pairs.txt\"\n",
    "\n",
    "network_c_file = new_cpairfile[:-4] + \"_network.txt\"\n",
    "network_m_file = new_mpairfile[:-4] + \"_network.txt\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# If you want to test all pairs without first using the least mutated patients, run the following cell."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "minFreq = 0\n",
    "leastPatientThreshold = 100\n",
    "test_gene_threshold = 0\n",
    "closer_than_distance = 100000000\n",
    "only_filter_copy_distance = True\n",
    "cFDRthreshold = 0.05\n",
    "mFDRthreshold = 0.05\n",
    "pairs_have_dependencies = True\n",
    "remove_missing_genes = True"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Otherwise, set the parameters in the following cell and run it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "minFreq = 0\n",
    "# Only load genes mutated at least this many times.\n",
    "\n",
    "\n",
    "leastPatientThreshold = 15\n",
    "# To choose which genes to test, first consider only the patients below this percentile. e.g. if set to 50, the bottom 50% of patients\n",
    "# are called least mutated.\n",
    "\n",
    "test_gene_threshold = 1.3\n",
    "# Test genes that are mutated in at least this percentage of the least mutated patients.\n",
    "\n",
    "\n",
    "\n",
    "closer_than_distance = 100000000\n",
    "# Minimum distance between genes to test them, in bp. Set to None to prevent any filtering.\n",
    "\n",
    "only_filter_copy_distance = True\n",
    "# only filter the distance between copy number segements (by closer_than_distance) if True. Default is True.\n",
    "# This is included since copy number segments are not independent.\n",
    "# Note: if somatic mutations are annotated was loss, then they will be filtered as well\n",
    "\n",
    "cFDRthreshold = 0.05\n",
    "# FDR threshold for c-pvalues.\n",
    "\n",
    "mFDRthreshold = 0.05\n",
    "# FDR threshold for mutually exclusive pairs.\n",
    "\n",
    "pairs_have_dependencies = True\n",
    "#for FDR threshold. Set to True to be conservative, otherwise FDR only controls under independence/positive dependence assumptions\n",
    "\n",
    "remove_missing_genes = True"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1) Plot the distribution of mutations across genes and across patients\n",
    "# 2) Plot distribution over the least mutated patients\n",
    "# 3) Generate the gene pairs to be tested\n",
    "\n",
    "A good rule of thumb is to "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "67189 genes x 963 patients\n",
      "*******************************************************************\n",
      "*                   PLOT MUTATION DISTRIBUTIONS                   *\n",
      "*******************************************************************\n",
      "GENE MUTATION DISTRIBUTION\n"
     ]
    },
    {
     "data": {
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QzvPN5O3vKVJBUS3U5HxZSan1hVmkc8m/5/mqhVNJF9zlZpPuZkI6P64BPqDiAGxLUgHQ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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1133f4c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Zoomed into bottom 95 percent region\n"
     ]
    },
    {
     "data": {
      "image/png": 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yteY3gvSDsgHprsF5EXGOpIGkC+dI0oXt05G7f5N0IqnJx2JSX9k35fTRpF5s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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1348a7ad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "PATIENT MUTATION DISTRIBUTION\n"
     ]
    },
    {
     "data": {
      "image/png": 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jJ0+ezODBg+nZsydjxoxh7ty5BdM68cQT6devH9tuuy3vvPNOkzROOOGEVudx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\ndkAXSxwx+iMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1321a45d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Zoomed into bottom 95 percent region\n"
     ]
    },
    {
     "data": {
      "image/png": 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ATK/7hdOSV9/ylTIP3who9VZkWoO7zzCzAVn9kq2LzSS0fLGVmZ0DrPbwQtk8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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x123b76c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "*******************************************************************\n",
      "*         PLOT DISTRIBUTIONS AMONG LEAST MUTATED PATIENTS         *\n",
      "*******************************************************************\n",
      "GENE MUTATION DISTRIBUTION IN LEAST MUTATED PATIENTS\n"
     ]
    },
    {
     "data": {
      "image/png": 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qfds4/iZCl9FF71OJ7WETDd8zl9unfgoMKbC+Cr0z8PqY5wcZ28wlhIPPCsId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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x108d0da10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "PATIENT MUTATION DISTRIBUTION IN LEAST MUTATED PATIENTS\n"
     ]
    },
    {
     "data": {
      "image/png": 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tyYQm/PcT1t16hO2xG3AWsZm5u//TzC4jnHteMLNbCJU2hxKCyndS0tCSF3+/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\nTeY/b6y8A6+Q49IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1281367d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "*******************************************************************\n",
      "*                   GETTING TEST GENE PAIRS                       *\n",
      "*******************************************************************\n",
      "The least mutated patients are the bottom  15  % of patients\n",
      "Least mutated patients: 44507 genes x 145 patients\n",
      "The test gene threshold is  1.3 % of the least mutated patients\n",
      "Test genes are mutated at least  1  in th least mutated patients\n",
      "\n",
      "\n",
      "Number of test genes:  Gene  NUDT16Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C11orf34loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR97loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000252792.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238970.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SPATA31A4gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  B3GNT1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252009.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  EFHA2  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL765Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252265.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM86Aloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA64|ENSG00000199566.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PRED57gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  AGAP10gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA18|ENSG00000252249.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252687.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000212363.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000251800.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RMRPP4gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ZNF259loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239056.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM194Bloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA8|ENSG00000207410.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA24|ENSG00000207130.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ACA64|ENSG00000239008.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SOGA2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239111.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252790.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C19orf59loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PHF15loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LEPREL4gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FTSJD2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RPL23AP79loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000252683.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA15|ENSG00000252193.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM5Cgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MGC4294gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA20|ENSG00000251861.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD65|ENSG00000212229.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA72|ENSG00000206901.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238327.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C16orf53  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  EMR2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PTPLAD2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000199713.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA48|ENSG00000212214.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CT49gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM203Again  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM205Bloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C19orf59gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MARC1  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238472.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  THEG5gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238654.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000212579.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM203Bloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C22orf26loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf200gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C5orf54loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C6orf57gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238528.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238384.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MRPL45P2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL298Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  7SK|ENSG00000271765.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD19B|ENSG00000238862.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL626Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA51|ENSG00000201863.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SGK196loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C5orf27gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LPPR1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PTPLAD2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL642Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000252580.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238799.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000221040.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  TSRMgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD46|ENSG00000200913.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238596.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238983.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000207430.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  HBCBPgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA18|ENSG00000252249.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238389.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA1|ENSG00000202059.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238422.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA18|ENSG00000252719.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C6orf123loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238663.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000221332.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238631.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238418.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA18|ENSG00000207145.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL576Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238801.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCXAgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA48|ENSG00000252824.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA75|ENSG00000212432.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL224Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C9orf38gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoZ185gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238932.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GSTT1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000212273.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SLC25A6|ENSG00000169100.8gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DKFZP667F0711gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DEFB130|ENSG00000233050.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD116|ENSG00000212553.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238322.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238545.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252844.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PRMT10loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252646.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL572Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL142Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL844Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000252189.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000212422.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238425.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  WDR52gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238686.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM203Aloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000200026.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000200496.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FTSJD2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238752.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238745.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA74|ENSG00000223182.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SLC24A6loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239133.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238564.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNU2-2  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238463.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL839Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PHF16gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GOLGA2Bgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL157Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C12orf23loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD42|ENSG00000201209.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238425.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239098.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  TMEM236|ENSG00000184040.7loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239066.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C17orf103loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C21orf37gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA15|ENSG00000206785.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  XAGE1Cgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RPL13P5loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SEPT4loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239132.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA26|ENSG00000212590.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238733.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA81|ENSG00000253092.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MARCH3gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL99Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  NBPF24gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR4520Bloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238494.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00849loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD103Aloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252609.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL439Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL86Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL529Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RPS17Lgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C7orf63loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA38|ENSG00000200816.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238863.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238951.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  TTLL13gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD74|ENSG00000200891.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239111.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA43|ENSG00000253049.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000253014.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA18|ENSG00000206592.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238631.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000201368.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238718.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238569.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238686.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238522.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000251944.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA15|ENSG00000252193.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA42|ENSG00000199787.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000253091.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  OR5H8Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL224Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000251828.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238630.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238978.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C19orf82loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR144gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL295Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD43|ENSG00000263764.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA33|ENSG00000252045.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD56|ENSG00000207299.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  HCCAT3gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239089.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238486.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238501.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238768.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA26|ENSG00000212421.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000251911.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239146.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FKBP9Lgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000252349.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR115loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000206661.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA18|ENSG00000206849.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNA5SP381loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238416.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238747.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA7|ENSG00000200620.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238863.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA20|ENSG00000252800.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238868.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238855.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR3191gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239094.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA26|ENSG00000212624.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM188B2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252354.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252387.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000199666.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238326.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA6|ENSG00000252798.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA57|ENSG00000212529.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL609Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RRP7Bloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM21Bgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SIGLECP3loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL9Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000253059.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000252136.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  EMR3gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239144.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238864.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  AKR1CL1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238893.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD5|ENSG00000238854.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL773Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA42|ENSG00000199787.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA24|ENSG00000252777.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238387.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PTPN20Aloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252799.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239013.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR1255B1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA1432loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MLTKloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR1910gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA17|ENSG00000252190.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL739Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000212581.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238939.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  NBPF20gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR133loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA51|ENSG00000207177.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238717.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CEAloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD66|ENSG00000212158.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238970.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LIMS3|ENSG00000257207.4loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DOM3Zloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C4orf6  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD45|ENSG00000252438.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238296.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  EMR3loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  INTS4L2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C14orf144loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PRED58gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000251735.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000200042.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM74A5gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PIDDgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL511Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LSMD1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000252433.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD65|ENSG00000212264.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000201329.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SMCR7loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239061.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000252352.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL312Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000251793.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL112Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000253068.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MARCH8loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL71Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL710Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C19orf10gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR548O2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL770Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA74|ENSG00000252917.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000212539.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000252724.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238935.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238981.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MRPS31P3  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM138Fgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GOLGA6L10|ENSG00000205281.6gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252565.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  AGAP7  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238947.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000252133.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FLJ20306gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PDPK2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA18|ENSG00000238835.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C12orf55gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SKP215gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000212479.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoZ6|ENSG00000252200.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FLJ27365gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000253065.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238979.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000212479.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00312gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL365Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL669Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA11|ENSG00000251898.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA7|ENSG00000222604.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf173gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA63|ENSG00000200130.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA11|ENSG00000261709.2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  EIF2C2  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000200538.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000252602.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA46|ENSG00000212371.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL109Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000251979.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR4667loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA58|ENSG00000201003.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238314.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  NSG1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  BAI3gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM74A2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238587.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00948gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA26|ENSG00000212421.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR518Dloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL857Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238375.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA30|ENSG00000202189.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000252258.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ATP1A1OSloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000251802.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C5orf50gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL852Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SEPT4gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U6|ENSG00000272028.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL358Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000200042.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C15ORF37gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA19|ENSG00000222588.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  NUDT16Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000252724.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD74|ENSG00000201025.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C21orf119gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ZNF271loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD111|ENSG00000252230.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LIMS3|ENSG00000256977.6loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238433.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL701Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252071.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ZNF271  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252646.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL548Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA74|ENSG00000252213.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  TRNAI6loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  TMEM236|ENSG00000148483.7loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL115Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  AGAP8loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL175Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238318.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA51|ENSG00000206853.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000252049.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL367Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239176.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RMRPP1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000221461.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL349Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C16orf80loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000272179.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR128gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238857.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238896.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SBP1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000251860.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CTBP1-AS1  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM115Aloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000200237.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C20orf166gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252873.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoZ6|ENSG00000253067.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C17orf66loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL347Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CXorf48loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238336.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238629.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239079.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA1|ENSG00000199405.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239137.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PP13439gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD11|ENSG00000238317.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C16orf11loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA11|ENSG00000251898.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA62|ENSG00000202363.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238688.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  TRNAI2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238878.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD56|ENSG00000229686.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL669Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA7|ENSG00000222604.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238409.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000212587.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SMCR7Lloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00617gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  NSG2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238665.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA38|ENSG00000201042.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RMRPP2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL389Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD67|ENSG00000212135.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000207432.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000252204.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238473.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD77|ENSG00000212414.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR3607gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA16|ENSG00000201467.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252706.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL651Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA26|ENSG00000212590.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA22|ENSG00000199571.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CSPG4P8gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  EMR2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM27Aloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA75|ENSG00000212440.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238692.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DKFZP779J2370gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD63|ENSG00000252112.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000243321.2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239123.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA62|ENSG00000272015.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  IQCA1P1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238792.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C10orf118loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR3200loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL572Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA1244gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR3200gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C10orf68loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA11|ENSG00000221750.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA67|ENSG00000252473.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LEPRE1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C5orf20gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239067.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL409Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA7|ENSG00000206976.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238907.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA11|ENSG00000221398.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD56|ENSG00000199783.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD45|ENSG00000231297.2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL374Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1ORF220gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C10orf115loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239130.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA16|ENSG00000252329.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238674.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000252550.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238841.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CCDC41gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239126.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DDC8loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ZNF767loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238371.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238874.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR549gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD45|ENSG00000200422.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA36|ENSG00000200294.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SEPT9loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA0754  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA68|ENSG00000252458.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoZ6|ENSG00000266692.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239084.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf170gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FLJ43681  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  HCCAT3loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL247Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C20orf20  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CCDC11gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000237002.2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C13orf35loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA1009loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LILRA3loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  NIM1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239091.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL699Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00617loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL723Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000251863.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR116  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR113  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR112  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  NAMPTLloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U6|ENSG00000272507.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA38|ENSG00000201042.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA27|ENSG00000200235.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR5683loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM25Bloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  EMR1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238761.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR111gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DDC8gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR378Bloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL264Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA15|ENSG00000252218.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00340gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FTSJD1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238464.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238856.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238985.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA73|ENSG00000253090.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNY4P2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238869.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000251824.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PLK1S1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SGK110loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U7|ENSG00000271841.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CRYBG3|ENSG00000080200.5loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C8orf12  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238972.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNA5SP313gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C19orf69loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  TM4SF2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA51|ENSG00000207022.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA2|ENSG00000199959.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA15|ENSG00000251940.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238628.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNA5SP196loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ACA64|ENSG00000238685.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238483.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238591.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238538.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA20|ENSG00000206649.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD63|ENSG00000222937.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000221252.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA73|ENSG00000199977.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238330.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA48|ENSG00000212445.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf227gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD36|ENSG00000252227.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA0528  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238645.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL721Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM115Cgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL21Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000212598.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000207244.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNY4P8gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD63|ENSG00000206989.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA51|ENSG00000207177.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000253004.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000212144.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL281Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C17orf72gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL281Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C11orf48gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238305.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA3|ENSG00000200983.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  TRAXgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  WASIR1|ENSG00000185203.7loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239020.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM125B  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238982.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PRED62loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000252138.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  EFCAB4Aloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL31Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MARCH11gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR116loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf172loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL490Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA16|ENSG00000252923.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C11orf89loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR64gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL245Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  XAGE1Egain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD65|ENSG00000238936.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FLJ11235gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LPHN1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000202269.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SIGLECP3gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238701.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SPRY3|ENSG00000168939.6loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD63|ENSG00000252112.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238401.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00696loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FLJ00325loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238770.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA71|ENSG00000201811.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238571.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA72|ENSG00000252158.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238549.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA58|ENSG00000201129.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DKFZP434H0512gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239128.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SOLH  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000252582.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238515.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD74|ENSG00000200897.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA20|ENSG00000253060.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA2|ENSG00000206647.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238618.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNA5SP313loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FOXD4L2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA74|ENSG00000252305.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C21orf128loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238576.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA74|ENSG00000252129.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000272310.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA81|ENSG00000252677.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  WASH6P|ENSG00000182484.10loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238526.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA17|ENSG00000252143.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA48|ENSG00000212181.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA73|ENSG00000252114.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252668.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252435.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL103Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoZ6|ENSG00000264452.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL682Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RABL5gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL46Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PTPN20Bgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000207244.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252572.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238822.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MLF1IPloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD33|ENSG00000252022.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C12orf36gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PLSCR3loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL119Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000202269.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000271794.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238824.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C13orf45loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNY3P6loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C11orf35loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238642.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL373Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  EFCAB4B  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238771.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD103Bloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  TRNAI2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238564.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD41|ENSG00000212302.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DUS2Lloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL80Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD42|ENSG00000202440.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  AGAP7loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238403.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C5orf54gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA45gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00669gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA1704gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA0947gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000252505.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA16|ENSG00000252329.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LUZPP1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM211Bloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA71|ENSG00000201393.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238999.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SEPT6loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239025.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252402.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD95|ENSG00000200969.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000252709.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL747Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA74|ENSG00000223111.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA46|ENSG00000207493.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA35|ENSG00000271907.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DUS2Lgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000239148.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238969.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CD97loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238986.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000238297.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA63|ENSG00000201448.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RPL23AP79gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA4|ENSG00000263776.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MNF1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA30|ENSG00000202189.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238557.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD46|ENSG00000251830.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C11orf93loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00966loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238843.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA3|ENSG00000251778.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000207098.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SEPT1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238402.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA76|ENSG00000266402.2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA1009gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD64|ENSG00000270704.2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD45|ENSG00000231297.2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CXorf61loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCAND3gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000238840.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DEFB130|ENSG00000233050.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD60|ENSG00000252692.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA68|ENSG00000251715.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238925.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00515loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000212165.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238537.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MARCH6gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  BMS1P5gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238670.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U6|ENSG00000266839.2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  NBPF18Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  WDR16loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DARCgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238398.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238811.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  BCMO1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U1|ENSG00000233421.3loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000252969.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000201701.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C17orf61  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNA5SP498|ENSG00000223274.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM86Again  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1ORF220loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM194Bgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PRED60loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA71|ENSG00000201811.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238752.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238772.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C21orf88loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR3605gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA64|ENSG00000207187.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238309.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238899.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000252199.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL158Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA67|ENSG00000201619.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238295.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL412Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238492.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238520.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C3orf83gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238400.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CXorf24  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C14orf102  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PCDHB18loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL696Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR56gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  XAGE1Dgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000207119.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CCDC177|ENSG00000267909.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000238963.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA51|ENSG00000201516.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000200222.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238484.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000252352.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA63|ENSG00000201791.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ZNF542  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD64|ENSG00000270704.2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA2|ENSG00000202343.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNA5SP316loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD45|ENSG00000200706.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA26|ENSG00000212224.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM5Bgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR3687loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000238840.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000206987.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238351.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD45|ENSG00000200051.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA73|ENSG00000252054.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA1244  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SKP201gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ACA64|ENSG00000252016.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238342.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL758Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238492.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DKFZP779L1853gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  HUG1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA1239loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MARCH6loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  IFLTD1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR486gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR676gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C11orf82gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD85gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA15|ENSG00000251940.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000251769.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238322.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C12orf68loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA64|ENSG00000252441.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  OR51H1Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD113|ENSG00000200150.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C21orf67loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239193.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR523loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA21|ENSG00000252835.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GSTTP2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR115gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA48|ENSG00000212228.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MARCH2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238361.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000272272.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL56Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snR65|ENSG00000252576.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238369.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA73|ENSG00000222145.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C12orf44gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL194Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GAGE12Igain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238496.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238354.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA11|ENSG00000252727.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL29Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238563.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238451.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  TTC18gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL699Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA22|ENSG00000206603.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238488.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238541.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PRACloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252144.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  Vault|ENSG00000252328.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  7SK|ENSG00000271765.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238414.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238506.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238734.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000212211.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DEC1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239031.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  TMEM236|ENSG00000148483.7gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000251949.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MEGT1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GLUD1P2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA72|ENSG00000207249.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ACA59|ENSG00000252870.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM70A  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000201376.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000201809.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238400.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR126  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR123  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MTERFD3  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238821.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MUC8gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FLJ20306loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR144  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C22orf43loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNY4P1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238975.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR98  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL540Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SMCR7L  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SLC24A6gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00277gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238514.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C3orf32  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD103Bgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD63|ENSG00000206989.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000252921.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238800.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL103Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U4|ENSG00000272359.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  IFRG15loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR3191loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C12orf61gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL595Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C14orf23gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR3607loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C10ORF32loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000221496.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  Vault|ENSG00000252485.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C11orf82loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CEAgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL695Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ATP6Closs  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238673.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL137Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238729.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA63|ENSG00000252448.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR124gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238822.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA77|ENSG00000221643.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf192gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PCDHB17loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU109|ENSG00000238575.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA63|ENSG00000199363.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C3orf27gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD66|ENSG00000212532.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  TTC40  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA11|ENSG00000221164.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252300.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000200075.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252435.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000272464.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ENSG00000210194  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MLL5  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MLL4  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA72|ENSG00000207067.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  AQPEPloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238341.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD103Again  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR203loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM226Aloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000271796.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238746.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238799.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252771.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000207430.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA17|ENSG00000252020.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238605.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239095.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238715.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238438.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238691.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU109|ENSG00000238575.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000251909.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238702.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238775.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL450Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000199856.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C6orf57loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR4510loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C14orf182loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR665gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM115Closs  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA77|ENSG00000221083.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL501Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PPY2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ASAH2Closs  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA30|ENSG00000206755.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239000.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM211Aloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239096.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238960.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA67|ENSG00000207419.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL349Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238902.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C16orf80gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL855Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238485.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA1984loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238408.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM211Again  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000252657.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA16|ENSG00000212293.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239033.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD113|ENSG00000200150.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD115|ENSG00000212411.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238355.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000252048.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD5|ENSG00000238854.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  7SK|ENSG00000249352.3gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000252580.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238798.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR3654gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238922.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238343.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00663loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoR442|ENSG00000251959.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA72|ENSG00000201944.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL54Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA72|ENSG00000200355.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C8orf47gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238764.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238931.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CXorf24gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000221044.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238568.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL136Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL537Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  NBPF16gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL13Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL94Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL207Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C3orf65gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD60|ENSG00000206630.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MST1P9  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DEFB130|ENSG00000232948.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD113|ENSG00000222185.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM74A5loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238545.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C6orf211gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252077.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  WBP7loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00617  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000201945.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MARCH3loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000200545.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNU3P3loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238389.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000253041.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  O3FAR1  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PIDDloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR338loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238996.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA27|ENSG00000199474.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PRAMEF24Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238455.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FLJ39653  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252380.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  EIF2C3  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA26|ENSG00000212490.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SPG20OSgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238887.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA4|ENSG00000202434.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C17orf103gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL90Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  INTS4L1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA68|ENSG00000207166.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA33|ENSG00000200534.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA24|ENSG00000252274.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MARCH9gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA63|ENSG00000201448.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD38|ENSG00000252408.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238849.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR3648gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  7SK|ENSG00000271814.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL742Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000221044.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA79|ENSG00000222489.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA77|ENSG00000221083.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DHRSX|ENSG00000169084.8gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238747.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238445.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL133Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA26|ENSG00000212558.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238740.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000206909.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNY3P6gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA51|ENSG00000200113.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238433.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA51|ENSG00000207171.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252071.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C18orf56loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239046.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL590Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238538.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239093.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FLJ00325gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PRAMEF22gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LPHN2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MARC1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238455.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA9|ENSG00000252192.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000239148.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C6orf100gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA7|ENSG00000201316.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C5orf48loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR548AHloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA76|ENSG00000252122.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf173loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  7SK|ENSG00000249352.3loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238372.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoR26gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LSP1|ENSG00000130592.9loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238895.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238484.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CYP2B7P1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238740.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNY5P8gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238348.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNY4P11gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD38|ENSG00000200733.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SRCRB4Dloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ANXA8L2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239038.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA42|ENSG00000200385.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239116.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239155.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA79|ENSG00000221303.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000212610.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000252337.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM194A  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA68|ENSG00000212565.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CXorf27gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00102|ENSG00000230542.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238818.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  EMR4Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000206761.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239135.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238624.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA26|ENSG00000212624.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA69|ENSG00000206622.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000253027.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA17|ENSG00000252190.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000202482.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL10Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL161Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238938.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA64|ENSG00000202517.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C7orf13loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00263loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  WDR65gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MARCH1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL367Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA1|ENSG00000199405.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CHDC2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000252543.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U4|ENSG00000272160.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA48|ENSG00000212604.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL114Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD33|ENSG00000199631.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD81|ENSG00000212278.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238889.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CKS1B|ENSG00000268942.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000207432.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL360Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL463Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238818.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238639.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000199727.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FLJ00418loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL421Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000200693.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD98gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA35|ENSG00000239182.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA42|ENSG00000200385.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238999.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA20|ENSG00000252778.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CXorf30gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL829Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA22|ENSG00000207344.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA20|ENSG00000252722.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C14orf43  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238437.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C14orf45  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD45|ENSG00000200051.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C21orf90gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239191.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD45|ENSG00000252438.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000199851.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  Vault|ENSG00000252283.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000253076.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL17Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PTPLBloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C10orf68gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MARCH8gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA1731loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238940.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000253028.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C6orf70loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf148gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238703.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL212Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PRACgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA3|ENSG00000221639.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  7SK|ENSG00000260682.2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA7|ENSG00000206976.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU109|ENSG00000252040.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238628.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C11orf35gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238945.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD2|ENSG00000238707.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C16orf98loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00035gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FLJ14816loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  REXO1L10P|ENSG00000255940.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238802.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238804.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C3orf83loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA58|ENSG00000249020.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238932.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL729Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  AQPEPgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000253014.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA26|ENSG00000212588.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C15orf37gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA15|ENSG00000252218.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA62|ENSG00000201157.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C12orf44  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C14orf182gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239145.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000252852.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ATP6Cgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238865.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C15orf60gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf65gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL175Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C13orf35gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA32|ENSG00000207503.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM154Bgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL289Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239114.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U6|ENSG00000272507.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD74|ENSG00000200206.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL540Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA43|ENSG00000199815.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD23|ENSG00000221139.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf222gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA18|ENSG00000252024.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00341gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239155.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238796.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238615.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CKS1B|ENSG00000173207.8gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FP15737gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238296.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD77|ENSG00000212279.2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  NAPRT1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ASMTL|ENSG00000169093.10gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL588Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA1199gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252495.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA42|ENSG00000207475.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA42|ENSG00000207502.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA11|ENSG00000252992.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239063.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239140.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL374Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL85Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CYP4F43Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ZBED1|ENSG00000214717.4gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DKFZP761J1410loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL226Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snR65|ENSG00000253036.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA51|ENSG00000206898.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C18orf1  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA41|ENSG00000207406.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C6orf123gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238991.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA1704  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL235Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CCDC19gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA18|ENSG00000252314.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000212511.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR3690|ENSG00000265658.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA66|ENSG00000251795.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C21orf54gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239013.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PRAMEF21loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U6|ENSG00000272292.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf173  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U1|ENSG00000228549.2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SEPT1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA9|ENSG00000199282.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238920.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CT49loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000212273.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD74|ENSG00000201666.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DKFZP779L1853loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA72|ENSG00000201898.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238974.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA1984  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252932.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000253065.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000253041.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD60|ENSG00000199321.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  IFRG15gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239059.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000212145.2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR144loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD81|ENSG00000223213.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL243Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CD99P1|ENSG00000223773.2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LST3gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL872Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD19|ENSG00000212493.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000201398.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA20|ENSG00000206947.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CASC7gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239133.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238328.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000251918.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA51|ENSG00000271798.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  TSRMloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238914.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA50|ENSG00000220986.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL46Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM115Again  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238625.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PRED62gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CCL3L1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ACKR6loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  EIF2C4  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  EIF2C1  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000238966.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA2|ENSG00000199959.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA75|ENSG00000212620.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA16|ENSG00000212293.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ANXA8L2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CT60gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CCL3L1  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR110gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000221043.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD56|ENSG00000200753.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238776.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238325.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PLAC1Lloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA73|ENSG00000201816.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD64|ENSG00000212161.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239100.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C6ORF165loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238514.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238511.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MARCH10gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000199196.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA1658gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238605.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  WDR96loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239063.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252380.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238569.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA7|ENSG00000206913.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238530.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD116|ENSG00000212553.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD38|ENSG00000252408.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA11|ENSG00000221060.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238474.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD46|ENSG00000201009.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GTPBP6|ENSG00000178605.8gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA66|ENSG00000251795.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238858.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA17|ENSG00000252020.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C17orf72loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MTERFD3loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000271817.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL707Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000251930.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  NSG1  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  TRAPPC2P1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238996.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNY4P5gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C9orf169gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00085loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00948loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00478loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C3orf27loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  TMEM66loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA36|ENSG00000206731.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA43|ENSG00000201733.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000252762.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD36|ENSG00000252227.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252088.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL245Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FP15737loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf213gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238496.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238679.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239126.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA68|ENSG00000201388.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR4510gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA1804  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNA5SP314gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LRRC3DNgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238486.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA43|ENSG00000252461.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA7|ENSG00000206913.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD36|ENSG00000251846.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA41|ENSG00000207516.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL53Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoZ6|ENSG00000266692.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238612.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C10orf43gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238838.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239034.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238693.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL485Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL866Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PRAMEF24Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD113|ENSG00000201036.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238349.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C20ORF135gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD5|ENSG00000239195.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL721Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD77|ENSG00000212415.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000212321.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000206958.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD81|ENSG00000199934.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD28|ENSG00000212295.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238329.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238692.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C16orf11gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000201810.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR3648loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238313.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000251704.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  OR5H8Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C12orf44loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LPPR1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238624.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD77|ENSG00000251967.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL410Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C19orf55loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PPIAL4Bgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238851.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000253047.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252609.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C11orf48loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA20|ENSG00000207392.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA51|ENSG00000201465.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000239142.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA1383  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA11|ENSG00000221398.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U6|ENSG00000272439.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000202389.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C4orf40loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238594.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA17|ENSG00000267322.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA51|ENSG00000201465.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf63loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000206661.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNY4P26loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252265.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  NAMPTLgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA67|ENSG00000212338.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DEFB130|ENSG00000232948.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL772Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  BMS1P5loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239166.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238791.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U6|ENSG00000272445.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SGK196gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA15|ENSG00000207168.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000252878.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  7SK|ENSG00000260682.2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238594.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM154Aloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000252537.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNY5P4loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snR65|ENSG00000252576.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C14orf166Bloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000252989.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LEPREL2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCXAloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238945.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD37|ENSG00000212377.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD39|ENSG00000264997.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239130.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  TRNAI6gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNY5P1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252088.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C19orf10loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MARCH11loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR3605loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA62|ENSG00000252443.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FOXD4L2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C6orf228  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CYP4F31Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238552.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000251858.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238972.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CRYBG3|ENSG00000233280.2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA57|ENSG00000223027.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA20|ENSG00000252778.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00340loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA18|ENSG00000252425.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA75|ENSG00000212593.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238860.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf191gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM123B  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA8|ENSG00000212586.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA8|ENSG00000212586.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL373Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PTPLAD1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238992.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA0247gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MST4loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  THEG5loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C19orf77gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA8|ENSG00000207100.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000265369.2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238394.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PRAMEF3loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239061.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA48|ENSG00000212458.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000199477.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00515gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM75D5  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U6|ENSG00000271932.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA68|ENSG00000252458.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNY4P31loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA3|ENSG00000221093.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C11orf92loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239186.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FLJ00273loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  OR52A4loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C5orf27loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GAGE2Dgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238954.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL102Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239066.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL739Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252144.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238352.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA21|ENSG00000252699.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  7SK|ENSG00000254144.2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238806.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238734.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238458.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL129Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252356.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA18|ENSG00000252314.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PRAMEF9gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA18|ENSG00000238835.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238871.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000212149.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000251828.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000202389.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252668.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA17|ENSG00000252571.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000222966.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA4|ENSG00000252808.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000212195.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238900.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00842gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000252337.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000199666.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C21ORF59loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C6ORF50gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR77  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL232Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000206958.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000200991.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238350.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA76|ENSG00000253007.2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD37|ENSG00000212270.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA0947loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GATSL1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD46|ENSG00000201009.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ZNF767gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U1|ENSG00000233421.3gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U6|ENSG00000272393.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM21Bloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD78|ENSG00000208317.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA75|ENSG00000212533.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL467Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238676.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR4659Aloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000252617.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA3|ENSG00000221148.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238781.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU109|ENSG00000252640.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL781Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR1280loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA19|ENSG00000207468.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL10Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252932.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000251911.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239052.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252638.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C19orf77loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoR442|ENSG00000252834.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPERgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR98gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238982.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD19B|ENSG00000252787.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA32|ENSG00000206799.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNA5SP348loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C20orf26loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238577.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD116|ENSG00000252985.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA11|ENSG00000221245.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FLJ27365loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD51|ENSG00000202275.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238760.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SEPT12gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000212538.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000212434.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DKFZP434E1119gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238588.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNA5SP381gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C8orf56gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA64|ENSG00000199470.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000221455.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FLJ14082loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNY5P5gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD61|ENSG00000206979.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA81|ENSG00000252677.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C21orf37loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000221455.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA32|ENSG00000201384.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR378Bgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  AKR1CL1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SKP215loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR4782loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  OR51H1Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CRLF2|ENSG00000205755.6gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C14orf164loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C10orf115gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM105Bgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C22orf43gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR1280gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR124loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR371Bloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA69|ENSG00000212206.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  7SK|ENSG00000232512.2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL54Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PTPLAgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL844Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238567.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239026.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA80gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA63|ENSG00000199552.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000221400.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA63|ENSG00000199552.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C7orf76gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SF3B14  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00086loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FLJ00104gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238885.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD81|ENSG00000199934.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA48|ENSG00000212626.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD28|ENSG00000252284.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  7SK|ENSG00000271818.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000221345.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL295Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000251735.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000251737.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA62|ENSG00000201980.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM27E1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000199713.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SUZ12Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239103.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238598.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM194Again  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238695.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C21orf49gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238891.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD39|ENSG00000264379.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239172.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD43|ENSG00000212277.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DKFZP434E1119loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR56loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA26|ENSG00000212187.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA1|ENSG00000201541.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  WASH5Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238841.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  BAI1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252009.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CBWD6loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C12orf39gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C21orf67gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000252543.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238326.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CSF2RA|ENSG00000198223.9gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ADCgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL512Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA62|ENSG00000201980.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR380loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GTDC2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000201346.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000201674.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238466.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL527Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238838.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000252920.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  NEURLloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL207Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA3|ENSG00000221719.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C21orf88gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL532Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL533Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA17|ENSG00000252143.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM5Bloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000212363.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPERloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ELTD1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238684.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA12|ENSG00000212464.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U6|ENSG00000272439.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PHF17loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C10orf40gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL682Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000251918.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  IFLTD1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PRR24gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  AKAP17A|ENSG00000197976.6gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL730Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000212134.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL528Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL406Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PIH1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239159.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000252683.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000206637.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA80loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL439Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ECRP  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MARCH10loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000252049.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238557.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD46|ENSG00000251830.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000252440.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ACPL2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf85gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C6orf70gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD36|ENSG00000253094.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239044.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf51gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL458Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000252290.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA67|ENSG00000201619.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MARCH10  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL53Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C21orf49loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL56Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SPATA31A2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238459.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CRYBG3|ENSG00000080200.5gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL805Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000201368.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238776.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252387.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238583.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR4454loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RPS10P7gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD18|ENSG00000238503.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL287Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000251762.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA18|ENSG00000252691.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KRT121Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238388.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL527Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GOLGA6L9|ENSG00000197978.8gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA43|ENSG00000252461.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PPYR1  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PRAMEF9loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL409Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238345.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD95|ENSG00000264549.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238591.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA76|ENSG00000252122.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LSP1|ENSG00000130592.9gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238349.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239141.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C16orf3loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ZFYVE20loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD28|ENSG00000252284.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA57|ENSG00000206597.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA76|ENSG00000252904.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RMRPP2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C7orf13gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238732.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA73|ENSG00000253090.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238483.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL119Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SPG20OSloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SEPT8gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239171.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA9|ENSG00000206897.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239087.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238556.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA48|ENSG00000212626.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD111|ENSG00000221066.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000252969.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD113|ENSG00000201710.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL522Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ACKR5loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL710Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  EFCAB4Bgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RAB7L1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL458Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA63|ENSG00000252448.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C9orf123gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000212266.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  TMEM236|ENSG00000184040.7gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL821Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SEPT14gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238301.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239068.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C21orf119loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238445.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA43|ENSG00000253049.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239084.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL157Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C20orf26gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000212249.2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238983.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CCDC11loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252559.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA62|ENSG00000272015.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000238297.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA16|ENSG00000252765.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C21orf128gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239037.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238566.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000200318.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238792.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL407Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA58|ENSG00000201003.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238414.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD113|ENSG00000222095.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA72|ENSG00000207084.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR3117loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239058.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000212579.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238507.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238611.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239027.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000212455.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000201376.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000207112.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA32|ENSG00000201384.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239055.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ODZ4  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ODZ3  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA63|ENSG00000200320.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL768Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000199196.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA17|ENSG00000212589.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238507.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239173.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RRP7B  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL71Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238869.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252525.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000221633.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD2|ENSG00000238942.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA18|ENSG00000252605.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf200loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000252617.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239031.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CXorf22gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL609Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00281  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PCDHB18gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MKI67IPloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CCL4L2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA67|ENSG00000207419.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA74|ENSG00000252213.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000200652.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  HEATR2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252058.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C9orf123loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000253052.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000251700.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238565.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL768Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA21|ENSG00000252409.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL235Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238717.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238330.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238666.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000207215.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA68|ENSG00000201388.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  HEATR2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238796.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CXXC11  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  VAMP7|ENSG00000124333.10loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239015.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238629.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238804.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  Vault|ENSG00000252328.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PRED57loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD70|ENSG00000212534.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA17|ENSG00000251992.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PTPN20Again  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PTPLAloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238874.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA67|ENSG00000212395.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C8orf12loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000251769.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238595.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00685|ENSG00000226179.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD67|ENSG00000252427.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239144.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U1|ENSG00000271739.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238864.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL506Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD41|ENSG00000209702.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA73|ENSG00000199977.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA42|ENSG00000207502.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000251744.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239011.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252740.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238645.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C10orf112gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000238519.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CYBASC3  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL139Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA72|ENSG00000201898.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  WDR52  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CYP2B7P1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL227Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SDIM1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00669loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238807.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C5orf55gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ENSG00000260175  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238995.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ACA64|ENSG00000238934.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA4|ENSG00000202183.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000252291.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252434.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf180loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA67|ENSG00000207027.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238853.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238834.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA66|ENSG00000207523.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238651.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL642Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00338loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL537Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL839Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL859Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239045.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000251744.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD60|ENSG00000206630.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD98loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239186.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD70|ENSG00000212309.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238872.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  BAI1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000202233.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA48|ENSG00000212604.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238892.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL651Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U1|ENSG00000271739.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM25Dgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  AGAP7gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000253059.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  BAI3loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  INTS4L2  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD66|ENSG00000212532.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  NT5C3  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000201346.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM27Again  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD65|ENSG00000212191.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00663gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA63|ENSG00000201229.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD38|ENSG00000207199.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD37|ENSG00000206775.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000252526.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM75A3  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM75A6  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL114Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  IQCA1P1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239067.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238907.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL532Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL694Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238559.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR4451loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL662Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ALS2CR8  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C6orf164loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000200492.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SPATA31A4loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FLJ00273gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA20|ENSG00000252577.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C9orf96gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C10orf129loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM21Dgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PHF15gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00312loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MTERFloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000238519.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA9|ENSG00000206897.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238582.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA62|ENSG00000201542.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA75|ENSG00000212432.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238306.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000251858.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL158Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LPHN3  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LPHN2  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252557.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C3orf72gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR126gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR1255B1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000207274.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000201245.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ACN9gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD63|ENSG00000222937.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ENSG00000210082  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA11|ENSG00000221164.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000251926.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD95|ENSG00000264549.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000201957.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  NPIPL2  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238896.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C15orf38gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD113|ENSG00000201710.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL90Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00966gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  AGPHD1  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239176.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238556.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL276Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LRLE1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000206886.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA17|ENSG00000212461.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000252505.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238453.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238988.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239011.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LEPREL4loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GAGE2Bgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238312.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252565.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238480.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238851.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C19orf82gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL476Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252771.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL476Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252359.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238409.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR4667gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SBP1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD77|ENSG00000212415.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  BAI2  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  BAI3  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoZ247loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SEPT11loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf134gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA42|ENSG00000207217.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238733.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA64|ENSG00000207405.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239035.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C19orf55gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239020.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PRAMEF16gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239086.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM21Dloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U6|ENSG00000272028.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD85loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238615.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239140.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL588Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000251881.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C4orf21loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000222666.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL84Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  TENC1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238691.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL298Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL195Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL613Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RBFADNgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ACPL2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238683.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR203gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR114gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL626Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000251938.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA8|ENSG00000206977.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239136.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000201245.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL115Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238661.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA35|ENSG00000208839.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LSP1|ENSG00000269099.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR97gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238474.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252592.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252402.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ENSG00000244758  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA8|ENSG00000207410.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD65|ENSG00000238936.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238375.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoR442|ENSG00000251959.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252592.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C4orf21  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238687.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA51|ENSG00000206853.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000212182.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA21|ENSG00000252699.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000238966.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD56|ENSG00000199783.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000252550.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239132.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNY5P8loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238502.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL421Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238418.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA77|ENSG00000264346.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA4|ENSG00000251730.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNY4P22loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  INTS4L1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNY4P31gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCAND3loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD50|ENSG00000202335.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DKFZP434H0512loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA20|ENSG00000207392.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000251926.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238767.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238868.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000251709.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA21|ENSG00000251805.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL866Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL136Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  AZI1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PTPLBgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DKFZP434O1614loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238480.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000222966.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238646.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD113|ENSG00000201500.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238790.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CT60loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000252921.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf134loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239065.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR110loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GSTT1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000252014.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MARCH8  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL112Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA51|ENSG00000207147.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR523gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00842loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL345Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000251700.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238922.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238334.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RABL5loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM138Floss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL436Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD115|ENSG00000212428.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238768.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ODZ2  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000222666.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ODZ1  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U1|ENSG00000228549.2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000253042.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD50|ENSG00000199857.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL534Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD113|ENSG00000201500.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL437Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U1|ENSG00000272020.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238975.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNY4P8loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239129.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RBFADNloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL348Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000210825.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000251848.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  YSK4  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA16|ENSG00000252765.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA11|ENSG00000253085.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C3orf37gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C5orf20loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoZ6|ENSG00000253067.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C16orf3gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238587.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  TRAPPC2P1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238395.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA4|ENSG00000201133.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA17|ENSG00000252571.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LRLE1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000253051.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239054.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000199927.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL94Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000271922.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SRCRB4Dgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CXorf28gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C10orf112loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238329.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00984gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239123.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DBC1  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238618.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238984.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U6|ENSG00000271923.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA63|ENSG00000202449.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL755Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA67|ENSG00000207094.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PPP2R3B|ENSG00000167393.12gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA33|ENSG00000202283.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL781Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238351.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MEGT1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238501.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C21ORF59gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MLL2  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238402.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA75|ENSG00000212593.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238383.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C5orf48gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238342.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C5orf50loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL389Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C11orf83loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL506Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA27|ENSG00000201807.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238857.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000251709.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA48|ENSG00000209582.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239121.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000252138.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA51|ENSG00000207022.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238339.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL256Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C2orf18  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD43|ENSG00000212277.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238376.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA51|ENSG00000206961.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR518Dgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  IL3RA|ENSG00000185291.6gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ATP1A1OSgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C14orf64loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C7orf63  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U1|ENSG00000272020.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U6|ENSG00000272262.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MARCH2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD46|ENSG00000200913.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA22|ENSG00000206634.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  UBE2Q2P3gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  P2RY8|ENSG00000182162.5gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MARCH5loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR720gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR123loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238403.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA24|ENSG00000252777.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PRMT10  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000199370.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238775.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA79|ENSG00000222489.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL137Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000207165.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA7|ENSG00000201316.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238739.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C6orf100loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  BAI2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD19|ENSG00000222345.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA48|ENSG00000212228.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ZNF66P  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snR65|ENSG00000251901.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RPL13P5gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000200075.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RMRPP4loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA48|ENSG00000252228.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL695Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238929.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00984loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL550Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238901.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238885.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00594loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR3192loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD11|ENSG00000238819.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL611Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR3154gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239024.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C17orf66gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR519A2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNY4P2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238665.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoR26loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD65|ENSG00000212264.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238611.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA12|ENSG00000212342.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000253051.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238566.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238559.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238694.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C12orf36loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL102Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238522.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000251836.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000201945.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238319.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL857Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL661Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf222  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U7|ENSG00000272215.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C20orf112  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA24|ENSG00000207130.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238408.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238714.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA57|ENSG00000212567.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD36|ENSG00000253094.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA51|ENSG00000201863.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD61|ENSG00000238377.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD23|ENSG00000221803.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239154.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA72|ENSG00000207084.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000202268.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238946.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf192loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252679.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA1737loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  REXO1L1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238769.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PRR24loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA18|ENSG00000206849.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL212Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238466.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239083.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252447.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000252299.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239129.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238387.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PRAMEF16loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GOLGA6L9|ENSG00000196648.6gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238620.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MRC1L1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM211Bgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CD99|ENSG00000002586.13gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  HEATR2  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000221040.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GLUD1P2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239056.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238416.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C9orf38loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  B3GNT1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238790.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SKP84loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  IL8loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C11orf89gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR665loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238888.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA26|ENSG00000252236.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238368.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239065.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000212165.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR4743loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA50|ENSG00000206952.2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C10orf85loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238900.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238816.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  NIM1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239038.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000251949.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MTERFD1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PIH1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000221125.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA1737gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238745.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA0182  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238935.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR111loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ENSG00000211459  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR56  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CCL4L2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000221252.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA50|ENSG00000220986.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD74|ENSG00000201502.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C10orf112  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR89Cgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C12orf52loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U6|ENSG00000272393.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL13Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000200536.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PNMA6Closs  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GOLGA8Igain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238642.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239059.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL463Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00106|ENSG00000236871.2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238931.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C14orf144gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00085gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000252888.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000252050.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000271796.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239103.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238498.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DOM3Zgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PION  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU109|ENSG00000238832.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA0754loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000202537.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000207098.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000251824.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD119gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000212149.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C12orf55  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD56|ENSG00000229686.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000251740.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU109|ENSG00000252640.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  EFCAB4Bloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000251909.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SEPT6  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNY5P5loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C9orf141gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000251817.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239114.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA79|ENSG00000221303.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA4|ENSG00000252829.2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SEPT9gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239125.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA0664  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C19orf42  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MRPL45P2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000238963.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CXorf69  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  XAGE2Bgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA20|ENSG00000201660.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000252878.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL247Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL514Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snR65|ENSG00000251901.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00516loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252799.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SPANXB2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL179Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238938.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA63|ENSG00000201791.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  AKR1CL1  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA73|ENSG00000252114.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA58|ENSG00000249020.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252687.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD56|ENSG00000200112.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL599Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00087loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL161Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD2|ENSG00000238707.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA1984gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA50|ENSG00000206952.2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA63|ENSG00000252102.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C21orf54loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000212594.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA1737  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA1731  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoZ6|ENSG00000252200.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239083.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DOM3Z  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCAND3  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  AKD1  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA18|ENSG00000252601.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238544.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DKFZP547L112loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA18|ENSG00000252024.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA15|ENSG00000252690.2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL641Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238899.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238369.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA8|ENSG00000207304.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA11|ENSG00000221060.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ASAH2Cgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR486loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SEPT12loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238579.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ZNF542gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000253013.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNY5P1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL816Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  JHDM1Dloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA43|ENSG00000199815.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238535.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239135.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  AGXT2L2  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  WBP7gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238311.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238301.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238753.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252961.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA21|ENSG00000251866.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000206761.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM25Dloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ZNF271gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SF3B14loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238440.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238536.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD5|ENSG00000272166.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000252241.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA46|ENSG00000212371.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000202379.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA9|ENSG00000199282.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA63|ENSG00000200130.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238552.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000200538.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238440.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA36|ENSG00000200294.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL533Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA18|ENSG00000252425.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000252669.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000252981.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C3orf74  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MRP63loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA62|ENSG00000201542.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL562Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238992.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000212144.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PRED58loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL758Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  7SK|ENSG00000271818.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238761.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA30|ENSG00000200063.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238453.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA51|ENSG00000207147.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL528Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ZNF323  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239157.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MUC8loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR3687gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA81|ENSG00000221420.2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA11|ENSG00000221716.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA38|ENSG00000200816.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PLK1S1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238815.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD111|ENSG00000252230.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf170loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000251893.2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD116|ENSG00000202498.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA26|ENSG00000212517.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C10orf137loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238321.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL9Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA64|ENSG00000199470.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM205Bgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA24|ENSG00000252274.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PWRN2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  OR52A4gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA32|ENSG00000206776.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238451.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000264043.2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA1|ENSG00000206834.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238563.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00568gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CNIHgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD119loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD27|ENSG00000251699.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000206987.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000212511.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  WDR65loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238821.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C18orf56gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD41|ENSG00000209702.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA22|ENSG00000206634.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA30|ENSG00000200063.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252170.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000200237.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252170.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR5683gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LEPRE1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252853.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238394.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C10orf43loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000252083.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238858.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD37|ENSG00000206775.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000265369.2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LST3loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL345Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239173.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238384.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  TENC1  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C8orf12gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA48|ENSG00000252824.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL287Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DKFZP667F0711loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000252290.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238337.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238948.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA19|ENSG00000251974.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL872Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000199477.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238954.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD113|ENSG00000201036.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238407.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238853.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA62|ENSG00000202374.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238856.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U6|ENSG00000266839.2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SEPT8loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA51|ENSG00000271798.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  AREGBloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SRG7  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U7|ENSG00000271841.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000251838.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239073.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238309.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238739.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239045.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239015.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000252792.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD37|ENSG00000212377.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MRC1L1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD27|ENSG00000252128.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL490Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA33|ENSG00000201827.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA72|ENSG00000252158.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C16orf5  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RTDR1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA81|ENSG00000238390.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ZFYVE20gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  AZI1  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238546.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD74|ENSG00000200999.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239044.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNY5loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000237002.2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SMCR7gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238515.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SEPT10loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GOLGA6L5gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL315Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C11orf92  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252256.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000221496.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238889.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SELRC1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCXBgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA21|ENSG00000251866.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000252258.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL324Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA48|ENSG00000252774.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL501Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNA5SP196gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000206886.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD18|ENSG00000200677.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  AZI1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00514loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD65|ENSG00000212229.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD27|ENSG00000252128.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ACA64|ENSG00000239005.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf213loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PCDHB18  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238939.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238978.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  METTL21Dgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000252537.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000200652.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CASC7loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PLCXD1|ENSG00000182378.8gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238450.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR3117gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA66|ENSG00000207523.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238849.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252557.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  TTC18  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPER  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA68|ENSG00000201407.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238458.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238436.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD38|ENSG00000207109.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238316.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA67|ENSG00000264772.2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252638.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238815.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C9orf53gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239041.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238763.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00341loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR125gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD75|ENSG00000221300.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238718.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238608.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA74|ENSG00000223111.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA18|ENSG00000252605.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238670.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA1377loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LPHN2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238321.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA57|ENSG00000212567.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU109|ENSG00000238832.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238654.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU109|ENSG00000239197.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD33|ENSG00000199631.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238702.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CNIHloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000201329.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL511Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000212249.2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000271794.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000221332.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239000.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA19|ENSG00000251822.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA0247loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238960.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA15|ENSG00000207062.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000251930.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C9orf53loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C3orf55gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  TTC18loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL765Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FOLR4loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA3|ENSG00000251778.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252434.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD81|ENSG00000202023.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GLTPD1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA17|ENSG00000267322.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000202377.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA63|ENSG00000252102.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LPHN1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238376.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SEPT5loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  WASH5Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238892.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNY4P1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SEPT3loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA68|ENSG00000207166.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA62|ENSG00000252443.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C12orf61loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL639Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238592.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C19orf69gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL64Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000206909.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PRSS3P2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00594gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNA5SP314loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL84Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000212539.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA9|ENSG00000252192.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CYP2D7P1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  NAPRT1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL637Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238345.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL133Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PDPK2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PET112loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA30|ENSG00000206755.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238544.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CCL3L1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA42|ENSG00000207217.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  TMCO7  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238463.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoZ185loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA8|ENSG00000206977.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL232Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239077.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SHOX|ENSG00000185960.8gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA0146  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL24Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA3|ENSG00000221093.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FLJ46906  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252566.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA62|ENSG00000201157.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD51|ENSG00000207047.2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA76|ENSG00000266402.2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MT-CYB  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  TM4SF2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL829Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SGK110gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239026.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL407Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252058.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KCNE1Lloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CD97gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA77|ENSG00000221498.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DKFZP761J1410gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PRED60gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR125loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238608.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA68|ENSG00000212565.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL355P|ENSG00000265350.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000200536.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR112loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA1967  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  IL8  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252256.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL696Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238855.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000252188.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ASMT|ENSG00000196433.6gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238537.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238294.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CBWD6gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL61Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238732.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GAGE2Cgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C5orf27  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252728.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252388.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238683.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LSP1|ENSG00000269099.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238746.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239087.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LEPREL1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238714.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000252602.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL99Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239188.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239136.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RPS10P7  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239095.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL80Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238314.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000202377.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM27E1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD37|ENSG00000212270.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238359.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FLJ22184  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SKP201loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD115|ENSG00000212411.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  OR12D1Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238305.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA16|ENSG00000252404.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL243Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  NPCDR1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000252096.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL437Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ZAK  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA20|ENSG00000251818.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL662Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD28|ENSG00000212295.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000252011.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA20|ENSG00000251818.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL522Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238430.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GSTTP2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoR442|ENSG00000252203.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA57|ENSG00000206597.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238805.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U6|ENSG00000271819.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA27|ENSG00000200235.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239153.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNA5SP316gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA18|ENSG00000252601.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252372.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL206Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD23|ENSG00000221803.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238581.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C12orf68gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000252657.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C7orf41gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000251749.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000212195.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  BCMO1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238918.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ENSG00000249034  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238703.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR338gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR126loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GOLGA6L10|ENSG00000254374.2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C3orf43  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U6|ENSG00000271923.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA27|ENSG00000199474.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  BMS1P5  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00035loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MRP63gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238699.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238748.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA33|ENSG00000202283.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C12orf39loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000252440.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL24Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf138gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CCDC111loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00344loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000272464.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PCDP1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CCDC135loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  REXO1L10P|ENSG00000270416.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FLJ00104loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SELRC1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PTPN20Bloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM203Bgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA67|ENSG00000207094.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PRAMEF21gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238974.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239137.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  HEATR7B1  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  HEATR7B2  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U6|ENSG00000272445.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238513.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MARCH6  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252110.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252728.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  UQCCgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL639Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA17|ENSG00000251992.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA0754gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238395.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000252096.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238656.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CT64gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  NSG2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA67|ENSG00000207027.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00344gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA73|ENSG00000222145.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238905.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD77|ENSG00000212347.2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000221125.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA16|ENSG00000252404.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA46|ENSG00000207493.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA18|ENSG00000206592.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000212422.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA24|ENSG00000206903.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR371Bgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ZNF542loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000199856.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000212551.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000252299.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C6ORF50loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238383.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  EMR4Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCXBloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD38|ENSG00000207199.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MARC2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PRAMEF22loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239145.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA1432gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238984.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM25Bgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000252536.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238462.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoZ178loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  EFCAB4Again  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238533.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238771.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM48A  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FLJ00418gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238918.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000252199.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252476.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000239142.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL603Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  AGAP8gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000221345.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL871Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SEPT12  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ACA64|ENSG00000238685.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  OR12D1Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM74A2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239017.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL576Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  INTS4L2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238475.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238801.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA76|ENSG00000252904.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000221400.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239094.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238688.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL534Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD42|ENSG00000201209.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL867Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA57|ENSG00000212529.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PRSS3P2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR4796gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA22|ENSG00000207344.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000200492.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238313.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238666.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR3676loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  JHDM1Dgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL852Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR113loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U6|ENSG00000272337.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR380gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ACA59|ENSG00000252000.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  Vault|ENSG00000252283.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL805Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000221043.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA18|ENSG00000252139.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA26|ENSG00000212517.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C21orf90loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL171Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C7orf63gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA77|ENSG00000264346.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C6ORF165gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PRIC285  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00338gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FLJ20373loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD74|ENSG00000201025.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL17Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CT45A4loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR3654loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252946.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR133  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD95|ENSG00000200969.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GLTPD1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD81|ENSG00000212278.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C14orf164gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  METTL21Dloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  TTC40loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000199370.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C7orf76loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00849gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SKP274gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL562Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238592.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  EMR1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252078.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA1|ENSG00000207407.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GALNTL4  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000251793.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA48|ENSG00000212383.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU109|ENSG00000252040.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNY5gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C9orf174  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252476.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238581.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL871Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR4659Again  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf172gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNY4P4gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD27|ENSG00000251699.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA1|ENSG00000201541.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238871.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000200545.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238639.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR116gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA11|ENSG00000252727.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238572.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA3|ENSG00000200983.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KRT121Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  UQCC  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD51|ENSG00000202275.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA63|ENSG00000200418.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238891.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA9|ENSG00000202231.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD63|ENSG00000251987.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA18|ENSG00000200288.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD56|ENSG00000201151.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PPY2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SEPT5gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA27|ENSG00000207051.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf63  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD81|ENSG00000202023.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  TMEM66gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252110.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238679.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA26|ENSG00000212608.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  EMR2  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SPATA31A2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ACN9loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CCDC48  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239161.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238781.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL867Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL226Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00514gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA67|ENSG00000212338.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf129  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000252133.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252295.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RTDR1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA1244loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA33|ENSG00000252045.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C4orf6loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239172.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252873.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252154.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA63|ENSG00000199633.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA15|ENSG00000207062.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA33|ENSG00000200534.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238355.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000221673.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNA5SP58gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238724.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA32|ENSG00000207503.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR4454gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C20orf112gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000272310.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C11orf83gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL514Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238407.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA1704loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LEPRE1  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL729Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoR442|ENSG00000252203.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA27|ENSG00000201807.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA18|ENSG00000252691.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GATSL1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA1430loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000200693.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000252526.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C15ORF31gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000252295.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LILRA3gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ANKRD20A12Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238763.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LEPREL2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LRRC3DNloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C13orf45gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SKP274loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL142Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238348.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNY4P11loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA20|ENSG00000252577.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252078.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252883.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD39|ENSG00000264379.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD41|ENSG00000212302.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238612.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238906.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000212266.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM22G  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM22B  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000251800.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf191loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000208308.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL412Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL486Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238995.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA11|ENSG00000253085.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238459.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000251999.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238298.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CCDC147loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD113|ENSG00000222185.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238657.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C20orf201gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000271842.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239191.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252572.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD113|ENSG00000222095.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252077.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238893.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA43|ENSG00000202216.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00651gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  IL9R|ENSG00000124334.12loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00610gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM154Again  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  AGAP10loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C14orf166Bgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL59Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PRAMEF3gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239166.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD23|ENSG00000221139.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238336.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ZNF434  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SKP41gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA21|ENSG00000199293.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GOLGA8Iloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ADCloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000253091.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CCDC177|ENSG00000255994.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238910.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000252296.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MAGOH2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000252433.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PNMA6Dloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000251749.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SOGA2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239193.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  7SK|ENSG00000254144.2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000212587.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DKFZP434O1614gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238491.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL85Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR3127loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA15|ENSG00000206785.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238652.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA77|ENSG00000221376.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C9orf37  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000251944.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNU3P3gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DKFZP547L112gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  WDR67  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD59|ENSG00000252517.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C14orf23loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FLJ11235loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238651.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C2orf53loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoZ178gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238834.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA27|ENSG00000207051.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA45loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C5orf55loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000199769.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA43|ENSG00000201733.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RNY5P3gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239134.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FLJ45139  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL723Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ELTD1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C5orf65  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U6|ENSG00000271932.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA48|ENSG00000252228.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000251762.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA63|ENSG00000199473.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PP13004gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA81|ENSG00000238390.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  NARG2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ACA64|ENSG00000252119.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238525.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA27|ENSG00000252459.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA75|ENSG00000206780.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL777Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C9orf37gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CCDC177|ENSG00000267909.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C6orf164gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238488.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238595.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoZ6|ENSG00000264452.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA51|ENSG00000206878.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238352.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238744.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf222loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CXorf64loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR98loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C7orf10gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CRYBG3|ENSG00000233280.2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA57|ENSG00000223027.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000252188.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL289Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA70|ENSG00000253027.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239027.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA1967loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MGC20647gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR519A2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CCDC135  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000200191.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR133gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL730Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252356.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238630.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA68|ENSG00000251715.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238475.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000252175.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SKP41loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000199851.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000251737.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PCDHB17gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD59|ENSG00000252682.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  HEATR7A  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SUZ12Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA73|ENSG00000201816.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239080.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000199392.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238674.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM105Bloss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C16orf98gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA74|ENSG00000223182.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  ZNF192  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIR2DL2  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000253009.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf180gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU109|ENSG00000238754.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238712.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA2|ENSG00000202343.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA64|ENSG00000207405.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR4743gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238878.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA48|ENSG00000212445.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CXorf31gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000252693.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL747Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RMRPP1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C1orf63gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238438.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252154.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C6orf211loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD38|ENSG00000200733.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PHF15  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PHF17  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA1967gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL686Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238626.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C21orf88  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SDIM1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C20orf152  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LPHN3loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C10orf40loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA74|ENSG00000252917.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000199392.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239171.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL746Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238598.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238334.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00478gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CCDC135gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238464.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD115|ENSG00000212428.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SEPT10  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL59Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238699.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA40|ENSG00000252083.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238988.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000200026.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  BAI2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM165B  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CKS1B|ENSG00000268942.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD45|ENSG00000200706.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL109Ploss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U8|ENSG00000251740.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238986.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA20|ENSG00000252800.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA18|ENSG00000252139.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SCARNA6|ENSG00000252798.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  U3|ENSG00000252709.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  RN7SL324Pgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MGC20647loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  7SK|ENSG00000232512.2gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CCDC177|ENSG00000255994.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  CYP2D7P1  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  KIAA1658loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239159.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238316.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA3|ENSG00000221719.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA25|ENSG00000252993.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PWRN2loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR1910loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA31|ENSG00000252349.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SEPT7gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA64|ENSG00000199566.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  PLAC1Lgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  LINC00516gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238895.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM5B  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238859.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238684.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD33|ENSG00000252022.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238343.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C3orf37loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000239121.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA12|ENSG00000212342.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MNF1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD112|ENSG00000252502.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238947.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  GPR114loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  snoU13|ENSG00000238712.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C22orf26gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD75|ENSG00000221711.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA21|ENSG00000199293.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORD111|ENSG00000221066.1loss  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MIR3192gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FAM5C  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  SNORA75|ENSG00000212440.1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  FTSJD1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  C14orf64gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  MTERFgain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "Gene  DBC1gain  was not found in gene_positions.txt. We pretend it is on Chromosome Z.\n",
      "41197\n",
      "All genes that weren't found in gene_positions file will not be considered\n",
      "Number of pairs to test:  170\n",
      "Pairs must be at least  100000000 away to be tested\n",
      "Number of pairs is  170  retrieved in time :  0.0787720680237\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import mutex as mex\n",
    "import csv\n",
    "import mutex_triangles as met\n",
    "import chisquared as chi\n",
    "import bingenesbypairs as bgbp\n",
    "import time\n",
    "import os\n",
    "import scipy.stats as stats\n",
    "import partition as par\n",
    "import numpy as np\n",
    "import multi_testing as mt\n",
    "%matplotlib inline\n",
    "\n",
    "COSMIC_pair_insertion_index = 8\n",
    "COSMIC_triplet_insertion_index = 5\n",
    "compute_mutex = True\n",
    "\n",
    "numGenes, numCases, genes, patients, geneToCases, patientToGenes = mex.load_mutation_data(mutationmatrix, patientFile, geneFile, minFreq)\n",
    "\n",
    "print '%s genes x %s patients' % (numGenes, numCases)\n",
    "\n",
    "\n",
    "print \"*******************************************************************\"\n",
    "print \"*                   PLOT MUTATION DISTRIBUTIONS                   *\"\n",
    "print \"*******************************************************************\"\n",
    "\n",
    "print \"GENE MUTATION DISTRIBUTION\"\n",
    "mex.graph_mutation_distribution(numCases, genes, geneToCases, filename=mutationmatrix + \" Genes\", bins=100, zoomin_percentile=95)\n",
    "\n",
    "\n",
    "print \"\\nPATIENT MUTATION DISTRIBUTION\"\n",
    "mex.graph_patient_distribution(len(genes), patients, patientToGenes, mutationmatrix + \" Patients\", bottom_percentile=leastPatientThreshold, zoomin_percentile=95)\n",
    "\n",
    "\n",
    "print \"*******************************************************************\"\n",
    "print \"*         PLOT DISTRIBUTIONS AMONG LEAST MUTATED PATIENTS         *\"\n",
    "print \"*******************************************************************\"\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "D = [len(patientToGenes[p]) for p in patientToGenes]\n",
    "minThreshold = stats.scoreatpercentile(D, leastPatientThreshold)\n",
    "\n",
    "c0patients = [p for p in patientToGenes if len(patientToGenes[p]) <= minThreshold]\n",
    "\n",
    "c0cohort_dict = {0: c0patients}\n",
    "\n",
    "c0genes, c0geneToCases, c0patientToGenes = par.get_cluster_gTC_pTG(geneToCases, patientToGenes, c0patients)\n",
    "\n",
    "print \"GENE MUTATION DISTRIBUTION IN LEAST MUTATED PATIENTS\"\n",
    "mex.graph_mutation_distribution(len(c0patients), c0genes, c0geneToCases, filename=mutationmatrix + \" genes in least mutated\", bins=100)\n",
    "\n",
    "print \"\\nPATIENT MUTATION DISTRIBUTION IN LEAST MUTATED PATIENTS\"\n",
    "mex.graph_patient_distribution(len(genes), c0patients, c0patientToGenes, filename=mutationmatrix + \" patients in least mutated\")\n",
    "\n",
    "\n",
    "\n",
    "print \"*******************************************************************\"\n",
    "print \"*                   GETTING TEST GENE PAIRS                       *\"\n",
    "print \"*******************************************************************\"\n",
    "print \"The least mutated patients are the bottom \", leastPatientThreshold, \" % of patients\"\n",
    "print \"Least mutated patients: %s genes x %s patients\" % (len(c0genes), len(c0patients) )\n",
    "\n",
    "\n",
    "test_minFreq = int( test_gene_threshold * 0.01 * len(c0patients))\n",
    "print \"The test gene threshold is \", test_gene_threshold, \"% of the least mutated patients\"\n",
    "print \"Test genes are mutated at least \", test_minFreq, \" in th least mutated patients\"\n",
    "\n",
    "reload(bgbp)\n",
    "print \n",
    "print\n",
    "print \"Number of test genes: \", len([g for g in c0genes if len(c0geneToCases[g]) >= test_minFreq and (not remove_missing_genes or\n",
    "                                                                                                     bgbp.get_segment_gene_info(g)['Chromosome'] != bgbp.missing_chromosome)])\n",
    "\n",
    "t = time.time()\n",
    "if geneList1 != None and geneList2 !=None:\n",
    "    with open(geneList1) as f:\n",
    "            genes1 = set(l.rstrip().split()[0] for l in f if not l.startswith(\"#\"))\n",
    "    with open(geneList2) as f:\n",
    "            genes2 = set(l.rstrip().split()[0] for l in f if not l.startswith(\"#\"))\n",
    "    \n",
    "    genepairs = bgbp.getgenepairs(c0geneToCases, genes1, genes2=genes2, test_minFreq=test_minFreq, closer_than_distance=closer_than_distance, only_filter_copy_distance=only_filter_copy_distance,\n",
    "                                 remove_missing_genes=remove_missing_genes)\n",
    "    \n",
    "elif geneList1 != None:\n",
    "    with open(geneList1) as f:\n",
    "            genes1 = set(l.rstrip().split()[0] for l in f if not l.startswith(\"#\"))\n",
    "    \n",
    "    genepairs = bgbp.getgenepairs(c0geneToCases, genes1, test_minFreq=test_minFreq, closer_than_distance=closer_than_distance, only_filter_copy_distance=only_filter_copy_distance,\n",
    "                                 remove_missing_genes=remove_missing_genes)     \n",
    "else:\n",
    "    genepairs = bgbp.getgenepairs(c0geneToCases, c0genes, test_minFreq=test_minFreq, closer_than_distance=closer_than_distance, only_filter_copy_distance=only_filter_copy_distance,\n",
    "                                 remove_missing_genes=remove_missing_genes)\n",
    "\n",
    "print \"Pairs must be at least \", closer_than_distance, \"away to be tested\"    \n",
    "print \"Number of pairs is \", len(genepairs), \" retrieved in time : \", time.time() - t\n",
    "\n",
    "os.system('say \"exploration finished\"')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Perform statistical tests of each of the pairs\n",
    "### This cell's runtime is usually about (number of pairs)/ 900 seconds."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Getting normal statistics...\n",
      "Finished in  0.221084117889\n",
      "Testing among least mutated patients...\n",
      "Finished in  0.214455842972\n",
      "All pairs tested in least mutated patients written to  output/BRCA_wustl-som-cna-gl-tumor_suppressors_cytotestpairs-min_cohort.txt\n",
      "Pairs in least mutated patients finished\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print \"Getting normal statistics...\"\n",
    "t = time.time()\n",
    "pairsdict, genedict = met.cooccurpairs(numCases, geneToCases, patientToGenes, genepairs, compute_mutex=compute_mutex)\n",
    "print \"Finished in \", time.time() - t\n",
    "\n",
    "print \"Testing among least mutated patients...\"\n",
    "t = time.time()\n",
    "pairsdict = chi.add_BinomP_cohorts_all_pairs(pairsdict, geneToCases, patientToGenes, c0cohort_dict, c0patients)\n",
    "print \"Finished in \", time.time() - t\n",
    "print \"All pairs tested in least mutated patients written to \",  pairfile\n",
    "\n",
    "fieldnames = (pairsdict.values()[0]).keys()\n",
    "fieldnames.remove('MutationFrequencies')\n",
    "fieldnames.remove('MutationFrequencyDifference')\n",
    "fieldnames.remove('MutationFrequencyDifferenceRatio')\n",
    "fieldnames.remove('CooccurrenceRatio')\n",
    "fieldnames.remove('Coverage')\n",
    "fieldnames.remove('SetScore')\n",
    "fieldnames.remove('AverageOverlapPMN')\n",
    "fieldnames.remove('CombinedScore')\n",
    "fieldnames.remove('Concordance')\n",
    "fieldnames.remove('Somatic')\n",
    "fieldnames.remove('RoundedLogPCov')\n",
    "fieldnames.remove('GeneSet')\n",
    "fieldnames.remove('Type')\n",
    "\n",
    "\n",
    "fieldnames.insert(2, 'Type')\n",
    "fieldnames.insert(3, '1CBinomProb0')\n",
    "fieldnames.insert(3, '1MBinomProb0')\n",
    "\n",
    "met.writeanydict(pairsdict, pairfile, fieldnames=fieldnames)\n",
    "print \"Pairs in least mutated patients finished\"\n",
    "os.system('say \"Pairs in least mutated patients finished\"')\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot the distribution of p-values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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TJK0GfJLU9GBw8DAf8S3FZmZmNshJrfWKFwPTgBty1zgbAH+U9CrgbmDDQtkN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\n/wPtbWQGwyw2PQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1133e3690>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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VRupSm4b6FqVlhgvYUL/9PcDyzNxvVGmTJElLm1VlpC6ZeUNE/A+wU2aOd7pH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\nLfD/AaSeJdeO3OXQAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12105a750>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline\n",
    "cpvalues = np.array([pairsdict[c]['1CBinomProb0'] for c in pairsdict])\n",
    "logcp = np.log10(cpvalues)\n",
    "mpvalues = np.array([pairsdict[c]['1MBinomProb0'] for c in pairsdict])\n",
    "logmp = np.log10(mpvalues)\n",
    "\n",
    "\n",
    "plt.figure()\n",
    "plt.hist(logcp, bins=50)\n",
    "plt.title(\"Distribution of \" + str(len(logcp)) + \" Co-occurring Pairs over \" + str(leastPatientThreshold) + \"% Least mut. patients\", fontsize=20)\n",
    "plt.xlabel(\"Log-10 P-values\", fontsize=20)\n",
    "plt.legend(loc='best')\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "plt.hist(logmp, bins=50)\n",
    "plt.title(\"Distribution of \" + str(len(logmp))  + \" Mutually Exclusive Pairs over \" + str(leastPatientThreshold) + \"% Least mut. patients\", fontsize=20)\n",
    "plt.xlabel(\"Log-10 P-values\", fontsize=20)\n",
    "plt.legend(loc='best')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The remaining code prepares for testing across the whole distribution with FDR control.\n",
    "## If you just care about p-values and not significance, you can stop here.\n",
    "## ---------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Set the cutoff of significant pairs to test over the whole distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cpairPercentile = 100\n",
    "# Percentile of most significant co-occurring pairs to test\n",
    "\n",
    "mpairPercentile = 100"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualize the cutoff\n",
    "## Go back and adjust if you'd like!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top  100 percent of cooccurring pairs:  1.0\n",
      "Top  100 percent of mutually exclusive pairs :  0.997742702322\n",
      "Now number of mutex pairs to test  170\n",
      "Now number of coocurr pairs to test  170\n",
      "Number of genes  27\n"
     ]
    },
    {
     "data": {
      "image/png": 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P+5EuAddWiIyu+r+bVEs4XtL2pH3H70k31zVbydSfh2qP1xGxUNIsUq399ILPPMXAEqqh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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11bddc5d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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VZaQmVdNQF1NaZriZxfXbjwemZuYhvUqbJEma3KwqIzXJzLkR8WNgx8wcbHSP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\nAQN3SZIkqQ8YuEuSJEl9wMB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/e9VE4bcopeAHsrhJxdNqhrudst53b+4YEa9hyYeBR/Lr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\ncJckSZL6gIG7JEmS1Af+PyB7OfgX2bAdAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x121b4aed0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline\n",
    "cpvalues = np.array([pairsdict[c]['1CBinomProb0'] for c in pairsdict])\n",
    "logcp = np.log10(cpvalues)\n",
    "mpvalues = np.array([pairsdict[c]['1MBinomProb0'] for c in pairsdict])\n",
    "logmp = np.log10(mpvalues)\n",
    "\n",
    "\n",
    "cthreshold = stats.scoreatpercentile(cpvalues, cpairPercentile)\n",
    "mthreshold = stats.scoreatpercentile(mpvalues, mpairPercentile)\n",
    "print \"Top \", cpairPercentile, \"percent of cooccurring pairs: \", cthreshold\n",
    "print \"Top \", mpairPercentile, \"percent of mutually exclusive pairs : \", mthreshold\n",
    "\n",
    "# Let's get the top 10 percent of pairs\n",
    "\n",
    "goodcpairs = [c for c in pairsdict if (pairsdict[c]['1CBinomProb0'] <= cthreshold)]\n",
    "goodmpairs = [c for c in pairsdict if (pairsdict[c]['1MBinomProb0'] <= mthreshold)]\n",
    "goodpairs = goodcpairs + goodmpairs\n",
    "goodgenes = set.union(*(set(goodpair) for goodpair in goodpairs))\n",
    "print \"Now number of mutex pairs to test \", len(goodmpairs)\n",
    "print \"Now number of coocurr pairs to test \", len(goodcpairs)\n",
    "print \"Number of genes \", len(goodgenes)\n",
    "\n",
    "plt.figure()\n",
    "plt.hist(logcp, bins=50)\n",
    "plt.axvline(x= np.log10(cthreshold), label=\"Top \" + str(cpairPercentile) + \"%\")\n",
    "plt.title(\"Distribution of \" + str(len(logcp)) + \" Co-occurring Pairs over \" + str(leastPatientThreshold) + \"% Least mut. patients\", fontsize=20)\n",
    "plt.xlabel(\"Log-10 P-values\", fontsize=20)\n",
    "plt.legend(loc='best')\n",
    "plt.show()\n",
    "\n",
    "\n",
    "\n",
    "plt.figure()\n",
    "plt.hist(logmp, bins=50)\n",
    "plt.axvline(x= np.log10(mthreshold), label=\"Top \" + str(mpairPercentile) + \"%\")\n",
    "plt.title(\"Distribution of \" + str(len(logmp))  + \" Mutually Exclusive Pairs over \" + str(leastPatientThreshold) + \"% Least mut. patients\", fontsize=20)\n",
    "plt.xlabel(\"Log-10 P-values\", fontsize=20)\n",
    "plt.legend(loc='best')\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test new pairs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Getting normal statistics across whole distribution\n",
      "Testing across the whole distribution\n",
      "All tested pairs have been written to  output/BRCA_wustl-som-cna-gl-tumor_suppressors_cytotest-pairs-min_cohort_filtered.txt\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print \"Getting normal statistics across whole distribution\"\n",
    "\n",
    "new_mpairsdict, new_mgenedict = met.cooccurpairs(numCases, geneToCases, patientToGenes, goodmpairs, compute_mutex=compute_mutex)\n",
    "new_cpairsdict, new_cgenedict = met.cooccurpairs(numCases, geneToCases, patientToGenes, goodcpairs, compute_mutex=compute_mutex)\n",
    "\n",
    "print \"Testing across the whole distribution\"\n",
    "\n",
    "new_mpairsdict = chi.add_BinomP_cohorts_all_pairs(new_mpairsdict, geneToCases, patientToGenes, c0cohort_dict, c0patients)\n",
    "new_cpairsdict = chi.add_BinomP_cohorts_all_pairs(new_cpairsdict, geneToCases, patientToGenes, c0cohort_dict, c0patients)\n",
    "\n",
    "new_pairsdict = new_mpairsdict.copy()\n",
    "new_pairsdict.update(new_mpairsdict)\n",
    "\n",
    "\n",
    "print \"All tested pairs have been written to \", new_pairfile\n",
    "\n",
    "fieldnames = (new_pairsdict.values()[0]).keys()\n",
    "fieldnames.remove('MutationFrequencies')\n",
    "fieldnames.remove('MutationFrequencyDifference')\n",
    "fieldnames.remove('MutationFrequencyDifferenceRatio')\n",
    "fieldnames.remove('CooccurrenceRatio')\n",
    "fieldnames.remove('Coverage')\n",
    "fieldnames.remove('SetScore')\n",
    "fieldnames.remove('AverageOverlapPMN')\n",
    "fieldnames.remove('CombinedScore')\n",
    "fieldnames.remove('Concordance')\n",
    "fieldnames.remove('Somatic')\n",
    "fieldnames.remove('RoundedLogPCov')\n",
    "fieldnames.remove('GeneSet')\n",
    "fieldnames.remove('Type')\n",
    "\n",
    "fieldnames.insert(2, 'Type')\n",
    "fieldnames.insert(3, 'AllMBinomProb')\n",
    "fieldnames.insert(3, 'AllCBinomProb')\n",
    "\n",
    "met.writeanydict(new_pairsdict, new_pairfile, fieldnames=fieldnames)\n",
    "\n",
    "os.system('say \"whole distribution pairs finished\"')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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bSWtLGi5puqQnJd0iaVijy2lmZs2l6YKqpDHAZ4H3RcQ/AwOAw4EJwPSI2Bq4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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x121b5fad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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P2MqQy0W3fO5UZ/2Vi3+Z/N+X0+9WMO8DpH12X4n1lVFZ7wdrZ+TAZQzpgO6p7TdE0s6k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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1112a64d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number significant mutex 0\n",
      "Number significant coocurr 9\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "cpairs = [c for c in new_cpairsdict]\n",
    "cpvalues = np.array([new_cpairsdict[c]['AllCBinomProb'] for c in new_cpairsdict])\n",
    "sig_cpairs, sig_cpvalues, cthreshold = mt.BH(cpairs, cpvalues, Q=cFDRthreshold, use_dependencies=pairs_have_dependencies)\n",
    "\n",
    "not_sig_cpairs = set(new_cpairsdict.keys()).difference(set(sig_cpairs))\n",
    "\n",
    "new_sig_c_dict = new_cpairsdict.copy()\n",
    "for not_sig_cpair in not_sig_cpairs:\n",
    "    del new_sig_c_dict[not_sig_cpair]\n",
    "\n",
    "logcp = np.log10(cpvalues)\n",
    "\n",
    "if len(logcp) > 1:\n",
    "    plt.figure()\n",
    "    plt.hist(logcp, bins=50)\n",
    "    plt.axvline(x=np.log10(cthreshold), label=\"FDR Threshold\", c='r')\n",
    "    plt.title(\"Distribution of \" + str(len(logcp)) + \" Co-occurring Pairs over all\", fontsize=20)\n",
    "    plt.xlabel(\"Log-10 P-values\", fontsize=20)\n",
    "    plt.legend(loc='best')\n",
    "    plt.show()\n",
    "elif len(logcp) == 1:\n",
    "    print \"One tested co-occurring pair with p=\", cpvalues[0]\n",
    "\n",
    "\n",
    "mpairs = [c for c in new_mpairsdict]\n",
    "mpvalues = np.array([new_mpairsdict[c]['AllMBinomProb'] for c in new_mpairsdict])\n",
    "sig_mpairs, sig_mpvalues, mthreshold = mt.BH(mpairs, mpvalues, Q=mFDRthreshold, use_dependencies=pairs_have_dependencies)\n",
    "\n",
    "not_sig_mpairs = set(new_mpairsdict.keys()).difference(set(sig_mpairs))\n",
    "\n",
    "new_sig_m_dict = new_mpairsdict.copy()\n",
    "for not_sig_mpair in not_sig_mpairs:\n",
    "    del new_sig_m_dict[not_sig_mpair]\n",
    "\n",
    "logmp = np.log10(mpvalues)\n",
    "\n",
    "if len(logmp) > 1:\n",
    "    plt.figure()\n",
    "    plt.hist(logmp, bins=50)\n",
    "    plt.axvline(x=np.log10(mthreshold), label=\"FDR Threshold\", c='r')\n",
    "    plt.title(\"Distribution of \" + str(len(logmp)) + \" Mutually Exclusive Pairs over all\", fontsize=20)\n",
    "    plt.xlabel(\"Log-10 P-values\", fontsize=20)\n",
    "    plt.legend(loc='best')\n",
    "    plt.show()\n",
    "elif len(logmp) == 1:\n",
    "    print \"One tested mutex pair with p=\", mpvalues[0]\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "print \"Number significant mutex\", len(new_sig_m_dict)\n",
    "print \"Number significant coocurr\", len(new_sig_c_dict)\n",
    "\n",
    "\n",
    "new_sig_dict = new_sig_m_dict.copy()\n",
    "new_sig_dict.update(new_sig_c_dict)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Mutual exclusivity info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "*********MUTUAL EXCLUSIVITY INFO**********\n",
      "\n",
      "0  Mutually exclusive pairs\n",
      "updated with segment info  output/BRCA_wustl-som-cna-gl-tumor_suppressors_cytotest-mpairs-min_cohort_filtered.txt\n",
      "updated with COSMIC info  output/BRCA_wustl-som-cna-gl-tumor_suppressors_cytotest-mpairs-min_cohort_filtered.txt\n",
      "\n",
      "**********SINGLE GENES**********\n",
      "Writing single genes output to  output/BRCA_wustl-som-cna-gl-tumor_suppressors_cytotest-mpairs-min_cohort_filtered_genes.txt\n",
      "\n",
      "**********SINGLE CYTOBANDS**********\n",
      "Writing single cytobands output to  output/BRCA_wustl-som-cna-gl-tumor_suppressors_cytotest-mpairs-min_cohort_filtered_cytobands.txt\n",
      "\n",
      "**********PAIRED CYTOBANDS**********\n",
      "Writing paired cytobands output to  output/BRCA_wustl-som-cna-gl-tumor_suppressors_cytotest-mpairs-min_cohort_filtered_cytoband-pairs.txt\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "\n",
    "bgbp.write_segment_infos(goodgenes, segment_info_file)\n",
    "\n",
    "\n",
    "\n",
    "print \"*********MUTUAL EXCLUSIVITY INFO**********\\n\"\n",
    "\n",
    "print len(new_sig_m_dict), \" Mutually exclusive pairs\"\n",
    "\n",
    "mfieldnames = ['Gene0', 'Gene1', 'Gene0Cytobands', 'Gene1Cytobands', 'AllMBinomProb', \n",
    "                'AllFreqs', 'AllOverlap', 'AllSize','1MBinomProb0', '1Freqs0', '1Overlap0',\n",
    "               '1Size0']\n",
    "\n",
    "\n",
    "gene_m_dict = {}\n",
    "cyto_m_dict = {}\n",
    "cyto_pair_m_dict = {}\n",
    "\n",
    "for pair in new_sig_m_dict:\n",
    "    if new_sig_m_dict[pair]['Gene0'][-4:] in {'loss', 'gain'}:\n",
    "        suffix0 = new_sig_m_dict[pair]['Gene0'][-4:]\n",
    "    else:\n",
    "        suffix0 = \"\"\n",
    "\n",
    "    if new_sig_m_dict[pair]['Gene1'][-4:] in {'loss', 'gain'}:\n",
    "        suffix1 = new_sig_m_dict[pair]['Gene1'][-4:]\n",
    "    else:\n",
    "        suffix1 = \"\"\n",
    "    \n",
    "    \n",
    "    info0 = bgbp.get_segment_gene_info(new_sig_m_dict[pair]['Gene0'])\n",
    "    new_sig_m_dict[pair]['Gene0Loc'] = str(info0['Chromosome']) + ':' + str(info0['Start'])\n",
    "    info1 = bgbp.get_segment_gene_info(new_sig_m_dict[pair]['Gene1'])\n",
    "    new_sig_m_dict[pair]['Gene1Loc'] = str(info1['Chromosome']) + ':' + str(info1['Start'])\n",
    "    new_sig_m_dict[pair]['Gene0Cytobands'] = \"-\".join(info0['Cytobands'])\n",
    "    new_sig_m_dict[pair]['Gene1Cytobands'] = \"-\".join(info1['Cytobands'])\n",
    "    \n",
    "    \n",
    "    if new_sig_m_dict[pair]['Gene0'] not in gene_m_dict:\n",
    "        gene_m_dict[new_sig_m_dict[pair]['Gene0']] = set()\n",
    "    gene_m_dict[new_sig_m_dict[pair]['Gene0']].add(pair)\n",
    "    if new_sig_m_dict[pair]['Gene1'] not in gene_m_dict:\n",
    "        gene_m_dict[new_sig_m_dict[pair]['Gene1']] = set()\n",
    "    gene_m_dict[new_sig_m_dict[pair]['Gene1']].add(pair)\n",
    "    \n",
    "    \n",
    "    \n",
    "    if \"-\".join(info0['Cytobands']) + suffix0 not in cyto_m_dict:\n",
    "        cyto_m_dict[\"-\".join(info0['Cytobands']) + suffix0] = set()\n",
    "    cyto_m_dict[\"-\".join(info0['Cytobands']) + suffix0].add(pair)\n",
    "    if \"-\".join(info1['Cytobands']) + suffix1 not in cyto_m_dict:\n",
    "        cyto_m_dict[\"-\".join(info1['Cytobands']) + suffix1] = set()\n",
    "    cyto_m_dict[\"-\".join(info1['Cytobands'])+ suffix1].add(pair)\n",
    "    \n",
    "    \n",
    "    \n",
    "    cyto_pair = frozenset([\"-\".join(info0['Cytobands']) + suffix0, \"-\".join(info1['Cytobands']) + suffix1])\n",
    "    \n",
    "    if cyto_pair not in cyto_pair_m_dict:\n",
    "        cyto_pair_m_dict[cyto_pair] = set()\n",
    "        \n",
    "    cyto_pair_m_dict[cyto_pair].add(pair)\n",
    "\n",
    "\n",
    "if new_sig_m_dict:\n",
    "    for key in new_sig_m_dict[pair].keys():\n",
    "        if key not in mfieldnames:\n",
    "            mfieldnames.append(key)\n",
    "    \n",
    "\n",
    "orderedmpairs = sorted(new_sig_m_dict.keys(), key=lambda entry: (new_sig_m_dict[entry]['AllMBinomProb'],))\n",
    "    \n",
    "met.writeanydict(new_sig_m_dict, new_mpairfile, fieldnames=mfieldnames, orderedkeys=orderedmpairs)\n",
    "print \"updated with segment info \", new_mpairfile\n",
    "!python add_COSMIC.py -ic Gene0 Gene1 -ip $COSMIC_pair_insertion_index -i $new_mpairfile -o $new_mpairfile\n",
    "print \"updated with COSMIC info \", new_mpairfile\n",
    "\n",
    "\n",
    "# Writing gene infos\n",
    "    \n",
    "\n",
    "sorted_genes = sorted(gene_m_dict.items(), key = lambda entry: len(entry[1]), reverse=True)\n",
    "sorted_cytobands = sorted(cyto_m_dict.items(), key = lambda entry: len(entry[1]), reverse=True)\n",
    "sorted_cytotuples = sorted(cyto_pair_m_dict.items(), key = lambda entry: len(entry[1]), reverse=True)\n",
    "\n",
    "print \"\\n**********SINGLE GENES**********\"\n",
    "print_length = 15\n",
    "for gene in sorted_genes:\n",
    "    if len(gene[0]) <= print_length + 4:\n",
    "        print gene[0], \"has\", len(gene[1])\n",
    "    else:\n",
    "        print gene[0][0:print_length] + gene[0][-4:], \"has\\t\", len(gene[1])\n",
    "\n",
    "print \"Writing single genes output to \", gene_m_file\n",
    "with open(gene_m_file, 'w') as csvfile:\n",
    "    writer = csv.writer(csvfile, delimiter='\\t')\n",
    "    writer.writerow([\"Gene\", \"Pairs\"])\n",
    "    for gene, pairs in sorted_genes:\n",
    "        writer.writerow([gene, len(pairs)])\n",
    "\n",
    "print \"\\n**********SINGLE CYTOBANDS**********\"\n",
    "for cytoband in sorted_cytobands:\n",
    "    print cytoband[0], \"has\", len(cytoband[1])\n",
    "    \n",
    "print \"Writing single cytobands output to \", cyto_m_file\n",
    "with open(cyto_m_file, 'w') as csvfile:\n",
    "    writer = csv.writer(csvfile, delimiter='\\t')\n",
    "    writer.writerow([\"Cytoband\", \"Pairs\"])\n",
    "    for cytoband, pairs in sorted_cytobands:\n",
    "        writer.writerow([cytoband, len(pairs)])\n",
    "\n",
    "print \"\\n**********PAIRED CYTOBANDS**********\"\n",
    "for cytotuple in sorted_cytotuples:\n",
    "    print  cytotuple[0], \"has\", len(cytotuple[1])\n",
    "    \n",
    "print \"Writing paired cytobands output to \", cytopairs_m_file\n",
    "with open(cytopairs_m_file, 'w') as csvfile:\n",
    "    writer = csv.writer(csvfile, delimiter='\\t')\n",
    "    writer.writerow([\"Cytoband1\", \"Cytoband2\", \"Number\"])\n",
    "    for cytopair, pairs in sorted_cytotuples:\n",
    "        cyto1, cyto2 = tuple(cytopair)\n",
    "        writer.writerow([cyto1, cyto2, len(pairs)])\n",
    "\n",
    "\n",
    "os.system('say \"finished\"')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Draw mutual exclusivity network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdgAAAFBCAYAAADUsL4SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1280a30d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import networkx as nx\n",
    "import csv\n",
    "\n",
    "G=nx.Graph()\n",
    "for pair in new_sig_m_dict:\n",
    "    pair_type = new_sig_m_dict[pair]['Type']\n",
    "    \n",
    "    G.add_edge(tuple(pair)[0], tuple(pair)[1], {\"Type\": pair_type})\n",
    "\n",
    "pos = nx.spring_layout(G)\n",
    "nx.draw(G, pos)\n",
    "\n",
    "# show graph\n",
    "plt.show()\n",
    "\n",
    "graphs = list(nx.connected_component_subgraphs(G))\n",
    "graphs = sorted(graphs, key = lambda entry: entry.number_of_nodes(), reverse=True)\n",
    "\n",
    "top_number = 3\n",
    "\n",
    "for i in range(len(graphs)):\n",
    "    print \"\\n***********************\"\n",
    "    print \"COMPONENT \" + str(i) \n",
    "    print \"***********************\"\n",
    "    graph = graphs[i]\n",
    "    print \"Number of nodes \", graph.number_of_nodes()\n",
    "    print \"Number of edges \", graph.number_of_edges()\n",
    "    \n",
    "    node_items = [g + (graph.degree(g[0]),) for g in nx.degree_centrality(graph).items()]\n",
    "    node_items = sorted(node_items, key=lambda entry: entry[1], reverse = True)\n",
    "    \n",
    "\n",
    "    print \"---\"\n",
    "    print \"Top\", top_number, \"nodes by degree centraliy in component\", i\n",
    "    print \"Gene: Degree Centrality   Degree\"\n",
    "    for j in range(min(top_number, len(node_items))):\n",
    "        print node_items[j][0], \":\", np.round(node_items[j][1], 2), node_items[j][2]\n",
    "    \n",
    "    component_file = network_m_file[:-4] + \"_comp\" + str(i) + \".txt\"\n",
    "    \n",
    "    print \"---\"\n",
    "    print \"Writing nodes to: \", component_file\n",
    "    with open(component_file, 'w') as csvfile:\n",
    "        writer = csv.writer(csvfile, delimiter='\\t')\n",
    "        writer.writerow([\"Node\", \"Degreee Centrality\", \"Degree\"])\n",
    "        for node_item in node_items:\n",
    "            writer.writerow(node_item)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Co-occurrence info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "*********COOCCURRENCE INFO**********\n",
      "\n",
      "9  Co-occurring pairs\n",
      "updated with segment info  output/BRCA_wustl-som-cna-gl-tumor_suppressors_cytotest-cpairs-min_cohort_filtered.txt\n",
      "updated with COSMIC info  output/BRCA_wustl-som-cna-gl-tumor_suppressors_cytotest-cpairs-min_cohort_filtered.txt\n",
      "\n",
      "**********SINGLE GENES**********\n",
      "TP53 has 9\n",
      "PTENloss has 1\n",
      "APCloss has 1\n",
      "TP53loss has 1\n",
      "TSC2loss has 1\n",
      "BRCA1loss has 1\n",
      "ST5loss has 1\n",
      "CDKN1Bloss has 1\n",
      "SFRP1loss has 1\n",
      "RB1loss has 1\n",
      "Writing single genes output to  output/BRCA_wustl-som-cna-gl-tumor_suppressors_cytotest-cpairs-min_cohort_filtered_genes.txt\n",
      "\n",
      "**********SINGLE CYTOBANDS**********\n",
      "['17p13.1'] has 9\n",
      "['5q22.2']loss has 1\n",
      "['17q21.31']loss has 1\n",
      "['12p13.2']loss has 1\n",
      "['10q23.1', '10q23.2']loss has 1\n",
      "['17p13.1']loss has 1\n",
      "['13q14.2']loss has 1\n",
      "['8p11.21']loss has 1\n",
      "['11p15.4']loss has 1\n",
      "['16p13.3']loss has 1\n",
      "Writing single cytobands output to  output/BRCA_wustl-som-cna-gl-tumor_suppressors_cytotest-cpairs-min_cohort_filtered_cytobands.txt\n",
      "\n",
      "**********PAIRED CYTOBANDS**********\n",
      "frozenset([\"['17p13.1']\", \"['17q21.31']loss\"]) has 1\n",
      "frozenset([\"['10q23.1', '10q23.2']loss\", \"['17p13.1']\"]) has 1\n",
      "frozenset([\"['16p13.3']loss\", \"['17p13.1']\"]) has 1\n",
      "frozenset([\"['5q22.2']loss\", \"['17p13.1']\"]) has 1\n",
      "frozenset([\"['11p15.4']loss\", \"['17p13.1']\"]) has 1\n",
      "frozenset([\"['8p11.21']loss\", \"['17p13.1']\"]) has 1\n",
      "frozenset([\"['13q14.2']loss\", \"['17p13.1']\"]) has 1\n",
      "frozenset([\"['12p13.2']loss\", \"['17p13.1']\"]) has 1\n",
      "frozenset([\"['17p13.1']\", \"['17p13.1']loss\"]) has 1\n",
      "Writing paired cytobands output to  output/BRCA_wustl-som-cna-gl-tumor_suppressors_cytotest-cpairs-min_cohort_filtered_cytoband-pairs.txt\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bgbp.write_segment_infos(goodgenes, segment_info_file)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "print \"*********COOCCURRENCE INFO**********\\n\"\n",
    "\n",
    "print len(new_sig_c_dict), \" Co-occurring pairs\"\n",
    "\n",
    "cfieldnames = ['Gene0', 'Gene1', 'Gene0Cytobands', 'Gene1Cytobands', 'AllCBinomProb', \n",
    "               'AllFreqs', 'AllOverlap', 'AllSize','1CBinomProb0', '1Freqs0', '1Overlap0',\n",
    "               '1Size0']\n",
    "\n",
    "\n",
    "gene_c_dict = {}\n",
    "cyto_c_dict = {}\n",
    "cyto_pair_c_dict = {}\n",
    "\n",
    "for pair in new_sig_c_dict:\n",
    "    if new_sig_c_dict[pair]['Gene0'][-4:] in {'loss', 'gain'}:\n",
    "        suffix0 = new_sig_c_dict[pair]['Gene0'][-4:]\n",
    "    else:\n",
    "        suffix0 = \"\"\n",
    "\n",
    "    if new_sig_c_dict[pair]['Gene1'][-4:] in {'loss', 'gain'}:\n",
    "        suffix1 = new_sig_c_dict[pair]['Gene1'][-4:]\n",
    "    else:\n",
    "        suffix1 = \"\"\n",
    "    \n",
    "    \n",
    "    info0 = bgbp.get_segment_gene_info(new_sig_c_dict[pair]['Gene0'])\n",
    "    new_sig_c_dict[pair]['Gene0Loc'] = str(info0['Chromosome']) + ':' + str(info0['Start'])\n",
    "    info1 = bgbp.get_segment_gene_info(new_sig_c_dict[pair]['Gene1'])\n",
    "    new_sig_c_dict[pair]['Gene1Loc'] = str(info1['Chromosome']) + ':' + str(info1['Start'])\n",
    "    new_sig_c_dict[pair]['Gene0Cytobands'] = \"-\".join(info0['Cytobands'])\n",
    "    new_sig_c_dict[pair]['Gene1Cytobands'] = \"-\".join(info1['Cytobands'])\n",
    "    \n",
    "    \n",
    "    if new_sig_c_dict[pair]['Gene0'] not in gene_c_dict:\n",
    "        gene_c_dict[new_sig_c_dict[pair]['Gene0']] = set()\n",
    "    gene_c_dict[new_sig_c_dict[pair]['Gene0']].add(pair)\n",
    "    if new_sig_c_dict[pair]['Gene1'] not in gene_c_dict:\n",
    "        gene_c_dict[new_sig_c_dict[pair]['Gene1']] = set()\n",
    "    gene_c_dict[new_sig_c_dict[pair]['Gene1']].add(pair)\n",
    "    \n",
    "    \n",
    "    \n",
    "    if \"-\".join(info0['Cytobands']) + suffix0 not in cyto_c_dict:\n",
    "        cyto_c_dict[\"-\".join(info0['Cytobands']) + suffix0] = set()\n",
    "    cyto_c_dict[\"-\".join(info0['Cytobands']) + suffix0].add(pair)\n",
    "    if \"-\".join(info1['Cytobands']) + suffix1 not in cyto_c_dict:\n",
    "        cyto_c_dict[\"-\".join(info1['Cytobands']) + suffix1] = set()\n",
    "    cyto_c_dict[\"-\".join(info1['Cytobands']) + suffix1].add(pair)\n",
    "    \n",
    "    \n",
    "    \n",
    "    cyto_pair = frozenset([\"-\".join(info0['Cytobands']) + suffix0, \"-\".join(info1['Cytobands']) + suffix1])\n",
    "    \n",
    "    if cyto_pair not in cyto_pair_c_dict:\n",
    "        cyto_pair_c_dict[cyto_pair] = set()\n",
    "        \n",
    "    cyto_pair_c_dict[cyto_pair].add(pair)\n",
    "    \n",
    "# Writing to file\n",
    "if new_sig_c_dict:\n",
    "    for key in new_sig_c_dict[pair].keys():\n",
    "        if key not in cfieldnames:\n",
    "            cfieldnames.append(key)\n",
    "    \n",
    "orderedcpairs = sorted(new_sig_c_dict.keys(), key=lambda entry: (new_sig_c_dict[entry]['AllCBinomProb'],))\n",
    "    \n",
    "met.writeanydict(new_sig_c_dict, new_cpairfile, fieldnames=cfieldnames, orderedkeys=orderedcpairs)\n",
    "print \"updated with segment info \", new_cpairfile\n",
    "!python add_COSMIC.py -ic Gene0 Gene1 -ip $COSMIC_pair_insertion_index -i $new_cpairfile -o $new_cpairfile\n",
    "print \"updated with COSMIC info \", new_cpairfile\n",
    "\n",
    "\n",
    "# Writing gene infos\n",
    "    \n",
    "\n",
    "sorted_genes = sorted(gene_c_dict.items(), key = lambda entry: len(entry[1]), reverse=True)\n",
    "sorted_cytobands = sorted(cyto_c_dict.items(), key = lambda entry: len(entry[1]), reverse=True)\n",
    "sorted_cytotuples = sorted(cyto_pair_c_dict.items(), key = lambda entry: len(entry[1]), reverse=True)\n",
    "\n",
    "print \"\\n**********SINGLE GENES**********\"\n",
    "print_length = 15\n",
    "for gene in sorted_genes:\n",
    "    if len(gene[0]) <= print_length + 4:\n",
    "        print gene[0], \"has\", len(gene[1])\n",
    "    else:\n",
    "        print gene[0][0:print_length] + gene[0][-4:], \"has\\t\", len(gene[1])\n",
    "\n",
    "print \"Writing single genes output to \", gene_c_file\n",
    "with open(gene_c_file, 'w') as csvfile:\n",
    "    writer = csv.writer(csvfile, delimiter='\\t')\n",
    "    writer.writerow([\"Gene\", \"Pairs\"])\n",
    "    for gene, pairs in sorted_genes:\n",
    "        writer.writerow([gene, len(pairs)])\n",
    "\n",
    "print \"\\n**********SINGLE CYTOBANDS**********\"\n",
    "for cytoband in sorted_cytobands:\n",
    "    print cytoband[0], \"has\", len(cytoband[1])\n",
    "    \n",
    "print \"Writing single cytobands output to \", cyto_c_file\n",
    "with open(cyto_c_file, 'w') as csvfile:\n",
    "    writer = csv.writer(csvfile, delimiter='\\t')\n",
    "    writer.writerow([\"Cytoband\", \"Pairs\"])\n",
    "    for cytoband, pairs in sorted_cytobands:\n",
    "        writer.writerow([cytoband, len(pairs)])\n",
    "\n",
    "print \"\\n**********PAIRED CYTOBANDS**********\"\n",
    "for cytotuple in sorted_cytotuples:\n",
    "    print  cytotuple[0], \"has\", len(cytotuple[1])\n",
    "    \n",
    "print \"Writing paired cytobands output to \", cytopairs_c_file\n",
    "with open(cytopairs_c_file, 'w') as csvfile:\n",
    "    writer = csv.writer(csvfile, delimiter='\\t')\n",
    "    writer.writerow([\"Cytoband1\", \"Cytoband2\", \"Number\"])\n",
    "    for cytopair, pairs in sorted_cytotuples:\n",
    "        cyto1, cyto2 = tuple(cytopair)\n",
    "        writer.writerow([cyto1, cyto2, len(pairs)])\n",
    "os.system('say \"finished\"')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Draw co-occurrence network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if self._edgecolors == str('face'):\n"
     ]
    },
    {
     "data": {
      "image/png": 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HxWFhYCCOV1SgoWPmPACDzc2xeutWTAwIgFKpxM6dO7F69WrY2dlBLpfD19dX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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1280a3c90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "***********************\n",
      "COMPONENT 0\n",
      "***********************\n",
      "Number of nodes  10\n",
      "Number of edges  9\n",
      "---\n",
      "Top 3 nodes by degree centraliy in component 0\n",
      "Gene: Degree Centrality   Degree\n",
      "TP53 : 1.0 9\n",
      "PTENloss : 0.11 1\n",
      "APCloss : 0.11 1\n",
      "---\n",
      "Writing nodes to:  output/BRCA_wustl-som-cna-gl-tumor_suppressors_cytotest-cpairs-min_cohort_filtered_network_comp0.txt\n"
     ]
    }
   ],
   "source": [
    "import networkx as nx\n",
    "import csv\n",
    "\n",
    "G=nx.Graph()\n",
    "for pair in new_sig_c_dict:\n",
    "    pair_type = new_sig_c_dict[pair]['Type']\n",
    "    \n",
    "    G.add_edge(tuple(pair)[0], tuple(pair)[1], {\"Type\": pair_type})\n",
    "\n",
    "pos = nx.spring_layout(G)\n",
    "nx.draw(G, pos)\n",
    "\n",
    "# show graph\n",
    "plt.show()\n",
    "\n",
    "graphs = list(nx.connected_component_subgraphs(G))\n",
    "graphs = sorted(graphs, key = lambda entry: entry.number_of_nodes(), reverse=True)\n",
    "\n",
    "top_number = 3\n",
    "\n",
    "for i in range(len(graphs)):\n",
    "    print \"\\n***********************\"\n",
    "    print \"COMPONENT \" + str(i) \n",
    "    print \"***********************\"\n",
    "    graph = graphs[i]\n",
    "    print \"Number of nodes \", graph.number_of_nodes()\n",
    "    print \"Number of edges \", graph.number_of_edges()\n",
    "    \n",
    "    node_items = [g + (graph.degree(g[0]),) for g in nx.degree_centrality(graph).items()]\n",
    "    node_items = sorted(node_items, key=lambda entry: entry[1], reverse = True)\n",
    "    \n",
    "\n",
    "    print \"---\"\n",
    "    print \"Top\", top_number, \"nodes by degree centraliy in component\", i\n",
    "    print \"Gene: Degree Centrality   Degree\"\n",
    "    for j in range(min(top_number, len(node_items))):\n",
    "        print node_items[j][0], \":\", np.round(node_items[j][1], 2), node_items[j][2]\n",
    "    \n",
    "    component_file = network_c_file[:-4] + \"_comp\" + str(i) + \".txt\"\n",
    "    \n",
    "    print \"---\"\n",
    "    print \"Writing nodes to: \", component_file\n",
    "    with open(component_file, 'w') as csvfile:\n",
    "        writer = csv.writer(csvfile, delimiter='\\t')\n",
    "        writer.writerow([\"Node\", \"Degreee Centrality\", \"Degree\"])\n",
    "        for node_item in node_items:\n",
    "            writer.writerow(node_item)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Search for triplets from among the pairs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of pairs  1\n",
      "Pair info of triplets initialized\n",
      "0  triplets calculated in  0.000514030456543\n",
      "Including sorting time  0.000821828842163\n"
     ]
    }
   ],
   "source": [
    "# Search for triplets\n",
    "import mutex_triangles as met\n",
    "import edgereader as edg\n",
    "\n",
    "\n",
    "        \n",
    "    \n",
    "    \n",
    "# Search for triplets\n",
    "import mutex_triangles as met\n",
    "import edgereader as edg\n",
    "\n",
    "genedict = edg.get_gene_dict(new_sig_dict)\n",
    "Triplets, pairsdict_Triplets, sorted_pairs, genesdict_Triplets, sorted_genes = met.getTriplets(new_sig_dict, genedict, new_sig_dict, numCases, geneToCases=geneToCases, patientToGenes=patientToGenes)\n",
    "Triplet_dict = met.sort_triplets_by_type(Triplets)\n",
    "\n",
    "for t_type in Triplet_dict:\n",
    "    print len(Triplet_dict[t_type]), \" of type \",  t_type\n",
    "    Triplet_dict[t_type] = sorted(Triplet_dict[t_type], key=lambda entry: entry.stats['Count'], reverse=True)\n",
    "    triplet_file_name = triplet_output_prefix + t_type + '.txt'\n",
    "    met.writeTriplets2(Triplet_dict[t_type], triplet_file_name)\n",
    "    !python add_COSMIC.py -ic Gene0 Gene1 Gene2 -ip $COSMIC_triplet_insertion_index -i $triplet_file_name -o $triplet_file_name\n",
    "    print \"updated with COSMIC info \", triplet_file_name\n",
    "    \n",
    "    \n",
    "    \n",
    "    print \"*********\" + str(t_type) + \"INFO**********\\n\"\n",
    "    gene_t_dict = {}\n",
    "    cyto_t_dict = {}\n",
    "    cyto_trip_t_dict = {}\n",
    "    \n",
    "    \n",
    "    # LEFT OFF HERE-JLU\n",
    "    \n",
    "    for triplet in Triplet_dict[t_type]:\n",
    "        genes = triplet.genes\n",
    "        suffixes = [gene[-4:] if gene[-4:] in {'loss', 'gain'} else \"\" for gene in genes]\n",
    "        \n",
    "        cytobands = set([str(bgbp.get_segment_gene_info(gene)['Cytobands']) for gene, suffix in zip(genes, suffixes)])\n",
    "        \n",
    "        for gene in genes:\n",
    "            if gene not in gene_t_dict:\n",
    "                gene_t_dict[gene] = set()\n",
    "            gene_t_dict[gene].add(frozenset(genes.difference(set([gene]))))\n",
    "    \n",
    "        \n",
    "        for cytoband in cytobands:\n",
    "            if cytoband not in cyto_t_dict:\n",
    "                cyto_t_dict[cytoband] = set()\n",
    "            cyto_t_dict[cytoband].add(frozenset(cytobands.difference(set([cytoband]))))\n",
    "    \n",
    "        if frozenset(cytobands) not in cyto_trip_t_dict:\n",
    "            cyto_trip_t_dict[frozenset(cytobands)] = set()\n",
    "            \n",
    "        cyto_trip_t_dict[frozenset(cytobands)].add(frozenset(genes))\n",
    "    \n",
    "    \n",
    "    \n",
    "\n",
    "    sorted_genes = sorted(gene_t_dict.items(), key = lambda entry: len(entry[1]), reverse=True)\n",
    "    sorted_cytobands = sorted(cyto_t_dict.items(), key = lambda entry: len(entry[1]), reverse=True)\n",
    "    sorted_cytotuples = sorted(cyto_trip_t_dict.items(), key = lambda entry: len(entry[1]), reverse=True)\n",
    "\n",
    "    print \"\\n**********SINGLE GENES**********\"\n",
    "    print_length = 15\n",
    "    for gene in sorted_genes:\n",
    "        if len(gene[0]) <= print_length + 4:\n",
    "            print gene[0], \"has\", len(gene[1])\n",
    "        else:\n",
    "            print gene[0][0:print_length] + gene[0][-4:], \"has\\t\", len(gene[1])\n",
    "\n",
    "    print \"\\n**********SINGLE CYTOBANDS**********\"\n",
    "    for cytoband in sorted_cytobands:\n",
    "        print cytoband[0], \"has\", len(cytoband[1])\n",
    "\n",
    "    print \"\\n**********TRIPLET CYTOBANDS**********\"\n",
    "    for cytotuple in sorted_cytotuples:\n",
    "        print  cytotuple[0], \"has\", len(cytotuple[1])\n",
    "\n",
    "\n",
    "    os.system('say \"finished\"')\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# IGNORE THE BELOW\n",
    "# Run weSME"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "num_samples = 1000\n",
    "pthresh = 0.05\n",
    "num_permute = 100\n",
    "\n",
    "bin_threshold = test_minFreq\n",
    "\n",
    "cancer_name = mutationmatrix.split(\"/\")[-1][:-3]\n",
    "\n",
    "weSME_folder = '/Users/jlu96/conte/wsampling/'\n",
    "weSME_data_folder = '/Users/jlu96/conte/wsampling/data/' + cancer_name + '/'\n",
    "weSME_file = weSME_data_folder + cancer_name + \"-list.txt\"\n",
    "weSME_freq_file = weSME_data_folder + cancer_name + \"-freqs.txt\"\n",
    "weSME_sampling_folder = weSME_data_folder + 'sampling/'\n",
    "weSME_permute_folder = weSME_data_folder + 'permute/'\n",
    "weSME_permute_prefix = weSME_permute_folder + \"permute\"\n",
    "me_output = weSME_data_folder + \"ME_\" + str(pthresh) + \".txt\"\n",
    "co_output = weSME_data_folder + \"CO_\" + str(pthresh) + \".txt\"\n",
    "permute_me_output_prefix = weSME_permute_folder + \"permute_output_ME_\" + str(pthresh)\n",
    "permute_co_output_prefix = weSME_permute_folder + \"permute_output_CO_\" + str(pthresh)\n",
    "fdr_me_output = weSME_data_folder + \"ME_FDR.txt\"\n",
    "fdr_co_output = weSME_data_folder + \"CO_FDR.txt\"\n",
    "pv_fdr_me_output = weSME_data_folder + \"pv_ME_FDR.txt\"\n",
    "pv_fdr_co_output = weSME_data_folder + \"pv_CO_FDR.txt\"\n",
    "\n",
    "\n",
    "comp_sample_weights = weSME_folder + 'comp_sample_weights.py'\n",
    "comp_me_for_all_pairs = weSME_folder + 'comp_me_for_all_pairs.py'\n",
    "comp_co_for_all_pairs = weSME_folder + 'comp_co_for_all_pairs.py'\n",
    "comp_fdr = weSME_folder + 'comp_fdr.py'\n",
    "run_permute_data = weSME_folder + 'run_permute_data.py'\n",
    "run_weighted_sampling = weSME_folder + 'run_weighted_sampling.py'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mkdir: /Users/jlu96/conte/wsampling/data/BRCA_wustl-som/: File exists\n",
      "WeSME mut_list written to  /Users/jlu96/conte/wsampling/data/BRCA_wustl-som/BRCA_wustl-som-list.txt\n"
     ]
    }
   ],
   "source": [
    "# convert the mutationmatirx to weSME format\n",
    "\n",
    "!mkdir $weSME_data_folder\n",
    "!python preprocessing/matrixToMut_list.py -i $mutationmatrix -o $weSME_file\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:root:BRCA_wustl-som\n",
      "mkdir: /Users/jlu96/conte/wsampling/data/BRCA_wustl-som/sampling/: File exists\n",
      "Making samples\n",
      "INFO:root:BRCA_wustl-som\n",
      "INFO:root:for all observed k's\n",
      "\n",
      "real\t0m29.327s\n",
      "user\t0m26.609s\n",
      "sys\t0m0.629s\n",
      "Sampling written to  /Users/jlu96/conte/wsampling/data/BRCA_wustl-som/sampling/\n"
     ]
    }
   ],
   "source": [
    "# sample\n",
    "\n",
    "!python $comp_sample_weights $cancer_name $cancer_name -i $weSME_file -o $weSME_freq_file\n",
    "!mkdir $weSME_sampling_folder\n",
    "\n",
    "print \"Making samples\"\n",
    "!time python $run_weighted_sampling $cancer_name $cancer_name $num_samples -m $weSME_file -f $weSME_freq_file -o $weSME_sampling_folder\n",
    "!echo \"Sampling written to \" $weSME_sampling_folder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "^CTraceback (most recent call last):\n",
      "  File \"/Users/jlu96/conte/wsampling/comp_me_for_all_pairs.py\", line 17, in <module>\n",
      "    from mut_ex import ws_mut_ex, misc_mut_ex\n",
      "  File \"/Users/jlu96/conte/wsampling/mut_ex/misc_mut_ex.py\", line 5, in <module>\n",
      "    import scipy.stats as ss\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/scipy/stats/__init__.py\", line 338, in <module>\n",
      "    from .stats import *\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/scipy/stats/stats.py\", line 183, in <module>\n",
      "    from . import distributions\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/scipy/stats/distributions.py\", line 13, in <module>\n",
      "    from . import _continuous_distns\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/scipy/stats/_continuous_distns.py\", line 1703, in <module>\n",
      "    genexpon = genexpon_gen(a=0.0, name='genexpon')\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/scipy/stats/_distn_infrastructure.py\", line 1478, in __init__\n",
      "    self._construct_doc(docdict, dct.get(self.name))\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/scipy/stats/_distn_infrastructure.py\", line 732, in _construct_doc\n",
      "    self.__doc__ = doccer.docformat(self.__doc__, tempdict)\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/scipy/misc/doccer.py\", line 64, in docformat\n",
      "    newlines.append(indent+line)\n",
      "KeyboardInterrupt\n",
      "\n",
      "real\t0m1.450s\n",
      "user\t0m0.690s\n",
      "sys\t0m0.424s\n",
      "Mutex written to  /Users/jlu96/conte/wsampling/data/BRCA_wustl-som/ME_0.05.txt\n",
      "DEBUG:root:comp CO for BRCA_wustl-som, BRCA_wustl-som\n",
      "^CTraceback (most recent call last):\n",
      "  File \"/Users/jlu96/conte/wsampling/comp_co_for_all_pairs.py\", line 81, in <module>\n",
      "    (covers, ws_k_cover_dic, max_pair_num=10**5, me_co=\"co\", ws_ex_cover_sizes_dic=ws_ex_cover_sizes_dic)\n",
      "  File \"/Users/jlu96/conte/wsampling/mut_ex/ws_mut_ex.py\", line 142, in compute_me_co_pv_ws\n",
      "    compute_ws_cover_sizes(cover_sizes, ws_k_cover_dic, pair_num*10, ws_ex_cover_sizes_dic)\n",
      "  File \"/Users/jlu96/conte/wsampling/mut_ex/ws_mut_ex.py\", line 102, in compute_ws_cover_sizes\n",
      "    [len(compute_ex_cover(random_covers[i])) for i in range(len(random_covers))] # NULL ex_cover_sizes\n",
      "  File \"/Users/jlu96/conte/wsampling/mut_ex/ws_mut_ex.py\", line 23, in compute_ex_cover\n",
      "    union_cov = union_cov.union(cov)\n",
      "KeyboardInterrupt\n",
      "\n",
      "\n",
      "real\t0m12.708s\n",
      "user\t0m11.622s\n",
      "sys\t0m0.553s\n",
      "Cooccur written to  /Users/jlu96/conte/wsampling/data/BRCA_wustl-som/CO_0.05.txt\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "512"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get mutex + co-occurrence\n",
    "!time python $comp_me_for_all_pairs $cancer_name $cancer_name $pthresh -m $weSME_file -s $weSME_sampling_folder -o $me_output\n",
    "!echo \"Mutex written to \" $me_output\n",
    "!time python $comp_co_for_all_pairs $cancer_name $cancer_name $pthresh -m $weSME_file -s $weSME_sampling_folder -o $co_output\n",
    "!echo \"Cooccur written to \" $co_output\n",
    "\n",
    "os.system('Pairs completed\"')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mkdir: /Users/jlu96/conte/wsampling/data/BRCA_wustl-som/permute/: File exists\n",
      "FILE  0\n",
      "Permuting\n",
      "INFO:root:0-th permutation.. (permute 100 times)\n",
      "INFO:root:\n",
      "****** reading mutation data files (BRCA_wustl-som)...\n",
      "\n",
      "DEBUG:root:10000 swaps..\n",
      "\n",
      "^CTraceback (most recent call last):\n",
      "  File \"/Users/jlu96/conte/wsampling/run_permute_data.py\", line 74, in <module>\n",
      "    permuted_graphs[cantype] = permute_mut_data.permute_mut_graph(mut_graphs[cantype], genes, range(nsamples), pnum)\n",
      "  File \"/Users/jlu96/conte/wsampling/mut_ex/permute_mut_data.py\", line 87, in permute_mut_graph\n",
      "    bipartite_double_edge_swap(H, genes, samples, nswap=Q * len(G.edges()))\n",
      "  File \"/Users/jlu96/conte/wsampling/mut_ex/permute_mut_data.py\", line 54, in bipartite_double_edge_swap\n",
      "    gene2 = random.choice(list(G[sample1]))\n",
      "KeyboardInterrupt\n",
      "\n",
      "\n",
      "real\t0m5.185s\n",
      "user\t0m3.896s\n",
      "sys\t0m0.636s\n",
      "ME\n",
      "^C\n",
      "CO\n",
      "^CTraceback (most recent call last):\n",
      "  File \"/Users/jlu96/conte/wsampling/comp_co_for_all_pairs.py\", line 11, in <module>\n",
      "    import pandas\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pandas/__init__.py\", line 7, in <module>\n",
      "    from pandas import hashtable, tslib, lib\n",
      "  File \"pandas/tslib.pyx\", line 46, in init pandas.tslib (pandas/tslib.c:73538)\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pytz/__init__.py\", line 29, in <module>\n",
      "    from pkg_resources import resource_stream\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/__init__.py\", line 3084, in <module>\n",
      "    @_call_aside\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/__init__.py\", line 3070, in _call_aside\n",
      "    f(*args, **kwargs)\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/__init__.py\", line 3112, in _initialize_master_working_set\n",
      "    list(map(working_set.add_entry, sys.path))\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/__init__.py\", line 691, in add_entry\n",
      "    for dist in find_distributions(entry, True):\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/__init__.py\", line 2114, in find_on_path\n",
      "    if lower.endswith('.egg-info') or lower.endswith('.dist-info'):\n",
      "KeyboardInterrupt\n",
      "\n",
      "real\t0m0.352s\n",
      "user\t0m0.192s\n",
      "sys\t0m0.104s\n",
      "FILE  1\n",
      "Permuting\n",
      "^CTraceback (most recent call last):\n",
      "  File \"/Users/jlu96/conte/wsampling/run_permute_data.py\", line 23, in <module>\n",
      "    import data_proc.io_utils as io\n",
      "  File \"/Users/jlu96/conte/wsampling/data_proc/io_utils.py\", line 7, in <module>\n",
      "    import pandas\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pandas/__init__.py\", line 7, in <module>\n",
      "    from pandas import hashtable, tslib, lib\n",
      "  File \"pandas/tslib.pyx\", line 46, in init pandas.tslib (pandas/tslib.c:73538)\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pytz/__init__.py\", line 29, in <module>\n",
      "    from pkg_resources import resource_stream\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/__init__.py\", line 89, in <module>\n",
      "    import pkg_resources._vendor.packaging.specifiers\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/_vendor/packaging/specifiers.py\", line 14, in <module>\n",
      "    from __future__ import absolute_import, division, print_function\n",
      "KeyboardInterrupt\n",
      "\n",
      "real\t0m0.536s\n",
      "user\t0m0.302s\n",
      "sys\t0m0.182s\n",
      "ME\n",
      "DEBUG:root:comp ME for BRCA_wustl-som, BRCA_wustl-som\n",
      "INFO:root:0 \n",
      "CO\n",
      "^CTraceback (most recent call last):\n",
      "  File \"/Users/jlu96/conte/wsampling/comp_co_for_all_pairs.py\", line 11, in <module>\n",
      "    import pandas\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pandas/__init__.py\", line 7, in <module>\n",
      "    from pandas import hashtable, tslib, lib\n",
      "  File \"pandas/tslib.pyx\", line 46, in init pandas.tslib (pandas/tslib.c:73538)\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pytz/__init__.py\", line 29, in <module>\n",
      "    from pkg_resources import resource_stream\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/__init__.py\", line 37, in <module>\n",
      "    import email.parser\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/email/parser.py\", line 12, in <module>\n",
      "    from email.feedparser import FeedParser\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/email/feedparser.py\", line 27, in <module>\n",
      "    from email import message\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/email/message.py\", line 16, in <module>\n",
      "    import email.charset\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/email/charset.py\", line 13, in <module>\n",
      "    import email.base64mime\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/email/base64mime.py\", line 40, in <module>\n",
      "    from email.utils import fix_eols\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/email/utils.py\", line 26, in <module>\n",
      "    import base64\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/base64.py\", line 3, in <module>\n",
      "    \"\"\"RFC 3548: Base16, Base32, Base64 Data Encodings\"\"\"\n",
      "KeyboardInterrupt\n",
      "\n",
      "real\t0m0.281s\n",
      "user\t0m0.123s\n",
      "sys\t0m0.098s\n",
      "FILE  2\n",
      "Permuting\n",
      "^CTraceback (most recent call last):\n",
      "  File \"/Users/jlu96/conte/wsampling/run_permute_data.py\", line 22, in <module>\n",
      "    from mut_ex import permute_mut_data\n",
      "  File \"/Users/jlu96/conte/wsampling/mut_ex/permute_mut_data.py\", line 5, in <module>\n",
      "    import networkx as nx\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/networkx/__init__.py\", line 82, in <module>\n",
      "    import networkx.linalg\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/networkx/linalg/__init__.py\", line 9, in <module>\n",
      "    from networkx.linalg.algebraicconnectivity import *\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/networkx/linalg/algebraicconnectivity.py\", line 18, in <module>\n",
      "    from numpy import (array, asmatrix, asarray, dot, matrix, ndarray, ones,\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/numpy/__init__.py\", line 180, in <module>\n",
      "    from . import add_newdocs\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/numpy/add_newdocs.py\", line 13, in <module>\n",
      "    from numpy.lib import add_newdoc\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/numpy/lib/__init__.py\", line 18, in <module>\n",
      "    from .polynomial import *\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/numpy/lib/polynomial.py\", line 4, in <module>\n",
      "    \"\"\"\n",
      "KeyboardInterrupt\n",
      "\n",
      "real\t0m0.314s\n",
      "user\t0m0.166s\n",
      "sys\t0m0.087s\n",
      "ME\n",
      "^CTraceback (most recent call last):\n",
      "  File \"/Users/jlu96/conte/wsampling/comp_me_for_all_pairs.py\", line 12, in <module>\n",
      "    import pandas\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pandas/__init__.py\", line 7, in <module>\n",
      "    from pandas import hashtable, tslib, lib\n",
      "  File \"pandas/tslib.pyx\", line 46, in init pandas.tslib (pandas/tslib.c:73538)\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pytz/__init__.py\", line 29, in <module>\n",
      "    from pkg_resources import resource_stream\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/__init__.py\", line 37, in <module>\n",
      "    import email.parser\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/email/parser.py\", line 12, in <module>\n",
      "    from email.feedparser import FeedParser\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/email/feedparser.py\", line 27, in <module>\n",
      "    from email import message\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/email/message.py\", line 16, in <module>\n",
      "    import email.charset\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/email/charset.py\", line 13, in <module>\n",
      "    import email.base64mime\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/email/base64mime.py\", line 40, in <module>\n",
      "    from email.utils import fix_eols\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/email/utils.py\", line 28, in <module>\n",
      "    import socket\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/socket.py\", line 53, in <module>\n",
      "    import _ssl\n",
      "KeyboardInterrupt\n",
      "\n",
      "real\t0m0.265s\n",
      "user\t0m0.119s\n",
      "sys\t0m0.090s\n",
      "CO\n",
      "^CTraceback (most recent call last):\n",
      "  File \"/Users/jlu96/conte/wsampling/comp_co_for_all_pairs.py\", line 11, in <module>\n",
      "    import pandas\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pandas/__init__.py\", line 43, in <module>\n",
      "    import pandas.core.config_init\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pandas/core/config_init.py\", line 239, in <module>\n",
      "    cf.register_option('precision', 7, pc_precision_doc, validator=is_int)\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pandas/core/config.py\", line 723, in inner\n",
      "    return func(pkey, *args, **kwds)\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pandas/core/config.py\", line 433, in register_option\n",
      "    import tokenize\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/tokenize.py\", line 103, in <module>\n",
      "    re.compile, (Token, PseudoToken, Single3, Double3))\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/re.py\", line 194, in compile\n",
      "    return _compile(pattern, flags)\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/re.py\", line 249, in _compile\n",
      "    p = sre_compile.compile(pattern, flags)\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/sre_compile.py\", line 576, in compile\n",
      "    code = _code(p, flags)\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/sre_compile.py\", line 561, in _code\n",
      "    _compile(code, p.data, flags)\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/sre_compile.py\", line 151, in _compile\n",
      "    _compile(code, av[1], flags)\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/sre_compile.py\", line 192, in _compile\n",
      "    _compile(code, av, flags)\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/sre_compile.py\", line 151, in _compile\n",
      "    _compile(code, av[1], flags)\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/sre_compile.py\", line 192, in _compile\n",
      "    _compile(code, av, flags)\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/sre_compile.py\", line 151, in _compile\n",
      "    _compile(code, av[1], flags)\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/sre_compile.py\", line 192, in _compile\n",
      "    _compile(code, av, flags)\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/sre_compile.py\", line 151, in _compile\n",
      "    _compile(code, av[1], flags)\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/sre_compile.py\", line 192, in _compile\n",
      "    _compile(code, av, flags)\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/sre_compile.py\", line 126, in _compile\n",
      "    emit(OPCODES[REPEAT_ONE])\n",
      "KeyboardInterrupt\n",
      "\n",
      "real\t0m0.452s\n",
      "user\t0m0.251s\n",
      "sys\t0m0.137s\n",
      "FILE  3\n",
      "Permuting\n",
      "ME\n",
      "^CTraceback (most recent call last):\n",
      "  File \"/Users/jlu96/conte/wsampling/comp_me_for_all_pairs.py\", line 12, in <module>\n",
      "    import pandas\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pandas/__init__.py\", line 7, in <module>\n",
      "    from pandas import hashtable, tslib, lib\n",
      "  File \"pandas/tslib.pyx\", line 46, in init pandas.tslib (pandas/tslib.c:73538)\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pytz/__init__.py\", line 29, in <module>\n",
      "    from pkg_resources import resource_stream\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/__init__.py\", line 3084, in <module>\n",
      "    @_call_aside\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/__init__.py\", line 3070, in _call_aside\n",
      "    f(*args, **kwargs)\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/__init__.py\", line 3097, in _initialize_master_working_set\n",
      "    working_set = WorkingSet._build_master()\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/__init__.py\", line 642, in _build_master\n",
      "    ws = cls()\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/__init__.py\", line 635, in __init__\n",
      "    self.add_entry(entry)\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/__init__.py\", line 691, in add_entry\n",
      "    for dist in find_distributions(entry, True):\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/__init__.py\", line 2122, in find_on_path\n",
      "    path_item, entry, metadata, precedence=DEVELOP_DIST\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/__init__.py\", line 2484, in from_location\n",
      "    py_version=py_version, platform=platform, **kw\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/__init__.py\", line 2463, in __init__\n",
      "    self._version = safe_version(version)\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/__init__.py\", line 1375, in safe_version\n",
      "    return str(packaging.version.Version(version))\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/_vendor/packaging/version.py\", line 254, in __str__\n",
      "    parts.append(\".\".join(str(x) for x in self._version.release))\n",
      "KeyboardInterrupt\n",
      "\n",
      "real\t0m0.306s\n",
      "user\t0m0.161s\n",
      "sys\t0m0.091s\n",
      "CO\n",
      "^CTraceback (most recent call last):\n",
      "  File \"/Users/jlu96/conte/wsampling/comp_co_for_all_pairs.py\", line 11, in <module>\n",
      "    import pandas\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pandas/__init__.py\", line 7, in <module>\n",
      "    from pandas import hashtable, tslib, lib\n",
      "  File \"pandas/tslib.pyx\", line 46, in init pandas.tslib (pandas/tslib.c:73538)\n",
      "  File \"/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pytz/__init__.py\", line 29, in <module>\n",
      "    from pkg_resources import resource_stream\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/__init__.py\", line 3084, in <module>\n",
      "    @_call_aside\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/__init__.py\", line 3070, in _call_aside\n",
      "    f(*args, **kwargs)\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/__init__.py\", line 3097, in _initialize_master_working_set\n",
      "    working_set = WorkingSet._build_master()\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/__init__.py\", line 642, in _build_master\n",
      "    ws = cls()\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/__init__.py\", line 635, in __init__\n",
      "    self.add_entry(entry)\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/__init__.py\", line 691, in add_entry\n",
      "    for dist in find_distributions(entry, True):\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/__init__.py\", line 2122, in find_on_path\n",
      "    path_item, entry, metadata, precedence=DEVELOP_DIST\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/__init__.py\", line 2484, in from_location\n",
      "    py_version=py_version, platform=platform, **kw\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/__init__.py\", line 2463, in __init__\n",
      "    self._version = safe_version(version)\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/__init__.py\", line 1375, in safe_version\n",
      "    return str(packaging.version.Version(version))\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/_vendor/packaging/version.py\", line 217, in __init__\n",
      "    release=tuple(int(i) for i in match.group(\"release\").split(\".\")),\n",
      "  File \"/Users/jlu96/.virtualenvs/djmac/lib/python2.7/site-packages/pkg_resources/_vendor/packaging/version.py\", line 217, in <genexpr>\n",
      "    release=tuple(int(i) for i in match.group(\"release\").split(\".\")),\n",
      "KeyboardInterrupt\n",
      "\n",
      "real\t0m0.289s\n",
      "user\t0m0.157s\n",
      "sys\t0m0.078s\n",
      "FILE  4\n",
      "Permuting\n",
      "^C\n",
      "ME\n",
      "DEBUG:root:comp ME for BRCA_wustl-som, BRCA_wustl-som\n",
      "Traceback (most recent call last):\n",
      "  File \"/Users/jlu96/conte/wsampling/comp_me_for_all_pairs.py\", line 53, in <module>\n",
      "    alt_list_dic, samples = io_utils.read_mut_list(mut_file, samples=True)\n",
      "  File \"/Users/jlu96/conte/wsampling/data_proc/io_utils.py\", line 53, in read_mut_list\n",
      "    temp_dic = read_dic(filename)\n",
      "  File \"/Users/jlu96/conte/wsampling/data_proc/io_utils.py\", line 17, in read_dic\n",
      "    lines = open(filename).readlines()\n",
      "IOError: [Errno 2] No such file or directory: '/Users/jlu96/conte/wsampling/data/BRCA_wustl-som/permute/permute_4.txt'\n",
      "\n",
      "real\t0m0.911s\n",
      "user\t0m0.651s\n",
      "sys\t0m0.248s\n",
      "CO\n"
     ]
    }
   ],
   "source": [
    "# compute FDR\n",
    "# CHECK TO MAKE SURE ME AND CO ARE WRITTEN TO THE RIGHT FILES ANDL OADED RIGHT BY FDR\n",
    "import time \n",
    "!mkdir $weSME_permute_folder\n",
    "\n",
    "t = time.time()\n",
    "for i in range(num_permute):\n",
    "    permute_file = weSME_permute_prefix  + \"_\" + str(i) + \".txt\"\n",
    "    me_output_file = permute_me_output_prefix + str(i) + \".txt\"\n",
    "    co_output_file = permute_co_output_prefix + str(i) + \".txt\"\n",
    "    \n",
    "    print \"FILE \", i\n",
    "    print \"Permuting\"\n",
    "    !time python $run_permute_data $cancer_name $cancer_name $i $num_permute -i $weSME_file -p $weSME_permute_prefix\n",
    "    print \"ME\"\n",
    "    !time python $comp_me_for_all_pairs $cancer_name $cancer_name $pthresh -m $permute_file -s $weSME_sampling_folder -o $me_output_file\n",
    "    print \"CO\"\n",
    "    !time python $comp_co_for_all_pairs $cancer_name $cancer_name $pthresh -m $permute_file -s $weSME_sampling_folder -o $co_output_file\n",
    "print \"Time used for running over permutes: \", time.time() - t    \n",
    "\n",
    "os.system('Permutes completed\"')\n",
    "\n",
    "print \"FDR ME\"\n",
    "!time python $comp_fdr $cancer_name $cancer_name me $num_permute $bin_threshold -m $weSME_file -p $me_output -n $permute_me_output_prefix -f $fdr_me_output -pf $pv_fdr_me_output\n",
    "\n",
    "print \"FDR CO\"\n",
    "!time python $comp_fdr $cancer_name $cancer_name co $num_permute $bin_threshold -m $weSME_file -p $co_output -n $permute_co_output_prefix -f $fdr_co_output -pf $pv_fdr_co_output\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading in  output/BRCA_wustl-som--pairs-min_cohort_filtered.txt  ....\n",
      "number of repeats  0\n",
      "Repeats were not included.\n",
      "Reading in  /Users/jlu96/conte/wsampling/data/BRCA_wustl-som/ME_0.05.txt  ....\n",
      "number of repeats  0\n",
      "Repeats were not included.\n",
      "Combined file written to output output/BRCA_wustl-som--pairs-min_cohort_filtered_weSME_integrated_me.txt\n",
      "\n",
      "real\t0m9.682s\n",
      "user\t0m9.186s\n",
      "sys\t0m0.239s\n",
      "Reading in  output/BRCA_wustl-som--pairs-min_cohort_filtered.txt  ....\n",
      "number of repeats  0\n",
      "Repeats were not included.\n",
      "Reading in  /Users/jlu96/conte/wsampling/data/BRCA_wustl-som/CO_0.05.txt  ....\n",
      "number of repeats  0\n",
      "Repeats were not included.\n",
      "Combined file written to output output/BRCA_wustl-som--pairs-min_cohort_filtered_weSME_integrated_co.txt\n",
      "\n",
      "real\t20m57.644s\n",
      "user\t19m39.593s\n",
      "sys\t0m49.816s\n"
     ]
    }
   ],
   "source": [
    "# Use Edgereader to integrate cpairs and mpairs\n",
    "me_integrated = new_pairfile[:-4] + \"_weSME_integrated_me.txt\"\n",
    "co_integrated = new_pairfile[:-4] + \"_weSME_integrated_co.txt\"\n",
    "!time python postprocessing/edgereader.py -i $new_pairfile $me_output -o $me_integrated\n",
    "!time python postprocessing/edgereader.py -i $new_pairfile $co_output -o $co_integrated\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x10a2c8e90>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if self._edgecolors == str('face'):\n"
     ]
    },
    {
     "data": {
      "image/png": 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FRPKAivHbHhXji4iISMoU7EVERFo5BXsREZFWTiPoiYjkiVyeL11ym4K9iEge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\nIhmnZC8iIpJx/z93cVGWBZcGjQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1090a1910>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the p-values of mutex in each\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "\n",
    "df = pd.read_csv(me_integrated, sep='\\t')\n",
    "df_me = df[df['Type'] == \"MutuallyExclusive\"]\n",
    "\n",
    "f, ax = plt.subplots(figsize=(8, 8))\n",
    "plt.scatter(-np.log10(df_me['AllMBinomProb']), -np.log10(df_me['pv (ws)']))\n",
    "plt.xlabel(\"COFFDROP Log-10 Pvalues\", fontsize=20)\n",
    "plt.ylabel(\"WeSME Log-10 Pvalues\", fontsize=20)\n",
    "\n",
    "line_xs = np.linspace((-np.log10(df_me['AllMBinomProb'])).min(), (-np.log10(df_me['AllMBinomProb'])).max(), 100)\n",
    "ax.plot(line_xs, line_xs, ls=\"--\", c=\".3\", linewidth=2,label=\"Same p-value\")\n",
    "plt.legend()\n",
    "plt.title(\"Mutual Exclusivity P-values, BRCA_wustl SNVs\", fontsize=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x10bc21410>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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MbP+UZecSSnJ/9eheprsvI1zJjgKutZQbpGa2mZltXui6kX9HP6emrHcYof9zJUt0i2uM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\nZhXz/397tNbvq/URAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a50bcd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv(co_integrated, sep='\\t')\n",
    "df_co = df[df['Type'] == \"Cooccurring\"]\n",
    "\n",
    "f, ax = plt.subplots(figsize=(8, 8))\n",
    "plt.scatter(-np.log10(df_co['AllCBinomProb']), -np.log10(df_co['pv (ws)']))\n",
    "plt.xlabel(\"COFFDROP Log-10 Pvalues\", fontsize=20)\n",
    "plt.ylabel(\"WeSME Log-10 Pvalues\", fontsize=20)\n",
    "line_xs = np.linspace((-np.log10(df_co['AllCBinomProb'])).min(), (-np.log10(df_co['AllCBinomProb'])).max(), 100)\n",
    "ax.plot(line_xs, line_xs, ls=\"--\", c=\".3\", linewidth=2,label=\"Same p-value\")\n",
    "plt.legend()\n",
    "plt.title(\"Co-occurring P-values, BRCA_wustl SNVs\", fontsize=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gene0\tGene1\tType\tAllCBinomProb\tAllMBinomProb\tMutationFrequency0\tMutationFrequency1\tProbability\tOverlap\tMutexProb\tAllSize\tAllFreqs\tAllOverlap\tAllCBinomProb\tAllMBinomProb\t1Size0\t1Freqs0\t1Overlap0\t1CBinomProb0\t1MBinomProb0\t1CAllSig\t1MAllSig\tjaccard index\tpv (fisher)\tpv (ws)\r",
      "\r\n",
      "MAP3K1\tEPG5\tCooccurring\t0.04767972325455884\t0.9878460873152505\t72\t18\t0.039420319076154925\t4\t0.9919208122067659\t963\t[72, 18]\t4\t0.04767972325455884\t0.9878460873152505\t155\t[12, 2]\t1\t0.14351296628166846\t0.989236992696382\tTrue\tTrue\tNA\tNA\tNA\r",
      "\r\n",
      "OTOGL\tTTN\tCooccurring\t0.0010913253872335245\t0.9996685642701596\t21\t188\t0.0001252439899519038\t12\t0.9999807219773625\t963\t[21, 188]\t12\t0.0010913253872335245\t0.9996685642701596\t155\t[2, 7]\t1\t0.08638763659298487\t0.9961803042921608\tTrue\tTrue\tNA\tNA\tNA\r",
      "\r\n",
      "CDK10\tHS6ST1\tMutuallyExclusive\t1.0\t0.9279575807096055\t4\t18\t1.0\t0\t0.9271935855680765\t963\t[4, 18]\t0\t1.0\t0.9279575807096055\t155\t[2, 2]\t0\t1.0\t0.9745215950455555\tTrue\tTrue\tNA\tNA\tNA\r",
      "\r\n",
      "MUC5B\tCOASY\tMutuallyExclusive\t1.0\t0.6331715200812317\t55\t8\t1.0\t0\t0.6236019945772437\t963\t[55, 8]\t0\t1.0\t0.6331715200812317\t155\t[4, 2]\t0\t1.0\t0.9496882574120252\tTrue\tTrue\tNA\tNA\tNA\r",
      "\r\n",
      "PPM1F\tDNM1P46\tMutuallyExclusive\t1.0\t0.8901990026693144\t7\t16\t1.0\t0\t0.8890068417143173\t963\t[7, 16]\t0\t1.0\t0.8901990026693144\t155\t[2, 2]\t0\t1.0\t0.9745215950455555\tTrue\tTrue\tNA\tNA\tNA\r",
      "\r\n",
      "DCAF6\tGBP6\tMutuallyExclusive\t1.0\t0.9298869536225539\t10\t7\t1.0\t0\t0.9293225300852619\t963\t[10, 7]\t0\t1.0\t0.9298869536225539\t155\t[2, 2]\t0\t1.0\t0.9745215950455555\tTrue\tTrue\tNA\tNA\tNA\r",
      "\r\n",
      "DMD\tFBN3\tCooccurring\t0.2917367189382025\t0.9055469306661005\t45\t23\t0.29243328556088866\t2\t0.9122009950754261\t963\t[45, 23]\t2\t0.2917367189382025\t0.9055469306661005\t155\t[2, 2]\t0\t1.0\t0.9745215950455555\tTrue\tTrue\tNA\tNA\tNA\r",
      "\r\n",
      "PLCG1\tCOL6A5\tCooccurring\t0.04684934078113671\t0.9948139043118924\t11\t30\t0.043346205313197196\t2\t0.9961917037699551\t963\t[11, 30]\t2\t0.04684934078113671\t0.9948139043118924\t155\t[2, 2]\t0\t1.0\t0.9745215950455555\tTrue\tTrue\tNA\tNA\tNA\r",
      "\r\n",
      "KIAA0182\tUHRF1BP1L\tMutuallyExclusive\t1.0\t0.933757729668957\t6\t11\t1.0\t0\t0.9332231493081344\t963\t[6, 11]\t0\t1.0\t0.933757729668957\t155\t[2, 2]\t0\t1.0\t0.9745215950455555\tTrue\tTrue\tNA\tNA\tNA\r",
      "\r\n"
     ]
    }
   ],
   "source": [
    "!head $co_integrated"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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