{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# CST_ALL_PTMs_Normalization\n", "This notebook will make the case for normalizing the distributions of PTM levels in all cell lines. I will combine the PTM data from all cell lines and look at the average properties of all PTM distributions in all cell lines. \n", "\n", "### imports and function definitions" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [], "source": [ "# imports and plotting defaults\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline \n", "import matplotlib\n", "matplotlib.style.use('ggplot')\n", "from copy import deepcopy\n", "\n", "# use clustergrammer module to load/process (source code in clustergrammer directory)\n", "from clustergrammer import Network\n", "\n", "# load data data and export as pandas dataframe: inst_df\n", "def load_data(filename):\n", " ''' \n", " load data using clustergrammer and export as pandas dataframe\n", " '''\n", " net = deepcopy(Network())\n", " net.load_file(filename)\n", " tmp_df = net.dat_to_df()\n", " inst_df = tmp_df['mat']\n", "\n", " \n", "# # simplify column names (remove categories)\n", "# col_names = inst_df.columns.tolist()\n", "# simple_col_names = []\n", "# for inst_name in col_names:\n", "# simple_col_names.append(inst_name[0])\n", "\n", "# inst_df.columns = simple_col_names\n", "\n", " print(inst_df.shape)\n", " \n", " return inst_df\n", "\n", "def plot_cl_boxplot_with_missing_data(inst_df):\n", " '''\n", " Make a box plot of the cell lines where the cell lines are ranked based \n", " on their average PTM levels\n", " '''\n", " # get the order of the cell lines based on their mean \n", " sorter = inst_df.mean().sort_values().index.tolist()\n", " # reorder based on ascending mean values\n", " sort_df = inst_df[sorter]\n", " # box plot of PTM values ordered based on increasing mean \n", " sort_df.plot(kind='box', figsize=(10,3), rot=90, ylim=(-4,4))\n", "\n", "def plot_cl_boxplot_no_missing_data(inst_df):\n", " # get the order of the cell lines based on their mean \n", " sorter = inst_df.mean().sort_values().index.tolist()\n", " # reorder based on ascending mean values\n", " sort_df = inst_df[sorter]\n", "\n", " # transpose to get PTMs as columns \n", " tmp_df = sort_df.transpose()\n", "\n", " # keep only PTMs that are measured in all cell lines\n", " ptm_num_meas = tmp_df.count()\n", " ptm_all_meas = ptm_num_meas[ptm_num_meas == 45]\n", " ptm_all_meas = ptm_all_meas.index.tolist()\n", "\n", " print('There are ' + str(len(ptm_all_meas)) + ' PTMs measured in all cell lines')\n", " \n", " # only keep ptms that are measured in all cell lines \n", " # I will call this full_df as in no missing measurements\n", " full_df = tmp_df[ptm_all_meas]\n", "\n", " # transpose back to PTMs as rows\n", " full_df = full_df.transpose()\n", "\n", " full_df.plot(kind='box', figsize=(10,3), rot=900, ylim=(-8,8))\n", " num_ptm_all_meas = len(ptm_all_meas) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load all PTM data and combine into single dataframe" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(8468, 45)\n" ] } ], "source": [ "filename = '../lung_cellline_3_1_16/lung_cl_all_ptm/all_ptm_ratios.tsv'\n", "df_all = load_data(filename)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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oysvLASgrK8PpdBqFEUBycjJ2u91oIyIiIiIi0hlMHzkC+OSTT5g9ezY+n4+wsDDuv/9+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\nXbqEjz76CJ6enli/fj3c3d3RqlUrTqhXXdEHlrpcrPUtdYHFfWXh1/g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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_all.count().sort_values().plot(kind='bar', figsize=(10,2))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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EYiValEKDFG1s2hTGQw8NoLm5eTR17z145YmXVKl7jRfnMwOFpUGkGBy6+0kh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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_cl_boxplot_with_missing_data(df_all)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "# Merge Plex-duplicate cell lines" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(8468, 42)\n" ] } ], "source": [ "filename = '../lung_cellline_3_1_16/lung_cl_all_ptm/all_ptm_ratios_uni_cl.tsv'\n", "df_all = load_data(filename)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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hcQKBAM3NzZ1eb1RRUUFlZWXIssGDB5Obm8uAAQMIBoOn3dZutxMbG9t158NgVqyeFsfM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\n4e7ujjlz5hh8fzmlXpLYoBTdBcQ3d8bGrFmzhH/n5OQgLCwMGzZs0Pp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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_all.count().sort_values().plot(kind='bar', figsize=(10,2))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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cr1jV2V96qXXARDIajY9xJhNJpvBWzTIBAOXlMRw5ktzu7ta70ZaXm5u8M13U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aampnjjjTfkFNCSkhJ88cUXWLt2rUo5VP0LDw+XG2/pv69evYoePXrA0NAQAoGAVXlJ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\n92PiyAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_cl_boxplot_with_missing_data(df_all)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Zscore rows" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(8468, 45)\n" ] } ], "source": [ "df_tmp = deepcopy(df_all)\n", "df_tmp = df_tmp.transpose()\n", "zdf_all = (df_tmp - df_tmp.mean())/df_tmp.std()\n", "zdf_all = zdf_all.transpose()\n", "\n", "print(zdf_all.shape)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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oysvLASgrK8PpdBqFEUBycjJ2u91oIyIiIiIi0hlMHzkC+OSTT5g9ezY+n4+wsDDuv/9+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\nXbqEjz76CJ6enli/fj3c3d3RqlUrTqhXXdEHlrpcrPUtdYHFfWXh1/g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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "zdf_all.count().sort_values().plot(kind='bar', figsize=(10,2))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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LBaKeEzNFy0QK/VuxohtTp76tSKTtxsGDiZVbvYm0FJ4GO/IInGwabMc9qZvg8jYbjmXH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\nVxmp9x544AHcd999iI+Px4ABA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ri4GKWlpYiNje1y+8mTJ5GXl4ennnpK5mSkNps2ber2\nGYB2Go1GlrYmUhYiOYg0rmC/QyLgBEcBLEJHcmFbIyJSP5Gu9SJlIfvFCY4CWISO5MK2RkSkfiJd\n60XKQvaLExwFsAgdyYVtjYhI/US61ouUhewXFxlQAIvQkVzY1oiI1E+ka71IWch+OSgdgIiIiIiI\nSCqc4BARERERkWpwgkNERERERKrBRQYU0LEIXUFBAQICAliEjiTHtkZEpH4iXetFykL2i4sMKECr\n1VoUoQsLC+v0nvaLA1FfsK0REamfSNd6kbKQ/eI3OEREREREpBp8BoeIiIiIiFSDExwiIiIiIlIN\nTnCIiIiIiEg1OMEhIiIiIiLV4ASHiIiIiIhUgxMcIiIiIiJSDU5wiIiIiIhINTjBISIiIiIi1fg/\neXcg/pr8Z9UAAAAASUVORK5CYII=\n", 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