{ "metadata": { "kernelspec": { "codemirror_mode": { "name": "ipython", "version": 2 }, "display_name": "IPython (Python 2)", "language": "python", "name": "python2" }, "name": "", "signature": "sha256:22f24c92336ab23dc5d208d2682075cbc19ac9bb2e664f5450001e619af7a43b" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "

Pan-Cancer Cohort Followup of HNSCC subtypes

\n", "\n", "* Here we are probing all of the TCGA data that we can get our hands on to support our findings from the HNSCC cohort.\n", "* We do our best to indentify and remove confounders that we expect to impact prognosis independent of the patients' genomic state.\n", "* Due to the fact that the barcodes are unique to each patient, we take the strategy of just getting all of the data into big Series or DataFrames, and then using the __codes__ vector to track the tumor type. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "####Import Data and Packages \n", "For full list of data and packages imported see the [Imports](../Analysis_Notebooks/Imports.ipynb) notebook." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import NotebookImport\n", "from Imports import *" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "importing IPython notebook from Imports.ipynb\n", "Populating the interactive namespace from numpy and matplotlib\n", "changing to source dirctory\n", "populating namespace with data\n" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "cancers = {c: run.load_cancer(c) for c in run.cancers}" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Update to most recent clinical data" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from Data.ProcessClinicalDataPortal import update_clinical_object\n", "\n", "clinical = {c: cancer.load_clinical() for c, cancer in cancers.iteritems()}\n", "for cancer,clin in clinical.iteritems():\n", " try:\n", " path = OUT_PATH + '/Followup/' + cancer + '/'\n", " clinical[cancer] = update_clinical_object(clin, path)\n", " except:\n", " print cancer\n", " do_nothing = True" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "Data/ProcessClinicalDataPortal.py:35: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_index,col_indexer] = value instead\n", " f['vitalstatus'] = f['daystodeath'].isnull()\n" ] } ], "prompt_number": 3 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Format combined survival objects" ] }, { "cell_type": "code", "collapsed": false, "input": [ "surv = pd.DataFrame({c: v.survival.survival for c,v in clinical.iteritems()})\n", "surv = surv.stack()\n", "\n", "codes = pd.Series({s[0]: s[1] for s in surv[:,'days'].index})\n", "codes = codes.groupby(level=0).first()\n", "codes.name = 'codes'\n", "\n", "surv.index = surv.index.droplevel(2)\n", "surv = surv.groupby(level=[0,1]).first()\n", "surv = surv.ix[ti(surv[:,'days'] >= 7)]\n", "\n", "surv_5y = pd.DataFrame({c: v.survival.survival_5y for c,v in clinical.iteritems()})\n", "surv_5y = surv_5y.stack()\n", "surv_5y.index = surv_5y.index.droplevel(2)\n", "surv_5y = surv_5y.groupby(level=[0,1]).first()\n", "\n", "#bad = ((surv_5y.unstack()['days'] < 8) * (surv_5y.unstack()['event'] == 1)) == False\n", "#surv_5y = surv_5y.unstack().ix[bad].stack()\n", "surv_5y = surv_5y.ix[ti(surv[:,'days'] >= 7)]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "for c in clinical.values():\n", " c = c.artificially_censor(10)\n", "surv_10y = pd.DataFrame({c: v.survival.survival_10y for c,v in clinical.iteritems()})\n", "surv_10y = surv_10y.stack()\n", "surv_10y.index = surv_10y.index.droplevel(2)\n", "surv_10y = surv_10y.groupby(level=[0,1]).first()\n", "surv_10y = surv_10y.ix[ti(surv[:,'days'] >= 7)]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "for c in clinical.values():\n", " c = c.artificially_censor(3)\n", "surv_3y = pd.DataFrame({c: v.survival.survival_3y for c,v in clinical.iteritems()})\n", "surv_3y = surv_3y.stack()\n", "surv_3y.index = surv_3y.index.droplevel(2)\n", "surv_3y = surv_3y.groupby(level=[0,1]).first()\n", "surv_3y = surv_3y.ix[ti(surv[:,'days'] >= 7)]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Read in most recent mutation data from latest MAFs " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* These are processed in [get_all_MAFs](../Analysis_Notebooks/get_all_MAFs.ipynb)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "all_mut = pd.read_csv(OUT_PATH + '/MAFs/mega_maf.csv', index_col=0)\n", "all_mut = all_mut[all_mut.Tumor_Sample_Barcode.apply(lambda s: s[13:16]) == '01A']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": true, "input": [ "non_coding = ['Silent','RNA','IGR',\"5'Flank\", \"3'UTR\",'Intron',\"5'UTR\"]\n", "all_mut = all_mut[all_mut.Variant_Classification.isin(non_coding)==False]\n", "all_mut.Tumor_Sample_Barcode = all_mut.Tumor_Sample_Barcode.map(lambda s: s[:12])\n", "all_mut = all_mut.groupby(['Tumor_Sample_Barcode', 'Hugo_Symbol']).size()\n", "all_mut = all_mut.unstack().T.fillna(0)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Process mutation data into one big matrix " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We rely on the __codes__ variable to map patients to cancer types \n", "* We have a little more confidence in data processed through Firehose, therefore we use this data first and fill in mutation profiles from the Data Portal MAFs only when this data is missing." ] }, { "cell_type": "code", "collapsed": false, "input": [ "mut = {c: cancer.load_data('Mutation') for c, cancer in cancers.iteritems() \n", " if run.sample_matrix.MAF.ix[c] > 0}\n", "hit_mat = pd.concat([m.df.unstack() for c,m in mut.iteritems()], axis=1).fillna(0)\n", "hit_mat = hit_mat.groupby(axis=1, level=0).first()\n", "hit_mat = pd.concat([hit_mat, all_mut], axis=1)\n", "hit_mat = hit_mat.groupby(axis=1, level=0).sum() > 0" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Read in copy number gene by patient matricies " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Different cancers have different significant copy-number breakpoints \n", "* For this analysis we just use the gene by patient matrix and estimate the region level values" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cn_all = {}\n", "for c in codes.unique():\n", " try:\n", " cn_all[c] = FH.get_gistic_gene_matrix(run.data_path, c)\n", " except:\n", " print c\n", "cn_all = pd.concat(cn_all.values(), axis=1)\n", "cn_all = cn_all.groupby(axis=1, level=0).first()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Find and Remove Confounders in Pan-Cancer Data-set" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we are going through a number of clinical variables and finding confounders which may effect a genomic analysis of the data. We opted not to just use everything multivariate modeling of covariates as it would create a very complicated model considering we already have ~15 degrees of freedom with our tissue type variable. The strategy here is to isolate factors which have a large influence on outcome and to filter those out to try and get at a more homogenous set of patients. " ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Tissue Type " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We want to use as much data as possible, but some tissues are outliers in their patient prognosis" ] }, { "cell_type": "code", "collapsed": false, "input": [ "non_embargo = ['AML','BRCA','KIRC','COAD','READ','COADREAD','SKCM','GBM',\n", " 'HNSC','LUAD','LUSC','OV','STAD','THCA','UCEC']\n", "#codes = codes[codes.isin(non_embargo)]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Five year survival curves for all tissue types" ] }, { "cell_type": "code", "collapsed": false, "input": [ "c2 = codes[codes.isin(ti(codes.value_counts() > 30))]\n", "survival_and_stats(c2, surv_10y, upper_lim=10, figsize=(10,12))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAtEAAANhCAYAAAAhdOfGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Characteristics of all tissue types" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Here we can see that a disproportionate number of the of the deaths is in the GBM cohort \n", "* Conversely we have very few deaths for the KICH, THCA, and PRAD datasets " ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axs = subplots(2,1, figsize=(8,8))\n", "ax = axs[0]\n", "\n", "t = get_surv_fit(surv, codes)\n", "t = t.sort([('5y Survival','Surv')])\n", "t['Stats'].plot(kind='bar', ax=ax)\n", "prettify_ax(ax)\n", "\n", "ax2 = axs[1]\n", "t = get_surv_fit(surv, codes)\n", "tt = t['5y Survival'].sort('Surv')\n", "b = (tt['Surv']).plot(kind='bar', ax=ax2, color='grey',\n", " yerr=[tt.Surv-tt.Lower, tt.Upper-tt.Surv], ecolor='black')\n", "ax2.set_ylabel('5Y Survival')\n", "ax2.set_yticks([0, .5, 1.])\n", "prettify_ax(ax2)\n", "fig.tight_layout()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAjUAAAI0CAYAAADlSdg9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJS7J2QAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Survival curves of selected tissue types" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fys = get_surv_fit(surv, codes)['5y Survival']['Surv'].order()\n", "nn = codes.isin(true_index((fys > .1) & (fys < .83)))\n", "fys" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 14, "text": [ "GBM 0.06\n", "LAML 0.23\n", "OV 0.31\n", "STAD 0.35\n", "LUAD 0.35\n", "LIHC 0.36\n", "BLCA 0.39\n", "HNSC 0.44\n", "LUSC 0.45\n", "READ 0.47\n", "ACC 0.48\n", "SARC 0.58\n", "SKCM 0.61\n", "KIRC 0.62\n", "COAD 0.63\n", "LGG 0.65\n", "CESC 0.65\n", "KIRP 0.68\n", "UCEC 0.79\n", "BRCA 0.81\n", "DLBC 0.84\n", "KICH 0.87\n", "THCA 0.89\n", "PRAD 0.97\n", "ESCA NaN\n", "PAAD NaN\n", "Name: Surv, dtype: float64" ] } ], "prompt_number": 14 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Age " ] }, { "cell_type": "code", "collapsed": false, "input": [ "age = pd.concat([c.clinical.daystobirth for c in clinical.values()])\n", "age = -1*np.floor(age / 365.25)\n", "a2 = a2 = pd.concat([c.clinical.age for c in clinical.values()])\n", "age = age.combine_first(a2)\n", "age = age.groupby(level=0).min()\n", "age = age.fillna(age.median())\n", "age.name = 'age'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "survival_and_stats((age / 15).round(), surv_5y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAfkAAAFpCAYAAACf0FGnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "survival_and_stats(age.dropna() >= 85, surv_5y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAfkAAAFpCAYAAACf0FGnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSPIAAACAioIkDwAAAKio/wXu/tyv2ahTUgAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "get_cox_ph(surv_5y, age >= 85, print_desc=True);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", " coef exp(coef) se(coef) z p\n", "feature 0.723 2.06 0.123 5.89 3.8e-09\n", "\n", "Likelihood ratio test=28.1 on 1 df, p=1.18e-07 n= 7294, number of events= 1959 \n", "\n" ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "old = age >= 75\n", "old.name = 'age_over_75'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "survival_and_stats(old.ix[ti(age < 85)], surv_5y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAfkAAAFpCAYAAACf0FGnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nyQMAAAAS6v8AfXhEkAcBF8YAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "exp(.773), exp(.773)-(exp(.773-.139))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 21, "text": [ "(2.1662552812206535, 0.28111921870672885)" ] } ], "prompt_number": 21 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Year of Diagnosis" ] }, { "cell_type": "code", "collapsed": false, "input": [ "year = pd.concat([c.clinical.yearofinitialpathologicdiagnosis for c in clinical.values()])\n", "year = year.groupby(level=0).first().replace('[Discrepancy]', nan).astype(float).dropna()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "survival_and_stats(year <= 2000, surv_5y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAfkAAAFpCAYAAACf0FGnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAA0FH/AloQjV/NGUSTAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 23 }, { "cell_type": "code", "collapsed": false, "input": [ "get_cox_ph_ms(surv_5y, year < 2000, [codes])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 24, "text": [ "LR 5.92e-09\n", "feature_p NaN\n", "fmla Surv(days, event) ~ codes + codes:feature\\n\n", "hazzard NaN\n", "dtype: object" ] } ], "prompt_number": 24 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Residual Tumor " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* This will likely effect survival but should (for the most part) be independent of the genetics of the tumor" ] }, { "cell_type": "code", "collapsed": false, "input": [ "r_status = pd.concat([c.clinical.residualtumor for c in clinical.values() if 'residualtumor' \n", " in c.clinical])\n", "r_status = r_status.replace(['[Not Evaluated]', '[Unknown]', 'RX'])\n", "r_status = r_status.str.lower()\n", "r_status = r_status.groupby(level=0).first()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "survival_and_stats(r_status.dropna(), surv_5y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAfkAAAFpCAYAAACf0FGnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n5AEAAAAF9f8Ai0HWAm02SLoAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "get_cox_ph(surv_5y, r_status=='r2', print_desc=True);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", " coef exp(coef) se(coef) z p\n", "feature 1.05 2.86 0.18 5.82 5.8e-09\n", "\n", "Likelihood ratio test=25.1 on 1 df, p=5.57e-07 n= 3555, number of events= 809 \n", "\n" ] } ], "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [ "exp(1.05), exp(1.05)-(exp(1.05-.18))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 28, "text": [ "(2.8576511180631639, 0.47074026453888695)" ] } ], "prompt_number": 28 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Margin Status " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Interestingly has little effect on survival" ] }, { "cell_type": "code", "collapsed": false, "input": [ "margin_status = pd.concat([c.clinical.marginstatus for c in clinical.values() if 'marginstatus' in c.clinical])\n", "margin_status = margin_status.groupby(level=0).first()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [ "survival_and_stats(margin_status.dropna(), surv_5y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAfkAAAFpCAYAAACf0FGnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAOBTkOQBAAAAPvX/AJUV0ftUbYAGAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 30 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Stage" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We try pathologic stage first and then clinical stage \n", "* I'm just using the broad stage number rather than subcategories \n", "* Many patients are missing stage information" ] }, { "cell_type": "code", "collapsed": false, "input": [ "s = {}\n", "for can,c in clinical.iteritems():\n", " if 'pathologicstage' in c.stage:\n", " s[can] = c.stage.pathologicstage\n", " elif 'clinicalstage' in c.stage:\n", " s[can] = c.stage.clinicalstage\n", "stage = pd.concat(s.values())\n", "stage = stage.groupby(level=0).first()\n", "stage = stage.dropna().map(lambda s: s.replace('A','').replace('B','').replace('C',''))\n", "stage = stage.dropna().map(lambda s: s.replace('1','').replace('2',''))\n", "stage = stage.replace('stage iic','stage ii')\n", "stage = stage.ix[age.index].fillna('missing')\n", "stage = stage.str.lower()\n", "stage = stage.replace(['[unknown]','stage x','stage tis','i or ii nos', 'stage 0'], nan).dropna()\n", "stage.name = 'stage'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 31 }, { "cell_type": "code", "collapsed": false, "input": [ "survival_and_stats(stage.ix[true_index(nn)].dropna(), surv_5y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAfkAAAFpCAYAAACf0FGnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\neBHiRyQAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 32 }, { "cell_type": "code", "collapsed": false, "input": [ "get_cox_ph(surv_5y, stage == 'stage iv', print_desc=True);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", " coef exp(coef) se(coef) z p\n", "feature 0.712 2.04 0.0625 11.4 0\n", "\n", "Likelihood ratio test=110 on 1 df, p=0 n= 7263, number of events= 1952 \n", "\n" ] } ], "prompt_number": 33 }, { "cell_type": "code", "collapsed": false, "input": [ "exp(.712), exp(.712)-(exp(.712-.0625))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 34, "text": [ "(2.0380633118599061, 0.1234800138578156)" ] } ], "prompt_number": 34 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "M-Stage " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Overlaps with stage but slightly different \n", "* In HNSCC stage IVa is M0" ] }, { "cell_type": "code", "collapsed": false, "input": [ "mets = pd.concat([c.stage.pathologicm for can,c in clinical.iteritems() \n", " if 'pathologicm' in c.stage])\n", "mets = mets.groupby(level=0).first()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 35 }, { "cell_type": "code", "collapsed": false, "input": [ "mets = pd.concat([c.stage.pathologicm for can,c in clinical.iteritems() if 'pathologicm' in c.stage])\n", "mets = mets.groupby(level=0).first()\n", "mets = mets.dropna().map(lambda s: s.replace('a','').replace('b','').replace('c',''))\n", "mets = mets.replace(['[Unknown]','MX'], nan).dropna()\n", "mets = mets=='M1'\n", "mets.name = 'metastasis'\n", "survival_and_stats(mets, surv_5y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAfkAAAFpCAYAAACf0FGnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAEBK/R+IchYlCYSoEQAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 36 }, { "cell_type": "code", "collapsed": false, "input": [ "survival_and_stats(combine(mets, stage=='stage iv'), surv_5y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAfkAAAFpCAYAAACf0FGnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 37 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Form final Pan-Cancer working set of patients" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Now we read in new TP53 calls generated by running the MuTect on the aligned bam files in CGHub. \n", "* The processing pipeline responsible for generating these calls for MuTect and processing the output data are described in the [muTect_streamline](../Analysis_Notebooks/muTect_strealne.ipynb), and [new_data_process_TP53_Pancancer](../Analysis_Notebooks/new_data_process_TP53_Pancancer.ipynb) notebooks, respectively. \n", "* As a rule we use working group curated MAF calls first, then automatically generated MAFs produced from the GDACs, then our own calls, but it general they agree to a large degree" ] }, { "cell_type": "code", "collapsed": false, "input": [ "new_p53_calls = pd.read_csv('../Extra_Data/p53_calls_pancancer.csv', header=None, index_col=0, \n", " squeeze=True)\n", "p53_new = (hit_mat.ix['TP53'].combine_first(new_p53_calls)) > 0" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 38 }, { "cell_type": "code", "collapsed": false, "input": [ "survival_and_stats(combine(new_p53_calls, hit_mat.ix['TP53']), surv_5y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAfkAAAFpCAYAAACf0FGnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 39 }, { "cell_type": "markdown", "metadata": {}, "source": [ "* The ACC filter is because it only has 8 patients and its not worth the book-keeping\n", "* Sarcomas are kind of a different player so we'll hold off on looking at them" ] }, { "cell_type": "code", "collapsed": false, "input": [ "filters = pd.concat([age > 85, mets, r_status=='r2', stage=='stage iv', nn==False, \n", " codes.isin(['ACC','ESCA'])], 1)\n", "keepers = true_index((filters > 0).sum(1) == 0)\n", "keepers = keepers.intersection(surv_5y.unstack().index)\n", "keepers = keepers.intersection(p53_new.index).intersection(cn_all.columns)\n", "keepers = keepers.intersection(codes.index)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 40 }, { "cell_type": "code", "collapsed": false, "input": [ "stage = stage.ix[keepers.union(stage.index)].fillna('missing')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 41 }, { "cell_type": "code", "collapsed": false, "input": [ "len(keepers)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 42, "text": [ "4583" ] } ], "prompt_number": 42 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Pan-Cancer Survival Analysis" ] }, { "cell_type": "code", "collapsed": false, "input": [ "survival_and_stats(codes.ix[keepers].order(), surv_10y, upper_lim=10, figsize=(10,10))\n", "plt.savefig(FIGDIR + 'pancan_supp.pdf', transparent=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAtEAAALRCAYAAACdyf8HAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 43 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "TP53 Mutation" ] }, { "cell_type": "code", "collapsed": false, "input": [ "p53_all = p53_new > 0\n", "p53_mut = p53_all.ix[keepers]\n", "p53_all.name = 'TP53'\n", "p53_mut.name = 'TP53'\n", "survival_and_stats(p53_mut, surv_5y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAfkAAAFpCAYAAACf0FGnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAJBQkeQAAAEBC/R+p+5fQU/2NqgAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 44 }, { "cell_type": "code", "collapsed": false, "input": [ "get_cox_ph_ms(surv_5y, p53_mut, [codes, age, stage], interactions=None)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 45, "text": [ "LR 0.12\n", "feature_p 0.121\n", "fmla Surv(days, event) ~ feature + codes + age + st...\n", "hazzard 1.14\n", "dtype: object" ] } ], "prompt_number": 45 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "3p14.2 Deletion" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cn_all2 = cn_all.ix[[i for i in cn_all.index if i[2] in rna.df.index]]\n", "pct_del = (cn_all2 < 0).sum() / (1.*len(cn_all2))\n", "pct_amp = (cn_all2 > 0).sum() / (1.*len(cn_all2))\n", "pct_altered = pct_amp + pct_del\n", "pct_altered.name = 'CIN_pct_altered'\n", "pct_del.name = 'pct_del'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 47 }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "Global Deletion Rate" ] }, { "cell_type": "code", "collapsed": false, "input": [ "survival_and_stats(to_quants(pct_altered, q=.33), surv)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAfkAAAFpCAYAAACf0FGnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n", "text": [ "" ] } ], "prompt_number": 48 }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "3p14.2 Deleiton" ] }, { "cell_type": "code", "collapsed": false, "input": [ "del_3p_all = cn_all.ix['3p14.2'].median().round()\n", "del_3p_all = del_3p_all < 0\n", "del_3p_all = del_3p_all.map({True:-1, False:0})\n", "del_3p = del_3p_all.ix[keepers].dropna()\n", "del_3p.name = 'del_3p'\n", "del_3p_all.name = 'del_3p'\n", "survival_and_stats(del_3p, surv_5y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAfkAAAFpCAYAAACf0FGnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nA/qILi047RO1AAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 49 }, { "cell_type": "code", "collapsed": false, "input": [ "get_cox_ph_ms(surv_5y, del_3p < 0, [codes, age, stage, pct_altered], interactions=None)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 50, "text": [ "LR 0.0594\n", "feature_p 0.0587\n", "fmla Surv(days, event) ~ feature + codes + age + st...\n", "hazzard 1.18\n", "dtype: object" ] } ], "prompt_number": 50 }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "3p vs. Global Deletion Rate, PanCancer" ] }, { "cell_type": "code", "collapsed": false, "input": [ "old.name = 'age_over_75'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 51 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axs = subplots(3, 1, figsize=(3.5,4.5), sharey=True, sharex=True)\n", "\n", "fmla = 'Surv(days, event) ~ del_3p + pct_del + age + codes + age_over_75'\n", "fmla2 = 'Surv(days, event) ~ pct_del + age + codes + age_over_75'\n", "k2 = keepers.diff(codes[codes.isin(['HNSC','LUSC'])].index)\n", "pts = [k2, ti(p53_mut>0).intersection(k2), \n", " ti(p53_mut==0).intersection(k2)]\n", "\n", "color_list = ['grey', '#a1d99b','#9ecae1']\n", "\n", "for i, pt in enumerate(pts):\n", " ax = axs[i]\n", " m1 = get_cox_ph(surv_5y, covariates=[del_3p.ix[pt].dropna() < 0, pct_del, stage, age, old, codes], \n", " formula=fmla, print_desc=False, interactions=False);\n", " m2 = get_cox_ph(surv_5y, covariates=[del_3p.ix[pt].dropna() < 0, pct_del, stage, age, old, codes], \n", " formula=fmla2, print_desc=False, interactions=False);\n", " print LR_test(m1, m2)\n", " ci = convert_robj(robjects.r.summary(m1)[7])\n", " haz = ci['exp(coef)']\n", " for j,h in enumerate(haz):\n", " ax.scatter(h, j, marker='s', s=100, color=color_list[i], \n", " edgecolors=['black'], zorder=10)\n", " ax.plot(*zip(*((ci.iloc[j]['lower .95'],j), (ci.iloc[j]['upper .95'],j))), \n", " lw=3, ls='-', marker='o', dash_joinstyle='bevel', color=color_list[i])\n", " ax.axvline(1, ls='--', color='black')\n", " ax.set_xscale('log')\n", " ax.set_xbound(.8,1.5)\n", " ax.set_ybound(-.5,len(ci.index) - .5)\n", " ax.set_xticks([1])\n", " ax.set_xticklabels([1])\n", " ax.set_yticks(range(len(ci.index)))\n", " ax.set_yticklabels(ci.index)\n", " ax.set_ybound(-.5, 1.5)\n", " prettify_ax(ax)\n", "axs[2].set_xlabel('Hazard Ratio')\n", "fig.tight_layout()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0.0416696152492\n", "0.00662221454448\n", "0.852501276826\n" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAPAAAAE6CAYAAAAoUd/0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGAYYIRL7/8FVsrB07aRjAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 52 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "TP53 Mutation 3p14.2 Deletion Interaction " ] }, { "cell_type": "code", "collapsed": false, "input": [ "combo = combine(del_3p < 0, p53_mut>0)\n", "combo = combo.ix[keepers].dropna()\n", "combo.name = 'TP53 / 3p14'\n", "len(combo), len(combo.ix[codes[codes != 'HNSC'].index].dropna())" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 53, "text": [ "(4583, 4404)" ] } ], "prompt_number": 53 }, { "cell_type": "code", "collapsed": false, "input": [ "venn_pandas(del_3p_all < 0, p53_all>0)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 54, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAASkAAADuCAYAAABlA/E6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 54 }, { "cell_type": "code", "collapsed": false, "input": [ "len(combine(del_3p_all.ix[del_3p_all.index.diff(true_index(codes=='HNSC'))].dropna() < 0, \n", " p53_all>0))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 55, "text": [ "7081" ] } ], "prompt_number": 55 }, { "cell_type": "code", "collapsed": false, "input": [ "fisher_exact_test(del_3p_all.ix[del_3p_all.index.diff(true_index(codes=='HNSC'))].dropna() < 0, \n", " p53_all>0)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 56, "text": [ "odds_ratio 2.47e+00\n", "p 3.24e-62\n", "dtype: float64" ] } ], "prompt_number": 56 }, { "cell_type": "code", "collapsed": false, "input": [ "venn_pandas(del_3p.ix[del_3p.index.diff(true_index(codes=='HNSC'))].dropna() < 0, \n", " p53_mut>0)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 57, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAS8AAADuCAYAAABoHYF9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYBYk2HlhMJgFyf8BlqQueQd0SrEAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 57 }, { "cell_type": "code", "collapsed": false, "input": [ "len(combine(del_3p.ix[combo.index.diff(true_index(codes=='HNSC'))] < 0, p53_mut>0))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 58, "text": [ "4404" ] } ], "prompt_number": 58 }, { "cell_type": "code", "collapsed": false, "input": [ "fisher_exact_test(del_3p.ix[combo.index.diff(true_index(codes=='HNSC'))] < 0, p53_mut>0)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 59, "text": [ "odds_ratio 2.00e+00\n", "p 4.67e-26\n", "dtype: float64" ] } ], "prompt_number": 59 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Is this combination associated with advanced stage? " ] }, { "cell_type": "code", "collapsed": false, "input": [ "combo_all = combine(p53_all>0, del_3p_all<0)\n", "combo_all.name = 'TP53 / 3p14'\n", "ct = pd.crosstab(combo_all, stage[stage != 'missing']=='stage iv').T\n", "(ct.ix[True] / (1.*ct.sum())).order().plot(kind='bar');\n", "plt.ylabel('% of Patients in Stage IV')\n", "plt.xlabel('');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEZCAYAAACNebLAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 60 }, { "cell_type": "code", "collapsed": false, "input": [ "c = clinical['LGG'].clinical" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 61 }, { "cell_type": "code", "collapsed": false, "input": [ "combo_all = combine(p53_all>0, del_3p_all<0)\n", "fisher_exact_test(combo_all=='both', stage[stage != 'M']=='stage iv')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 62, "text": [ "odds_ratio 2.46e+00\n", "p 2.47e-20\n", "dtype: float64" ] } ], "prompt_number": 62 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Survival Analysis of TP53-3p" ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Pan-Cancer" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Univarite model, all patients" ] }, { "cell_type": "code", "collapsed": false, "input": [ "get_cox_ph(surv_5y, combo=='both', print_desc=True);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", " coef exp(coef) se(coef) z p\n", "feature 0.505 1.66 0.0767 6.59 4.3e-11\n", "\n", "Likelihood ratio test=39.5 on 1 df, p=3.22e-10 n= 4583, number of events= 955 \n", "\n" ] } ], "prompt_number": 63 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Multivariate model, all patients" ] }, { "cell_type": "code", "collapsed": false, "input": [ "get_cox_ph_ms(surv_5y, combo=='both', [codes, age, stage], interactions=None)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 64, "text": [ "LR 0.000325\n", "feature_p 0.000249\n", "fmla Surv(days, event) ~ feature + codes + age + st...\n", "hazzard 1.4\n", "dtype: object" ] } ], "prompt_number": 64 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Pan-Cancer with HNSCC Excluded" ] }, { "cell_type": "code", "collapsed": false, "input": [ "pts = true_index(codes != 'HNSC')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 65 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Univariate model, HNSCC excluded" ] }, { "cell_type": "code", "collapsed": false, "input": [ "get_cox_ph(surv_5y, combo.ix[pts].dropna()=='both', print_desc=True);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", " coef exp(coef) se(coef) z p\n", "feature 0.452 1.57 0.082 5.52 3.4e-08\n", "\n", "Likelihood ratio test=27.8 on 1 df, p=1.35e-07 n= 4404, number of events= 904 \n", "\n" ] } ], "prompt_number": 66 }, { "cell_type": "markdown", "metadata": {}, "source": [ "TP53-3p vs. 3p alone" ] }, { "cell_type": "code", "collapsed": false, "input": [ "f = (combo[combo.isin(['del_3p','both'])]=='both').ix[pts].dropna()\n", "cox(f, surv_5y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 67, "text": [ "hazard exp(coef) 1.73e+00\n", " exp(-coef) 5.78e-01\n", " lower .95 1.39e+00\n", " upper .95 2.15e+00\n", "LR stat 2.43e+01\n", " df 1.00e+00\n", " p 8.11e-07\n", "concordance stat 5.74e-01\n", " se 1.49e-02\n", "dtype: float64" ] } ], "prompt_number": 67 }, { "cell_type": "markdown", "metadata": {}, "source": [ "TP53-3p vs. TP53 alone" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cox((combo[combo.isin(['TP53','both'])].dropna()=='both').ix[pts].dropna(),\n", " surv_5y).ix['LR'].ix['p']" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 68, "text": [ "0.001689913203002158" ] } ], "prompt_number": 68 }, { "cell_type": "code", "collapsed": false, "input": [ "pts_y = pts.intersection(true_index(age < 75))\n", "log_rank((combo[combo.isin(['TP53','both'])]=='both').ix[pts_y].dropna(), surv_5y).ix['p']" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 69, "text": [ "0.0031807460590553751" ] } ], "prompt_number": 69 }, { "cell_type": "code", "collapsed": false, "input": [ "cox((combo[combo.isin(['TP53','both'])]=='both').ix[pts_y].dropna(), surv_5y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 70, "text": [ "hazard exp(coef) 1.39\n", " exp(-coef) 0.72\n", " lower .95 1.12\n", " upper .95 1.74\n", "LR stat 8.50\n", " df 1.00\n", " p 0.00\n", "concordance stat 0.56\n", " se 0.02\n", "dtype: float64" ] } ], "prompt_number": 70 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Multivariate model, HNSCC excluded" ] }, { "cell_type": "code", "collapsed": false, "input": [ "get_cox_ph_ms(surv_5y, (combo=='both').ix[true_index(codes!='HNSC')].dropna(), \n", " [codes, stage, age, old], interactions=False)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 71, "text": [ "LR 0.00513\n", "feature_p 0.00436\n", "fmla Surv(days, event) ~ feature + codes + stage + ...\n", "hazzard 1.32\n", "dtype: object" ] } ], "prompt_number": 71 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Full models with interactions as described in supplemental figure 5" ] }, { "cell_type": "code", "collapsed": false, "input": [ "two_hit = combo == 'both'\n", "two_hit.name = 'two_hit'\n", "p53_mut.name = 'TP53'\n", "pct_del.name = 'pct_del'\n", "old = age >= 75\n", "old.name = 'old'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 72 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pan-Cancer HNSCC excluded" ] }, { "cell_type": "code", "collapsed": false, "input": [ "pts = keepers.diff(ti(codes=='HNSC'))\n", "fmla0 = 'Surv(days, event) ~ TP53 + del_3p + pct_del + old + age + codes + stage'\n", "fmla1 = 'Surv(days, event) ~ TP53 + del_3p + pct_del + TP53:pct_del + old + age + codes + stage'\n", "fmla2 = 'Surv(days, event) ~ TP53 + del_3p + pct_del + two_hit + TP53:pct_del + old + age + codes + stage'\n", "\n", "m0 = get_cox_ph(surv_3y, covariates=[p53_mut.ix[pts], del_3p < 0, two_hit, old, \n", " age, pct_del, codes, stage], formula=fmla0)\n", "m1 = get_cox_ph(surv_3y, covariates=[p53_mut.ix[pts], del_3p < 0, two_hit, old, \n", " age, pct_del, codes, stage], formula=fmla1)\n", "m2 = get_cox_ph(surv_3y, covariates=[p53_mut.ix[pts], del_3p < 0, two_hit, old, \n", " age, pct_del, codes, stage], formula=fmla2)\n", "LR_test(m2,m0), LR_test(m2, m1)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 73, "text": [ "(0.074818360700235967, 0.023396113337244468)" ] } ], "prompt_number": 73 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Interestingly lung squamous cell carcinoma behaves differently than the others, if we exclude it from the analysis (along with HNSCC) we get a very significant association as we did for HNSCC. We omitted this from the manuscript as it is a bit ad-hoc, but it very well could be the case that the TP53-3p effect is occuring in LUSC, but the alternate routes to cancer are just more aggressive. " ] }, { "cell_type": "code", "collapsed": false, "input": [ "pts = keepers.diff(ti(codes.isin(['HNSC','LUSC'])))\n", "#pts = keepers.diff(ti(codes=='HNSC'))\n", "fmla0 = 'Surv(days, event) ~ TP53 + del_3p + pct_del + codes + stage + age'\n", "fmla1 = 'Surv(days, event) ~ TP53 + del_3p + pct_del + TP53:pct_del + codes + stage + age'\n", "fmla2 = 'Surv(days, event) ~ TP53 + del_3p + pct_del + two_hit + TP53:pct_del + codes + stage + age'\n", "\n", "m0 = get_cox_ph(surv_3y, covariates=[p53_mut.ix[pts], del_3p < 0, two_hit, age, pct_del, codes, stage], formula=fmla0)\n", "m1 = get_cox_ph(surv_3y, covariates=[p53_mut.ix[pts], del_3p < 0, two_hit, age, pct_del, codes, stage], formula=fmla1)\n", "m2 = get_cox_ph(surv_3y, covariates=[p53_mut.ix[pts], del_3p < 0, two_hit, age, pct_del, codes, stage], formula=fmla2)\n", "LR_test(m2,m0), LR_test(m2, m1)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 74, "text": [ "(0.0010334523028629353, 0.00023897916452182404)" ] } ], "prompt_number": 74 }, { "cell_type": "code", "collapsed": false, "input": [ "pts = keepers.diff(ti(codes.isin(['HNSC','LUSC'])))\n", "fmla0 = 'Surv(days, event) ~ TP53 + del_3p'\n", "fmla1 = 'Surv(days, event) ~ TP53 + del_3p + pct_del + TP53:pct_del'\n", "fmla2 = 'Surv(days, event) ~ TP53 + del_3p + pct_del + two_hit + TP53:pct_del'\n", "\n", "m0 = get_cox_ph(surv_3y, covariates=[p53_mut.ix[pts], del_3p < 0, two_hit, old, age, pct_del], formula=fmla0)\n", "m1 = get_cox_ph(surv_3y, covariates=[p53_mut.ix[pts], del_3p < 0, two_hit, old, age, pct_del], formula=fmla1)\n", "m2 = get_cox_ph(surv_3y, covariates=[p53_mut.ix[pts], del_3p < 0, two_hit, old, age, pct_del], formula=fmla2)\n", "LR_test(m2,m0), LR_test(m2, m1)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 75, "text": [ "(2.6714203811114096e-05, 1.7904393791766563e-05)" ] } ], "prompt_number": 75 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Visualize Interaction" ] }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "All patients in main plot" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cc = array(colors_th)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 76 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = subplots(figsize=(5,3))\n", "draw_survival_curve(combo, surv_5y, ax=ax,\n", " colors=cc[[2,0,3,1]], ms=30, alpha=.7)\n", "ax.get_legend().set_visible(False)\n", "ax.set_ybound(0,1)\n", "ax.set_xbound(0,5)\n", "prettify_ax(ax)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAVUAAADVCAYAAADny2NCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 77 }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "NO HNSCC in main plot" ] }, { "cell_type": "code", "collapsed": false, "input": [ "combo.ix[true_index(codes!='HNSC')].dropna().ix[surv_5y.unstack().index].dropna().value_counts()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 78, "text": [ "neither 1954\n", "TP53 1047\n", "both 726\n", "del_3p 677\n", "dtype: int64" ] } ], "prompt_number": 78 }, { "cell_type": "code", "collapsed": false, "input": [ "k2 = combo.index.intersection(true_index(codes!='HNSC'))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 79 }, { "cell_type": "code", "collapsed": false, "input": [ "cc = array(colors_th)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 80 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = subplots(figsize=(4,3))\n", "draw_survival_curve(combo.ix[k2], surv_5y, ax=ax,\n", " colors={'both': cc[0], 'TP53': cc[1], 'del_3p': cc[2], 'neither':cc[3]}, \n", " ms=30, alpha=.7)\n", "ax.get_legend().set_visible(False)\n", "ax.set_ybound(0,1)\n", "ax.set_xbound(0,5)\n", "prettify_ax(ax)\n", "fig.tight_layout()\n", "fig.savefig(FIGDIR + 'fig3e.pdf', transparent=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAASEAAADZCAYAAABvq4bbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nESEAoogQAFHflicEXYUgyHYAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 81 }, { "cell_type": "code", "collapsed": false, "input": [ "df = pd.concat([p53_mut, del_3p, combo.ix[k2], surv[:,'days'], surv[:,'event']],\n", " keys=['TP53 Mutation', '3p Deletion', 'TP53 / 3p', 'Days to Death/Censoring', 'Death Indicator'],\n", " axis=1).dropna()\n", "df.to_csv(FIGDIR + 'fig3c.csv')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 82 }, { "cell_type": "code", "collapsed": false, "input": [ "get_surv_fit(surv, combo.ix[ti(codes != 'HNSCC')], time_cutoff=3)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
StatsMedian Survival3y Survival
# Patients# EventsMedianLowerUpperSurvLowerUpper
both 823 246 4.78 4.11 5.72 0.62 0.58 0.67
del_3p 705 182 8.12 6.42 9.48 0.80 0.76 0.83
neither 1993 433 8.20 6.96 10.60 0.77 0.75 0.80
TP53 1062 272 5.56 4.85 7.17 0.75 0.72 0.79
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 83, "text": [ " Stats Median Survival 3y Survival \n", " # Patients # Events Median Lower Upper Surv Lower Upper\n", "both 823 246 4.78 4.11 5.72 0.62 0.58 0.67\n", "del_3p 705 182 8.12 6.42 9.48 0.80 0.76 0.83\n", "neither 1993 433 8.20 6.96 10.60 0.77 0.75 0.80\n", "TP53 1062 272 5.56 4.85 7.17 0.75 0.72 0.79" ] } ], "prompt_number": 83 }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "Multivariate model" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fmla = 'Surv(days, event) ~ feature + age + old + stage + strata(codes)'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 84 }, { "cell_type": "code", "collapsed": false, "input": [ "m = {'TP53':'c', 'both':'d', 'neither':'a', 'del_3p':'b'}\n", "cm = combo.map(m).ix[true_index(codes != 'HNSC')]\n", "\n", "f = get_cox_ph(surv_3y, cm, interactions=False)\n", "\n", "ci = convert_robj(robjects.r.summary(f)[7])\n", "ci.index = ['3p','TP53','both']\n", "n = ci.ix[0]*0 +1\n", "n.name = 'neither'\n", "ci = ci.append(n)\n", "ci = ci.ix[['neither','3p', 'TP53','both']]\n", "ci_uni = ci" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 85 }, { "cell_type": "code", "collapsed": false, "input": [ "f = get_cox_ph(surv_3y, cm, [codes, age, old, stage], \n", " formula=fmla, interactions=False)\n", "ci = convert_robj(robjects.r.summary(f)[7])\n", "ci = ci.ix[:3]\n", "ci.index = ['3p','TP53','both']\n", "n = ci.ix[0]*0 +1\n", "n.name = 'neither'\n", "ci = ci.append(n)\n", "ci = ci.ix[['neither','3p', 'TP53','both']]\n", "ci_full = ci" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 86 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = subplots(1,1, figsize=(3,2.5))\n", "ci = ci_full\n", "haz = ci['exp(coef)']\n", "b = haz.plot(kind='bar', ax=ax, color=cc[[3,2,1,0]],\n", " yerr=[haz - ci['lower .95'], ci['upper .95'] - haz], ecolor='black')\n", "prettify_ax(ax)\n", "ax.set_ylabel('hazard')\n", "ax.set_ylim(0)\n", "ax.axhline(y=1, ls='--', lw=3, color='black', alpha=.5)\n", "fig.tight_layout()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAM0AAACoCAYAAABDhWqAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 87 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = subplots(1,1, figsize=(2.3,3))\n", "\n", "ci = ci_full.ix[::-1]\n", "haz = ci['exp(coef)']\n", "color_list = colors_th\n", "\n", "for j,h in enumerate(haz):\n", " ax.scatter(h, j, marker='s', s=100, color=color_list[j], \n", " edgecolors=['black'], zorder=10, )\n", " ax.plot(*zip(*((ci.iloc[j]['lower .95'],j), (ci.iloc[j]['upper .95'],j))), \n", " lw=3, ls='-', marker='o', dash_joinstyle='bevel', color=color_list[j])\n", "ax.axvline(1, ls='--', color='black')\n", "ax.set_xscale('log')\n", "ax.set_xbound(.7,2.)\n", "ax.set_ybound(-.5,len(ci.index) - .5)\n", "ax.set_xticks([.75, 1, 1.25, 1.5, 2])\n", "ax.set_xticklabels([.75, 1, 1.25, 1.5, 2])\n", "ax.set_yticks(range(len(ci.index)))\n", "ax.set_yticklabels('')\n", "ax.set_ybound(-.5, 3.5)\n", "prettify_ax(ax)\n", "ax.set_xlabel('3 Year Hazard Ratio')\n", "fig.tight_layout()\n", "fig.savefig(FIGDIR + 'fig3f.pdf', transparent=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAJkAAADOCAYAAAAt16D1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAFkpJREFUeJzt3WlYFFe6B/C3egekEYxiFFtAUNCg3qCOuSbahEXBYOKG\nMwqCUeISdUziOmYEMxkQJSPRSMQlypaEqBAXVFzR0YlbIopKFGURcZdFwN675oO3c9u2aVrgVDfF\n+3ue+tCH01Wnjn+rz6mq7qJomgaESOJYugGI/TBkiDgMGSIOQ4aIw5Ah4jBkiDieOZUoiqLxVAdq\nBNVUBTySIeIwZIg4VocsNjbW0k1AAECZM9Zqq2MyiqKgLba7jcExGbI8DBkiDkOGiMOQIeJYHbKY\nmBhLNwEBy2eXiBE4u0SWhyFDxGHIEHEYMkQcK0KWnJwMAoHwpYXH5b9UlpycbOnmtjtm3U9m7R4+\nfAheXQOgf48Qk/UuV+yHhw8fMtQqpMOKkAEAcCgOcDn8Jusg5mGvI+IwZIg4DBkizuwxmf5dplKp\nFKRSKYHmIDZqVsgQehX4cYmIw5Ah4lhxnszBwQEK7xyAa3cPmayn0Wog0uFdhlqFdFhxPxlN06BQ\nKMyqKxQKgaKavAUKma993E9GURSIRKKXllWrVr1UhgFjHiuOZI3B710yon0cyZB1w5Ah4jBkiDgM\nGSKO1SHD711aB1bPLhEjcHaJLA9DhojDkCHiMGSIOFaHDG+0tA6snl3itUtG4OwSWR6GDBGHIUPE\nYcgQcawOGV67tA6snl0iRuDsElkehgwRhyFDxGHIEHGsDhleu7QOrJ5d4rVLRuDsElkehgwRhyFD\nxLHip6NMCQ4OgadP65qsJ5H0gB9++J6BFrU/rA7Z0qVLYe3aJFixbIPJegqFHL5at5ihVrU/rJ5d\n1tXVQdeur8OPqb+YrPdM1gDTZwdAfX09Qy1jlSZnl0SPZEePHoec7L1AARdo0MDYcaHg7+9HcpNt\nTnvoI2IhO3r0OGSk7oJxY2b+UZaRmgIAwLpObK720kfEQpaTvfeFzgMAGDdmJmz69ht4Vv0aqc2+\n4JmsAWiteR/zWg0Ne3cWEm7RizJ++AHC/zLvhbJxY2bCz9mp7TNkr/qwCAq4Rsu5HOPl7RGX21j3\ns+snR4k9LIIGjdFyjdZ4OQk7s7cwtq3m0GjUjfyl7U2yTCH2cTl2XChkpKa88JG5a/dG+Gj2n8Hf\n34fUZl8wZuJWsLW1M6suh0tB6ARm2qVj6/gXo30UETWB0XaQRixkujHFz9mp8PzwT0NE1ARWjTVa\nqr30EavPk1EUBVwuF/r7DDJZT6NRQ1l5MdTW1jLUMlax7Hkya3DmzBmzTrI6OTkx0Jr2ifVHsrbY\n7jamfd9Pht+7tA6sPpIhRrTvIxmyDhgyRByGDBGHIUPEsTpk+L1L68Dq2SWeJ2MEzi6R5WHIEHEY\nMkQchgwRx+qQ4bVL68Dq2SViBM4ukeVhyBBxGDJEHIYMEcfqkOG1S+vA6tklXrtkBM4ukeVhyBBx\nGDJEHIYMEcfqkOG1S+vA6tklYgTOLpHlYcgQcVb/qz40TUNCwiqoqa5usm6n1zrDokWLGGgVehVW\nPyZTq9UgEAjgn1G+JutptDTEZlwEtZq5nwtFAGDGmKxNhEwkEoIyd5rpehot2I5JfSFksbGxeP2S\nPLIhO3EsDw7npAOP0oCa5kLg2AgY8e7I5jW1ES0JWWteu2RiX9socr+0eOJYHuRlfgVfhkn+KPs8\n8ysAANZ1fnvaVxKaHbLDOekvdDoAwJdhElixZSm8o9rR4obpaDVaAHOPRjQN2rwZL77f4HVzHEq9\nAF9Gvvi7s1+GSSDm5wwMmRma/bAIHmV8gM3lsutBBwAAPK7xMz1caOx3+JG+Zj8s4sgu4w9i0GjY\nd2VArdEaLddY/xkgq9DsXgocGwGfG4xTlmeVw6gZq4DTih8hHLUagEo1rzJFAWfk/4c/JsYFOCNj\nW9yGIH6e8X0NX9jidbcHLZ5dHvk5A7igBg3wIOCDcKuaXbYmJva1jWLHeTI+nw+LJw00WU+rpWFt\ndiGejGVe239YBJfLhW+//RZqamqarLsxaC4DLUKvyuqPZMjq4a0+yPJYHTK8bmkdWP1xid+7ZAR+\nXCLLw5Ah4jBkiDgMGSKO1SHD711aB1bPLhEjcHaJLA9DhojDkCHiMGSIOFaHDK9dWgdWzy7x2iUj\ncHaJLA9DhojDkCHiMGSIOFaHDK9dWgdWzy4RI3B2iSwPQ4aIw5Ah4jBkiDhWhwyvXVoHVs8u8dol\nI3B2iSzP6n/Vh41KS0vh8uXLZtX18/MDsVhMuEVk4celBUwL/wtcOLobXBwEJutdfqCAuKSNEBkZ\nyVDLmqXt/z4ZG9FaNXzoIYM/e8pN1vv0nC1otcZ/r7YtYXXIzL12mZ+XCwfS1gFXqwQNRwDBU+eD\ndORowq2zHqT3n9UhM+cURn5eLuxJXACLetz6o2xNYgkAQLsIGhP7z+oxmTmWTBkJC4SHXypf/RsN\ni98k80yCT/5Nw5+6AvzZ0/T6za3XEgm/0rDE9+X1f60MglUZB81ZReuNyQwfFiGVSs19q1XjapXG\ny9n3zAujeI2cxOJoFK23DXMrsvXsuYZjfIbHwmdeGKVuZF6h5QpbbRusHpOZI3jqfFiTWPLCmGR1\nhTu8n/A1vE5oTCaaPBGgYmeT9SihHXT8cD28Ps30Mwxa4oO8XFhjMCZbXeEO7y+c12rbYHXIzHne\npW5w+3X6euBoFKDlCuH9hfPaxaAfgJn9Z/XA31pPxkZNngicgp0wvJvpeluLRfBhbDJMI3gkawV4\nMtYa+Y98D3Y8fgTZTdRz9OLAwIGmn8TSFuCRDLUU3oWBLA9Dhohjdcjwe5fWgdVjMsQIHJMhy8OQ\nIeIwZIg4DBkijtUhY+udI20Nq2eXeMafEczNLvPz81trVW0ayX6wxj7Oz8+XNlUHQ9bKMGQvY2xM\n1tIOssYORgBlZWWuTdXBkKEWMSdkZg/8W6NBiJ1omjY5+DcrZAi1BKvPkyHrgCFDxDUZsl9//dV3\nwIABlzp06FA/evTo3KqqKif9v0dHR2+2sbGR6S8CgUB5+vTpYUePHvUXCARKXbmtre0zcwaKrWX0\n6NG5Z8+e/RMT60tPT4/w9PQsFovFTz/44IOf79279zoAQHP6wNR2evbsWa7f1//4xz/+3uIda4a8\nvLyRPj4+hXZ2dg3vvvvusevXr/dptDJN040uarWaK5FIyjdv3jyjtrZWHBUVtS08PDzd1Hv27ds3\nesSIEflqtZq7cePGmbGxsTGm6pNY1Go1d/fu3WP4fL7y7NmzQ0ivr6CgYICjo2NVQUHBgPr6ers5\nc+ZsCA0N3UPTNLxKHzS1HZlMJnJzcythuj8Nl/v37zuLxeLaw4cPB8jlcmFcXNwyHx+fy43VN7my\nkydPvtOnT5/fda8rKipcOnToUKdUKvnG6tfU1Di4u7vfunXrljtN07BkyZJV6enp4Ux3Qr9+/a7w\neDwVh8PRtEbImlpfQkLC4ujo6E261zdv3uwlFotraZqGxYsXJ5jbB01t59q1a97+/v5HLB2yH3/8\ncVJgYOAh3WuVSsXjcDia6urqjsbqm/y4LCgoGDhgwIBLutcuLi53bGxsZMXFxZ7G6q9Zs2bR2LFj\nc9zd3UsAAG7dutVr69at052dnR/06dPnemZm5pRmHp1fyZUrV95QqVR8iURym4n1TZo0Kevzzz//\nUve6sLDQx9nZ+QEAQElJibu5fdDUdkpKStzv3r3bzdvbu6hLly4Po6OjNzc0NNi1dP9elVQqzd+w\nYcPHutdXrlx5QygUKsRi8VNj9U2GrK6uzt7wjWKx+Gltba2DYd2qqiqnlJSUmQsXLkzUlfH5fNXo\n0aNzS0pK3Lds2TJj/vz563755Ze3Xn23rFvPnj3LdcFIS0ubOm3atG2x/3cLSGv2QUNDg12fPn2u\n5+XljSwsLPS5c+eOi35/M8XZ2fmBp6dnMQDA/v37Q0JCQvavWLHiCw6HY/yXNUwdFtevXz83LCws\nS7+sc+fOD69evdrXsO7atWsXGNY1XD7++ONvPvvss0SmDuuurq6lrfFxac76KioqXPz8/I55eHgU\n5+XlBbWkD8xt9/nz5wd16tTpsSU+MqurqztOnDjxJ2dn5/uZmZmTTdU1eSQbOHBgwaVLlwboXldU\nVPSQyWQ2uhTrS01NjRw/fvwu3ev6+voOcXFxf9Ovo1areR06dKh/xf84Vq+qqsrpnXfe+fegQYMu\nXL16tV9QUNAhgNbvg8zMzCmFhYU++uuys7NraFnrX51SqRQEBgYeFolE8uLiYs/Jkyd/b/INphKo\nUql4EomkfNOmTdHV1dUdIyMjt0+ZMiXDsN7du3dfpyhKe+/eva66Mo1Gw3FzcytZu3btArlcLjx9\n+vT/Ojo6Vl25cqUf245kX3zxxd8nT56caVje3D5obDsrVqxY6efnd+z+/fvOjx49ei0oKChv8eLF\nCUwfxdLS0iLefvvtf5tbv8kK58+fH+Tj43PZ1ta2YdSoUQeePHnilJqaOtXDw6NYVycnJ+eDXr16\n3TR878WLFwcOGTLkrEgkknl4eBQ3dVhtSyHT74MxY8bs5nK5ah6Pp9ItfD5f2dw+aGw7SqWSP336\n9C0ODg41HTt2rI6Ojt4kk8lETIds/vz5X3M4HI3h/t6+fbuHsfp47RIRh5eVEHEYMkQchgwRhyFD\nxDESst27d7/v5uZWam9vXxcYGHi4tLTUTf/voaGheyMiItL1y+7fv9/V3t6+7uDBg6Nasy3bt2+P\nCg4OPmBYLpVK87Oysia15rbMERUVtT0hIWGJYXlsbGwsh8PR8vl8FZ/PVwmFQoWHh8fNlJSUmU2t\nMz8/X+rt7V0EAFBeXt7T3t6+jkTbzUU8ZA8fPuwyderUtM2bN0c/ePDAuX///pc/+uijTfp11q9f\nPy8nJ2fshQsXBunKli9f/s+goKBDo0aNMuuJBS1FURRtidvMG9suRVH0rFmzNqpUKr5KpeIrFArh\nxo0bZ82ePfvb8+fPDzZ3/T179iyvq6uzb91WvxriITt16tTbQ4cOPRMQEHDE1tb22fTp07devHjx\nf/TruLq6li1dunTVp59++i8AgEuXLg3YsWPHxKSkpAU3b970GDZs2GkbGxvZwIEDC3QX55VKpSAy\nMjK1U6dOT8Ri8dMZM2Zs0Wq1HIDnR6X4+Phlbm5upTt37pzwqm0+dOhQUL9+/a6KRCJ5v379rp48\neXI4AMDq1asX644sfD5fxeFwtOnp6REAAIsWLVrj7Oz8wM7OrmHs2LE59fX1HQCeH6mWLVsW7+Pj\nU/jVV199VllZ2X348OEn7ezsGsaMGbOnrq7Onm7kHnnD8oCAgCNOTk5VuvvRMjMzp/Tq1euWSCSS\nDxky5Ny1a9f6PnjwwNnf3//o9evX+/Tv3/9yeXl5T5FI9MeTwhITExd26dLloaOjY7X+RX2imDh5\np9VqKd3JxCVLlqx677339hrWUSgUAk9Pzxs7d+4c7+/vf2TVqlVLtFot1bt37+vJycmznz17ZrNp\n06ZoX1/fCzT9/D6t0NDQPfX19XaVlZXdJBJJ+b59+0bTNA0jRozIf/PNN3+trKzsZridbdu2RY0a\nNeqAYblUKj2elZUVRtM0dO/e/c6JEyeGq9Vqbnx8/FLdNvWXtLS0iO7du995/Phxp4MHD44cPHjw\nuSdPnjhVVVU5Dhky5Oz69evn0jQNkZGR2yUSSXlRUZEXTdMQHBy8/5NPPvmXSqXi5ebmhvD5fGVC\nQsJiw/XHxsbGzJo161v9PszOzh5ra2vbUFFR4VJXV9fBycnpydWrV/sqFArBnDlzNowfP34nTdOQ\nn58/wsvLq4imaSgtLXUViUQymqYhIyNjSu/eva9XVFS4PHr06LXBgwefS0pK+ivpf3/GzhLn5uaG\n6M6K//TTTxON1Tl48OBIBweHGm9v72sqlYr3n//85y3Dm+Hc3NxKbt265V5WVtbz3r17XRUKheDG\njRueXl5eRampqVN1gUlJSfnI2Da2bdsWxeVy1SKRSKa/cDgcTVZWVphWq6V0Z9sfP37cKSkp6a+u\nrq6l+uv4/fff+zg4ONTk5+ePoOnnN/GVlpa6qtVqbmlpqaufn9+xlStXrqBpGqKiorYtW7YsjqZp\nkMvlQi6Xq66pqXHQrWvYsGGnjIUsJiYmlsfjqXTt4/F4KoqitLobIGUymaigoGCAbvsLFy5cI5VK\nj9M0DcePH5caC1lAQMDhtLS0CN029u/fH2zqZsPWWhj7ifWQkJD9SqVSkJ2dPS48PDxj+PDhJ3X3\nXOmMHDkyr3fv3jfmzJmTzOPx1Ldv35Zcu3atr42NjUxXR6vVcioqKnqIxeKnH3744XdyuVzk7e1d\npFKp+Prr6tixY01jbQkMDDx84MCBYP0yPz+/4wDPx0JZWVmTJkyYsFMikdw2bKNcLheFhYX9tGDB\ngqQRI0ac0JWFh4dn3L9/v6uXl9fv1dXVjvrvcXBwqAUAqK6udqQoita9Bng+VKCNfFxSFEVHR0dv\nTk5OnqPb74yMjPCZM2emLFmyJIGiKDoxMXHhyZMnh7u7u5cIhcImH4ZUWVnZXXevHwCAu7t7yZ07\nd1yael9LER+TpaSkzFy3bt18AAAOh6OdMGHCTicnp6q7d+8afVSCnZ1dg62t7TMAgM6dOz/y9fX9\nVSaT2eiW33777c0hQ4acmzdv3vq5c+d+U1RU5J2dnT3OxcXlTmu098iRIwH79u1778aNG71PnTr1\n9ty5c7/R//uCBQuSHB0dq2NiYlbqypYvX/5PPz+/4zdv3vTYt2/fe/379zf67OfOnTs/EggESt39\n/wAA9+7de72xCYd++DgcjjYiIiJdo9FwHz161Dk9PT2ioqKiR1lZmevx48f9Jk2alNXUvrm4uNwp\nKSlx170uKSlxb61+M4V4yCQSye3ExMSFV65ceUOhUAi3bt06ncvlavr27XutsffoOvett976pbKy\nsntOTs5YpVIp2LNnz5iAgIAjGo2Gq1AohA0NDXZKpVLw/fffTz5z5sxQuVwuaklbaZqmFAqFUK1W\n8+Ryuej27duSuLi4v6lUKr5Wq+Xs2LFj4q5du8ZnZmZO0Q+GQqEQymQyG5VKxT906FDQ3r17Q3Vt\n0Q8Kl8vVhIWF/bRixYovGhoa7Pbu3Rt66tSpt031gT6KomiBQKDUarUchUIhVKlUfLlcLioqKvJe\nt27dfIVCIdRtRyaT2RiuIzIyMjUuLu5vlZWV3R8/fvzaypUrY6ZPn761JX1mFibGY3Fxccu6detW\naW9v/1QqlR7XjSWMLfoDcJqm4dy5c4N9fX0vCIVCube397UTJ04Mp2kaDh8+HNCjR4/bYrG4ds6c\nORvWrFmz0N7e/ml1dXVHw3XoL9u3b48MDg7e39h21Wo1NywsLMvW1rbhjTfeKDxw4MAoNze3kkWL\nFq328/M7Zni3RXx8/NKLFy8O9PLyKrKzs6ufNGnSj9999900e3v7p5cvX/aJiorapj/mqqur6xAS\nEpIrEolkgwcPPmf4d90SGxsbM3v27GTDck9PzxtpaWkRtbW1Yn9//yM2NjbPhg4d+ktubm5Ily5d\nHiQnJ8+uqqpy7NWr101fX98LZWVlPW1sbJ7p3h8fH7+0U6dOjx0cHGqWLl0ar5uUkVzwLgxEHF5W\nQsRhyBBxGDJEHIYMEYchQ8RhyBBx/wXbBIrPE8FmkwAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 88 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axs = subplots(1,2, figsize=(5,2.5), sharey=True)\n", "for i,ci in enumerate([ci_uni, ci_full]):\n", " ax = axs[i]\n", " haz = ci['exp(coef)']\n", " b = haz.plot(kind='bar', ax=ax, color=cc[[3,2,1,0]],\n", " yerr=[haz - ci['lower .95'], ci['upper .95'] - haz], ecolor='black')\n", " prettify_ax(ax)\n", " ax.set_ylabel('hazard')\n", " ax.set_ylim(0)\n", " ax.axhline(y=1, ls='--', lw=3, color='black', alpha=.5)\n", "fig.tight_layout()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAACoCAYAAABDoD2pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYdNFCCGC/h/mhPkQtdceOAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 89 }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "P-Values on bars for variates covariates and settings" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from itertools import combinations" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 90 }, { "cell_type": "code", "collapsed": false, "input": [ "c = list(combinations(cm.unique(),2))[0]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 91 }, { "cell_type": "code", "collapsed": false, "input": [ "cm = combo.ix[true_index(codes!='HNSC')].dropna()\n", "sig = pd.Series({c: get_cox_ph_ms(surv_5y, cm[cm.isin(c)], interactions=False)['LR']\n", " for c in combinations(cm.unique(),2)})\n", "sig" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 92, "text": [ "TP53 both 1.69e-03\n", " del_3p 1.28e-02\n", " neither 3.15e-02\n", "both del_3p 8.11e-07\n", " neither 1.64e-07\n", "neither del_3p 6.53e-01\n", "dtype: float64" ] } ], "prompt_number": 92 }, { "cell_type": "code", "collapsed": false, "input": [ "cm = combo.ix[true_index(codes!='HNSC')].dropna()\n", "sig = pd.Series({c: get_cox_ph_ms(surv_3y, cm[cm.isin(c)], interactions=False)['LR']\n", " for c in combinations(cm.unique(),2)})\n", "sig" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 93, "text": [ "TP53 both 2.23e-05\n", " del_3p 1.49e-01\n", " neither 9.25e-01\n", "both del_3p 2.22e-07\n", " neither 3.87e-06\n", "neither del_3p 1.19e-01\n", "dtype: float64" ] } ], "prompt_number": 93 }, { "cell_type": "code", "collapsed": false, "input": [ "cm = combo.ix[true_index(codes!='HNSC')].dropna()\n", "sig = pd.Series({c: get_cox_ph_ms(surv_3y, cm[cm.isin(c)], [codes, age], interactions=False)['LR']\n", " for c in combinations(cm.unique(),2)})\n", "sig" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 94, "text": [ "TP53 both 1.49e-03\n", " del_3p 8.57e-01\n", " neither 4.18e-01\n", "both del_3p 7.11e-02\n", " neither 2.78e-04\n", "neither del_3p 8.42e-01\n", "dtype: float64" ] } ], "prompt_number": 94 }, { "cell_type": "code", "collapsed": false, "input": [ "cm = combo.ix[true_index(codes!='HNSC')].dropna()\n", "sig = pd.Series({c: get_cox_ph_ms(surv_5y, cm[cm.isin(c)], [codes, age, stage], interactions=False)['LR']\n", " for c in combinations(cm.unique(),2)})\n", "sig" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 95, "text": [ "TP53 both 5.03e-03\n", " del_3p 4.52e-01\n", " neither 7.22e-01\n", "both del_3p 3.31e-01\n", " neither 2.96e-04\n", "neither del_3p 8.06e-01\n", "dtype: float64" ] } ], "prompt_number": 95 }, { "cell_type": "code", "collapsed": false, "input": [ "pts = keepers.diff(ti(codes=='HNSC'))\n", "cm = combo.ix[pts].dropna()\n", "sig = pd.Series({c: get_cox_ph_ms(surv_3y, cm[cm.isin(c)], [codes, age, old, stage], \n", " interactions=False)['LR']\n", " for c in combinations(cm.unique(),2)})\n", "sig" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 96, "text": [ "TP53 both 2.33e-03\n", " del_3p 8.95e-01\n", " neither 3.91e-01\n", "both del_3p 5.88e-02\n", " neither 9.21e-04\n", "neither del_3p 7.22e-01\n", "dtype: float64" ] } ], "prompt_number": 96 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Breaking it down by cancer" ] }, { "cell_type": "code", "collapsed": false, "input": [ "df = pd.concat([p53_mut, del_3p, codes, age, old, stage.ix[keepers].fillna('missing'), combo.ix[k2], surv[:,'days'], surv[:,'event']],\n", " keys=['TP53 Mutation', '3p Deletion',\n", " 'Tissue Type', 'Age', 'Age > 75', 'Stage'\n", " 'TP53 / 3p', 'Days to Death/Censoring', 'Death Indicator'],\n", " axis=1).ix[keepers]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 97 }, { "cell_type": "code", "collapsed": false, "input": [ "df = pd.concat([p53_mut, del_3p, codes, age, old, stage.ix[keepers].fillna('M'), combo.ix[k2], surv[:,'days'], surv[:,'event']],\n", " keys=['TP53 Mutation', '3p Deletion',\n", " 'Tissue Type', 'Age', 'Age > 75', 'Stage',\n", " 'TP53 / 3p', 'Days to Death/Censoring', 'Death Indicator'],\n", " axis=1).dropna()\n", "df.to_csv(FIGDIR + 'fig3c.csv')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 98 }, { "cell_type": "code", "collapsed": false, "input": [ "f = {}\n", "for cancer in codes.ix[combo.index].unique():\n", " try:\n", " c = combo[combo.isin(['both','TP53'])] == 'both'\n", " c = c.ix[ti(codes==cancer)].dropna()\n", " f[cancer] = get_cox_ph_ms(surv_3y, c, [age, old], interactions=False)\n", " except:\n", " print 'fail'" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "fail\n" ] } ], "prompt_number": 99 }, { "cell_type": "code", "collapsed": false, "input": [ "pd.DataFrame(f).T.sort('LR')" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
LRfeature_pfmlahazzard
OV 0.0167 0.0137 Surv(days, event) ~ feature + age\\n 1.75
LUAD 0.0579 0.063 Surv(days, event) ~ feature + old\\n 1.79
LGG 0.123 0.0339 Surv(days, event) ~ feature\\n 4.48
LIHC 0.216 0.163 Surv(days, event) ~ feature\\n 5.53
BRCA 0.248 0.251 Surv(days, event) ~ feature + age\\n 1.64
KIRC 0.28 0.999 Surv(days, event) ~ feature\\n 2.64e+08
COAD 0.324 0.17 Surv(days, event) ~ feature\\n 2.56
LAML 0.422 0.421 Surv(days, event) ~ feature + old\\n 1.7
STAD 0.514 0.478 Surv(days, event) ~ feature\\n 1.35
HNSC 0.527 0.175 Surv(days, event) ~ feature\\n 2.06
READ 0.572 0.549 Surv(days, event) ~ feature + age\\n 2.01
UCEC 0.88 0.88 Surv(days, event) ~ feature + age\\n 0.919
BLCA 1 0.655 Surv(days, event) ~ feature\\n 0.745
CESC 1 1 Surv(days, event) ~ feature\\n 1.62e+09
LUSC 1 0.317 Surv(days, event) ~ feature\\n 0.681
SARC 1 1 Surv(days, event) ~ feature\\n 1
SKCM 1 0.702 Surv(days, event) ~ feature\\n 0.665
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 100, "text": [ " LR feature_p fmla hazzard\n", "OV 0.0167 0.0137 Surv(days, event) ~ feature + age\\n 1.75\n", "LUAD 0.0579 0.063 Surv(days, event) ~ feature + old\\n 1.79\n", "LGG 0.123 0.0339 Surv(days, event) ~ feature\\n 4.48\n", "LIHC 0.216 0.163 Surv(days, event) ~ feature\\n 5.53\n", "BRCA 0.248 0.251 Surv(days, event) ~ feature + age\\n 1.64\n", "KIRC 0.28 0.999 Surv(days, event) ~ feature\\n 2.64e+08\n", "COAD 0.324 0.17 Surv(days, event) ~ feature\\n 2.56\n", "LAML 0.422 0.421 Surv(days, event) ~ feature + old\\n 1.7\n", "STAD 0.514 0.478 Surv(days, event) ~ feature\\n 1.35\n", "HNSC 0.527 0.175 Surv(days, event) ~ feature\\n 2.06\n", "READ 0.572 0.549 Surv(days, event) ~ feature + age\\n 2.01\n", "UCEC 0.88 0.88 Surv(days, event) ~ feature + age\\n 0.919\n", "BLCA 1 0.655 Surv(days, event) ~ feature\\n 0.745\n", "CESC 1 1 Surv(days, event) ~ feature\\n 1.62e+09\n", "LUSC 1 0.317 Surv(days, event) ~ feature\\n 0.681\n", "SARC 1 1 Surv(days, event) ~ feature\\n 1\n", "SKCM 1 0.702 Surv(days, event) ~ feature\\n 0.665" ] } ], "prompt_number": 100 }, { "cell_type": "code", "collapsed": false, "input": [ "cc = ti(codes.ix[combo_all.index].value_counts() > 50)\n", "ct = pd.DataFrame({c: fisher_exact_test(p53_all.ix[ti(codes==c)].dropna()>0, del_3p_all<0)\n", " for c in cc}).T\n", "ct.dropna().sort('odds_ratio', ascending=False)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
odds_ratiop
LAML inf 7.40e-08
UCEC 28.35 3.46e-21
HNSC 9.38 9.74e-18
LGG 5.67 2.29e-03
KIRP 4.75 2.73e-01
COAD 3.94 4.21e-05
BRCA 3.47 7.22e-17
STAD 3.46 9.20e-06
LIHC 2.60 1.54e-01
LUSC 2.06 4.92e-02
LUAD 1.96 5.50e-04
BLCA 1.51 2.49e-01
GBM 1.45 3.98e-01
OV 1.42 3.36e-01
PAAD 1.39 7.64e-01
SKCM 1.35 4.89e-01
KICH 1.14 1.00e+00
READ 0.93 1.00e+00
KIRC 0.82 7.81e-01
CESC 0.66 1.00e+00
SARC 0.28 4.35e-01
PRAD 0.00 1.00e+00
THCA 0.00 1.00e+00
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 101, "text": [ " odds_ratio p\n", "LAML inf 7.40e-08\n", "UCEC 28.35 3.46e-21\n", "HNSC 9.38 9.74e-18\n", "LGG 5.67 2.29e-03\n", "KIRP 4.75 2.73e-01\n", "COAD 3.94 4.21e-05\n", "BRCA 3.47 7.22e-17\n", "STAD 3.46 9.20e-06\n", "LIHC 2.60 1.54e-01\n", "LUSC 2.06 4.92e-02\n", "LUAD 1.96 5.50e-04\n", "BLCA 1.51 2.49e-01\n", "GBM 1.45 3.98e-01\n", "OV 1.42 3.36e-01\n", "PAAD 1.39 7.64e-01\n", "SKCM 1.35 4.89e-01\n", "KICH 1.14 1.00e+00\n", "READ 0.93 1.00e+00\n", "KIRC 0.82 7.81e-01\n", "CESC 0.66 1.00e+00\n", "SARC 0.28 4.35e-01\n", "PRAD 0.00 1.00e+00\n", "THCA 0.00 1.00e+00" ] } ], "prompt_number": 101 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axs = subplots(1, 7, figsize=(10,3), sharey=True)\n", "cc = array(colors_th)\n", "for i,c in enumerate(['HNSC','BRCA','LUAD', 'OV','KIRC','LGG','LUSC']):\n", " draw_survival_curve(combo.ix[true_index(codes==c)].dropna(), \n", " surv_3y, ax=axs[i], \n", " colors={'both': cc[0], 'TP53': cc[1], 'del_3p': cc[2], 'neither':cc[3]})\n", " axs[i].get_legend().set_visible(False)\n", " axs[i].set_ylim(.4,1.05)\n", " axs[i].set_xticks([0,1,2,3])\n", " prettify_ax(axs[i])\n", " axs[i].annotate(c, (2, .42))\n", "fig.tight_layout()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAtUAAADZCAYAAADv7sw5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGOj/AdLWaW66BV1XAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 102 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axs = subplots(1, 7, figsize=(10,3), sharey=True)\n", "cc = array(colors_th)\n", "for i,c in enumerate(['HNSC','BRCA','LUAD', 'OV','KIRC','LGG','LUSC']):\n", " f = combo[combo.isin(['both','TP53'])].ix[true_index(codes==c)].dropna()\n", " #f = f.ix[ti(age < 75)].dropna()\n", " draw_survival_curve(f, surv_5y, ax=axs[i], \n", " colors={'both': cc[0], 'TP53': cc[1], 'del_3p': cc[2], 'neither':cc[3]})\n", " axs[i].get_legend().set_visible(False)\n", " axs[i].set_ylim(.4,1.05)\n", " axs[i].set_xticks([0,1,2,3,4,5])\n", " prettify_ax(axs[i])\n", " axs[i].annotate(c, (2, .42))\n", "fig.tight_layout()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAtEAAADZCAYAAADmBWxDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIYQQQgghaqJGNCGEEEIIIWr6Xxuoh7ysWGyxAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 103 } ], "metadata": {} } ] }