{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Figure generation for\n", "\n", "## \"A Reference-Free Algorithm for Computational Normalization of Shotgun Sequencing Data\"\n", "\n", "See http://arxiv.org/abs/1203.4802 for more information." ] }, { "cell_type": "code", "collapsed": true, "input": [ "import numpy\n", "datadir = '../data/'\n", "num_points_to_plot = 50000 # affects size, rendering time for PDF plots." ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Figure 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "k-mer rank abundance plots" ] }, { "cell_type": "code", "collapsed": false, "input": [ "rr1 = [ x.split() for x in open(datadir + 'read2.ranks') ]\n", "rr1 = numpy.array([ (int(a), int(b)) for (a,b) in rr1 ])\n", "rr1_x = [ a for (a, b) in rr1 ]\n", "rr1_y = [ b for (a, b) in rr1 ]\n", "\n", "rr2 = [ x.split() for x in open(datadir + 'read3.ranks') ]\n", "rr2 = numpy.array([ (int(a), int(b)) for (a,b) in rr2 ])\n", "rr2_x = [ a for (a, b) in rr2 ]\n", "rr2_y = [ b for (a, b) in rr2 ]\n", "\n", "rr3 = [ x.split() for x in open(datadir + 'read15.ranks') ]\n", "rr3 = numpy.array([ (int(a), int(b)) for (a,b) in rr3 ])\n", "rr3_x = [ a for (a, b) in rr3 ]\n", "rr3_y = [ b for (a, b) in rr3 ]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "clf()\n", "plot(rr1[:,0], rr1[:,1])\n", "plot(rr2[:,0], rr2[:,1])\n", "plot(rr3[:,0], rr3[:,1])\n", "xlabel('k-mer rank')\n", "ylabel('k-mer abundance')\n", "legend(['no errors', 'single substitution error', 'multiple substitution errors'])\n", "axis([0, 80, 0, 250])\n", "savefig('diginorm-ranks.pdf')\n", "show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEKCAYAAAD9xUlFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 3 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Figures 2 and 3" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Correlation between median k-mer count and read coverage calculated from mapping, from both simulated data and genomic & transcriptomic data." ] }, { "cell_type": "code", "collapsed": true, "input": [ "import itertools, gzip\n", "def load_cmp_file(filename, limit=None):\n", " if filename.endswith('.gz'):\n", " fp = gzip.open(filename)\n", " else:\n", " fp = open(filename)\n", " if limit:\n", " lines = [ line.split() for i, line in itertools.izip(range(limit), fp) ]\n", " else:\n", " lines = [ line.split() for line in fp ]\n", " lines = [ (float(a[0]), float(a[1])) for a in lines ]\n", "\n", " print 'loaded %d lines' % len(lines)\n", " return numpy.array(lines)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "genome_counts = load_cmp_file(datadir + 'genome-reads.fa.counts.cmp', limit=num_points_to_plot)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "loaded 50000 lines\n" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "clf()\n", "axis([0, 300, 0, 300])\n", "#axis(ymax=1000)\n", "\n", "xlabel('read coverage by mapping')\n", "ylabel('read coverage by median k-mer count')\n", "plot(genome_counts[:,0], genome_counts[:,1], 'b.', rasterized=True)\n", "\n", "savefig('diginorm-sim-genome.pdf')\n", "show()\n", "\n", "c = numpy.corrcoef(genome_counts[:,0], genome_counts[:,1])[0,1]\n", "print c**2" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAEMCAYAAADal/HVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n2iTLQD3KcscAAAAASUVORK5CYII=\n", "text": [ "" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "0.786287931714\n" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "ecoli_counts = load_cmp_file(datadir + 'ecoli_ref-5m.fastq.counts.cmp', limit=num_points_to_plot)\n", "\n", "# remove points from Illumina crap; see text for details.\n", "ecoli_counts = numpy.array([ (a,b) for (a,b) in ecoli_counts if b < 8000 ])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "loaded 50000 lines\n" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "clf()\n", "#axis([0, 300, 0, 300])\n", "#axis(xmax=200, ymax=200)\n", "#axis(ymax=10500,ymin=10000)\n", "#title('ecoli reads')\n", "xlabel('read coverage by mapping')\n", "ylabel('read coverage by median k-mer count')\n", "plot(ecoli_counts[:,0], ecoli_counts[:,1], 'b.', rasterized=True)\n", "savefig('diginorm-ecoli-genome.pdf')\n", "show()\n", "\n", "c = numpy.corrcoef(ecoli_counts[:,0], ecoli_counts[:,1])[0,1]\n", "print c**2" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEMCAYAAAABLFv3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n", "text": [ "" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "0.798609411012\n" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "transcript_counts = load_cmp_file(datadir + 'transcript-reads.fa.counts.cmp', limit=num_points_to_plot)\n", "\n", "# remove points from Illumina crap; see text for details.\n", "transcript_counts = numpy.array([ (a,b) for (a,b) in transcript_counts if b < 20000 ])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "loaded 50000 lines\n" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "clf()\n", "#axis([0, 250, 0, 250])\n", "#title('transcript reads')\n", "xlabel('read coverage by mapping')\n", "ylabel('read coverage by median k-mer count')\n", "loglog(transcript_counts[:,0], transcript_counts[:,1], 'b.', rasterized=True)\n", "\n", "savefig('diginorm-sim-transcr.pdf')\n", "show()\n", "\n", "c = numpy.corrcoef(transcript_counts[:,0], transcript_counts[:,1])[0,1]\n", "print 'linear r^2', c**2\n", "\n", "c = numpy.corrcoef([ math.log(z) for z in transcript_counts[:,0] ], [ math.log(z) for z in transcript_counts[:,1] ])[0,1]\n", "print 'log r^2', c**2" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAYwAAAEYCAYAAABPzsEfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", "text": [ "" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "linear r^2 0.931638777367\n", "log r^2 0.956816045607\n" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "mouse_counts = load_cmp_file(datadir + 'mouse-5m.fq.counts.cmp', limit=num_points_to_plot)\n", "\n", "# remove points from Illumina crap; see text for details.\n", "mouse_counts = numpy.array([ (a,b) for (a,b) in mouse_counts if b < 20000 ])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "loaded 50000 lines\n" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "clf()\n", "#axis([0, 250, 0, 250])\n", "#title('mouse reads')\n", "xlabel('read coverage by mapping')\n", "ylabel('read coverage by median k-mer count')\n", "loglog(mouse_counts[:,0], mouse_counts[:,1], 'b.', rasterized=True)\n", "\n", "savefig('diginorm-mouse-transcr.pdf')\n", "show()\n", "\n", "c = numpy.corrcoef(mouse_counts[:,0], mouse_counts[:,1])[0,1]\n", "print 'linear r^2', c**2\n", "\n", "za = []\n", "zb = []\n", "for a, b in mouse_counts:\n", " if a and b:\n", " za.append(math.log(a))\n", " zb.append(math.log(b))\n", "\n", "c = numpy.corrcoef(za, zb)[0,1]\n", "print 'log r^2', c**2" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAYwAAAEYCAYAAABPzsEfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "linear r^2 0.904776248799\n", "log r^2" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " 0.872367665664\n" ] } ], "prompt_number": 12 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Figure 4" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ecoli_cov = numpy.loadtxt(datadir + 'ecoli.rawreads.map.gz.cov')\n", "ecoli_cov[:,1] /= sum(ecoli_cov[:,1])\n", "\n", "staph_cov = numpy.loadtxt(datadir + 'staph.rawreads.map.gz.cov')\n", "staph_cov[:,1] /= sum(staph_cov[:,1])\n", "\n", "sar_cov = numpy.loadtxt(datadir + 'sar324.rawreads.map.gz.cov')\n", "sar_cov[:,1] /= sum(sar_cov[:,1])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "mapcov = numpy.loadtxt(datadir + 'genome-reads.fa.map.cov')\n", "keepcov = numpy.loadtxt(datadir + 'genome-reads.fa.keep.map.cov')\n", "ecolicov = numpy.loadtxt(datadir + 'ecoli_ref-5m.fastq.map.cov')\n", "ecoli20cov = numpy.loadtxt(datadir + 'ecoli_ref.fastq.bz2.keep.map.cov')\n", "\n", "transcript_cov = numpy.loadtxt(datadir + 'transcript-reads.fa.map.cov')\n", "mousecov = numpy.loadtxt(datadir + 'mouse-5m.fq.map.cov')\n", "\n", "transcript_keepcov = numpy.loadtxt(datadir + 'transcript-reads.fa.keep.map.cov')\n", "mousekeepcov = numpy.loadtxt(datadir + 'mouse-5m.fq.keep.map.cov')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "mapcov[:,1] /= sum(mapcov[:,1])\n", "keepcov[:,1] /= sum(keepcov[:,1])\n", "ecolicov[:,1] /= sum(ecolicov[:,1])\n", "ecoli20cov[:,1] /= sum(ecoli20cov[:,1])\n", "\n", "transcript_cov[:,1] /= sum(transcript_cov[:,1])\n", "mousecov[:,1] /= sum(mousecov[:,1])\n", "\n", "transcript_keepcov[:,1] /= sum(transcript_keepcov[:,1])\n", "mousekeepcov[:,1] /= sum(mousekeepcov[:,1])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(ecoli_cov[:,0], ecoli_cov[:,1])\n", "plot(staph_cov[:,0], staph_cov[:,1])\n", "plot(sar_cov[:,0], sar_cov[:,1])\n", "xlabel(\"Per-base coverage of reference genome\")\n", "ylabel(\"Fraction of total bases with that coverage\")\n", "legend([\"E. coli\", \"S. aureus single cell MDA\", \"SAR324 single cell MDA\"])\n", "axis(xmax=2000)\n", "savefig('/tmp/diginorm-coverage2-raw.pdf')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAZcAAAEMCAYAAAAIx/uNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngoKCgkKT8//P1UBoWIhH4QAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "code", "collapsed": true, "input": [ "ecoli_kcov = numpy.loadtxt(datadir + 'ecoli.keep.rawreads.map.gz.cov')\n", "ecoli_kcov[:,1] /= sum(ecoli_kcov[:,1])\n", "\n", "staph_kcov = numpy.loadtxt(datadir + 'staph.keep.rawreads.map.gz.cov')\n", "staph_kcov[:,1] /= sum(staph_kcov[:,1])\n", "\n", "sar_kcov = numpy.loadtxt(datadir + 'sar324.keep.rawreads.map.gz.cov')\n", "sar_kcov[:,1] /= sum(sar_kcov[:,1])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(ecoli_kcov[:,0], ecoli_kcov[:,1])\n", "plot(staph_kcov[:,0], staph_kcov[:,1])\n", "plot(sar_kcov[:,0], sar_kcov[:,1])\n", "xlabel(\"Per-base coverage of reference genome\")\n", "ylabel(\"Fraction of total bases with that coverage\")\n", "legend([\"E. coli\", \"S. aureus single cell MDA\", \"SAR324 single cell MDA\"])\n", "axis(xmax=100)\n", "savefig('/tmp/diginorm-coverage2-dn.pdf')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAEMCAYAAAA4S+qsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 18 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Figure 5" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fp = open(datadir + 'ecoli_ref.report')\n", "report = [ x.split()[:2] for x in fp ]\n", "report = [ (float(a) / 1e6, int(b)) for (a,b) in report[1:] ]\n", "report = [ (a, b, float(b)/float(a)/1e6) for (a,b) in report if a ]\n", "print report[0]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(0.2, 199444, 0.99722)\n" ] } ], "prompt_number": 19 }, { "cell_type": "code", "collapsed": true, "input": [ "x = [ a for (a,b,c) in report ]\n", "y = [ c for (a,b,c) in report ]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "clf()\n", "xlabel(\"Number of reads (m)\")\n", "ylabel(\"Total fraction of reads kept\")\n", "axis([0, 30, 0, 1.0])\n", "plot(x,y)\n", "savefig('diginorm-accumulation.pdf')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAEMCAYAAADEXsFmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nuUCBICIigAJBREQuUCCIiAgA/x8mHXl+k4gWAAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 21 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Figure 6 - end bias stuff" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def load_endbias(filename):\n", " data = [ i.split() for i in open(filename) ]\n", " x = [ int(a) for (a,_,b,_) in data ]\n", " y = [ float(b) for (a,_,b,_) in data ]\n", " \n", " return (x, y)\n", "\n", "end_tr_x, end_tr_y = load_endbias(datadir + 'endbias-transcripts.txt')\n", "end_g_x, end_g_y = load_endbias(datadir + 'endbias-genome.txt')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "clf()\n", "xlabel(\"Distance from k-mer to end of source sequence\")\n", "ylabel(\"Fraction of positions with missing k-mers\")\n", "axis([-5,50,-.05, 1.1])\n", "plot(end_tr_x, end_tr_y)\n", "plot(end_g_x, end_g_y)\n", "legend(['simulated transcripts', 'simulated genome'])\n", "savefig('diginorm-endbias.pdf')\n", "show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAEICAYAAABfz4NwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n02tfO1mSAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 23 } ], "metadata": {} } ] }