example_usage.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# How to use xenomapper\n",
    "\n",
    "This document is a [jupyter](http://jupyter.org) notebook that illustrates some of the ways to use xenomapper.\n",
    "If you are viewing this on github it will have the output of each of the commands shown, or alternatively you can download the .ipynb file and run the examples on your own system.  All commands are executed on the command line, and the `%%bash` should be ingnored if you are following along at the command line (the `%%bash` just tells jupyter to execute the cells code with bash when this document is run as a notebook)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Xenomapper is a tool for post processing reads that come from a biological source where two genomes are present and have been aligned to both reference genomes.  Xenomapper compares the mapping scores between the two genomes, and if available as a suboptimal alignment within the genomes, to determine the specificity of the read.  Unlike compound genome mapping approaches this is capable of resolving species specific multimapping reads."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before using Xenomapper you must have mapped your reads to both genomes of interest.  Xenomapper is most frequently used with the [bowtie2](http://bowtie-bio.sourceforge.net/bowtie2/index.shtml) and [HISAT2](https://ccb.jhu.edu/software/hisat2/) aligners, and this document will focus on bowtie2.  The dataset that we will use is from [Rossello et al](http://dx.doi.org/10.1371/journal.pone.0074432) and is a publicly available cell line data set.  Although this data set is older we use it as it does not require any restricted access.  (Note the downloads for running this example total 700MB for the data and 7GB for the references)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Installation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This example requires bowtie2, sratoolkit, and samtools.  If you do not already have these installed the easiest way to install these requirements on linux or MacOS is to use [homebrew](http://brew.sh) or [linuxbrew](http://linuxbrew.sh)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%%bash\n",
    "brew install homebrew/science/bowtie2\n",
    "brew install homebrew/science/sratoolkit\n",
    "brew install homebrew/science/samtools\n",
    "brew install python3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "homebrew/science/bowtie2: stable 2.2.6 (bottled), HEAD\n",
      "Fast and sensitive gapped read aligner\n",
      "http://bowtie-bio.sf.net/bowtie2\n",
      "/usr/local/Cellar/bowtie2/2.2.6 (76 files, 20.4M) *\n",
      "  Poured from bottle\n",
      "From: https://github.com/Homebrew/homebrew-science/blob/master/bowtie2.rb\n",
      "==> Dependencies\n",
      "Recommended: tbb\n",
      "==> Options\n",
      "--without-tbb\n",
      "\tBuild without using Intel Thread Building Blocks (TBB)\n",
      "--HEAD\n",
      "\tInstall HEAD version\n",
      "\n",
      "homebrew/science/samtools: stable 1.3 (bottled), HEAD\n",
      "Tools (written in C using htslib) for manipulating next-generation sequencing data\n",
      "http://www.htslib.org/\n",
      "/usr/local/Cellar/samtools/1.3 (46 files, 813.3K) *\n",
      "  Poured from bottle\n",
      "From: https://github.com/Homebrew/homebrew-science/blob/master/samtools.rb\n",
      "==> Dependencies\n",
      "Required: htslib\n",
      "Optional: dwgsim\n",
      "==> Options\n",
      "--with-dwgsim\n",
      "\tBuild with Whole Genome Simulation\n",
      "--without-curses\n",
      "\tSkip use of libcurses, for platforms without it, or different curses naming\n",
      "--HEAD\n",
      "\tInstall HEAD version\n",
      "\n",
      "homebrew/science/sratoolkit: stable 2.5.4 (bottled), HEAD\n",
      "Tools for using data from INSDC Sequence Read Archive\n",
      "https://github.com/ncbi/sra-tools\n",
      "/usr/local/Cellar/sratoolkit/2.5.4 (48 files, 65.4M) *\n",
      "  Poured from bottle\n",
      "From: https://github.com/Homebrew/homebrew-science/blob/master/sratoolkit.rb\n",
      "==> Dependencies\n",
      "Build: autoconf\n",
      "Required: libxml2\n",
      "Recommended: libmagic, hdf5\n",
      "==> Options\n",
      "--without-hdf5\n",
      "\tBuild without hdf5 support\n",
      "--without-libmagic\n",
      "\tBuild without libmagic support\n",
      "--HEAD\n",
      "\tInstall HEAD version\n"
     ]
    }
   ],
   "source": [
    "%%bash\n",
    "brew info bowtie2 samtools sratoolkit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting xenomapper\n",
      "  Using cached XenoMapper-1.0.0-py3-none-any.whl\n",
      "Installing collected packages: xenomapper\n",
      "  Found existing installation: XenoMapper 1.0.0\n",
      "    Uninstalling XenoMapper-1.0.0:\n",
      "      Successfully uninstalled XenoMapper-1.0.0\n",
      "Successfully installed xenomapper-1.0.0\n"
     ]
    }
   ],
   "source": [
    "%%bash\n",
    "pip3 install --upgrade xenomapper"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Download data files\n",
    "The Short Read Archive uses its own file format so we need to use their tool to access the data.  Unfortunately all this is very slow so downloading the full dataset can take a long time.  To speed up the process we will only download the first 1 Million reads.  (Alternatively you could use [Aspera connect](http://www.ncbi.nlm.nih.gov/books/NBK242625/))\n",
    "You need to preserve the original readnames (--origfmt), and want singleton reads in a separate file (--split-3)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Read 1000000 spots for SRR879369\n",
      "Written 1000000 spots for SRR879369\n"
     ]
    }
   ],
   "source": [
    "%%bash\n",
    "fastq-dump -X 1000000 --origfmt --split-3 SRR879369\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We also need to have both the bowtie2 index for both human and mouse so we will download the prebuilt versions from the bowtie2 web page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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     "output_type": "stream",
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      "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
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      " 99 3575M   99 3574M    0     0  3470k      0  0:17:34  0:17:34 --:--:-- 4206k\r",
      "100 3575M  100 3575M    0     0  3470k      0  0:17:35  0:17:35 --:--:-- 3976k\n"
     ]
    }
   ],
   "source": [
    "%%bash\n",
    "curl -O ftp://ftp.ncbi.nlm.nih.gov/genomes/archive/old_genbank/Eukaryotes/vertebrates_mammals/Homo_sapiens/GRCh38/seqs_for_alignment_pipelines/GCA_000001405.15_GRCh38_no_alt_analysis_set.fna.bowtie_index.tar.gz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
      "                                 Dload  Upload   Total   Spent    Left  Speed\n",
      "\r",
      "  0     0    0     0    0     0      0      0 --:--:-- --:--:-- --:--:--     0\r",
      "  0     0    0     0    0     0      0      0 --:--:-- --:--:-- --:--:--     0\r",
      "  0     0    0     0    0     0      0      0 --:--:--  0:00:01 --:--:--     0\r",
      "  0     0    0     0    0     0      0      0 --:--:--  0:00:02 --:--:--     0\r",
      "  0     0    0     0    0     0      0      0 --:--:--  0:00:03 --:--:--     0\r",
      "  0 3213M    0     0    0     0      0      0 --:--:--  0:00:04 --:--:--     0\r",
      "  0 3213M    0 27740    0     0   4966      0   7d 20h  0:00:05   7d 20h  5484\r",
      "  0 3213M    0  114k    0     0  17964      0 52:06:22  0:00:06 52:06:16 23501\r",
      "  0 3213M    0  327k    0     0  43945      0 21:18:00  0:00:07 21:17:53 67565\r",
      "  0 3213M    0  591k    0     0  70953      0 13:11:32  0:00:08 13:11:24  119k\r",
      "  0 3213M    0 1050k    0     0   108k      0  8:24:36  0:00:09  8:24:27  211k\r",
      "  0 3213M    0 1561k    0     0   147k      0  6:11:31  0:00:10  6:11:21  307k\r",
      "  0 3213M    0 2180k    0     0   186k      0  4:54:20  0:00:11  4:54:09  397k\r",
      "  0 3213M    0 2938k    0     0   232k      0  3:55:53  0:00:12  3:55:41  522k\r",
      "  0 3213M    0 3687k    0     0   271k      0  3:21:44  0:00:13  3:21:31  616k\r",
      "  0 3213M    0 4662k    0     0   321k      0  2:50:35  0:00:14  2:50:21  747k\r",
      "  0 3213M    0 5820k    0     0   372k      0  2:27:03  0:00:15  2:26:48  847k\r",
      "  0 3213M    0 7329k    0     0   443k      0  2:03:36  0:00:16  2:03:20 1068k\r",
      "  0 3213M    0 9146k    0     0   522k      0  1:44:56  0:00:17  1:44:39 1276k\r",
      "  0 3213M    0 11.5M    0     0   635k      0  1:26:21  0:00:18  1:26:03 1621k\r",
      "  0 3213M    0 14.8M    0     0   782k      0  1:10:06  0:00:19  1:09:47 2118k\r",
      "  0 3213M    0 17.3M    0     0   857k      0  1:03:55  0:00:20  1:03:35 2324k\r",
      "  0 3213M    0 17.4M    0     0   823k      0  1:06:34  0:00:21  1:06:13 2044k\r",
      "  0 3213M    0 18.3M    0     0   830k      0  1:06:02  0:00:22  1:05:40 1893k\r",
      "  0 3213M    0 18.3M    0     0   794k      0  1:09:02  0:00:23  1:08:39 1369k\r",
      "  0 3213M    0 18.5M    0     0   770k      0  1:11:09  0:00:24  1:10:45  726k\r",
      "  0 3213M    0 18.7M    0     0   751k      0  1:12:57  0:00:25  1:12:32  286k\r",
      "  0 3213M    0 19.1M    0     0   736k      0  1:14:30  0:00:26  1:14:04  353k\r",
      "  0 3213M    0 19.6M    0     0   730k      0  1:15:03  0:00:27  1:14:36  277k\r",
      "  0 3213M    0 20.2M    0     0   723k      0  1:15:47  0:00:28  1:15:19  386k\r",
      "  0 3213M    0 20.7M    0     0   718k      0  1:16:21  0:00:29  1:15:52  460k\r",
      "  0 3213M    0 21.2M    0     0   714k      0  1:16:44  0:00:30  1:16:14  525k\r",
      "  0 3213M    0 22.0M    0     0   713k      0  1:16:49  0:00:31  1:16:18  595k\r",
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      "  0 3213M    0 25.6M    0     0   759k      0  1:12:11  0:00:34  1:11:37 1010k\r",
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      "  0 3213M    0 30.7M    0     0   861k      0  1:03:40  0:00:36  1:03:04 1810k\r",
      "  1 3213M    1 33.3M    0     0   909k      0  1:00:18  0:00:37  0:59:41 2154k\r",
      "  1 3213M    1 35.6M    0     0   932k      0  0:58:47  0:00:39  0:58:08 2129k\r",
      "  1 3213M    1 35.6M    0     0   923k      0  0:59:24  0:00:39  0:58:45 2032k\r",
      "  1 3213M    1 36.3M    0     0   915k      0  0:59:55  0:00:40  0:59:15 1660k\r",
      "  1 3213M    1 36.4M    0     0   897k      0  1:01:06  0:00:41  1:00:25 1158k\r",
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      "  1 3213M    1 37.7M    0     0   846k      0  1:04:45  0:00:45  1:04:00  286k\r",
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      "  1 3213M    1 49.0M    0     0   935k      0  0:58:36  0:00:53  0:57:43 1820k\r",
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      "  1 3213M    1 54.7M    0     0   990k      0  0:55:21  0:00:56  0:54:25 2038k\r",
      "  1 3213M    1 56.5M    0     0  1006k      0  0:54:29  0:00:57  0:53:32 1969k\r",
      "  1 3213M    1 58.8M    0     0  1030k      0  0:53:14  0:00:58  0:52:16 2066k\r",
      "  1 3213M    1 61.0M    0     0  1050k      0  0:52:13  0:00:59  0:51:14 2172k\r",
      "  1 3213M    1 61.3M    0     0  1038k      0  0:52:48  0:01:00  0:51:48 1804k\r",
      "  1 3213M    1 61.8M    0     0  1027k      0  0:53:22  0:01:01  0:52:21 1440k\r",
      "  1 3213M    1 61.9M    0     0  1013k      0  0:54:07  0:01:02  0:53:05 1092k\r",
      "  1 3213M    1 62.0M    0     0   997k      0  0:54:58  0:01:03  0:53:55  632k\r",
      "  1 3213M    1 62.2M    0     0   987k      0  0:55:33  0:01:04  0:54:29  244k\r",
      "  1 3213M    1 62.5M    0     0   978k      0  0:56:03  0:01:05  0:54:58  244k\r",
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      "  1 3213M    1 63.5M    0     0   963k      0  0:56:57  0:01:07  0:55:50  327k\r",
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      "  2 3213M    2 65.1M    0     0   958k      0  0:57:14  0:01:09  0:56:05  581k\r",
      "  2 3213M    2 66.0M    0     0   959k      0  0:57:08  0:01:10  0:55:58  719k\r",
      "  2 3213M    2 67.1M    0     0   960k      0  0:57:05  0:01:11  0:55:54  855k\r",
      "  2 3213M    2 68.4M    0     0   966k      0  0:56:43  0:01:12  0:55:31 1016k\r",
      "  2 3213M    2 70.1M    0     0   977k      0  0:56:04  0:01:13  0:54:51 1263k\r",
      "  2 3213M    2 71.7M    0     0   985k      0  0:55:38  0:01:14  0:54:24 1370k\r",
      "  2 3213M    2 73.4M    0     0   996k      0  0:55:01  0:01:15  0:53:46 1514k\r",
      "  2 3213M    2 75.2M    0     0  1005k      0  0:54:33  0:01:16  0:53:17 1646k\r",
      "  2 3213M    2 76.6M    0     0  1012k      0  0:54:08  0:01:17  0:52:51 1683k\r",
      "  2 3213M    2 78.3M    0     0  1022k      0  0:53:39  0:01:18  0:52:21 1673k\r",
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      "  2 3213M    2 82.1M    0     0  1019k      0  0:53:49  0:01:22  0:52:27 1113k\r",
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      " 99 3213M   99 3213M    0     0   390k      0  2:20:30  2:20:30 --:--:--  365k\r",
      "100 3213M  100 3213M    0     0   390k      0  2:20:30  2:20:30 --:--:--  353k\n"
     ]
    }
   ],
   "source": [
    "%%bash\n",
    "curl -O ftp://ftp.ccb.jhu.edu/pub/data/bowtie2_indexes/mm10.zip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Archive:  mm10.zip\n",
      "  inflating: genomes/mm10.1.bt2      \n",
      "  inflating: genomes/mm10.2.bt2      \n",
      "  inflating: genomes/mm10.3.bt2      \n",
      "  inflating: genomes/mm10.4.bt2      \n",
      "  inflating: genomes/mm10.rev.1.bt2  \n",
      "  inflating: genomes/mm10.rev.2.bt2  \n",
      "  inflating: genomes/make_mm10.sh    \n"
     ]
    }
   ],
   "source": [
    "%%bash\n",
    "mkdir genomes\n",
    "tar xzf GCA_000001405.15_GRCh38_no_alt_analysis_set.fna.bowtie_index.tar.gz -C genomes/\n",
    "unzip mm10.zip -d genomes/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Mapping the data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When Xenomapper compares the output of the mapping against the two genomes it needs to be able to locate the same read in both genomes while simultaneously traversing the two files.  This is trivial if the reads are maintained in the same order through the mapping process, so choosing our mapping options carefully avoids the need to resort the mapped reads by name. (Sorting works if you need to do this with previously mapped data, just use the same tool (e.g. samtools sort) on both files as lexicial sort order varies between programs).\n",
    "\n",
    "Most aligners in single thread mode will return the results in the same order that they occur in the fastq input file, and in mutlithreaded mode there is usually an option to preserve the read order.\n",
    "\n",
    "From the downloads above you should have two fastq files in your working directory and 12 .bt2 bowtie2 index files in the genomes folder."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "1000000 reads; of these:\n",
      "  1000000 (100.00%) were paired; of these:\n",
      "    147954 (14.80%) aligned concordantly 0 times\n",
      "    580157 (58.02%) aligned concordantly exactly 1 time\n",
      "    271889 (27.19%) aligned concordantly >1 times\n",
      "    ----\n",
      "    147954 pairs aligned concordantly 0 times; of these:\n",
      "      61155 (41.33%) aligned discordantly 1 time\n",
      "    ----\n",
      "    86799 pairs aligned 0 times concordantly or discordantly; of these:\n",
      "      173598 mates make up the pairs; of these:\n",
      "        33871 (19.51%) aligned 0 times\n",
      "        43432 (25.02%) aligned exactly 1 time\n",
      "        96295 (55.47%) aligned >1 times\n",
      "98.31% overall alignment rate\n"
     ]
    }
   ],
   "source": [
    "%%bash\n",
    "bowtie2 --local --threads 7 --reorder \\\n",
    "         -x genomes/GCA_000001405.15_GRCh38_no_alt_analysis_set.fna.bowtie_index \\\n",
    "         -1 SRR879369_1.fastq \\\n",
    "         -2 SRR879369_2.fastq \\\n",
    "         -S SRR879369.hs.sam\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "1000000 reads; of these:\n",
      "  1000000 (100.00%) were paired; of these:\n",
      "    962331 (96.23%) aligned concordantly 0 times\n",
      "    12675 (1.27%) aligned concordantly exactly 1 time\n",
      "    24994 (2.50%) aligned concordantly >1 times\n",
      "    ----\n",
      "    962331 pairs aligned concordantly 0 times; of these:\n",
      "      5041 (0.52%) aligned discordantly 1 time\n",
      "    ----\n",
      "    957290 pairs aligned 0 times concordantly or discordantly; of these:\n",
      "      1914580 mates make up the pairs; of these:\n",
      "        1675466 (87.51%) aligned 0 times\n",
      "        74872 (3.91%) aligned exactly 1 time\n",
      "        164242 (8.58%) aligned >1 times\n",
      "16.23% overall alignment rate\n"
     ]
    }
   ],
   "source": [
    "%%bash\n",
    "bowtie2 --local --threads 7 --reorder \\\n",
    "         -x genomes/mm10 \\\n",
    "         -1 SRR879369_1.fastq \\\n",
    "         -2 SRR879369_2.fastq \\\n",
    "         -S SRR879369.mm.sam\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see from the bowtie output that the majority of reads in this sample are human.  Mapping to the human genome is sufficient to identify the concordant reads with paired end at this length; however, we are much more interested in the discordant reads as these will be important cancer structural variations.  Also of note is that the numbers don't add up, there are clearly reads with valid alignments to both genomes that need disambiguating based on the alignment score. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Catagorizing reads with Xenomapper"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "--------------------------------------------------------------------------------\n",
      "Read Count Category Summary\n",
      "\n",
      "|       Category                                     |     Count       |\n",
      "|:--------------------------------------------------:|:---------------:|\n",
      "|  ('primary_multi', 'primary_multi')                |          62781  |\n",
      "|  ('primary_multi', 'primary_specific')             |          19871  |\n",
      "|  ('primary_multi', 'secondary_multi')              |            194  |\n",
      "|  ('primary_multi', 'secondary_specific')           |            549  |\n",
      "|  ('primary_multi', 'unassigned')                   |            404  |\n",
      "|  ('primary_multi', 'unresolved')                   |            102  |\n",
      "|  ('primary_specific', 'primary_multi')             |          21151  |\n",
      "|  ('primary_specific', 'primary_specific')          |         868118  |\n",
      "|  ('primary_specific', 'secondary_multi')           |            554  |\n",
      "|  ('primary_specific', 'secondary_specific')        |           1212  |\n",
      "|  ('primary_specific', 'unassigned')                |           4307  |\n",
      "|  ('primary_specific', 'unresolved')                |            226  |\n",
      "|  ('secondary_multi', 'primary_multi')              |            269  |\n",
      "|  ('secondary_multi', 'primary_specific')           |            523  |\n",
      "|  ('secondary_multi', 'secondary_multi')            |            182  |\n",
      "|  ('secondary_multi', 'secondary_specific')         |            277  |\n",
      "|  ('secondary_multi', 'unassigned')                 |            201  |\n",
      "|  ('secondary_multi', 'unresolved')                 |             35  |\n",
      "|  ('secondary_specific', 'primary_multi')           |            970  |\n",
      "|  ('secondary_specific', 'primary_specific')        |           1597  |\n",
      "|  ('secondary_specific', 'secondary_multi')         |            333  |\n",
      "|  ('secondary_specific', 'secondary_specific')      |            995  |\n",
      "|  ('secondary_specific', 'unassigned')              |           1230  |\n",
      "|  ('secondary_specific', 'unresolved')              |            113  |\n",
      "|  ('unassigned', 'unassigned')                      |          12514  |\n",
      "|  ('unresolved', 'primary_multi')                   |            230  |\n",
      "|  ('unresolved', 'primary_specific')                |            470  |\n",
      "|  ('unresolved', 'secondary_multi')                 |             46  |\n",
      "|  ('unresolved', 'secondary_specific')              |            265  |\n",
      "|  ('unresolved', 'unassigned')                      |            124  |\n",
      "|  ('unresolved', 'unresolved')                      |            157  |\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%%bash\n",
    "xenomapper --primary_sam SRR879369.hs.sam \\\n",
    "           --secondary_sam SRR879369.mm.sam \\\n",
    "           --primary_specific SRR879369.human_specific.sam \\\n",
    "           --paired"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The summary table is markdown formated.  Also note that the summary for paired end data treats forward and reverse orientations of discord as separate categories.  This is because the reverse read is frequently of lower quality that forward read and this information can be useful for tuning quality thresholds.\n",
    "\n",
    "### Read Count Category Summary\n",
    "\n",
    "|       Category                                     |     Count       |\n",
    "|:--------------------------------------------------:|:---------------:|\n",
    "|  ('primary_multi', 'primary_multi')                |          62781  |\n",
    "|  ('primary_multi', 'primary_specific')             |          19871  |\n",
    "|  ('primary_multi', 'secondary_multi')              |            194  |\n",
    "|  ('primary_multi', 'secondary_specific')           |            549  |\n",
    "|  ('primary_multi', 'unassigned')                   |            404  |\n",
    "|  ('primary_multi', 'unresolved')                   |            102  |\n",
    "|  ('primary_specific', 'primary_multi')             |          21151  |\n",
    "|  ('primary_specific', 'primary_specific')          |         868118  |\n",
    "|  ('primary_specific', 'secondary_multi')           |            554  |\n",
    "|  ('primary_specific', 'secondary_specific')        |           1212  |\n",
    "|  ('primary_specific', 'unassigned')                |           4307  |\n",
    "|  ('primary_specific', 'unresolved')                |            226  |\n",
    "|  ('secondary_multi', 'primary_multi')              |            269  |\n",
    "|  ('secondary_multi', 'primary_specific')           |            523  |\n",
    "|  ('secondary_multi', 'secondary_multi')            |            182  |\n",
    "|  ('secondary_multi', 'secondary_specific')         |            277  |\n",
    "|  ('secondary_multi', 'unassigned')                 |            201  |\n",
    "|  ('secondary_multi', 'unresolved')                 |             35  |\n",
    "|  ('secondary_specific', 'primary_multi')           |            970  |\n",
    "|  ('secondary_specific', 'primary_specific')        |           1597  |\n",
    "|  ('secondary_specific', 'secondary_multi')         |            333  |\n",
    "|  ('secondary_specific', 'secondary_specific')      |            995  |\n",
    "|  ('secondary_specific', 'unassigned')              |           1230  |\n",
    "|  ('secondary_specific', 'unresolved')              |            113  |\n",
    "|  ('unassigned', 'unassigned')                      |          12514  |\n",
    "|  ('unresolved', 'primary_multi')                   |            230  |\n",
    "|  ('unresolved', 'primary_specific')                |            470  |\n",
    "|  ('unresolved', 'secondary_multi')                 |             46  |\n",
    "|  ('unresolved', 'secondary_specific')              |            265  |\n",
    "|  ('unresolved', 'unassigned')                      |            124  |\n",
    "|  ('unresolved', 'unresolved')                      |            157  |"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can also specify addition output files for other categories of read.  For example if we were interested in oncoviruses we could look in the unassigned category, although the more usual contents is poor quality reads and adaptor sequences."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "--------------------------------------------------------------------------------\n",
      "Read Count Category Summary\n",
      "\n",
      "|       Category                                     |     Count       |\n",
      "|:--------------------------------------------------:|:---------------:|\n",
      "|  ('primary_multi', 'primary_multi')                |          62781  |\n",
      "|  ('primary_multi', 'primary_specific')             |          19871  |\n",
      "|  ('primary_multi', 'secondary_multi')              |            194  |\n",
      "|  ('primary_multi', 'secondary_specific')           |            549  |\n",
      "|  ('primary_multi', 'unassigned')                   |            404  |\n",
      "|  ('primary_multi', 'unresolved')                   |            102  |\n",
      "|  ('primary_specific', 'primary_multi')             |          21151  |\n",
      "|  ('primary_specific', 'primary_specific')          |         868118  |\n",
      "|  ('primary_specific', 'secondary_multi')           |            554  |\n",
      "|  ('primary_specific', 'secondary_specific')        |           1212  |\n",
      "|  ('primary_specific', 'unassigned')                |           4307  |\n",
      "|  ('primary_specific', 'unresolved')                |            226  |\n",
      "|  ('secondary_multi', 'primary_multi')              |            269  |\n",
      "|  ('secondary_multi', 'primary_specific')           |            523  |\n",
      "|  ('secondary_multi', 'secondary_multi')            |            182  |\n",
      "|  ('secondary_multi', 'secondary_specific')         |            277  |\n",
      "|  ('secondary_multi', 'unassigned')                 |            201  |\n",
      "|  ('secondary_multi', 'unresolved')                 |             35  |\n",
      "|  ('secondary_specific', 'primary_multi')           |            970  |\n",
      "|  ('secondary_specific', 'primary_specific')        |           1597  |\n",
      "|  ('secondary_specific', 'secondary_multi')         |            333  |\n",
      "|  ('secondary_specific', 'secondary_specific')      |            995  |\n",
      "|  ('secondary_specific', 'unassigned')              |           1230  |\n",
      "|  ('secondary_specific', 'unresolved')              |            113  |\n",
      "|  ('unassigned', 'unassigned')                      |          12514  |\n",
      "|  ('unresolved', 'primary_multi')                   |            230  |\n",
      "|  ('unresolved', 'primary_specific')                |            470  |\n",
      "|  ('unresolved', 'secondary_multi')                 |             46  |\n",
      "|  ('unresolved', 'secondary_specific')              |            265  |\n",
      "|  ('unresolved', 'unassigned')                      |            124  |\n",
      "|  ('unresolved', 'unresolved')                      |            157  |\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%%bash\n",
    "xenomapper --primary_sam SRR879369.hs.sam \\\n",
    "           --secondary_sam SRR879369.mm.sam \\\n",
    "           --primary_specific SRR879369.human_specific.sam \\\n",
    "           --unassigned SRR879369.unassigned.sam \\\n",
    "           --paired"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "D81P8DQ1:109:D1CW8ACXX:4:1102:12018:61417\t77\t*\t0\t0\t*\t*\t0\t0\tAGACCTGGGCTTTAGAACCATACTGACCTCCTCAGCGGAAATTCAAGAACACCGGCTGCCAGAGACCGTTCTTGTCACAGGTAGGCTGGCCCTTCGGACCC\t@@CFFFFDHHHHHJJIIIIGGHJJJFIIGIJJJJJJJJJIIIIIIJJIGIIJIJGFHFFFDCCDEDDB3<C?CCC@ACDC?>CCBC@<B2<A8998&25>B\tYT:Z:UP\n",
      "D81P8DQ1:109:D1CW8ACXX:4:1102:12018:61417\t141\t*\t0\t0\t*\t*\t0\t0\tACCTAGACAGCAAAGATGGAAATTTTAGATCTGCATCATCAAGGTCCTGGGGGTCAGCCTACAGGTGTCCCAGAGAGAAACAATTATTCAGAACCGCAGAG\t@@BDFFFFHHHHHJJJJJJEGIHIIJIIGIJJJJJJJEIIJJJJ?FIIIIJIJAAFHJJJJHHHHFDFEDEEEDDEDBCCDDBDCCDEEEDDDD8>DD@BB\tYT:Z:UP\n",
      "D81P8DQ1:109:D1CW8ACXX:4:1102:14577:61420\t77\t*\t0\t0\t*\t*\t0\t0\tAGATCGGAAGAGCACACGTCTGAACTCCAGTCACCCGACCCGACCTCGATTGACGTCTTCTGCTTCTAAAACAAACTAATAAAGCAAAAGACACCCAGGCC\t=??>===AA8C3<+2+<832++AE?*:E3?1C*1:?))8.7@A@#########################################################\tYT:Z:UP\n",
      "D81P8DQ1:109:D1CW8ACXX:4:1102:14577:61420\t141\t*\t0\t0\t*\t*\t0\t0\tAGATCGGAAGAGCGTCGTGTAGGGAAAGAGAGTAGATCTCGGTGGTCGCCGTCTCATTAAAAAAAGATCAGAATAAGCAGGAGAAGAAACCAAGTTCTGAA\tBB@FFDF=D?DH>G@EHCG?DEFGGG;?:B)0*?9?*/9*0;;;F'.B8AA##################################################\tYT:Z:UP\n",
      "D81P8DQ1:109:D1CW8ACXX:4:1102:15636:61332\t77\t*\t0\t0\t*\t*\t0\t0\tGATCGGAAGAGCACACGTCTGAACTCCAGTCACCCGTCCCGATCTCGTATGCCGTCCTCTGCTTTCTAAAAAAAAAGAAAGCAGGTGCATTAGAACTAGAC\tBCCFFFDDHHHGHJJJIHJJJJJJIIJGG<FHIIIIEHIJD@@ADCG5;@###################################################\tYT:Z:UP\n",
      "D81P8DQ1:109:D1CW8ACXX:4:1102:15636:61332\t141\t*\t0\t0\t*\t*\t0\t0\tGGGGAAGAGGAGGGGGGGGGGGGGGGAAGGGGTGGGAATGGCGGGGGGGGGGGGCGTTATAAAAAAAAAAAAAAAAAAAAAAAAACACAGACGAACGAAGG\t#####################################################################################################\tYT:Z:UP\n",
      "D81P8DQ1:109:D1CW8ACXX:4:1102:16261:61333\t77\t*\t0\t0\t*\t*\t0\t0\tAGATCGGAAGAGCACACGTCTGAACTCCAGTCACCCGTCCCGATCTCGTCTTCCGTCGTCTGCTTGTCAAGAAAAACAACCCAATAGATTGCGTGCACTAA\t@@@DA?DDDAFDAEHGGF3A<AD??EHGCECCF*?F?0?FHD###########################################################\tYT:Z:UP\n",
      "D81P8DQ1:109:D1CW8ACXX:4:1102:16261:61333\t141\t*\t0\t0\t*\t*\t0\t0\tAGATCGGAAGAGCGTCGTGTAGGGAAAGAGTGTAGATCTCGGTGGTCGCCGTATCATTAAAAAAAAAAACTAAAAAACACAACAAGGAAAAAGCACAATGA\t@B@DB=6DD<8?D:EDG@?19?<FCDGC*?9B?D9DCGIF?FBG6');BHA4@9.(;A;;@>A@#####################################\tYT:Z:UP\n",
      "D81P8DQ1:109:D1CW8ACXX:4:1102:17052:61337\t77\t*\t0\t0\t*\t*\t0\t0\tAGATCGGAAGAGCACACGTCTGAACTCCAGTCACCCGTCCCGATCTCGTATGCCGTCTTCTGCTTTTAAAAAAATACAAAACGCAAACAAGAGCCATAAAT\tCCCFFFFFHHHHGGGBHIIIJGHHHJJJGIHGHIDIDFHHIBG74CC2557=4@###############################################\tYT:Z:UP\n",
      "D81P8DQ1:109:D1CW8ACXX:4:1102:17052:61337\t141\t*\t0\t0\t*\t*\t0\t0\tAGATCGGAAGAGCGTCGTGTAGGGAAAGAGTGTAGATCTCGGTGGTCGCCGTATCATTAAAAAAAAAACAAAAAGTGAAACATGAGAGTAGAGAACACTAA\t@@BFFFFFHHHHGJFHIHIHIIJJHIJEFH?D0?BGEDHIBG7CBAHGGIFBBFFEEEACCCCB#####################################\tYT:Z:UP\n"
     ]
    }
   ],
   "source": [
    "%%bash\n",
    "tail SRR879369.unassigned.sam"
   ]
  }
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