Figure S3.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Real-time selective sequencing using nanopore technology. Figures and Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Introduction\n",
    "\n",
    "Figure S3\n",
    "\n",
    "This jupyter notebook requires the R kernel. \n",
    "\n",
    "Each figure from the manuscript \"Real-time seletive sequencing using nanopore technology\" is reproduced in this notebook. Figures are presented by panel and in the order in which they are considered in the manuscript."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "library(ggplot2)\n",
    "library(\"gridExtra\")\n",
    "library(\"plyr\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figure S3 - Investigating the ability of DTW to place reads with respect to a reference."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
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      "    read_t_Success, ReadFolder, Ref, Ref_, Time, Time_c, Time_t, trg,\n",
      "    trg_, winSz\n",
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      "The following objects are masked from b (pos = 3):\n",
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      "    read_t_Success, ReadFolder, Ref, Ref_, Time, Time_c, Time_t, trg,\n",
      "    trg_, winSz\n",
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      "The following objects are masked from b (pos = 4):\n",
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      "    read_t_Success, ReadFolder, Ref, Ref_, Time, Time_c, Time_t, trg,\n",
      "    trg_, winSz\n",
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      "The following objects are masked from b (pos = 3):\n",
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      "    Amplicon, Chapter, dim, File, Len, Normalise, Offset, outBy, outBy,\n",
      "    Pos, Pos_, qrySz, quasi2d, Read, Read_, read_c_Success_,\n",
      "    read_t_Success, ReadFolder, Ref, Ref_, Time, Time_c, Time_t, trg,\n",
      "    trg_, winSz\n",
      "\n",
      "The following objects are masked from b (pos = 4):\n",
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      "    read_t_Success, ReadFolder, Ref, Ref_, Time, Time_c, Time_t, trg,\n",
      "    trg_, winSz\n",
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      "text/plain": [
       "Plot with title “H )  Lambda Amp3 Reads RU21 ,  Normalised”"
      ]
     },
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   "source": [
    "\n",
    "par(mfrow = c(4, 2))\n",
    "\n",
    "fname='data/figs2/out-100a.txt'\n",
    "options(warn=-1)\n",
    "#-------------------------------------------------------------------------------- \n",
    "# Plot labels\n",
    "\n",
    "titles = c( 'Lambda Synthetic Reads', 'Lambda Amp3 Reads RU21')\n",
    "\n",
    "normText = c(\"Un-normalised\", \"Normalised\")\n",
    "\n",
    "letters = c(\"A\", \"B\", \"C\", \"D\", \"E\", \"F\", \"G\", \"H\")\n",
    "\n",
    "a<-read.table(file=fname, sep=',', header=F)\n",
    "\n",
    "colnames(a) <- c(\n",
    "\t\"ReadFolder\", \"Normalise\", \"Chapter\", \"File\", \"Amplicon\"\n",
    "\t\t, \"winSz\", \"Len\", \"qrySz\", \"Offset\"\n",
    "\t\t, \"Read\", \"Ref\", \"Time_t\", \"trg\", \"Pos\", \"outBy\", \"read_t_Success\"\n",
    "\t\t, \"Read_\", \"Ref_\", \"Time_c\", \"trg_\", \"Pos_\", \"outBy\"\n",
    "\t\t, \"read_c_Success_\", \"dim\", \"quasi2d\"\n",
    "\t\t)\n",
    "\n",
    "# Total time taken on template and complement ...\n",
    "a$Time <- a$Time_t + a$Time_c\n",
    "\n",
    "\n",
    "#a <- a[ a$Pos ! = -1 , ]\n",
    "#a$ReadFolder <- factor(a$ReadFolder)\n",
    "#a$Normalise <- factor(a$Normalise)\n",
    "\n",
    "#summary(a)\n",
    "\n",
    "\n",
    "# Loop through the folders and variations (normalised / un-normalised) ...\n",
    " \n",
    "folders = rev(levels(a$ReadFolder))\n",
    "#print(folders)\n",
    " \n",
    "normalisations = levels(a$Normalise)\n",
    "#print(normalisations)\n",
    "\n",
    " \n",
    "for (plotType in c('Unstacked')){#, 'Stacked')) {\n",
    "\t# Unstacked -- Plot only successful reads .. \n",
    "\t# Stacked -- Plot both success and failed reads\n",
    "\t#print(plotType)\n",
    " \n",
    " \n",
    "\t# NB R counts list elements starting from 1 ..\n",
    "\tj = 1 # Index into list of letters for labeling plots \n",
    " \n",
    "\tfor (n in normalisations) {\n",
    "\t\tfor (f in folders) {\n",
    "\t\t\n",
    "\t\t\tif (f == \"synthetic\") numReads = 100 else numReads = 48\n",
    "\t\t\t#print(numReads)\n",
    "\t\t\n",
    "\t\t\tfolderNum = which(folders == f)\n",
    "\t\t\t#print(f)\n",
    "\t\t\tnormNum = which(normalisations == n)\n",
    "\t\t\t#print(n)\n",
    "\t\t\n",
    "\t\t\t# Get relevant subset of data ...\n",
    "\t\t\tb <- a[ a$ReadFolder == f \n",
    "\t\t\t\t& a$Normalise == n\n",
    "\t\t\t\t, ] \n",
    "\t\t\n",
    "\t\t\tif (plotType == 'Unstacked') \n",
    "\t\t\t\tb <- b[ b$read_t_Success == ' True', ] # NB space ..\n",
    "\t\t\n",
    "\t\t\tsuppressWarnings(attach(b))\n",
    "\t\t\t#summary(b)\n",
    "\t\t\n",
    "\t\t\t# Cross tabulate the data ....\n",
    "\t\t\tx0 <- xtabs(~winSz + Read + Ref + winSz)\n",
    "\t\t\t#print(ftable(x0, col.vars = c(2, 3))) \n",
    "\t\t\n",
    "\t\t\t#-------------------------------------------\n",
    "\t\t\t# Plot \"Read Counts\" ..\n",
    "\t\t\n",
    "\t\t\t# Set it up ...\n",
    "\t\t\ttxt <- paste( letters[j], \") \"\n",
    "\t\t\t\t\t, titles[folderNum] , \", \"\n",
    "\t\t\t\t\t, normText[normNum]\n",
    "\t\t\t\t\t)\n",
    "\t\t\t#print(txt)\n",
    "\t\t\n",
    "\t\t\n",
    "\t\t\tif (plotType == 'Unstacked') {\n",
    "\t\t\t\txc <- xtabs(~winSz) \n",
    "\t\t\t\tm <- (as.matrix(t(xc)) / numReads) * 100 # As % ..\n",
    "\t\t\t\tpal = 'grey'\n",
    "\t\t\t\tyLim = c(0, 110)\n",
    "\t\t\t\tyLab = 'Aligned Reads (%)'\n",
    "\t\t\t}\n",
    "\t\t\telse {\n",
    "\t\t\t\txc <- xtabs(~winSz + read_t_Success) \n",
    "\t\t\t\tm <- t(as.matrix(xc))\n",
    "\t\t\t\tm <- prop.table(m, margin = 2)\n",
    "\t\t\t\tpal = heat.colors(length(rownames(m)))\n",
    "\t\t\t\tyLim = c(0, 1)\n",
    "\t\t\t\tyLab = 'Proportion Reads'\n",
    "\t\t\t}\n",
    "\t\t\n",
    "\t\t\t# Do plot ...\n",
    "\t\t\tbarplot(m\n",
    "\t\t\t\t, beside = F\n",
    "\t\t\t\t, col = pal\n",
    "\t\t\t\t, ylim = yLim\n",
    "\t\t\t\t, ylab = yLab\n",
    "\t\t\t\t, xlab = 'Window Size'\n",
    "\t\t\t\t, main = txt\n",
    "\t\t\t\t)\n",
    "\t\t\tgrid()\n",
    "\t\t\tj = j + 1\n",
    "\t\t\t\n",
    "\t\t\t#-------------------------------------------\n",
    "\t\t\t# Plot \"Read Times\" ..\n",
    "\t\t\n",
    "\t\t\t# Set it up ...\n",
    "\t\t\ttxt <- paste( letters[j], \") \"\n",
    "\t\t\t\t\t, titles[folderNum] , \", \"\n",
    "\t\t\t\t\t, normText[normNum]\n",
    "\t\t\t\t\t)\n",
    "\t\t\t#print(txt)\n",
    "\t\t\n",
    "\t\t\tif (plotType == 'Unstacked') {\n",
    "\t\t\t\txt <- xtabs(Time~winSz)\n",
    "\t\t\t\tm <- t(as.matrix(xt))\n",
    "\t\t\t\tpal = 'grey'\n",
    "\t\t\t}\n",
    "\t\t\telse {\n",
    "\t\t\t\txt <- xtabs(Time~winSz + read_t_Success) \n",
    "\t\t\t\tm <- as.matrix(t(xt))\n",
    "\t\t\t\tpal = heat.colors(length(rownames(m)))\n",
    "\t\t\t}\n",
    "\t\t\n",
    "\t\t\t# Do plot ...\n",
    "\t\t\tbarplot(m\n",
    "\t\t\t\t, beside = F, \n",
    "\t\t\t\t, col = pal\n",
    "\t\t\t\t, ylab = 'Time (seconds)'\n",
    "\t\t\t\t, xlab = 'Window Size'\n",
    "\t\t\t\t, main = txt\n",
    "\t\t\t\t)\n",
    "\t\t\tgrid()\n",
    "\t\t\tj = j + 1\n",
    "\t\t\n",
    "\t\t\t#-------------------------------------------\n",
    "\t\t\n",
    "\t\t}\n",
    "\t}\n",
    "}\n",
    "\t\t\n",
    "#-------------------------------------------------------------------------------- \n",
    "# End ...\n",
    "            "
   ]
  },
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