{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Systems Immunogenetics Project\n",
    "\n",
    "## WNV Flow Cytometry Data Plotting\n",
    "\n",
    "### McWeeney Lab, Oregon Health & Science University\n",
    "\n",
    "#### Author: Michael Mooney (mooneymi@ohsu.edu)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction\n",
    "\n",
    "This document will walk through the steps for creating various plots of the flow cytometry data. \n",
    "\n",
    "Required Files:\n",
    "\n",
    "- This notebook** (`SIG_WNV_Flow_Data_Plotting.ipynb`): [[Download here]](https://raw.githubusercontent.com/biodev/SIG/master/SIG_WNV_Flow_Data_Plotting.ipynb)\n",
    "- The R script `flow_data_plotting_functions.r`: [[Download here]](https://raw.githubusercontent.com/biodev/SIG/master/scripts/flow_data_plotting_functions.r)\n",
    "\n",
    "** Note: this notebook can also be downloaded as an R script (only the code blocks seen below will be included): [[Download R script here]](https://raw.githubusercontent.com/biodev/SIG/master/SIG_WNV_Flow_Data_Plotting.r)\n",
    "\n",
    "Required R packages:\n",
    "\n",
    "- gdata: [https://cran.r-project.org/web/packages/gdata/index.html](https://cran.r-project.org/web/packages/gdata/index.html)\n",
    "- pheatmap: [https://cran.r-project.org/web/packages/pheatmap/index.html](https://cran.r-project.org/web/packages/pheatmap/index.html)\n",
    "- colorRamps: [https://cran.r-project.org/web/packages/colorRamps/index.html](https://cran.r-project.org/web/packages/colorRamps/index.html)\n",
    "- RColorBrewer: [https://cran.r-project.org/web/packages/RColorBrewer/index.html](https://cran.r-project.org/web/packages/RColorBrewer/index.html)\n",
    "\n",
    "**All code is available on GitHub: [https://github.com/biodev/SIG](https://github.com/biodev/SIG)**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 1. Load the Necessary R Libraries and Functions\n",
    "\n",
    "There are a number of functions in the accompanying R script (flow_data_cleaning_functions.r) necessary for parsing and then processing the flow cytometry data:\n",
    "\n",
    "1. `flow_boxplot_data()`: \n",
    "2. `flow_boxplots()`:\n",
    "3. `flow_multiline_plot_data()`:\n",
    "4. `flow_multine_plots()`:\n",
    "5. `flow_heatmap_data()`:\n",
    "6. `flow_heatmap_plot()`:\n",
    "\n",
    "More information on each of these functions is available by calling the `describe()` function. For example, the following command will print documentation for the `flow_boxplot_data()` function:\n",
    "\n",
    "    describe(flow_boxplot_data)\n",
    "\n",
    "Remember that, in addition to the help documentation provided with `describe()`, you can view the actual function definitions at any time by simply typing the function name without parentheses (e.g. `describe`) at the command prompt."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "gdata: read.xls support for 'XLS' (Excel 97-2004) files ENABLED.\n",
      "\n",
      "gdata: read.xls support for 'XLSX' (Excel 2007+) files ENABLED.\n",
      "\n",
      "Attaching package: ‘gdata’\n",
      "\n",
      "The following object is masked from ‘package:stats’:\n",
      "\n",
      "    nobs\n",
      "\n",
      "The following object is masked from ‘package:utils’:\n",
      "\n",
      "    object.size\n",
      "\n"
     ]
    }
   ],
   "source": [
    "## Load functions for plotting the flow cytometry data\n",
    "source('./scripts/flow_data_plotting_functions.r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 2. Load the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "## Note: you may have to change the file paths\n",
    "data_dir = '/Users/mooneymi/Documents/SIG/WNV/Cleaned_Data_Releases/23-Mar-2016/'\n",
    "\n",
    "## Load data from an Excel spreadsheet (Warning: this can take a few minutes)\n",
    "flow_full = read.xls(file.path(data_dir, 'Lund_Flow_Full_21-Mar-2016_final.xlsx'), \n",
    "                     header=T, as.is=T, na.strings=c(\"\",\" \", \"NA\", \"#DIV/0!\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 3. Create Box Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "This function aggregates the data needed for creating boxplots of the flow cytometry data.\n",
      "\n",
      "Parameters:\n",
      "flow_df: The dataframe containing the flow data.\n",
      "lines: A numeric vector containing the mouse lines that should be plotted.\n",
      "tissue: A string indicating the tissue (e.g. 'brain' or 'spleen').\n",
      "flow_vars: A string indicating the flow variable to be plotted.\n",
      "tp: A character vector containing the time points to be included.\n",
      "line_colors: A vector of colors (default=NULL; colors will be determined automatically).\n",
      "mocks_only: Logical value indicating whether mocks only will be plotted.\n",
      "data_type: A number indicating whether percentages (1) or absolute cell counts (2) will be plotted.\n",
      "\n",
      "Returns:\n",
      "A list containing the data to be plotted; input for the flow_boxplots() function.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "describe(flow_boxplot_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "## Aggregate the data for boxplots\n",
    "boxplot_data = flow_boxplot_data(flow_full, c(7,8,9), 'brain', 'treg_T_regs', c('7','12','21','28'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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",
      "text/plain": [
       "Plot with title “treg_T_regs”"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Create a list of additional options for the boxplot\n",
    "opts = list(rm_outliers=F, show_data=F, y_min=0, y_max=60)\n",
    "## Create the boxplot (the 'cex' parameter controls the size of the x-axis text)\n",
    "bp = flow_boxplots(c(boxplot_data, opts), cex=0.7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 3b. View Interactive Boxplots\n",
    "\n",
    "The plotting functions used above have been adapted for a Shiny app: [http://church.ohsu.edu:3838/mooneymi/wnv_flow_boxplots/](http://church.ohsu.edu:3838/mooneymi/wnv_flow_boxplots/)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 4. Create Time Series Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "This function aggregates the data needed for creating time-series plots of the flow cytometry data. \n",
      "\n",
      "Parameters:\n",
      "flow_df: The dataframe containing the flow data.\n",
      "uw_lines: A numeric vector containing the mouse lines to be plotted.\n",
      "tissue: A string indicating the tissue (e.g. 'brain' or 'spleen').\n",
      "flow_vars: A character vector containing the variables to be plotted.\n",
      "plot_type: A number indicating whether the plot will compare lines (1) or compare variables (2).\n",
      "FUN: A function that can be applied to transform the data (default=NULL).\n",
      "\n",
      "Returns:\n",
      "A list containing the data to be plotted; input for the flow_multiline_plots() function.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "describe(flow_multiline_plot_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "lineplot_data = flow_multiline_plot_data(flow_full, c(30,8,36,38), 'brain', 'treg_T_regs_count', 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Plot with title “treg_T_regs_count”"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Create a list of additional options for the lineplot\n",
    "## data_type values: 1 = percentages, 2 = cell counts, 3 = percent ratio, 4 = count ratio\n",
    "opts2 = list(data_type=2, y_min=NA, y_max=NA)\n",
    "## Create a lineplot that compares a single variable across multiple lines\n",
    "lp = flow_multiline_plots(c(lineplot_data, opts2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "lineplot_data2 = flow_multiline_plot_data(flow_full, c(9), 'brain', c('treg_T_regs', 'tcell_d7_CD8'), 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Plot with title “UW Line 9”"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Create a list of additional options for the lineplot\n",
    "## data_type values: 1 = percentages, 2 = cell counts, 3 = percent ratio, 4 = count ratio\n",
    "opts3 = list(data_type=1, y_min=0, y_max=50)\n",
    "## Create a lineplot that compares multiple variables for a single line\n",
    "lp2 = flow_multiline_plots(c(lineplot_data2, opts3))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 4b. View Interactive Time Series Plots\n",
    "\n",
    "The plotting functions used above have been adapted for a Shiny app: [http://church.ohsu.edu:3838/mooneymi/wnv_flow_lineplots/](http://church.ohsu.edu:3838/mooneymi/wnv_flow_lineplots/)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 5. Create Flow Heatmaps\n",
    "\n",
    "These heatmaps are annotated with weight loss, clinical scores, and heritability estimates. This data must be loaded before calling the functions for aggregating the data and plotting. If you want to exclude these annotations, you can skip the next code block and supply the `'annotations=FALSE'` option to the plotting functions (an example is below)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "## Load weight, clinical score, and heritability data from the latest data release\n",
    "## Note: you may have to change the file paths\n",
    "weights = read.xls(file.path(data_dir, 'Lund_Weight_22-Mar-2016_final.xlsx'),\n",
    "                        header=T, as.is=T, na.strings=c(\"\",\" \", \"NA\", \"#DIV/0!\"))\n",
    "scores = read.xls(file.path(data_dir, 'Lund_Scores_22-Mar-2016_final.xlsx'),\n",
    "                       header=T, as.is=T, na.strings=c(\"\",\" \", \"NA\", \"#DIV/0!\"))\n",
    "heritability = read.xls(file.path(data_dir, 'Lund_Flow_Heritability_21-Mar-2016_final.xlsx'),\n",
    "                        header=T, as.is=T, na.strings=c(\"\",\" \", \"NA\", \"#DIV/0!\"))\n",
    "\n",
    "## Set the rownames of the heritability dataframe\n",
    "rownames(heritability) = heritability$variable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "This function aggregates the data needed for creating heatmaps of the flow cytometry data. \n",
      "\n",
      "Parameters:\n",
      "flow_df: The dataframe containing the flow data.\n",
      "lines: A numeric vector containing the lines to be plotted.\n",
      "line_labels: Alternate labels for the lines\n",
      "tissue: A string indicating the tissue (e.g. 'brain' or 'spleen').\n",
      "flow_vars: A character vector containing the variables to be plotted.\n",
      "var_labels: Alternate labels for the flow variables\n",
      "tp: A character vector containing the timepoints to be plotted.\n",
      "herit_df: The dataframe containing the heritability estimates (default=NULL);\n",
      "line_colors: A vector of color values (default=NULL; colors will be determined automatically).\n",
      "mocks_only: A logical indicating whether mocks only should be plotted.\n",
      "collapse_mocks: A logical indicating whether to combine the two mock timepoints.\n",
      "no_cluster: A logical indicating whether variables should be clustered.\n",
      "cluster_all: A logical indicating whether the variables should be clustered using all the data.\n",
      "annotations: A logical indicating whether annotations should be added to the heatmap (default=TRUE).\n",
      "\n",
      "Returns:\n",
      "A list containing the data to be plotted; input for the flow_heatmap_plot() function.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "describe(flow_heatmap_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "This function plots the data returned by flow_heatmap_data().\n",
      "\n",
      "Parameters:\n",
      "hm_data: This should be a list returned by flow_heatmap_data().\n",
      "weights_df: The dataframe containing the weight loss data (default=NULL).\n",
      "clinical_df: The dataframe containing the clinical score data (default=NULL).\n",
      "weight_cols: A character vector containing the columns names of the weight measurements (default=weight_percents). \n",
      "cs_cols: A character vector containing the columns names of the clinical scores (default=cs_columns). \n",
      "annotations: A logical indicating whether annotations should be added to the heatmap (default=TRUE).\n",
      "\n",
      "Returns:\n",
      "NULL\n",
      "\n",
      "Examples:\n",
      "flow_heatmap_plot(heatmap_data, weights, scores)\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "describe(flow_heatmap_plot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "## Heatmap with custom labels, mocks collapsed, and no heritability annotations\n",
    "heatmap_data = flow_heatmap_data(flow_full, lines=c(11,12,14,30,8,36,38),\n",
    "                line_labels=c('CC(017x004)F1','CC(011x042)F1','CC(032x017)F1','CC(032x013)F1','CC(005x001)F1','CC(061x026)F1','CC(016x038)F1'),\n",
    "                tissue='brain', \n",
    "                flow_vars=c('treg_T_regs', 'tcell_d7_CD3', 'tcell_d7_CD4', 'tcell_d7_CD8'), \n",
    "                var_labels=c('Tregs', 'CD3+ Tcell', 'CD4+ Tcell', 'CD8+ Tcell'), \n",
    "                tp=c('7','12','21','28'), collapse_mocks=T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Create the heatmap\n",
    "hm = flow_heatmap_plot(heatmap_data, weights, scores, collapse_mocks=T, annotations=T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## The heatmap without any annotations\n",
    "heatmap_data2 = flow_heatmap_data(flow_full, lines=c(7,8,9), tissue='brain', \n",
    "                                 flow_vars=c('treg_T_regs', 'tcell_d7_CD3', 'tcell_d7_CD4', 'tcell_d7_CD8'),\n",
    "                                 tp=c('7','12','21','28'), annotations=F)\n",
    "hm2 = flow_heatmap_plot(heatmap_data2, annotations=F)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 5b. View Interactive Heatmaps\n",
    "\n",
    "The plotting functions used above have been adapted for a Shiny app: [http://church.ohsu.edu:3838/mooneymi/wnv_flow_heatmaps/](http://church.ohsu.edu:3838/mooneymi/wnv_flow_heatmaps/)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Last Updated: 24-May-2016"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.2.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}