analyses/activation-bead-titration/Activation bead titration results via flow and count.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Attaching package: ‘dplyr’\n",
      "\n",
      "The following objects are masked from ‘package:stats’:\n",
      "\n",
      "    filter, lag\n",
      "\n",
      "The following objects are masked from ‘package:base’:\n",
      "\n",
      "    intersect, setdiff, setequal, union\n",
      "\n",
      "\n",
      "Attaching package: ‘tidyr’\n",
      "\n",
      "The following object is masked from ‘package:magrittr’:\n",
      "\n",
      "    extract\n",
      "\n"
     ]
    }
   ],
   "source": [
    "library('readr')\n",
    "library('magrittr')\n",
    "library('dplyr')\n",
    "library('tidyr')\n",
    "library('ggplot2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "ratio_levels=c('0:1', '1:1', '1:2', '1:4', '1:8')\n",
    "\n",
    "cd48_grouped <- \n",
    "    read_csv(\n",
    "        'flow.csv',\n",
    "        col_types=cols(\n",
    "            `Sample`=col_character(),\n",
    "            `Bead:Cell ratio`=col_factor(levels=ratio_levels),\n",
    "            .default=col_double()\n",
    "        )\n",
    "    ) %>% \n",
    "    mutate(\n",
    "        `CD4+ CD8-`=`Live cells/CD4+ CD8- | Freq. of Parent (%)`,\n",
    "        `CD4- CD8+`=`Live cells/CD4- CD8+ | Freq. of Parent (%)`,\n",
    "        `CD4+ CD8- CD69 MFI`=`Live cells/CD4+ CD8- | Mean (Comp-PE-A)`,\n",
    "        `CD4- CD8+ CD69 MFI`=`Live cells/CD4- CD8+ | Mean (Comp-PE-A)`,\n",
    "    ) %>% group_by(`Bead:Cell ratio`)\n",
    "\n",
    "\n",
    "cd48_summary <- \n",
    "    rbind(\n",
    "        cd48_grouped %>%\n",
    "            summarize(\n",
    "                `Freq_mean`=mean(`CD4+ CD8-`),\n",
    "                `Freq_sd`=sd(`CD4+ CD8-`),\n",
    "                `CD96_mean`=mean(`CD4+ CD8- CD69 MFI`),\n",
    "                `CD96_sd`=sd(`CD4+ CD8- CD69 MFI`)\n",
    "            ) %>%\n",
    "            mutate(`Population`=\"CD4+ CD8-\"),\n",
    "        cd48_grouped %>%\n",
    "            summarize(\n",
    "                `Freq_mean`=mean(`CD4- CD8+`),\n",
    "                `Freq_sd`=sd(`CD4- CD8+`),\n",
    "                `CD96_mean`=mean(`CD4- CD8+ CD69 MFI`),\n",
    "                `CD96_sd`=sd(`CD4- CD8+ CD69 MFI`)\n",
    "            ) %>%\n",
    "            mutate(`Population`=\"CD4- CD8+\")\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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WD02VraTWjPi1Bx999FH3gV+TlHnBkY675pprXJDirQWq5W0UIGmy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l+X+a0pq2nTppknnnjCfPnll2appZYynTt3brJP06dPN59//rmZOXNm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\n3HThpaQHm6qWKjhIhebZZjhlZ9Ue6KJSF3EKurxgVINpaEAKLyl/3ja8aXo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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cd48_summary %>%\n",
    "    ggplot(aes(x=`Bead:Cell ratio`, y=`Freq_mean`, fill=`Bead:Cell ratio`)) +\n",
    "    geom_col() +\n",
    "    geom_errorbar(\n",
    "        aes(ymin=`Freq_mean`-`Freq_sd`, ymax=`Freq_mean`+`Freq_sd`),\n",
    "        width=0.2\n",
    "    ) +\n",
    "    facet_wrap(~`Population`) +\n",
    "    ylim(0, 100) +\n",
    "    ylab('Percent population (%)\\n(n=3)') +\n",
    "    xlab('Activation bead (anti-CD3 and anti-CD28) to cell ratio')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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DRyGAAAIIIIAAAggggAACKSIQOEA666yzrFGjRnbrrbdabm5uihST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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cd48_summary %>%\n",
    "    ggplot(aes(x=`Bead:Cell ratio`, y=`CD96_mean`, fill=`Bead:Cell ratio`)) +\n",
    "    geom_col() +\n",
    "    geom_errorbar(\n",
    "        aes(ymin=`CD96_mean`-`CD96_sd`, ymax=`CD96_mean`+`CD96_sd`),\n",
    "        width=0.2\n",
    "    ) +\n",
    "    facet_wrap(~`Population`) +\n",
    "    ylab('CD69 Mean Fluorescence Intensity\\n(n=3)') +\n",
    "    xlab('Activation bead (anti-CD3 and anti-CD28) to cell ratio')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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oq77du3l4SEBLvzz507Jxs2bJBt27ZJ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cvC0///xzmptGxXwf47sYMW/poaTXz2o7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\nAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "read_tsv(\n",
    "    'proliferation_assay.tsv',\n",
    "    col_types=cols(\n",
    "        `Row`=col_factor(levels=LETTERS[1:8]),\n",
    "        `Donor`=col_factor(levels=c(\"D8\", \"D9\")),\n",
    "        .default=col_double()\n",
    "    )\n",
    ") %>%\n",
    "mutate(\n",
    "    `Donor`=factor(`Donor`, labels=c(\"Donor 8\", \"Donor 9\"))\n",
    ") %>%\n",
    "gather(\n",
    "    key='Dilution',\n",
    "    value='A570-A595',\n",
    "    `1:1`:`1:2048`,\n",
    "    factor_key=TRUE\n",
    ") %>%\n",
    "group_by(`Donor`, `Dilution`) %>%\n",
    "summarize(\n",
    "    `Norm_abs_mean`=mean(`A570-A595`),\n",
    "    `Norm_abs_sd`=sd(`A570-A595`),\n",
    ") %>%\n",
    "ggplot(aes(x=`Dilution`, y=`Norm_abs_mean`, group=`Donor`)) +\n",
    "    geom_point() +\n",
    "    geom_line() +\n",
    "    geom_errorbar(\n",
    "        aes(ymin=`Norm_abs_mean`-`Norm_abs_sd`, ymax=`Norm_abs_mean`+`Norm_abs_sd`),\n",
    "        width=0.2\n",
    "    ) +\n",
    "    geom_smooth(method=\"lm\", colour=\"red\", formula=y~I(x^3)+I(x^2)+x) +\n",
    "    facet_wrap(~`Donor`, ncol=1) +\n",
    "    ylim(0.1, .3) +\n",
    "    xlab('Activation bead (anti-CD3 and anti-CD28) to cell ratio') +\n",
    "    ylab('Normalized absorbance (A570nm-A595nm)\\n(n=8)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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+CBAg5QOit3ZRzbqkLsSD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\n0UMAAhCAAAQgAAEIQAAC0SHwf17O+G3JEfC1AAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "read_tsv(\n",
    "    'proliferation_assay.tsv',\n",
    "    col_types=cols(\n",
    "        `Row`=col_factor(levels=c('A', 'B', 'C', 'D', 'E', 'F', 'G', 'H')),\n",
    "        `Donor`=col_factor(levels=c(\"D8\", \"D9\")),\n",
    "        .default=col_double()\n",
    "    )\n",
    ") %>%\n",
    "gather(\n",
    "    key='Dilution',\n",
    "    value='A570-A595',\n",
    "    `1:1`:`1:2048`,\n",
    "    factor_key=TRUE\n",
    ") %>%\n",
    "group_by(`Dilution`) %>%\n",
    "summarize(\n",
    "    `Norm_abs_mean`=mean(`A570-A595`),\n",
    "    `Norm_abs_sd`=sd(`A570-A595`),\n",
    ") %>% \n",
    "ggplot(aes(x=`Dilution`, y=`Norm_abs_mean`, group=1)) +\n",
    "    geom_point() +\n",
    "    geom_errorbar(\n",
    "        aes(ymin=`Norm_abs_mean`-`Norm_abs_sd`, ymax=`Norm_abs_mean`+`Norm_abs_sd`),\n",
    "        width=0.2\n",
    "    ) +\n",
    "    geom_smooth(method=\"lm\", colour=\"red\", formula=y~I(x^3)+I(x^2)+x) +\n",
    "    geom_line() +\n",
    "    ylim(.1, .3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "?gather"
   ]
  }
 ],
 "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": "3.4.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}