Time1_vs_Time2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## B cells versus T cells: Comparing two time points\n",
    "The data used in this notebook is lymphocyte data for two patient's B cells and T cells. We use this data to show the proteome variation between the cell types.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, we import our loader module. This brings the functions defined there (in our repository at ~/load_data.py) into scope so we can use them in this script. Then we can load our data and store it as <code>data</code>.\n",
    "\n",
    "Calling <code>head</code> shows the first several lines of the dataframe, which provides an idea of the type of data present and the structure of the dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
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       "      <th>...</th>\n",
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       "            Blank_3  Blank_4  Blank_5  Subject1_B_cells_062920_C_10  \\\n",
       "Protein ID                                                            \n",
       "A0A0B4J2D5      0.0      0.0      0.0                     2704727.2   \n",
       "A0AVT1          0.0      0.0      0.0                     1609927.0   \n",
       "A0FGR8          0.0      0.0      0.0                           0.0   \n",
       "A6NHR9          0.0      0.0      0.0                     1929133.5   \n",
       "A8K2U0          0.0      0.0      0.0                           0.0   \n",
       "...             ...      ...      ...                           ...   \n",
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       "\n",
       "            Subject1_B_cells_062920_C_11  Subject1_B_cells_062920_C_12  \\\n",
       "Protein ID                                                               \n",
       "A0A0B4J2D5                     4026144.0                     6239643.0   \n",
       "A0AVT1                         2586438.5                     3274889.8   \n",
       "A0FGR8                               0.0                           0.0   \n",
       "A6NHR9                               0.0                     3187665.8   \n",
       "A8K2U0                               0.0                           0.0   \n",
       "...                                  ...                           ...   \n",
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       "\n",
       "            Subject1_B_cells_062920_C_13  Subject1_B_cells_062920_C_9  \\\n",
       "Protein ID                                                              \n",
       "A0A0B4J2D5                     7219690.0                    3735750.0   \n",
       "A0AVT1                         1575755.6                    4662625.5   \n",
       "A0FGR8                               0.0                          0.0   \n",
       "A6NHR9                               0.0                          0.0   \n",
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       "...                                  ...                          ...   \n",
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       "\n",
       "            Subject1_B_cells_072920_C_4  Subject1_B_cells_072920_C_5  ...  \\\n",
       "Protein ID                                                            ...   \n",
       "A0A0B4J2D5                          0.0                    4245728.5  ...   \n",
       "A0AVT1                        3079791.0                    2207909.8  ...   \n",
       "A0FGR8                              0.0                          0.0  ...   \n",
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       "...                                 ...                          ...  ...   \n",
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       "Q8IW45                              0.0                          0.0  ...   \n",
       "Q96PP8                              0.0                          0.0  ...   \n",
       "\n",
       "            Subject2_T_cells_062920_F_12  Subject2_T_cells_062920_F_13  \\\n",
       "Protein ID                                                               \n",
       "A0A0B4J2D5                           0.0                     4403834.0   \n",
       "A0AVT1                         1060859.1                      578449.1   \n",
       "A0FGR8                         1477135.8                      797184.1   \n",
       "A6NHR9                               0.0                           0.0   \n",
       "A8K2U0                               0.0                           0.0   \n",
       "...                                  ...                           ...   \n",
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       "\n",
       "            Subject2_T_cells_062920_F_14  Subject2_T_cells_062920_F_9  \\\n",
       "Protein ID                                                              \n",
       "A0A0B4J2D5                           0.0                    3031510.2   \n",
       "A0AVT1                          563711.6                          0.0   \n",
       "A0FGR8                               0.0                          0.0   \n",
       "A6NHR9                               0.0                          0.0   \n",
       "A8K2U0                               0.0                          0.0   \n",
       "...                                  ...                          ...   \n",
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       "Q8IW45                               0.0                          0.0   \n",
       "Q96PP8                         1726523.4                          0.0   \n",
       "\n",
       "            Subject2_T_cells_072920_F_1  Subject2_T_cells_072920_F_3  \\\n",
       "Protein ID                                                             \n",
       "A0A0B4J2D5                   4347314.50                    1467622.6   \n",
       "A0AVT1                             0.00                          0.0   \n",
       "A0FGR8                             0.00                          0.0   \n",
       "A6NHR9                        391232.84                          0.0   \n",
       "A8K2U0                             0.00                          0.0   \n",
       "...                                 ...                          ...   \n",
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       "\n",
       "            Subject2_T_cells_072920_F_4  Subject2_T_cells_072920_F_5  \\\n",
       "Protein ID                                                             \n",
       "A0A0B4J2D5                    5215029.5                    2219454.2   \n",
       "A0AVT1                              0.0                     758329.7   \n",
       "A0FGR8                              0.0                          0.0   \n",
       "A6NHR9                              0.0                          0.0   \n",
       "A8K2U0                              0.0                          0.0   \n",
       "...                                 ...                          ...   \n",
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       "\n",
       "            Subject2_T_cells_072920_F_6  Subject2_T_cells_072920_F_8  \n",
       "Protein ID                                                            \n",
       "A0A0B4J2D5                   7203359.00                   4860379.50  \n",
       "A0AVT1                       1115380.20                         0.00  \n",
       "A0FGR8                        579667.44                    754330.70  \n",
       "A6NHR9                        516911.80                    794891.44  \n",
       "A8K2U0                             0.00                         0.00  \n",
       "...                                 ...                          ...  \n",
       "O15068                             0.00                         0.00  \n",
       "Q14C86                        912507.20                         0.00  \n",
       "Q8N4T8                             0.00                         0.00  \n",
       "Q8IW45                             0.00                         0.00  \n",
       "Q96PP8                             0.00                         0.00  \n",
       "\n",
       "[2426 rows x 46 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import load_data\n",
    "data_raw = load_data.load_FragPipe(month=\"all\", contains=[])\n",
    "\n",
    "data_raw"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we define the cell types we will look at. There are five replicates of each. In comparing across time points, instrument sensitivity, run quality, and other complications may vary the depth of proteome coverage; proteins unidentified at one time may be seen at another, which might represent false on-off changes. Here we address that concern by comparing proteins consistently identifed - which we define as in half of the replicates, or here at least 3 out of 5 - in all cell types."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "cell_types = [\"1_B_cells_062920\",\"1_B_cells_072920\", \"2_B_cells_062920\",  \"2_B_cells_072920\",\n",
    "              \"1_T_cells_062920\",\"1_T_cells_072920\",\"2_T_cells_062920\", \"2_T_cells_072920\"]\n",
    "\n",
    "cell_categories = {\n",
    "    \"subject\":[\"Subject1\",\"Subject2\"],\n",
    "    \"population\":[\"B_cells\",\"T_cells\"], #Cell types; these strings are in the sample names of those types\n",
    "    \"date\":[\"062920\",\"072920\"],\n",
    "    \"subject_and_population\":[\"1_B_cells\",\"1_T_cells\", \"2_B_cells\",  \"2_T_cells\"],\n",
    "    \"population_and_date\":[\"B_cells_062920\",\"T_cells_062920\", \"B_cells_072920\",  \"T_cells_072920\"],\n",
    "    \"c4\":[\"B_cells_062920\",\"T_cells_062920\", \"B_cells_072920\",  \"T_cells_072920\", 'C_4'],\n",
    "    \"all_divisions\": cell_types\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import nan\n",
    "from numpy import log2\n",
    "from statistics import median\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before any analysis, we log normalize."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_log2 = log2(data_raw.replace(0,nan))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These are some methods defined in data_utils.py to help with data processing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import data_utils"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we select the proteins that are measured in at least three samples from each group, allowing the calculations to proceed without imputed zero-handling."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "indecies = data_log2.apply(data_utils.check_three_of_each_type, axis=1, cell_types=cell_types)\n",
    "data = data_log2[indecies]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we TMM normalize between runs. This centers the spread of data to remove \"batch\" effects and reveal biological differences."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.apply(lambda series: series-median(series.dropna()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total groups identified:\n",
      "2426\n",
      "Proteins identified in at least 3 of each cell type:\t\n",
      "898\n"
     ]
    }
   ],
   "source": [
    "print (\"Total groups identified:\")\n",
    "print(data_raw.shape[0])\n",
    "\n",
    "print (\"Proteins identified in at least 3 of each cell type:\\t\")\n",
    "print (data.shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import plot_utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for c in cell_categories:\n",
    "    plot_utils.PCA_by_type(data, cell_types=cell_categories[c])\n",
    "    #plt.savefig(\"data/T1T2_{0}.png\".format(c), dpi=300, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reproducibility and correlations: \n",
    "Here we examine the reproducibility between technical replicates and across sample types. First, notice that the \"blanks\" which are supernatant controls, while showing some proteins, are very distinct from any samples. Next, we'll leave these out to better illustrate patterns within the samples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "correlations = data.corr(method=\"spearman\")\n",
    "\n",
    "#labels=['B cells - C10','B cells - C11',\n",
    "#                    'B cells - C12','B cells - C13',\n",
    "#                    'B cells - C9  ','T cells - D10',\n",
    "#                    'T cells - D11','T cells - D12',\n",
    "#                    'T cells - D13','T cells - D9  ']\n",
    "\n",
    "#correlations.index=labels\n",
    "#correlations.columns=labels\n",
    "\n",
    "import numpy as np\n",
    "mask = np.zeros(correlations.shape, dtype=bool)\n",
    "mask[np.triu_indices(len(mask))] = True\n",
    "\n",
    "fig = plt.figure(figsize=(20,20))\n",
    "sns.heatmap(correlations, cmap = 'coolwarm', mask = mask)\n",
    "\n",
    "\n",
    "plt.savefig(\"data/correlations_heatmap_all_2_FP.png\", dpi=300,\n",
    "            bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "sample_data =  data.drop(columns=['Blank_5','Blank_4','Blank_3'], inplace=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "correlations = sample_data.corr(method=\"spearman\")\n",
    "\n",
    "#labels=['B cells - C10','B cells - C11',\n",
    "#                    'B cells - C12','B cells - C13',\n",
    "#                    'B cells - C9  ','T cells - D10',\n",
    "#                    'T cells - D11','T cells - D12',\n",
    "#                    'T cells - D13','T cells - D9  ']\n",
    "\n",
    "#correlations.index=labels\n",
    "#correlations.columns=labels\n",
    "\n",
    "import numpy as np\n",
    "mask = np.zeros(correlations.shape, dtype=bool)\n",
    "mask[np.triu_indices(len(mask))] = True\n",
    "\n",
    "fig = plt.figure(figsize=(20,20))\n",
    "sns.heatmap(correlations, cmap = 'coolwarm', mask = mask)\n",
    "\n",
    "\n",
    "plt.savefig(\"data/correlations_heatmap_all_samples_FP.png\", dpi=300,\n",
    "            bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}