{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1.2 CITE-seq GEX Plaque T Cells\n",
    "This notebook displays interactive heatmaps of single cell gene expression data from plaque T Cells. The data has been UMI normalized and Z-scored - please see manuscript for additional information. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ">> clustergrammer2 backend version 0.5.1\n"
     ]
    }
   ],
   "source": [
    "from clustergrammer2 import net\n",
    "import helper_functions as hf\n",
    "df = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(250, 920)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "net.load_file('../data/citeseq_gex_plaque_t_cells.txt')\n",
    "df['gex'] = net.export_df()\n",
    "df['gex'].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "cat_colors = net.load_json_to_dict('../data/t_cell_cat_colors.json')\n",
    "net.set_cat_colors(axis='col', cat_index=1, cat_title='Cell Type', cat_colors=cat_colors)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plaque T Cell Gene Expression\n",
    "920 T cells from a plaque are hierarchically clustered based on the top 250 genes based on variance. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b6e76e310abe486ca4bc05f34a4bc051",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "ExampleWidget(network='{\"row_nodes\": [{\"name\": \"MALAT1\", \"ini\": 250, \"clust\": 229, \"rank\": 219, \"rankvar\": 223…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "net.load_df(df['gex'])\n",
    "net.widget()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# UMAP T Cells: T Cell SubType\n",
    "T cells from a plaque are visualized using the dimensionality reduction technique, UMAP, using the same dataset as above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hf.make_umap_plot(df['gex'], 1, cat_colors, 'T Cells', s=100, alpha=0.5)"
   ]
  }
 ],
 "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": "3.6.5"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {
     "134b086cbdb0402d8af067383e7564df": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "b6e76e310abe486ca4bc05f34a4bc051": {
      "model_module": "clustergrammer2",
      "model_module_version": "^0.5.1",
      "model_name": "ExampleModel",
      "state": {
       "_model_module_version": "^0.5.1",
       "_view_module_version": "^0.5.1",
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