{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1.4 CITE-seq GEX Plaque CD8 T Cells\n",
    "This notebook displays interactive heatmaps of single cell gene expression data from plaque CD8 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, 420)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "net.load_file('../data/citeseq_gex_plaque_cd8_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/cluster-colors.json')\n",
    "net.set_cat_colors(axis='col', cat_index=2, cat_title='Cluster', cat_colors=cat_colors)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plaque CD8 T Cell Gene Expression\n",
    "347 CD4 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": "9a6aeaff69ed407dbe1d9dd0d0d6488a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "ExampleWidget(network='{\"row_nodes\": [{\"name\": \"MALAT1\", \"ini\": 250, \"clust\": 23, \"rank\": 196, \"rankvar\": 204,…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "net.load_df(df['gex'])\n",
    "net.widget()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# UMAP CD8 T Cells\n",
    "CD8 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'], 2, cat_colors, 'CD8 T Cells', s=50, alpha=1)"
   ]
  },
  {
   "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": "3.6.5"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {
     "9838f34f98d944298d28541d63d96f99": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "9a6aeaff69ed407dbe1d9dd0d0d6488a": {
      "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",
       "layout": "IPY_MODEL_9838f34f98d944298d28541d63d96f99",
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       "value": "Hello World!"
      }
     }
    },
    "version_major": 2,
    "version_minor": 0
   }
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 "nbformat_minor": 2
}