notebooks/cellbench, human lung atlas.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "188e5998-22d8-4986-ba6d-b60e52477346",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "from tqdm import tqdm\n",
    "from heatmap import heatmap, corrplot\n",
    "from scanpy import read_h5ad\n",
    "import sctop as top"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "165d4e4d-bdbd-4ab4-93a9-e45cd3165247",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set(context='talk', font_scale=1.0, color_codes=True, style='ticks',\n",
    "        rc={'mathtext.fontset': 'cm', 'xtick.direction': 'in','ytick.direction': 'in',\n",
    "            'axes.linewidth': 1.5, 'figure.dpi':300, 'text.usetex':False, 'pdf.fonttype':42}, palette='tab10')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b3c8643-cb97-4f29-9c1a-ad10074e07dc",
   "metadata": {},
   "source": [
    "# CellBench"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d6d20e7a-1604-4cff-ad83-50632ed375fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# These csv files were extracted from:\n",
    "# https://github.com/LuyiTian/sc_mixology/blob/master/data/sincell_with_class_5cl.RData\n",
    "\n",
    "cellbench_counts = pd.read_csv(\n",
    "    '/projectnb/biophys/mariay/scTOP_manuscript_data/CellBench/from_R_file/single_cell_5cl_counts.csv')\n",
    "cellbench_counts.set_index('Unnamed: 0', inplace=True)\n",
    "cellbench_single_status = pd.read_csv(\n",
    "    '/projectnb/biophys/mariay/scTOP_manuscript_data/CellBench/from_R_file/double_vs_single.csv')\n",
    "cellbench_types = pd.read_csv(\n",
    "    '/projectnb/biophys/mariay/scTOP_manuscript_data/CellBench/from_R_file/cell_line.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "19f48ec6-6c78-41aa-92cf-9eba8222a7e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Drop cells that are marked as doubles\n",
    "single_condition = cellbench_single_status['x'] == 'SNG'\n",
    "cellbench_types = cellbench_types[single_condition]\n",
    "cellbench_counts = cellbench_counts.loc[:, (cellbench_single_status['x'] == 'SNG').values]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cc89e507-7f54-4c11-bb97-edf87ccd2b34",
   "metadata": {},
   "outputs": [],
   "source": [
    "cellbench_types_set, cellbench_types_count = np.unique(cellbench_types['x'], return_counts=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "042258e8-2409-4a21-a1d4-a5554c07d7ff",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 5/5 [00:00<00:00, 37.79it/s]\n"
     ]
    }
   ],
   "source": [
    "type_expressions_list = []\n",
    "training_indices = []\n",
    "\n",
    "for cb_type in tqdm(cellbench_types_set):\n",
    "    current_type_indices = np.where(cellbench_types==cb_type)[0]\n",
    "    \n",
    "    # Choose n_training cells to use for the basis\n",
    "    n_training = 200\n",
    "    random_indices = np.random.choice(current_type_indices, n_training, replace=False)\n",
    "    training_indices += [random_indices]\n",
    "    \n",
    "    current_raw = cellbench_counts.iloc[:, random_indices]\n",
    "    current_processed = top.process(current_raw, average=True)\n",
    "    type_expressions_list.append(current_processed)\n",
    "\n",
    "training_indices = np.concatenate(training_indices)\n",
    "cb_basis = pd.concat(type_expressions_list, axis=1)\n",
    "cb_basis.columns = cellbench_types_set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fbc2af3f-115a-4fc9-8912-ca7796af9803",
   "metadata": {},
   "outputs": [],
   "source": [
    "test_indices = range(cellbench_counts.shape[1])\n",
    "test_indices = np.delete(test_indices, training_indices)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3831238e-a5d9-48f5-a4a9-e28e6db3db99",
   "metadata": {},
   "outputs": [],
   "source": [
    "test_processed = top.process(cellbench_counts.iloc[:, test_indices])\n",
    "test_projections = top.score(cb_basis, test_processed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "fa45c9e5-a56a-4f04-b545-ffea8365d641",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "accuracies = {'top1': 0,\n",
    "              'top3': 0,\n",
    "              'unspecified': 0,\n",
    "              'total_cells': len(test_indices)\n",
    "             }\n",
    "predicted_labels = []\n",
    "predicted_labels_specified = []\n",
    "true_labels = []\n",
    "\n",
    "for cell_number, cell_info in enumerate(test_projections.iteritems()):\n",
    "    cell_name, cell_projections = cell_info\n",
    "    types_sorted_by_projections = cell_projections.sort_values(ascending=False).index\n",
    "    true_type = cellbench_types.iloc[test_indices]['x'].iloc[cell_number]\n",
    "    \n",
    "    true_labels += [true_type]\n",
    "    top_type = types_sorted_by_projections[0]\n",
    "    predicted_labels += [top_type]\n",
    "    if cell_projections.max() < 0.1:\n",
    "        predicted_labels_specified += ['Unspecified']\n",
    "    else:\n",
    "        predicted_labels_specified += [top_type]\n",
    "    \n",
    "    # cells with maximum projection under this value are considered \"unspecified\"\n",
    "    specification_value = 0.1\n",
    "    \n",
    "    if types_sorted_by_projections[0] == true_type:\n",
    "        accuracies['top1'] += 1\n",
    "    if true_type in types_sorted_by_projections[:3]:\n",
    "        accuracies['top3'] += 1\n",
    "    if cell_projections.max() < 0.1:\n",
    "        accuracies['unspecified'] += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "10df4eaf-9810-4dcd-abd3-93f7321b4d91",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predicted_labels == predicted_labels_specified"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "881e3a40-2891-49ff-895c-d051cefa96f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predicted_labels == true_labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "3bb9d80b-8baf-403a-9de7-e9d2a7d9e6e0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'top1': 2822, 'top3': 2822, 'unspecified': 0, 'total_cells': 2822}\n"
     ]
    }
   ],
   "source": [
    "print(accuracies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d78112c6-1a05-4701-97d5-09bb3e080622",
   "metadata": {},
   "outputs": [],
   "source": [
    "heatmap_list = []\n",
    "\n",
    "for cb_type in cellbench_types_set:\n",
    "    current_type_indices = np.where(cellbench_types.iloc[test_indices]==cb_type)[0]\n",
    "    current_projections = top.score(cb_basis, test_processed.iloc[:, current_type_indices])\n",
    "    heatmap_list.append(current_projections.mean(axis=1))\n",
    "    \n",
    "heatmap_projections = pd.concat(heatmap_list, axis=1)\n",
    "heatmap_projections.columns = cellbench_types_set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "aa79195a-ad77-40d7-b35a-1ae20f9e2463",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1800x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(heatmap_projections.T, cmap=\"RdBu\", \n",
    "            vmin=-0.5, vmax=0.5, \n",
    "            linewidths=.5, square=True, cbar_kws={'label':'scTOP score'})\n",
    "plt.xlabel('Reference')\n",
    "plt.ylabel('Sample')\n",
    "\n",
    "plt.savefig(\"./manuscript figures/fig3a_cellbench_heatmap.pdf\", bbox_inches = \"tight\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94796b83-aa2b-40c5-bb45-d143b206d78e",
   "metadata": {},
   "source": [
    "# Human Lung Cell Atlas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "cb477dab-d6eb-492b-a88e-91ddaa80004f",
   "metadata": {},
   "outputs": [],
   "source": [
    "krasnow_data = pd.read_csv('/projectnb/biophys/mariay/scTOP_manuscript_data/krasnow/krasnow_hlca_10x_UMIs.csv')\n",
    "krasnow_metadata = pd.read_csv('/projectnb/biophys/mariay/scTOP_manuscript_data/krasnow/krasnow_hlca_10x_metadata.csv')\n",
    "\n",
    "krasnow_data = krasnow_data.set_index('Unnamed: 0')\n",
    "krasnow_metadata = krasnow_metadata.set_index('Unnamed: 0')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "75117d98-4562-466d-b4ea-fafae1488e7e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Alveolar Epithelial Type 1: 972\n",
      "Alveolar Epithelial Type 2: 3814\n",
      "Basal: 436\n",
      "Ciliated: 1321\n",
      "Club: 931\n",
      "Differentiating Basal: 265\n",
      "Goblet: 159\n",
      "Ionocyte: 22\n",
      "Mucous: 491\n",
      "Neuroendocrine: 11\n",
      "Proliferating Basal: 47\n",
      "Proximal Basal: 157\n",
      "Proximal Ciliated: 88\n",
      "Serous: 24\n",
      "Signaling Alveolar Epithelial Type 2: 669\n"
     ]
    }
   ],
   "source": [
    "lung_condition = krasnow_metadata.loc[:, 'compartment'] == 'Epithelial'\n",
    "metadata_subset = krasnow_metadata.loc[lung_condition]\n",
    "items, item_counts = np.unique(metadata_subset.loc[:,'free_annotation'], return_counts=True)\n",
    "\n",
    "for item, item_count in zip(items, item_counts):\n",
    "    print(str(item) + ': ' + str(item_count))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b4d3bbcc-d470-4cb1-81b9-cb99cbb29ea5",
   "metadata": {},
   "outputs": [],
   "source": [
    "compartments_to_include = ['Epithelial', 'Stromal']\n",
    "keywords_to_exclude = ['Differentiating', 'Proliferating', 'Proximal', 'Signaling']\n",
    "\n",
    "inclusion_condition = krasnow_metadata.loc[:, 'compartment'].str.contains('|'.join(compartments_to_include))\n",
    "exclusion_condition = krasnow_metadata.loc[:, 'free_annotation'].str.contains('|'.join(keywords_to_exclude))\n",
    "\n",
    "filtered_metadata = krasnow_metadata.loc[np.logical_and(inclusion_condition, np.logical_not(exclusion_condition))]\n",
    "\n",
    "lung_types, lung_types_counts = np.unique(filtered_metadata.loc[:, 'free_annotation'], return_counts=True)\n",
    "\n",
    "minimum_cells = 200\n",
    "filtered_lung_types = lung_types[lung_types_counts > minimum_cells]\n",
    "filtered_lung_types_counts = lung_types_counts[lung_types_counts > minimum_cells]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b3078476-5d74-4602-946e-a472d2193080",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Adventitial Fibroblast' 'Airway Smooth Muscle'\n",
      " 'Alveolar Epithelial Type 1' 'Alveolar Epithelial Type 2'\n",
      " 'Alveolar Fibroblast' 'Basal' 'Ciliated' 'Club' 'Mucous' 'Myofibroblast'\n",
      " 'Pericyte' 'Vascular Smooth Muscle']\n"
     ]
    }
   ],
   "source": [
    "print(filtered_lung_types)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e94a5173-e2d6-4372-976f-97e6fb63e5da",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Adventitial Fibroblast' 'Airway Smooth Muscle'\n",
      " 'Alveolar Epithelial Type 1' 'Alveolar Epithelial Type 2'\n",
      " 'Alveolar Fibroblast' 'Basal' 'Ciliated' 'Club' 'Fibromyocyte' 'Goblet'\n",
      " 'Ionocyte' 'Lipofibroblast' 'Mesothelial' 'Mucous' 'Myofibroblast'\n",
      " 'Neuroendocrine' 'Pericyte' 'Serous' 'Vascular Smooth Muscle']\n"
     ]
    }
   ],
   "source": [
    "print(lung_types)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "62ebda8f-da45-46f0-97f1-907ffc92f6a7",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "12it [00:03,  3.98it/s]\n"
     ]
    }
   ],
   "source": [
    "type_expressions_list = []\n",
    "training_IDs = np.array([])\n",
    "\n",
    "for lung_type, type_counts in tqdm(zip(filtered_lung_types, filtered_lung_types_counts)):\n",
    "    current_type_IDs = krasnow_metadata.index[krasnow_metadata.loc[:,'free_annotation'] == lung_type]\n",
    "    \n",
    "    # Choose n_training cells to use for the basis\n",
    "    n_training = int(type_counts*0.8)\n",
    "    random_IDs = np.random.choice(current_type_IDs, n_training, replace=False)\n",
    "    training_IDs = np.append(training_IDs, random_IDs)\n",
    "    \n",
    "    current_raw = krasnow_data.loc[:, random_IDs]\n",
    "    current_processed = top.process(current_raw, average=True)\n",
    "    type_expressions_list.append(current_processed)\n",
    "\n",
    "lung_basis = pd.concat(type_expressions_list, axis=1)\n",
    "lung_basis.columns = filtered_lung_types"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "cdb68a3d-e263-4b82-b035-2196883517b7",
   "metadata": {},
   "outputs": [],
   "source": [
    "test_IDs = list(krasnow_metadata.index)\n",
    "\n",
    "for training_ID in training_IDs:\n",
    "    test_IDs.remove(training_ID)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "29e8e037-3a03-4d7d-b1a7-92907055119b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10262\n",
      "55400\n"
     ]
    }
   ],
   "source": [
    "print(len(training_IDs))\n",
    "print(len(test_IDs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c1782bd6-d5a9-444c-aa6b-9fb0a4d86ec1",
   "metadata": {},
   "outputs": [],
   "source": [
    "test_processed = top.process(krasnow_data.loc[:, test_IDs])\n",
    "test_projections = top.score(lung_basis, test_processed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "b74f75cc-d7f6-4a5e-837f-5af436f43daf",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "63262it [00:10, 6305.59it/s]\n"
     ]
    }
   ],
   "source": [
    "included_types_accuracies = {'top1': 0,\n",
    "                             'top3': 0,\n",
    "                             'unspecified': 0,\n",
    "                             'total_cells': 0\n",
    "                            }\n",
    "excluded_types_accuracies = {'top1': 0,\n",
    "                             'top3': 0,\n",
    "                             'unspecified': 0,\n",
    "                             'total_cells': 0\n",
    "                            }\n",
    "\n",
    "# Take some samples to use for visualization\n",
    "heatmap_included_list = []\n",
    "heatmap_included_true_types = []\n",
    "heatmap_excluded_list = []\n",
    "heatmap_excluded_true_types = []\n",
    "\n",
    "for cell_ID, cell_projections in tqdm(test_projections.iteritems()):\n",
    "    true_type = krasnow_metadata.loc[cell_ID, 'free_annotation']\n",
    "        \n",
    "    if true_type in filtered_lung_types:\n",
    "        included_types_accuracies['total_cells'] += 1\n",
    "        sorted_scores = cell_projections.sort_values(ascending=False)\n",
    "\n",
    "        if sorted_scores.index[0] == true_type:\n",
    "            included_types_accuracies['top1'] += 1\n",
    "            \n",
    "        if true_type in sorted_scores.index[:3]:\n",
    "            included_types_accuracies['top3'] += 1\n",
    "            \n",
    "        if sorted_scores[0] < 0.1:\n",
    "            included_types_accuracies['unspecified'] += 1\n",
    "                \n",
    "        if (len(heatmap_included_list) < len(filtered_lung_types)) and not (true_type in heatmap_included_true_types):\n",
    "            heatmap_included_list.append(cell_projections)\n",
    "            heatmap_included_true_types.append(true_type)\n",
    "            \n",
    "    else:\n",
    "        excluded_types_accuracies['total_cells'] += 1\n",
    "        if cell_projections.max() < 0.1:\n",
    "            excluded_types_accuracies['unspecified'] += 1\n",
    "                \n",
    "        if (len(heatmap_excluded_list) < len(filtered_lung_types)) and not (true_type in heatmap_excluded_true_types):\n",
    "            heatmap_excluded_list.append(cell_projections)\n",
    "            heatmap_excluded_true_types.append(true_type)\n",
    "                \n",
    "heatmap_included = pd.concat(heatmap_included_list, axis=1)\n",
    "heatmap_included.columns = heatmap_included_true_types\n",
    "\n",
    "heatmap_excluded = pd.concat(heatmap_excluded_list, axis=1)\n",
    "heatmap_excluded.columns = heatmap_excluded_true_types"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d86183c4-14f4-4f83-bb4f-2341f956b22d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'top1': 2334, 'top3': 2526, 'unspecified': 98, 'total_cells': 2574}\n",
      "{'top1': 0, 'top3': 0, 'unspecified': 26731, 'total_cells': 52826}\n"
     ]
    }
   ],
   "source": [
    "print(included_types_accuracies)\n",
    "print(excluded_types_accuracies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "db3644ac-af99-4e5c-9412-ff75ce7ce5b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "heatmap_included = heatmap_included.reindex(sorted(heatmap_included.columns), axis=1)\n",
    "heatmap_excluded = heatmap_excluded.reindex(sorted(heatmap_excluded.columns), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "id": "de364b43-cbe4-4f93-bb56-ef26d282f725",
   "metadata": {},
   "outputs": [],
   "source": [
    "# What do the signalling AT2 look like? Differentiating basal?\n",
    "type_of_interest = 'Differentiating Basal' #'Signaling Alveolar Epithelial Type 2'\n",
    "current_type_IDs = krasnow_metadata.index[krasnow_metadata.loc[:,'free_annotation'] == type_of_interest]\n",
    "current_raw = krasnow_data.loc[:, current_type_IDs]\n",
    "current_processed = top.process(current_raw)\n",
    "scores = top.score(lung_basis, current_processed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "id": "4d884c2a-3019-4d1e-9cad-4d229bf03bee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "ax = plt.gca()\n",
    "n = 10\n",
    "projections_sorted = scores.sort_values(by=scores.columns[0])\n",
    "projections_top = projections_sorted.iloc[-n:]\n",
    "ax.plot(projections_top.values, projections_top.index, 'o')\n",
    "ax.set_xlabel('Projections')\n",
    "# ax.grid()\n",
    "ax.set_yticks(range(10))\n",
    "ax.set_xticks(np.arange(10)/10.)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "b7078395-da70-4bd4-8526-40b931ec3524",
   "metadata": {},
   "outputs": [],
   "source": [
    "heatmap_list = []\n",
    "\n",
    "for lung_type in lung_basis.columns:\n",
    "    current_type_IDs = krasnow_metadata.index[krasnow_metadata.loc[:, 'free_annotation']==lung_type]\n",
    "    current_type_IDs = np.intersect1d(current_type_IDs, test_IDs) # exclude training data\n",
    "    current_projections = top.score(lung_basis, test_processed.loc[:, current_type_IDs])\n",
    "    heatmap_list.append(current_projections.mean(axis=1))\n",
    "    \n",
    "heatmap_projections = pd.concat(heatmap_list, axis=1)\n",
    "heatmap_projections.columns = lung_basis.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "db0b4efa-b676-45de-87b3-7b03c3fe96d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "lung_types = {'Alveolar Epithelial Type 1': 'AT1',\n",
    "                'Alveolar Epithelial Type 2': 'AT2',\n",
    "                'Basal': 'Basal',\n",
    "                'Club': 'Club',\n",
    "                'Mucous': 'Mucous',\n",
    "                'Ciliated':'Ciliated',\n",
    "                'Airway Smooth Muscle': 'Airway muscle',\n",
    "                'Vascular Smooth Muscle': 'Vascular muscle',\n",
    "                'Pericyte': 'Pericyte',\n",
    "                'Myofibroblast': 'Myofibroblast',\n",
    "                'Adventitial Fibroblast': 'Adventitial fibroblast',\n",
    "                'Alveolar Fibroblast': 'Alveolar fibroblast'\n",
    "                }\n",
    "\n",
    "relabeled_scores = heatmap_projections.loc[:, lung_types.keys()]\n",
    "relabeled_scores = relabeled_scores.loc[lung_types.keys()]\n",
    "relabeled_scores.columns = [lung_types[col] for col in relabeled_scores.columns]\n",
    "relabeled_scores.index = [lung_types[row] for row in relabeled_scores.index]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "bd6f5119-d743-4570-b5f3-5bc25ccdbda7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(relabeled_scores.T, cmap=\"RdBu\", \n",
    "            vmin=-0.5, vmax=0.5, \n",
    "            linewidths=.5, square=True, cbar_kws={'label':'scTOP score'})\n",
    "plt.xlabel('Reference')\n",
    "plt.ylabel('Sample')\n",
    "\n",
    "plt.savefig(\"./manuscript figures/fig3b_lungatlas_heatmap.pdf\", bbox_inches = \"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "02e39b69-00da-48ba-b5a4-ba1521e714bb",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "myenv",
   "language": "python",
   "name": "myenv"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}