plot_abundance_uropods.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import itertools\n",
    "from scipy.stats import spearmanr\n",
    "\n",
    "from pathlib import Path\n",
    "\n",
    "import os\n",
    "import sys  \n",
    "\n",
    "# set path for pixelator directory \n",
    "sys.path.insert(0, \"/Users/janrkauert/pixelator/\")\n",
    "\n",
    "# load functions from pixelator\n",
    "from pixelator.pixeldataset import PixelDataset\n",
    "from pixelator.graph import Graph\n",
    "\n",
    "# load standard workflow single cell functions\n",
    "from colocalization_measures.plot import plot_mutliple_markers\n",
    "from colocalization_measures.higher_order_similarity import calculate_higher_order_similarity\n",
    "from colocalization_measures.adjusted_local_assortativity import calculate_adjusted_local_assorativity\n",
    "from colocalization_measures.colocalization_scores import create_colocalization_scores\n",
    "\n",
    "# get directory with graph eval files\n",
    "path_name = \"C:/Users/janrh/Downloads/Pixelator_data\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Uropod_CD54_fixed_RANTES_stimulated.dataset.pxl\n"
     ]
    }
   ],
   "source": [
    "# new graph for all data\n",
    "sample_list = []\n",
    "pxl_data_list = []\n",
    "\n",
    "for index_place, file in enumerate(sorted(os.listdir(path_name))[1:2]):\n",
    "    \n",
    "    # get name of current file in directory\n",
    "    filename = os.fsdecode(file)\n",
    "\n",
    "    # load marker edge list\n",
    "    pxl_data = PixelDataset.from_file(path_name + \"/\" + filename)\n",
    "    edge_list_df = pxl_data.edgelist   \n",
    "\n",
    "    edge_list_df.columns = [col.lower() for col in edge_list_df.columns]\n",
    "\n",
    "    # build the graph\n",
    "    graph = Graph.from_edgelist(edgelist=edge_list_df,\n",
    "                                add_marker_counts=True,\n",
    "                                simplify=False,\n",
    "                                use_full_bipartite=False)\n",
    "    mega_graph = graph._raw\n",
    "    \n",
    "    # add filename as a vertex attribute\n",
    "    mega_graph.es[\"sample\"] = [filename] * mega_graph.ecount()\n",
    "\n",
    "    sample_list.append(mega_graph)\n",
    "    pxl_data_list.append(pxl_data)\n",
    "\n",
    "    print(filename)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# select sample to work on\n",
    "sample_index = 0\n",
    "\n",
    "# subgraphs of the selected sample\n",
    "graph_component_subgraphs = sample_list[sample_index].components().subgraphs()\n",
    "\n",
    "# load edge list from pixelator dataset\n",
    "df = pxl_data_list[sample_index].edgelist\n",
    "\n",
    "# create dictionary form all pixel names for each component\n",
    "dict_comp_A = dict(zip(df[\"upia\"].values, df[\"component\"].values))\n",
    "dict_comp_B = dict(zip(df[\"upib\"].values, df[\"component\"].values))\n",
    "\n",
    "# create a set for all UPIA and UPIB for fast assessments\n",
    "set_comp_A_pixels = set(df[\"upia\"].values)\n",
    "set_comp_B_pixels = set(df[\"upib\"].values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# marker combinations from the MPX paper\n",
    "combinations = [\"CD162_CD50\", \"CD162_CD37\", \"CD37_CD50\", \"B2M_CD162\", \"CD26_CD29\",\n",
    "                \"CD37_CD45RB\", \"CD162_CD45\", \"CD162_HLA-ABC\", \"CD162_CD18\", \"CD162_CD26\",\n",
    "                \"CD18_CD50\", \"CD50_HLA-ABC\", \"CD26_CD50\", \"CD45_CD50\", \"CD18_CD26\", \n",
    "                \"CD18_CD37\", \"CD37_CD45\", \"B2M_CD50\", \"B2M_CD37\", \"CD37_HLA-ABC\",\n",
    "                \"CD50_CD7\", \"CD50_CD86\", \"CD16_CD37\", \"CD37_CD52\", \"CD48_CD50\", \"CD29_HLA-ABC\",\n",
    "                \"CD50_CD59\", \"CD44_CD59\", \"CD162_CD59\", \"CD37_CD59\", \"CD2_CD37\", \"CD37_CD3E\",\n",
    "                \"CD2_CD50\", \"CD3E_CD50\", \"CD162_CD2\", \"CD162_CD3E\", \"CD50_CD43\", \"CD44_CD37\", \"CD44_CD18\", \"CD11a_CD18\"]\n",
    "\n",
    "new_combinations = []\n",
    "for combi in combinations:\n",
    "\n",
    "    # transform combinations into workable format\n",
    "    marker_1, marker_2 = combi.split(\"_\")\n",
    "    new_combinations.append((marker_1, marker_2))\n",
    "\n",
    "# select markers for later method\n",
    "combinations = new_combinations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "marker_names = list(set(sum(new_combinations, ())))\n",
    "path_data = \"C:/Users/janrh/Documents/GitHub/TDA-local-assortativity-paper/S3\"\n",
    "\n",
    "# calculate pairwise colocalization scores\n",
    "similarity_measure_df = create_colocalization_scores(marker_names, path_data, combinations)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "smlr_df = similarity_measure_df.mean(axis=1)\n",
    "\n",
    "# create new dataframe to store the abundance of the markers per component\n",
    "df_abundance = pd.DataFrame()\n",
    "df_abundance[\"markers\"] = marker_names\n",
    "\n",
    "\n",
    "for comp_index, component in enumerate(graph_component_subgraphs):\n",
    "\n",
    "    list_abundace_comp = []\n",
    "    for marker in marker_names:\n",
    "        \n",
    "        # get the total number of marker counts for each marker in the list\n",
    "        abundance = [vertex[\"markers\"][marker] for vertex in component.vs]\n",
    "        list_abundace_comp.append(sum(abundance))\n",
    "\n",
    "    df_abundance[\"comp_\" + str(comp_index)] = list_abundace_comp\n",
    "    \n",
    "# set index dataframe and get mean abundance for each marker across all components\n",
    "df_abundance = df_abundance.set_index(\"markers\")\n",
    "df_abundance = df_abundance.mean(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "max_abundance = []\n",
    "for marker_combination in smlr_df.index.values:\n",
    "\n",
    "    # get marker names from the combinations in the similarity dataframe\n",
    "    marker_0 = marker_combination.split(\"_\")[0]\n",
    "    marker_1 = marker_combination.split(\"_\")[1]\n",
    "\n",
    "    # get maximum abundance for the marker pair based on the abundance dataframe\n",
    "    max_abundance.append(np.max([df_abundance[df_abundance.index == marker_0].values[0], \n",
    "                                 df_abundance[df_abundance.index == marker_1].values[0]]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 2000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_theme(font_scale=2.2)\n",
    "\n",
    "# merge abundance DataFrame and similarity DataFrame\n",
    "abundance_vs_smlr_df = pd.DataFrame({\"markers\": smlr_df.index.values, \"Colocalization\": smlr_df.values, \"Abundance\": max_abundance})\n",
    "abundance_vs_smlr_df = abundance_vs_smlr_df.set_index(\"markers\")\n",
    "\n",
    "# create a scatter plot highlithing the correlation between abundance and pairwise colocalization\n",
    "sns.set(rc={'figure.figsize':(20, 7)})\n",
    "ax = sns.scatterplot(x=abundance_vs_smlr_df.index.values, y=abundance_vs_smlr_df[\"Abundance\"], \n",
    "                hue=abundance_vs_smlr_df[\"Colocalization\"], palette=\"flare\", size=abundance_vs_smlr_df[\"Colocalization\"], linewidth=0)\n",
    "\n",
    "# add labels and adjust text size\n",
    "plt.xlabel(\"Marker combinations\", fontsize=20)\n",
    "plt.ylabel(\"Abundance\", fontsize=20)\n",
    "plt.xticks(rotation=90, fontsize=18)\n",
    "plt.yticks(fontsize=18)\n",
    "plt.setp(ax.get_legend().get_title(), fontsize=\"17\")\n",
    "plt.setp(ax.get_legend().get_texts(), fontsize=\"17\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"figure_paper.eps\")"
   ]
  }
 ],
 "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": "3.11.4"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}