example.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pyoncoprint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data downloaded from: https://www.cbioportal.org/results/oncoprint?Z_SCORE_THRESHOLD=2.0&RPPA_SCORE_THRESHOLD=2.0&data_priority=0&profileFilter=0&case_set_id=luad_tcga_pan_can_atlas_2018_cnaseq&gene_list=KRAS%2520HRAS%2520BRAF%2520RAF1%2520MAP3K1%2520MAP3K2%2520MAP3K3%2520MAP3K4%2520MAP3K5%2520MAP2K1%2520MAP2K2%2520MAP2K3%2520MAP2K4%2520MAP2K5%2520MAPK1%2520MAPK3%2520MAPK4%2520MAPK6%2520MAPK7%2520MAPK8%2520MAPK9%2520MAPK12%2520MAPK14%2520DAB2%2520RASSF1%2520RAB25&geneset_list=%20&tab_index=tab_visualize&Action=Submit&genetic_profile_ids_PROFILE_MUTATION_EXTENDED=luad_tcga_pan_can_atlas_2018_mutations&genetic_profile_ids_PROFILE_COPY_NUMBER_ALTERATION=luad_tcga_pan_can_atlas_2018_gistic&cancer_study_list=luad_tcga_pan_can_atlas_2018\n",
    "df = pd.read_csv('./tcga.tsv', sep='\\t', header=0, index_col='track_name').drop(columns=['track_type'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "cmap = plt.get_cmap('jet')\n",
    "\n",
    "annotation_types = ['Tumor Type', 'Cancer Type', 'Sex']\n",
    "annotations = {}\n",
    "for idx, (annot_type, annots) in enumerate(zip(annotation_types, df.loc[annotation_types].to_numpy())):\n",
    "    uniq_annots = np.unique(np.ravel(annots))\n",
    "    annotations[annot_type] = {\n",
    "        'annotations': annots,\n",
    "        'colors': {k: v for k, v in zip(uniq_annots, cmap(np.linspace(0, 1, uniq_annots.size, dtype=float)))},\n",
    "        'order': idx,\n",
    "    }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.drop(index=annotation_types)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Marker definition\n",
    "#\n",
    "# If marker is 'fill' or 'rect': A rectangular patch will be drawn in the cell.\n",
    "#     Possible keywords:\n",
    "#         width and height: in ratio (from 0 to 1). The patch will be centered in the cell.\n",
    "#         zindex: The index of the object in z-axis (defult is 1).\n",
    "#                 The one with higher zorder is always in front of another one with lower zorder.\n",
    "#         Any other keywords: kwargs for a `PatchCollection` object.\n",
    "#\n",
    "# If marker is a Patch object: The Patch object will be drawn in the cell.\n",
    "#                              The object should be within the cell coordinates, i.e (0,0) ls bottom left, (1,1) is top right.\n",
    "#     Possible keywords:\n",
    "#         marker: Patch object\n",
    "#         width and height: in ratio (from 0 to 1). The patch will be centered in the cell.\n",
    "#         zindex: z-index.\n",
    "#         Any other keywords: kwargs for a `PatchCollection` object.\n",
    "#\n",
    "# If marker is not any of above: Any available marker defined in `https://matplotlib.org/3.1.3/api/markers_api.html`\n",
    "#                                will be drawn using 'scatter' plotting method.\n",
    "#     Possible keywords:\n",
    "#         zindex: z-index.\n",
    "#         Any other keywords: kwargs for 'scatter', including 'marker'.\n",
    "\n",
    "from matplotlib.patches import Polygon, Rectangle\n",
    "import numpy as np\n",
    "\n",
    "mutation_markers = {\n",
    "    \"Amplification\": dict(\n",
    "        marker=\"fill\",\n",
    "        color=\"red\",\n",
    "        zindex=0\n",
    "    ),\n",
    "    \"Deep Deletion\": dict(\n",
    "        marker=\"fill\",\n",
    "        color=\"blue\",\n",
    "        zindex=0\n",
    "    ),\n",
    "    \"Fusion\": dict(\n",
    "        marker=\"*\",\n",
    "        color=\"purple\",\n",
    "        lw=0,\n",
    "        zindex=2\n",
    "    ),\n",
    "    \"Inframe Mutation (putative driver)\": dict(\n",
    "        marker=\"fill\",\n",
    "        color=\"brown\",\n",
    "        height=0.5,\n",
    "        zindex=1\n",
    "    ),\n",
    "    \"Missense Mutation (putative driver)\": dict(\n",
    "        marker=Polygon([[0, 0], [1, 1], [1, 0]]),\n",
    "        color=\"green\",\n",
    "        linewidth=0,\n",
    "        zindex=1\n",
    "    ),\n",
    "    \"Missense Mutation (putative passenger)\": dict(\n",
    "        marker=\"fill\",\n",
    "        color=\"lime\",\n",
    "        height=0.5,\n",
    "        zindex=1\n",
    "    ),\n",
    "    \"Truncating mutation (putative driver)\": dict(\n",
    "        marker=\"fill\",\n",
    "        color=\"black\",\n",
    "        height=0.5,\n",
    "        zindex=1\n",
    "    ),\n",
    "    \"Truncating mutation (putative passenger)\": dict(\n",
    "        marker=\"fill\",\n",
    "        color=\"yellow\",\n",
    "        height=0.5,\n",
    "        zindex=1\n",
    "    ),\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "small_df = df.loc[:, 'TCGA-75-5122':'TCGA-55-8616']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "small_op = pyoncoprint.OncoPrint(small_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = small_op.oncoprint(mutation_markers,\n",
    "                         annotations=annotations,\n",
    "                         figsize=[20, 20],\n",
    "                         gap=[0.3, 0.1],                     # gap between cells (ratio)\n",
    "                         title=\"TCGA Lung Adenocarcinoma (PanCancer Atlas), default sort method\",\n",
    "                         is_topplot=True, is_rightplot=True, is_legend=True)\n",
    "# return values: figure, (oncoprint_axis, oncoprint_dual_axis, axis_top_barplot, axis_right_barplot, axis_legend)\n",
    "fig.patch.set_facecolor('white')\n",
    "plt.savefig(\"oncoprint_square.png\")\n",
    "pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "op = pyoncoprint.OncoPrint(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 7200x1440 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = op.oncoprint(mutation_markers,\n",
    "                         annotations=annotations,\n",
    "                         figsize=[100, 20],\n",
    "                         gap=[0.3, 0.1],                     # gap between cells (ratio)\n",
    "                         title=\"TCGA Lung Adenocarcinoma (PanCancer Atlas), default sort method\",\n",
    "                         is_topplot=True, is_rightplot=True, is_legend=True)\n",
    "# return values: figure, (oncoprint_axis, oncoprint_dual_axis, axis_top_barplot, axis_annotations, axis_right_barplot, axis_legend)\n",
    "fig.patch.set_facecolor('white')\n",
    "pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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VuUJh851Lly5pypQp+vjjj+VwONyuuVWrVk0Oh8MaI4qyPuEun1di/sb8La/yaF+u5im58j4nu3vWd6V9+/bWM1Jh793SpUu1adMmDRw4UA6HQ7NmzdKRI0fUoUMHdejQQZL7dYS8z/nFWXOTpMqVK6tt27bau3dvgTFScv15sat54vXOsa73u0iF9UdXfuZ5JdZ1WNdx9/m+q8+upMKfZfIeX9w5X97xVZK6d++uhIQEZWVlKTY21lq/Kawef/PNN3I6nda6+Wuvvab33ntPtWrVkiR5e3tr8ODBklzP71xx1Ufm/ezH1XzY1fd6MjIyNGfOHL399ttWX1yvXj3rM0raAAAAAAAAAAAAAAAAAAAAAABUcOYmMXXqVDN9+vQyu152drbJysoqsH3VqlXmkUceKbN8lARpmts/d2rUqFFg2+DBg82SJUsKHBMfH29q1aplDh06ZLKyskxwcLBZu3atOX/+vGnQoIHZv3+/McaYfv36maioqEKv94c//MF88MEHJjU11dSvX99cunTJGGPM888/b8aOHWsdd+bMGWOMMT4+PubkyZPmwIEDplKlSmbLli3GGGNiYmLMhx9+aIwx5tSpU9Z5kyZNMrNnz7buIyoqymRmZhYrL08//bR58cUXjTHGLF++3EgyJ0+eNDt27DDdu3e3jhs5cqRZsGCBMcYYSeZf//qXMcaY5557zrz88svGGGO6d+9u5s+fb4wxZu7cuVbd6tu3r5k5c6YxxpjMzExz9uxZY4wxp0+fNsYYk5GRYXx9fa17k2Q+/vhjY4wxFy9eNI0aNTIbNmwwxhiTmppqLl++bOLj461ynzp1qgkJCTEXLlwwJ0+eNHfeeae5dOmS2bRpk/Hz8zPp6ekmLS3NtGrVymzevNkq323btpmsrCzjdDrNkCFDTHZ2tvn888+tfOdey5icttKrV69Cy7asSMdc/rlzo9R76tr11bX9+/cbp9Npvc7N15o1a0z79u2NMcZERUWZ+Ph4s3XrVuNwOAqkMW7cODNr1iyTlpZm7Ha7adq0qRk5cqRJSEjId1xERITZtGlToe9vWVGI6z93qO+3Rn2/Uo0aNczWrVtN7969zfnz543dbs+X13nz5plRo0YZY4w5duyYadKkiVmzZo1p2rSpVR4dO3Y0u3fvNsYY88MPP5gOHToYY4zp0aOH9R688847hdYhd20md+w2xpiNGzeasLAwq/z8/f1NRkaGOXnypGnQoIE5fPhwvnwbY8z8+fOtOcGuXbtMYGCg2/P/+9//muHDh1tzu6ioKPPtt99etQxLi951/+dOWbbX3PPtdrtp0KCBad68uUlNTTXG5JS10+k0GRkZxhhj4uLiTGxsrDHGmJ9//tncd9995vz582bevHmmUaNG5uzZs+b8+fPm97//vfnll1/MiRMn8uUht865akN572vp0qUmIiLCZGZmmmPHjpn77rvPHDlSRjRrAAAgAElEQVRyxBw4cMD4+vq6zc+5c+fM+fPnjTHG7N6926o7ec998803zZQpU4wxxhw5csQ0bdrUGGPMhAkTrLnl//73P9O0aVOTnp7u8lp5662rNjxv3jxz7733Wvef16xZs8y4ceMKbDfGmMuXL1vvxcmTJ02TJk1Mdna2OXDggPHw8DDr1683xhiX5Zy3/Q8ePNj06dPHZGVlme3bt5smTZq4Lef4+Hjj7e1tjhw5Yi5cuGDq169vlddbb71ltc0zZ86Y7OxsY4wxc+bMMX/84x8LvZdcue/BF198YZ599llz6NAh07FjxwJ5Layur1ixwoSEhJhz587lu8+8x/v4+FjPAO+++675wx/+YIwxZvTo0WbatJznoa+//trY7XZjTMFnT19fX3PgwAGzdOlSM2zYMGt77jhSHmqeO+n2zx36EvoSY27tvmT//v2mefPmJjMz04waNcrMmzfPGGOMzWaz5iSTJ0+2rhMWFmal/e9//9t06tSp0PRz20mbNm3MmTNnzLBhw0xCQkK+dYncOmCMMdOnTzdTp041xhjTunVr89lnnxljjFWP8h7vqp4fPnzY3HfffebEiRPm8uXLpkOHDmbZsmXGmPxtecmSJWbw4MHGGGP8/PzMr7/+aozJqWflpa+Z7/bPnbLsp6Kjo83nn39eaD7y1vP+/fubtWvXGmOMOXjwoGnRooUxpuTbpru5a+49X1nX8nr55ZfNSy+9ZLKysoyPj485fvy4McaYGTNmmCFDhhhjjNm6daupVKmS2bhxozl58qQJDQ016enpxhhjXn/9deu5rLjjp6u1u9wyyMzMNGFhYWbr1q1W+n/5y1+s40ujnUgyK1asMMYY07NnT9O5c2dz6dIlk5SUZOXbVb9eXty1HHfKenyPiooys2bNMm+//bZZt26diY2NzTeHyr22q2fpK9uIuzGjSpUqZt++fSYzM9NERERY9+Subr3yyivGGGMWLFiQ75n9yvwZkzMObNy48app5q2v4eHh1jr0hAkTrLaSV0ZGhrnnnnvMuXPnzF//+lfz9NNPG2OMVc67d+822dnZJiYmxsqjq7lCceu/q/G7qH1Wac2x27VrZ7XBatWq5Wufue02b7/52GOPWes+5eWkqenyz50brU3mrecnT540Pj4+xhhj3nvvPdOrVy+rXuSWf97ji7v+5uo+4+LirLaZmZlpfvvttwL38ssvv5j777/fGJPTHmbMmGGMyZlT59b1ixcvmrZt2151jC7uOl1ycrJp1qyZtWaVWxau5qRXPs+UVlk++uij1lrh7bffnm8dMbcfctV3lZslcv13FeXRdozJ+RzRx8fHJCcnu5wbuBuT8q53FjZnc5dm9erVrbweOHDABAQEGGOMycrKMo0bN873GWeuDz/80AwdOtQYY0xISIhJTEw0xhjz6aefWuPp4cOHjbe3t1myZIm5dOmSCQkJMSdOnDDGGLN48WJrbujqecjVc6qruu6q/w4LCzMjR4609rlaoy/q+7pr1y5jjDGDBg2y0vHx8THvvfeeMSbnMx2bzWZ+++03c+LECVO3bl1jjOtn4HITI9d/bpRlG9myZYupW7euCQ4ONpMmTbI+K8h7jSVLlpiHHnrIZGVlmaNHj5ratWtfda7gbr6T27dfKW97PXPmjHE6nebo0aPGmKKtT7jLZ17M326N+dsxyeWfOzdC+3I1T8l77bzji6tn/SvlnY+88cYbpm/fnOdLd3133nTyjnNXW0fI+9xUlDW3K8fLBx54wKxYsaLAGOnq82J388TrnWNd73eRCuuPrvzM80qs69z86zrTJJd/V3O1z/ddfXbl6lnmymfC4sz5rhyXc79Xs2nTJhMREWFtL2z9ecqUKVbd++2330zt2rULvV9387u8/VBuWyxKH+lqPpyrsO/1uPquUC7aAAAAAAAAAAAAAAAAAAAAAABUbJ5lGh26hOzdu1cOh8N6/frrr+uVV16RJD344IP64x//qNDQULVq1UqbNm1SdHS0mjZtqmnTplnnvPHGG/Lz85Ofn5/efvttK10/Pz+NGDFCTqdTR48evWpe/v3vf6t///7W6y+//FIDBgzQhQsXVKdOHY0ZM0YBAQHq0qWLzpw5I0navXu3IiMjFRgYqPDwcO3du7ckiuWG0Lp1azVo0ECenp5yOBxKSUnRzp071bhxYzVq1EiS8pVXXpcuXdKKFSvUs2dP1apVS23atNHKlSslSatXr9aoUaOsY++4444C5zdq1MiqF4GBgUpJSZEkJScnKzQ0VDabTQsXLtT27dutc2JiYlSpUqVi5WXNmjV67LHHJElRUVFWXr7++mslJiYqKChIDodDX3/9tfbv3y9Juu2229S9e/cCeVu/fr0GDBggSRo0aJDWrVsnSfrmm280cuRISVKlSpXk7e0tSZo9e7bsdruCg4N16NAh7dmzxzqmd+/ekqRdu3bpnnvuUVBQkCSpVq1aqly5coF7jIqKUpUqVVSnTh3dddddOn78uNatW6fo6GjVqFFDNWvWVK9evbR27VqrfG02mzw9PeXr66tOnTrJw8NDNpvNup/U1FTFxMTIz89PzzzzTL6yvpWVVr2nrl1fXTt69Kjq1q1bYHtoaKgkWdeTJGOMPDw8Chybu71mzZpKTEzU3/72N9WtW1ePPvqo5s+fbx1311136ciRIwXOvxVR32/M+l4Yf39/paSkaNGiRerWrZvL4+rVq6eXXnpJHTp00IwZM3TnnXcqPT1d33//vWJiYuRwOPTkk09a86LvvvvOeo8HDRpUaJpXazOuPPLII6pWrZrq1KmjDh06aMOGDQWOiYmJ0fLly3X58mX94x//UGxsrNvzV65cqZUrVyogIEBOp1M7d+603uNb3fW0Vymnv0xKStKhQ4c0ZMgQPf/889a+hx9+WNWqVZMkrVu3zqoLLVq0kI+Pj3bv3i1J6tSpk7y9vVW1alW1atVKBw8e1A8//KD27dtbebjzzjutdAtrQ3mtW7dO/fv3V6VKlVSvXj2FhYVp48aNBY4pLD+XL1/W8OHDZbPZFBMTox07dhS45759+2rJkiWSpE8++UQxMTGSpJUrV+r111+Xw+FQeHi4Lly4oF9++cXtvedy14Y7d+6c7/6LwhijiRMnyt/fXxERETp8+LBVTj4+PgoODpYkt+WcV8+ePeXp6alWrVpZ6bgr56CgIN1zzz2qUqWKmjRposjISEnK12/9+uuv6tKli2w2m6ZPn17kfqtr165atWqVFi1apEcffbRI56xevVpDhgxR9erV3d5nr169JOUfL/K+fx07dtTp06eVmprq8lo2m02rV6/WCy+8oLVr11rjyK2OvoS+5GbrSxo1aqTWrVvro48+sralpqbq7NmzCgsLkyQNHjxYa9assfYX1ke40qtXLy1evFg//vij9WzhTlpamg4fPqzo6GhJUtWqVa0+K6/C6vnGjRsVHh6uunXrqnLlyho4cGC+fBemXbt2io2N1Zw5c5SVlXXV/N0KrrefKorVq1dr9OjRcjgcevjhh/Xbb78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AAAAAAAAAAAAAAAAAAAAAAAAAAECNR8JmAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABQ45GwGQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA1HgkbAYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADUeCZsBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAECNR8JmAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABQ45GwGQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA1HgkbAYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADUeCZsBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAECN9/+RGFjDHGH+UwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 7200x1440 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = op.oncoprint(mutation_markers,\n",
    "                         gene_sort_method='unsorted',\n",
    "                         sample_sort_method='unsorted',\n",
    "                         annotations=annotations,\n",
    "                         figsize=[100, 20],\n",
    "                         gap=[0.3, 0.1],                     # gap between cells (ratio)\n",
    "                         title=\"TCGA Lung Adenocarcinoma (PanCancer Atlas), unsorted (preserving the order in the TSV file)\",\n",
    "                         is_topplot=True, is_rightplot=True, is_legend=True)\n",
    "# return values: figure, (oncoprint_axis, oncoprint_dual_axis, axis_top_barplot, axis_annotations, axis_right_barplot, axis_legend)\n",
    "fig.patch.set_facecolor('white')\n",
    "pass"
   ]
  }
 ],
 "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": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}