hek293t_nih3t3_mix_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from glob import iglob\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "mpl.rcParams['axes.titlesize'] = 19\n",
    "mpl.rcParams['axes.labelsize'] = 18\n",
    "mpl.rcParams['legend.fontsize'] = 15\n",
    "mpl.rcParams['legend.markerscale'] = 2\n",
    "mpl.rcParams['xtick.labelsize'] = 16\n",
    "mpl.rcParams['ytick.labelsize'] = 16\n",
    "mpl.rcParams['figure.dpi'] = 100\n",
    "\n",
    "sns.set_style('ticks')\n",
    "colors = [\"#e74c3c\", \"#3498db\", \"#95a5a6\"]\n",
    "\n",
    "sns.set_palette(sns.color_palette(colors))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Collect basic information from idxstats and other qc metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hs_chr10\t133797422\t0\t0\n",
      "hs_chr11\t135086622\t0\t0\n"
     ]
    }
   ],
   "source": [
    "!head -2 hek293_nih3t3_mix/picard_idxstats/HEK293T_NIH3T3_mix_001_f2q30_pmd.idxstats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cell\tmapping_rate\n",
      "HEK293T_NIH3T3_mix_001\t70.97\n"
     ]
    }
   ],
   "source": [
    "!head -2 hek293_nih3t3_mix/qc_metrics/mapping_rate.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>hs</th>\n",
       "      <th>mm</th>\n",
       "      <th>mapping_rate</th>\n",
       "      <th>sequencing_depth</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>HEK293T_NIH3T3_mix_001</th>\n",
       "      <td>6</td>\n",
       "      <td>24</td>\n",
       "      <td>70.97</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HEK293T_NIH3T3_mix_002</th>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>68.97</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        hs  mm  mapping_rate  sequencing_depth\n",
       "HEK293T_NIH3T3_mix_001   6  24         70.97                31\n",
       "HEK293T_NIH3T3_mix_002  12  12         68.97                29"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs = []\n",
    "\n",
    "for i in iglob('hek293_nih3t3_mix/picard_idxstats/*.idxstats'):\n",
    "    cell = i.split('/')[-1][:22]\n",
    "    df = pd.read_table(i, header=None, usecols=[0,2], names=['chroms', cell],\n",
    "                       index_col='chroms', comment='*')\n",
    "    df['genomes'] = df.index.str.extract('(.*)_chr.*', expand=False)\n",
    "    dfs.append(df.groupby('genomes').sum().T)\n",
    "\n",
    "sample_info = pd.concat(dfs)\n",
    "\n",
    "for fh in ['hek293_nih3t3_mix/qc_metrics/mapping_rate.txt',\n",
    "           'hek293_nih3t3_mix/qc_metrics/sequencing_depth.txt']:\n",
    "    df = pd.read_table(fh, index_col=0)\n",
    "    sample_info = sample_info.join(df)\n",
    "\n",
    "sample_info.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10, 50000000.0)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 597,
       "width": 588
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(sample_info, height=6)\n",
    "g.map(plt.scatter, 'sequencing_depth', 'mapping_rate', s=8)\n",
    "g.ax.set_xscale('log')\n",
    "g.ax.set_xlim(10, 5e7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "cells = sample_info.query('sequencing_depth > 1e4 & mapping_rate > 90').copy()\n",
    "cells['ratio'] = cells.hs / cells.mm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(307, 5)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cells.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "cells.loc[cells.query('ratio > 10').index, 'species'] = 'Human'\n",
    "cells.loc[cells.query('ratio < .1').index, 'species'] = 'Mouse'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "cells.fillna('Doublets', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Human       167\n",
       "Mouse       136\n",
       "Doublets      4\n",
       "Name: species, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cells.species.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x111bac518>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 595,
       "width": 547
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(cells, height=6, hue='species')\n",
    "g.map(plt.scatter, 'mm', 'hs', s=10, rasterized=True)\n",
    "\n",
    "g.ax.set_xlabel(r'Mouse ($\\times 10^3$)')\n",
    "g.ax.set_ylabel(r'Human ($\\times 10^3$)')\n",
    "\n",
    "g.ax.set_xticks(range(0, 350000, 50000))\n",
    "g.ax.set_xticklabels([str(i) for i in range(0, 350, 50)])\n",
    "g.ax.set_yticks(range(0, 180000, 25000))\n",
    "g.ax.set_yticklabels(str(i) for i in range(0, 180, 25))\n",
    "\n",
    "g.ax.legend(frameon=False)\n",
    "\n",
    "# plt.savefig('figures/hek293t_nih3t3_mix.pdf',\n",
    "#             bbox_inches='tight', transparent=True)"
   ]
  }
 ],
 "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"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}