Lipids_VMP1_TMEM41B_KO.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "08854c6f-7ac2-426f-8469-ec0a73a6bdb4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "cdfd315a-ddb1-40e9-bede-d70ae2705438",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 89 entries, FA(14:0) to Oleoylcarnitine (C18:1)\n",
      "Data columns (total 9 columns):\n",
      " #   Column       Non-Null Count  Dtype  \n",
      "---  ------       --------------  -----  \n",
      " 0   WT_1         89 non-null     float64\n",
      " 1   WT_2         89 non-null     float64\n",
      " 2   WT_3         89 non-null     float64\n",
      " 3   VMP1KO_1     89 non-null     float64\n",
      " 4   VMP1KO_2     89 non-null     float64\n",
      " 5   VMP1KO_3     89 non-null     float64\n",
      " 6   TMEM41BKO_1  89 non-null     float64\n",
      " 7   TMEM41BKO_2  89 non-null     float64\n",
      " 8   TMEM41BKO_3  89 non-null     float64\n",
      "dtypes: float64(9)\n",
      "memory usage: 7.0+ KB\n"
     ]
    },
    {
     "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>WT_1</th>\n",
       "      <th>WT_2</th>\n",
       "      <th>WT_3</th>\n",
       "      <th>VMP1KO_1</th>\n",
       "      <th>VMP1KO_2</th>\n",
       "      <th>VMP1KO_3</th>\n",
       "      <th>TMEM41BKO_1</th>\n",
       "      <th>TMEM41BKO_2</th>\n",
       "      <th>TMEM41BKO_3</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lipid</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>FA(14:0)</th>\n",
       "      <td>1.283642e+05</td>\n",
       "      <td>1.365266e+05</td>\n",
       "      <td>1.118855e+05</td>\n",
       "      <td>6.522439e+04</td>\n",
       "      <td>5.900123e+04</td>\n",
       "      <td>6.860526e+04</td>\n",
       "      <td>1.539684e+05</td>\n",
       "      <td>1.285882e+05</td>\n",
       "      <td>1.324751e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FA(16:0)</th>\n",
       "      <td>3.037332e+06</td>\n",
       "      <td>3.108886e+06</td>\n",
       "      <td>2.450439e+06</td>\n",
       "      <td>1.808545e+06</td>\n",
       "      <td>1.944503e+06</td>\n",
       "      <td>1.984362e+06</td>\n",
       "      <td>3.297037e+06</td>\n",
       "      <td>2.670896e+06</td>\n",
       "      <td>2.778147e+06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  WT_1          WT_2          WT_3      VMP1KO_1  \\\n",
       "Lipid                                                              \n",
       "FA(14:0)  1.283642e+05  1.365266e+05  1.118855e+05  6.522439e+04   \n",
       "FA(16:0)  3.037332e+06  3.108886e+06  2.450439e+06  1.808545e+06   \n",
       "\n",
       "              VMP1KO_2      VMP1KO_3   TMEM41BKO_1   TMEM41BKO_2   TMEM41BKO_3  \n",
       "Lipid                                                                           \n",
       "FA(14:0)  5.900123e+04  6.860526e+04  1.539684e+05  1.285882e+05  1.324751e+05  \n",
       "FA(16:0)  1.944503e+06  1.984362e+06  3.297037e+06  2.670896e+06  2.778147e+06  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('https://raw.githubusercontent.com/kuanrongchan/TMEM41B-VMP1-KO/main/Lipids_VMP1_TMEM41B_KO.csv',index_col=0)\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0c3b1b5b-875e-4c19-a716-b9e029c7f5e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x2160 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.axes_grid1.axes_divider import make_axes_locatable\n",
    "\n",
    "g = sns.clustermap(df, z_score=0, cmap=\"vlag\", figsize=(10, 30), method='average', robust=True, cbar_kws={\"ticks\":[-1,0,1]})"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}