enrichment.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Making a beautiful animated enrichment plot around the clock"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For one of his papers, a colleague of mine asked me to generate an animation of a polar plot representing the enrichment of somes metabolic genes around the clock. By now, the [paper](https://www.pnas.org/doi/10.1073/pnas.2015803118) has actually been published! Let's see how this can be done in Python."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#load important libraries\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from IPython.display import set_matplotlib_formats\n",
    "import seaborn as sn\n",
    "from scipy import interpolate\n",
    "from matplotlib import animation\n",
    "from scipy import signal\n",
    "from IPython.display import HTML\n",
    "\n",
    "# More aesthetic plots\n",
    "sn.set()\n",
    "sn.set_style(\"white\")\n",
    "current_palette = sn.color_palette()\n",
    "\n",
    "# High resolution plot\n",
    "import matplotlib_inline.backend_inline as backend_inline \n",
    "backend_inline.set_matplotlib_formats('png2x')\n",
    "\n",
    "# Remove warnings for the final notebook\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "He directly provided me with the dataset, which you can find on the link to the paper above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Load data\n",
    "df = pd.read_csv('statistics_enrichment_df.txt', sep=\"\\t\", error_bad_lines=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first thing we want to do is smooth a bit the results, as the plots are very... angular, otherwise. To this end, we use a Savitzky-Golay filter."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def smooth(l_r ):\n",
    "    l_r = signal.savgol_filter(l_r, 11, 3)\n",
    "    return l_r\n",
    "\n",
    "#functions to get pv and draw them\n",
    "def get_value_from_terms(term): \n",
    "    sodium_transport_KO = df.loc[(df.Var1 == term)&(df.model == 'CBKO')]\n",
    "    sodium_transport_WT = df.loc[(df.Var1 == term)&(df.model == 'System_driven')]\n",
    "\n",
    "    l_pv_KO = -np.log10(sodium_transport_KO['value'])\n",
    "    l_angle_KO = sodium_transport_KO['Var2']/24*2*np.pi\n",
    "\n",
    "    l_pv_WT = -np.log10(sodium_transport_WT['value'])\n",
    "    l_angle_WT = sodium_transport_WT['Var2']/24*2*np.pi\n",
    "    \n",
    "    #smooth\n",
    "    l_pv_KO  = smooth(l_pv_KO)\n",
    "    l_pv_WT = smooth(l_pv_WT)\n",
    "    return l_pv_KO, l_angle_KO, l_pv_WT, l_angle_WT\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We then interpolate the signal around the clock, so that the final animation is smooth."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def interpolate_go(ll_angle, ll_radius, l_label, res):\n",
    "    pal = sn.color_palette(\"hls\", res * (len(ll_angle) - 1) + 1)\n",
    "    ll_angle_new = []\n",
    "    ll_radius_new = []\n",
    "    l_label_new = []\n",
    "    l_color_new = []\n",
    "\n",
    "    tspan = np.linspace(0, 1, len(ll_angle), endpoint=True)\n",
    "    ll_angle = np.array(ll_angle)\n",
    "    ll_radius = np.array(ll_radius)\n",
    "    for j in range(ll_angle.shape[1]):\n",
    "        f_angle = interpolate.interp1d(tspan, ll_angle[:, j])\n",
    "        f_radius = interpolate.interp1d(tspan, ll_radius[:, j])\n",
    "        new_tspan = np.linspace(0, 1, (len(ll_angle) - 1) * res + 1, endpoint=True)\n",
    "\n",
    "        ll_angle_new.append(f_angle(new_tspan))\n",
    "        ll_radius_new.append(f_radius(new_tspan))\n",
    "\n",
    "    ll_angle_new = np.array(ll_angle_new).T\n",
    "    ll_radius_new = np.array(ll_radius_new).T\n",
    "\n",
    "    for i in range(len(ll_angle) - 1):\n",
    "        for j in range(res):\n",
    "            l_label_new.append(l_label[i])\n",
    "            l_color_new.append(pal[i * res + j])\n",
    "\n",
    "    l_label_new.append(l_label[-1])\n",
    "    l_color_new.append(pal[-1])\n",
    "\n",
    "    # repeat value when right on term to give a nice transition effects\n",
    "    ll_angle_smooth = np.array([ll_angle_new[0, :] for j in range(2 * res)])\n",
    "    ll_radius_smooth = np.array([ll_radius_new[0, :] for j in range(2 * res)])\n",
    "    l_label_smooth = [l_label_new[0] for j in range(2 * res)]\n",
    "    l_color_smooth = [l_color_new[0] for j in range(2 * res)]\n",
    "\n",
    "    for i in range(0, len(ll_angle) - 1):\n",
    "        ll_angle_smooth = np.vstack((ll_angle_smooth, ll_angle_new[i * res : (i + 1) * res]))\n",
    "        new_block = np.array([ll_angle_new[(i + 1) * res, :] for j in range(2 * res)])\n",
    "        ll_angle_smooth = np.vstack((ll_angle_smooth, new_block))\n",
    "\n",
    "        ll_radius_smooth = np.vstack((ll_radius_smooth, ll_radius_new[i * res : (i + 1) * res]))\n",
    "        new_block = np.array([ll_radius_new[(i + 1) * res, :] for j in range(2 * res)])\n",
    "        ll_radius_smooth = np.vstack((ll_radius_smooth, new_block))\n",
    "\n",
    "        l_label_smooth = l_label_smooth + [\"\" for k in l_label_new[i * res : (i + 1) * res]]\n",
    "        l_label_smooth = l_label_smooth + [l_label_new[(i + 1) * res] for j in range(2 * res)]\n",
    "\n",
    "        l_color_smooth = l_color_smooth + l_color_new[i * res : (i + 1) * res]\n",
    "        l_color_smooth = l_color_smooth + [l_color_new[(i + 1) * res] for j in range(2 * res)]\n",
    "\n",
    "    return ll_angle_smooth, ll_radius_smooth, l_label_smooth, l_color_smooth\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now need to add a bit of contextual information to the plot, and animate it with FuncAnimation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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       "\">\n",
       "  Your browser does not support the video tag.\n",
       "</video>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#SYSTEM DRIVEN terms\n",
    "l_terms = ['RIBOSOME BIOGENESIS%GOBP%GO:0042254', #ZT15\n",
    "          'CHAPERONE-MEDIATED PROTEIN FOLDING%GOBP%GO:0061077', #ZT18\n",
    "          'MRNA SPLICING%REACTOME%R-HSA-72172.3', #ZT19\n",
    "          'FATTY ACID BIOSYNTHETIC PROCESS%GOBP%GO:0006633', #ZT20\n",
    "          'REGULATION OF CHOLESTEROL BIOSYNTHESIS BY SREBP (SREBF)%REACTOME DATABASE ID RELEASE 66%1655829',  #ZT21\n",
    "          'HALLMARK_MTORC1_SIGNALING%MSIGDB_C2%HALLMARK_MTORC1_SIGNALING',  #ZT18\n",
    "          'INSULIN RECEPTOR SIGNALING PATHWAY%GOBP%GO:0008286', #'RESPONSE TO INSULIN%GOBP%GO:0032868', #ZT12\n",
    "          'LIPID METABOLIC PROCESS%GOBP%GO:0006629',  #ZT10\n",
    "          ]\n",
    "\n",
    "l_titles = [\n",
    "          'Ribosome biogenesis (ZT17)', #ZT15\n",
    "          'Protein folding (ZT18)', #ZT18\n",
    "          'mRNA splicing (ZT19)', #ZT19\n",
    "          'Fatty acid biosynthetic process (ZT20)', #ZT20\n",
    "          'Cholesterol biosynthesis & SREBP (ZT21)', #ZT21\n",
    "          'mTOR signaling (ZT22)', #ZT18\n",
    "          'Insulin signaling (ZT10)', #ZT09\n",
    "          'Lipid catabolism (ZT11)',  #ZT10\n",
    "          ]\n",
    "          \n",
    "ll_pv = []\n",
    "ll_angle = []\n",
    "l_label = []\n",
    "res = 100\n",
    "for k, term in enumerate(l_terms):\n",
    "    l_pv_KO, l_angle_KO, l_pv_WT, l_angle_WT = get_value_from_terms(term)\n",
    "    \n",
    "    #ensure no negative term\n",
    "    l_pv_KO = [x if x>=0 else 0.00001 for x in l_pv_KO ]\n",
    "    l_pv_WT = [x if x>=0 else 0.00001 for x in l_pv_WT ]\n",
    "\n",
    "\n",
    "    ll_pv.append([i for i,x in zip(l_pv_WT, l_angle_WT) if x>=0 and x<=2*np.pi])\n",
    "    ll_angle.append([x for i,x in zip(l_pv_WT, l_angle_WT) if x>=0 and x<=2*np.pi])        \n",
    "\n",
    "\n",
    "    l_label.append(term)\n",
    "\n",
    "\n",
    "        \n",
    "ll_angle, ll_pv, l_label, l_color = interpolate_go(ll_angle, ll_pv, l_titles, res)\n",
    "    \n",
    "\n",
    "# Initialise the spider plot\n",
    "fig = plt.figure(figsize = (15,15))\n",
    "ax1 = fig.add_subplot(111,projection='polar')\n",
    "\n",
    "# Draw one axe per variable + add labels labels yet\n",
    "ticks = ['ZT' + str(x) for x in range(0,24,3)]\n",
    "ax1.set_xticklabels(ticks, size=22)\n",
    "ax1.tick_params(pad = 30)\n",
    "\n",
    "ax1.set_ylim([0,6])\n",
    "ax1.set_yticks([2,4,6])\n",
    "ax1.set_yticklabels([r\"$10^{-2}$\",r\"$10^{-4}$\",r\"$10^{-6}$\"], color=\"grey\", size=18)\n",
    "\n",
    "# Draw ylabels\n",
    "ax1.set_rlabel_position(50)\n",
    "ax1.set_theta_direction(-1)\n",
    "ax1.set_theta_zero_location(\"N\")\n",
    "\n",
    "# Plot data\n",
    "l, = ax1.plot(ll_angle[0], ll_pv[0], '.-', linewidth=1.5, markersize=3, label = l_label[0], color = 'red')\n",
    "f, = ax1.fill(ll_angle[0], ll_pv[0], alpha=0.15, color= 'red', label='_nolegend_')\n",
    "\n",
    "#redefine color according to dominant angle\n",
    "pal = sn.color_palette(\"hls\", 360)\n",
    "\n",
    "def update(i):    \n",
    "    angle_dom = ll_angle[i][np.argmax(ll_pv[i])]\n",
    "    color = pal[int(round(angle_dom/(2*np.pi)*360))%(360)] \n",
    "    l_color[i] = color\n",
    "    \n",
    "    l.set_data(ll_angle[i], ll_pv[i] )\n",
    "    l.set_color(l_color[i])\n",
    "    f.set_xy(np.vstack((ll_angle[i], ll_pv[i]) ).T)\n",
    "\n",
    "    f.set_color(l_color[i])\n",
    "    plt.title(l_label[i%(len(l_label))]+ '\\n', size=25, color = l_color[i])\n",
    "    #plt.tight_layout()\n",
    "    return l, \n",
    "\n",
    "ani = animation.FuncAnimation(fig, update, frames=len(l_color), interval=10, blit=True)\n",
    "HTML(ani.to_html5_video())\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's all folks! I'm sorry if the explanations are a bit short, I just found back this notebook in a dusty folder, and thought it could be useful to someone, one day."
   ]
  }
 ],
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