Disorder analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "from scipy import stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Scop3P P-sites:  81404\n",
      "Final proteins and sites in Scop3P disorder data\n",
      "8171 53276\n"
     ]
    }
   ],
   "source": [
    "Scop3P_confident_Sites=pd.read_csv(\"Scop3P_confident_sites.txt\",sep='\\t')\n",
    "print (\"Scop3P P-sites: \", Scop3P_confident_Sites.shape[0])\n",
    "Scop3P_disorder_data=pd.read_csv(\"Scop3P_disorder_data.txt\",sep='\\t')\n",
    "fraction_disordered=pd.read_csv(\"Fraction_disordered.txt\",sep='\\t')\n",
    "print ('Final proteins and sites in Scop3P disorder data')\n",
    "print (Scop3P_disorder_data['ACC_ID'].nunique(),\\\n",
    "       Scop3P_disorder_data[['ACC_ID','UP_POS']].drop_duplicates().shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total proteins disorder in scop3P overall not particular to P-sites 11880\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'fraction disordered')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "########################################################################## plot all proteins disordered in scop3p\n",
    "plt.figure(figsize=(10,7))\n",
    "sns.set(style='darkgrid')\n",
    "print (\"total proteins disorder in scop3P overall not particular to P-sites\",fraction_disordered.shape[0])\n",
    "sns.distplot(fraction_disordered[\"fraction_disordered\"], kde=True,bins='auto',color='darkred',\\\n",
    "             kde_kws={'linewidth': 3,'color':'b'})           #Disorder_overall.png\n",
    "plt.legend(title='All proteins in Scop3P N=11880')\n",
    "plt.xlabel(\"fraction disordered\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'fraction disordered')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,7))\n",
    "Scop3P_only_phos=fraction_disordered[fraction_disordered['ACC_ID'].isin(list(set(Scop3P_disorder_data['ACC_ID'].tolist())))]\n",
    "Scop3P_not_phos=fraction_disordered[~fraction_disordered['ACC_ID'].isin(list(set(Scop3P_disorder_data['ACC_ID'].tolist())))]\n",
    "\n",
    "sns.kdeplot(Scop3P_only_phos['fraction_disordered'],color='steelblue')   ## Disorder_vs_not_overall.png\n",
    "sns.kdeplot(Scop3P_not_phos['fraction_disordered'],color='red')\n",
    "plt.legend(title=\"Disorder fraction of proteins with P-sites in IDR vs not\", \\\n",
    "           labels=[\"Proteins with P-sites in IDR N=8171\",\"Proteins with P-sites not in IDR N=3709\"])\n",
    "\n",
    "plt.xlabel(\"fraction disordered\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PhosphoS    39550\n",
      "PhosphoT    11066\n",
      "PhosphoY     2660\n",
      "Name: Modification_name, dtype: int64\n",
      "PhosphoS    57799\n",
      "PhosphoT    17123\n",
      "PhosphoY     6482\n",
      "Name: Modification_name, dtype: int64\n",
      "19 14 16\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/pathmanaban/.local/lib/python3.8/site-packages/pandas/core/indexing.py:670: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  iloc._setitem_with_indexer(indexer, value)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='feature'>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "######################################################################### Disorder fetaures\n",
    "\n",
    "plt.figure(figsize=(10,7))  \n",
    "\n",
    "Scop3P_disorder_data.feature.value_counts(normalize=False).sort_index().plot(log=True,kind='barh',color='grey')\n",
    "\n",
    "####### Attach Scop3P for residues level annotation\n",
    "Scop3P_disorderDF=Scop3P_disorder_data.merge(Scop3P_confdent_Sites,on=['ACC_ID','UP_POS'])\n",
    "Scop3P_disorderDF=Scop3P_disorderDF[['ACC_ID','UP_POS','feature','Modification_name']].drop_duplicates()\n",
    "\n",
    "########################################################## this plot shows absolute numbers in disordered data \n",
    "plt.figure(figsize=(10,7))\n",
    "Scop3P_disorderDF.Modification_name.value_counts(normalize=False).sort_index().plot(kind='bar',width=0.6,\\\n",
    "                                                                         color=['steelblue','darkcyan','indianred'])\n",
    "plt.title(\"Residues seen as disordered in Scop3P\")\n",
    "print (Scop3P_disorderDF.Modification_name.value_counts())\n",
    "print (Scop3P_confident_Sites.Modification_name.value_counts())\n",
    "\n",
    "################################################3 This is percentage of residues disorder in overall pS.pT.pY\n",
    "plt.figure(figsize=(10,7))\n",
    "plt.bar(['pS','pT','pY'],[39550/57799*100,11066/17123*100,2660/6482*100],\\\n",
    "        color=['steelblue','darkcyan','indianred'],width=0.6)\n",
    "\n",
    "plt.title(\"% of residues seen as disordered when compared to pS/pT/pY in Scop3P\")  # disorder_STY_general\n",
    "plt.ylabel('percentage')\n",
    "\n",
    "Scop3P_dis_Group=Scop3P_disorderDF.groupby(['Modification_name','feature']).size().reset_index(name=\"count\")\n",
    "\n",
    "SER_dis=Scop3P_dis_Group[Scop3P_dis_Group['Modification_name']=='PhosphoS']\n",
    "THR_dis=Scop3P_dis_Group[Scop3P_dis_Group['Modification_name']=='PhosphoT']\n",
    "TYR_dis=Scop3P_dis_Group[Scop3P_dis_Group['Modification_name']=='PhosphoY']\n",
    "\n",
    "SER_dis.reset_index(drop=True, inplace=True)\n",
    "THR_dis.reset_index(drop=True, inplace=True)\n",
    "TYR_dis.reset_index(drop=True, inplace=True)\n",
    "\n",
    "\n",
    "\n",
    "print (SER_dis.shape[0],THR_dis.shape[0],TYR_dis.shape[0])\n",
    "\n",
    "\n",
    "############### same plot with missing varibales assigned 0\n",
    "checklist=list(set(Scop3P_disorder_data.feature.tolist()))\n",
    "checklist=list(set(checklist))\n",
    "for elem in checklist:\n",
    "    if elem not in SER_dis.feature.values:\n",
    "        SER_dis.loc[-1] = ['S',elem, 0] # add new row\n",
    "        SER_dis.index = SER_dis.index + 1  # shifting index\n",
    "        SER_dis = SER_dis.sort_index()  # \n",
    "\n",
    "\n",
    "for elem in checklist:\n",
    "    if elem not in TYR_dis.feature.values:\n",
    "        TYR_dis.loc[-1] = ['Y',elem, 0] # add new row\n",
    "        TYR_dis.index = TYR_dis.index + 1  # shifting index\n",
    "        TYR_dis = TYR_dis.sort_index()  # \n",
    "        \n",
    "for elem in checklist:\n",
    "    if elem not in THR_dis.feature.values:\n",
    "        THR_dis.loc[-1] = ['T',elem, 0] # add new row\n",
    "        THR_dis.index = THR_dis.index + 1  # shifting index\n",
    "        THR_dis = THR_dis.sort_index()  # \n",
    "\n",
    "SER_dis.sort_values('feature',inplace=True)\n",
    "THR_dis.sort_values('feature',inplace=True)\n",
    "TYR_dis.sort_values('feature',inplace=True)\n",
    "\n",
    "\n",
    "\n",
    "fig, (ax1, ax2,ax3) = plt.subplots(ncols=3, sharey=True,sharex=True,figsize=(10,10))  # disorder_STY_transition_general\n",
    "\n",
    "\n",
    "SER_dis.plot(x='feature',y='count',width=0.3,kind='barh',\\\n",
    "             figsize=(10,7),ax=ax1,log=True,label='SER',color='darkblue')\n",
    "THR_dis.plot(x='feature',y='count',width=0.3,kind='barh',\\\n",
    "             figsize=(10,7),ax=ax2,log=True,label='THR',color='darkcyan')\n",
    "TYR_dis.plot(x='feature',y='count',width=0.3,kind='barh',\\\n",
    "             figsize=(10,7),ax=ax3,log=True,label='TYR',color='indianred')\n",
    "\n"
   ]
  }
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