Domain 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",
    "sns.set(font_scale=1.2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>ACC_ID</th>\n",
       "      <th>Pfam_ID</th>\n",
       "      <th>#Psites_pfam</th>\n",
       "      <th>#pS</th>\n",
       "      <th>#pT</th>\n",
       "      <th>#pY</th>\n",
       "      <th>STY_count</th>\n",
       "      <th>countS</th>\n",
       "      <th>countT</th>\n",
       "      <th>countY</th>\n",
       "      <th>domain_length</th>\n",
       "      <th>perc.psites</th>\n",
       "      <th>Pfam_fam</th>\n",
       "      <th>Pfam_short</th>\n",
       "      <th>Pfam_desc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A0A075B759</td>\n",
       "      <td>PF00160</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>157</td>\n",
       "      <td>4.545455</td>\n",
       "      <td>Cyclophil-like</td>\n",
       "      <td>Pro_isomerase</td>\n",
       "      <td>Cyclophilin type peptidyl-prolyl cis-trans iso...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>A0A0B4J2A2</td>\n",
       "      <td>PF00160</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>157</td>\n",
       "      <td>4.347826</td>\n",
       "      <td>Cyclophil-like</td>\n",
       "      <td>Pro_isomerase</td>\n",
       "      <td>Cyclophilin type peptidyl-prolyl cis-trans iso...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>F5H284</td>\n",
       "      <td>PF00160</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>157</td>\n",
       "      <td>4.347826</td>\n",
       "      <td>Cyclophil-like</td>\n",
       "      <td>Pro_isomerase</td>\n",
       "      <td>Cyclophilin type peptidyl-prolyl cis-trans iso...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>P0DN26</td>\n",
       "      <td>PF00160</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>157</td>\n",
       "      <td>4.545455</td>\n",
       "      <td>Cyclophil-like</td>\n",
       "      <td>Pro_isomerase</td>\n",
       "      <td>Cyclophilin type peptidyl-prolyl cis-trans iso...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>P0DN37</td>\n",
       "      <td>PF00160</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>157</td>\n",
       "      <td>4.347826</td>\n",
       "      <td>Cyclophil-like</td>\n",
       "      <td>Pro_isomerase</td>\n",
       "      <td>Cyclophilin type peptidyl-prolyl cis-trans iso...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       ACC_ID  Pfam_ID  #Psites_pfam  #pS  #pT  #pY  STY_count  countS  \\\n",
       "0  A0A075B759  PF00160             1    0    1    0         22       9   \n",
       "1  A0A0B4J2A2  PF00160             1    0    1    0         23       9   \n",
       "2      F5H284  PF00160             1    0    1    0         23       9   \n",
       "3      P0DN26  PF00160             1    0    1    0         22       9   \n",
       "4      P0DN37  PF00160             1    0    1    0         23       9   \n",
       "\n",
       "   countT  countY  domain_length  perc.psites        Pfam_fam     Pfam_short  \\\n",
       "0      10       3            157     4.545455  Cyclophil-like  Pro_isomerase   \n",
       "1      11       3            157     4.347826  Cyclophil-like  Pro_isomerase   \n",
       "2      11       3            157     4.347826  Cyclophil-like  Pro_isomerase   \n",
       "3      10       3            157     4.545455  Cyclophil-like  Pro_isomerase   \n",
       "4      11       3            157     4.347826  Cyclophil-like  Pro_isomerase   \n",
       "\n",
       "                                           Pfam_desc  \n",
       "0  Cyclophilin type peptidyl-prolyl cis-trans iso...  \n",
       "1  Cyclophilin type peptidyl-prolyl cis-trans iso...  \n",
       "2  Cyclophilin type peptidyl-prolyl cis-trans iso...  \n",
       "3  Cyclophilin type peptidyl-prolyl cis-trans iso...  \n",
       "4  Cyclophilin type peptidyl-prolyl cis-trans iso...  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PsitesPfamAll_TABLE=pd.read_csv('DOMAIN_Manuscript_Table.txt',sep='\\t')\n",
    "avgDomain=pd.read_csv('Mansucript_Table_across_FAMILY_percentage.txt',sep='\\t')\n",
    "\n",
    "PsitesPfamAll_TABLE.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3537"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PsitesPfamAll_TABLE.Pfam_ID.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3537\n",
      "                                     Phospho_domains  #Proteins\n",
      "0                              Protein kinase domain        187\n",
      "1                             Zinc finger, C2H2 type        134\n",
      "2  RNA recognition motif. (a.k.a. RRM, RBD, or RN...         98\n",
      "3                                          PH domain         75\n",
      "4       Protein tyrosine and serine/threonine kinase         73\n",
      "5                                         Ras family         66\n",
      "6                                          C2 domain         54\n",
      "7                      Intermediate filament protein         54\n",
      "8                                         PDZ domain         53\n",
      "9                           WD domain, G-beta repeat         43\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "######################################  MOST represented Families (no.of diff.Proteins per family)\n",
    "\n",
    "print (PsitesPfamAll_TABLE['Pfam_short'].nunique())\n",
    "protein_per_dom=PsitesPfamAll_TABLE['Pfam_desc'].value_counts().rename_axis('Phospho_domains').reset_index(name='#Proteins')\n",
    "print (protein_per_dom.head(10))\n",
    "sns.set(style='darkgrid')\n",
    "sns.set(font_scale=1.2)\n",
    "\n",
    "protein_per_dom=protein_per_dom[protein_per_dom['#Proteins']>=25] # Domain_overall.png\n",
    "protein_per_dom.plot(x='Phospho_domains',y='#Proteins',kind='barh', color=\"grey\",figsize=(10,7),legend=False)\n",
    "plt.xlabel(\"\")\n",
    "plt.xlabel(\"#Protein instance\")\n",
    "PsitesPfamAll_TABLE['perc.pS']=PsitesPfamAll_TABLE['#pS']/PsitesPfamAll_TABLE['countS']*100\n",
    "PsitesPfamAll_TABLE['perc.pT']=PsitesPfamAll_TABLE['#pT']/PsitesPfamAll_TABLE['countT']*100\n",
    "PsitesPfamAll_TABLE['perc.pY']=PsitesPfamAll_TABLE['#pY']/PsitesPfamAll_TABLE['countY']*100\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "# domains most contributed 21\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Total phosphorylation occupancy from all instances')"
      ]
     },
     "execution_count": 5,
     "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": [
    "####################################################################### contributionm ot proeome (25% break down)\n",
    "avgdomain_filt=avgDomain[avgDomain['Phos_contribution_fromallproteins_toproteome_92453']>=0.1]\n",
    "avgdomain_filt=avgdomain_filt.sort_values('Phos_contribution_fromallproteins_toproteome_92453',ascending=False)\n",
    "print (\"# domains most contributed\",avgdomain_filt.shape[0])\n",
    "avgdomain_filt.plot(x='Pfam_desc',y='Phos_contribution_fromallproteins_toproteome_92453',kind='barh', color=\"grey\",figsize=(10,7),legend=False)\n",
    "plt.xlabel(\"Total phosphorylation occupancy from all instances\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total STY domain 307572\n",
      "Total phosphorylated 20954\n",
      "% phosphrylated in domain 6.8127137710844945\n",
      "Total countS 144656 13216 9.136157504700808\n",
      "Total countT 102998 4939 4.795238742499854\n",
      "Total countY 59918 2799 4.671384225107647\n"
     ]
    }
   ],
   "source": [
    "###############################################################\n",
    "print (\"Total STY domain\",PsitesPfamAll_TABLE['STY_count'].sum())\n",
    "print (\"Total phosphorylated\",PsitesPfamAll_TABLE['#Psites_pfam'].sum())\n",
    "# print (\"% proteome\",Scop3Pall['#P-sites'].sum()/Scop3Pall['SEQ_length'].sum()*100)\n",
    "print (\"% phosphrylated in domain\",PsitesPfamAll_TABLE['#Psites_pfam'].sum()/PsitesPfamAll_TABLE['STY_count'].sum()*100)\n",
    "\n",
    "\n",
    "\n",
    "print (\"Total countS\",PsitesPfamAll_TABLE['countS'].sum(),PsitesPfamAll_TABLE['#pS'].sum(),PsitesPfamAll_TABLE['#pS'].sum()/PsitesPfamAll_TABLE['countS'].sum()*100)\n",
    "print (\"Total countT\",PsitesPfamAll_TABLE['countT'].sum(),PsitesPfamAll_TABLE['#pT'].sum(),PsitesPfamAll_TABLE['#pT'].sum()/PsitesPfamAll_TABLE['countT'].sum()*100)\n",
    "print (\"Total countY\",PsitesPfamAll_TABLE['countY'].sum(),PsitesPfamAll_TABLE['#pY'].sum(),PsitesPfamAll_TABLE['#pY'].sum()/PsitesPfamAll_TABLE['countY'].sum()*100)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   ACC_ID  Pfam_ID  #Psites_pfam  #pS  #pT  #pY  STY_count  countS  countT  \\\n",
      "0  O95757  PF00012            16   12    3    1        103      47      34   \n",
      "1  P38646  PF00012            11    5    4    2         80      30      40   \n",
      "2  P11142  PF00012            17    8    5    4         91      30      46   \n",
      "3  P54652  PF00012             6    0    4    2         93      30      47   \n",
      "4  P48723  PF00012             3    2    1    0         71      35      24   \n",
      "\n",
      "   countY  domain_length  perc.psites      Pfam_fam Pfam_short      Pfam_desc  \\\n",
      "0      22            710    15.533981  Actin_ATPase      HSP70  Hsp70 protein   \n",
      "1      10            599    13.750000  Actin_ATPase      HSP70  Hsp70 protein   \n",
      "2      15            607    18.681319  Actin_ATPase      HSP70  Hsp70 protein   \n",
      "3      16            609     6.451613  Actin_ATPase      HSP70  Hsp70 protein   \n",
      "4      12            451     4.225352  Actin_ATPase      HSP70  Hsp70 protein   \n",
      "\n",
      "     perc.pS    perc.pT    perc.pY  \n",
      "0  25.531915   8.823529   4.545455  \n",
      "1  16.666667  10.000000  20.000000  \n",
      "2  26.666667  10.869565  26.666667  \n",
      "3   0.000000   8.510638  12.500000  \n",
      "4   5.714286   4.166667   0.000000  \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-7-745db84c92bd>:9: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\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",
      "  HSP90['pS']=HSP90['perc.pS']/HSP90[['perc.pS','perc.pT','perc.pY']].sum(axis=1)\n",
      "<ipython-input-7-745db84c92bd>:10: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\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",
      "  HSP90['pT']=HSP90['perc.pT']/HSP90[['perc.pS','perc.pT','perc.pY']].sum(axis=1)\n",
      "<ipython-input-7-745db84c92bd>:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\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",
      "  HSP90['pY']=HSP90['perc.pY']/HSP90[['perc.pS','perc.pT','perc.pY']].sum(axis=1)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'phosphorylated (%)')"
      ]
     },
     "execution_count": 7,
     "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 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "############################# PLOT % information total and STY seperately for HSP90\n",
    "HSP90=PsitesPfamAll_TABLE[PsitesPfamAll_TABLE['Pfam_short']=='HSP90']   \n",
    "sns.set(style='darkgrid')\n",
    "\n",
    "HSP90.plot(x='ACC_ID',y=['perc.psites'],kind='bar', stacked=False,figsize=(10,7),legend=False) #HSP90_2\n",
    "plt.ylabel(\"phosphorylated (%)\")\n",
    "\n",
    "plt.title(\"Phosphorylted HSP90 domain (PF00183)\")\n",
    "HSP90['pS']=HSP90['perc.pS']/HSP90[['perc.pS','perc.pT','perc.pY']].sum(axis=1)\n",
    "HSP90['pT']=HSP90['perc.pT']/HSP90[['perc.pS','perc.pT','perc.pY']].sum(axis=1)\n",
    "HSP90['pY']=HSP90['perc.pY']/HSP90[['perc.pS','perc.pT','perc.pY']].sum(axis=1)\n",
    "HSP90.plot(x='ACC_ID',y=['pS','pT','pY'],kind='bar', stacked=True,figsize=(10,7))\n",
    "\n",
    "plt.title(\"Phosphorylted HSP90 domain (PF00183)\")\n",
    "plt.legend(loc='upper right')\n",
    "plt.xlabel(\"Family Member\")\n",
    "plt.ylabel(\"phosphorylated (%)\")\n",
    "\n",
    "############################# PLOT % information total and STY seperately for HSP70\n",
    "HSP70_m=PsitesPfamAll_TABLE[PsitesPfamAll_TABLE['Pfam_short']=='HSP70']  #HSP70_1\n",
    "\n",
    "HSP70_m = HSP70_m.set_index('ACC_ID')\n",
    "HSP70_m=HSP70_m.loc[['O95757', 'P38646','P11142','P54652','P48723', 'P11021','P0DMV8', 'P0DMV9',  'P17066', 'P34931', 'P34932',  'P48741',  'Q0VDF9', 'Q92598', 'Q9Y4L1']]\n",
    "HSP70=HSP70_m.reset_index()\n",
    "print (HSP70.head())\n",
    "HSP70.plot(x=\"ACC_ID\",y=['perc.psites'],kind='bar', stacked=False,figsize=(10,7),legend=False) #HSP70_2\n",
    "plt.ylabel(\"phosphorylated (%)\")\n",
    "plt.title(\"Phosphorylted HSP70 domain (PF00012)\")\n",
    "HSP70['pS']=HSP70['perc.pS']/HSP70[['perc.pS','perc.pT','perc.pY']].sum(axis=1)\n",
    "HSP70['pT']=HSP70['perc.pT']/HSP70[['perc.pS','perc.pT','perc.pY']].sum(axis=1)\n",
    "HSP70['pY']=HSP70['perc.pY']/HSP70[['perc.pS','perc.pT','perc.pY']].sum(axis=1)\n",
    "\n",
    "HSP70.plot(x=\"ACC_ID\",y=['pS','pT','pY'],kind='bar', stacked=True,figsize=(10,7))\n",
    "plt.title(\"Phosphorylted HSP70 domain (PF00012)\")\n",
    "plt.legend(loc='upper right')\n",
    "plt.xlabel(\"Family Member\")\n",
    "plt.ylabel(\"phosphorylated (%)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1285 349 184 806 63 288 562\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "########################################################################## Residue specific Domain phopshorylation\n",
    "onlyS=avgDomain[(avgDomain['avg_#pS']>0) & (avgDomain['avg_#pT']==0)&(avgDomain['avg_#pY']==0)]\n",
    "onlyT=avgDomain[(avgDomain['avg_#pT']>0) & (avgDomain['avg_#pS']==0)&(avgDomain['avg_#pY']==0)]\n",
    "onlyY=avgDomain[(avgDomain['avg_#pY']>0) & (avgDomain['avg_#pS']==0)&(avgDomain['avg_#pT']==0)]\n",
    "onlyST=avgDomain[(avgDomain['avg_#pS']>0) & (avgDomain['avg_#pT']>0)&(avgDomain['avg_#pY']==0)]\n",
    "onlyTY=avgDomain[(avgDomain['avg_#pT']>0) & (avgDomain['avg_#pS']==0)&(avgDomain['avg_#pY']>0)]\n",
    "onlySY=avgDomain[(avgDomain['avg_#pY']>0) & (avgDomain['avg_#pS']>0)&(avgDomain['avg_#pT']==0)]\n",
    "STY=avgDomain[(avgDomain['avg_#pY']>0) & (avgDomain['avg_#pS']>0)&(avgDomain['avg_#pT']>0)]\n",
    "sns.set(style='darkgrid')\n",
    "print (onlyS.shape[0],onlyT.shape[0],onlyY.shape[0],onlyST.shape[0],onlyTY.shape[0],onlySY.shape[0],STY.shape[0])\n",
    "plt.figure(figsize=(10,7))\n",
    "\n",
    "plt.bar(['onlyS','onlyT','onlyY','onlyST','onlyTY','onlySY','STY'],\\\n",
    "        [onlyS.shape[0],onlyT.shape[0],onlyY.shape[0],onlyST.shape[0],onlyTY.shape[0],onlySY.shape[0],STY.shape[0]],color='grey')\n",
    "\n",
    "for i, v in enumerate([onlyS.shape[0],onlyT.shape[0],onlyY.shape[0],onlyST.shape[0],onlyTY.shape[0],onlySY.shape[0],STY.shape[0]]):\n",
    "    plt.text(i+0,v, str(v), color='black', fontweight='regular')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-9-c49617d1fa74>:8: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\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",
      "  Histdeacyl['pS']=Histdeacyl['perc.pS']/Histdeacyl[['perc.pS','perc.pT','perc.pY']].sum(axis=1)\n",
      "<ipython-input-9-c49617d1fa74>:9: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\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",
      "  Histdeacyl['pT']=Histdeacyl['perc.pT']/Histdeacyl[['perc.pS','perc.pT','perc.pY']].sum(axis=1)\n",
      "<ipython-input-9-c49617d1fa74>:10: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\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",
      "  Histdeacyl['pY']=Histdeacyl['perc.pY']/Histdeacyl[['perc.pS','perc.pT','perc.pY']].sum(axis=1)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'phosphorylated (%)')"
      ]
     },
     "execution_count": 9,
     "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"
    }
   ],
   "source": [
    "################################################################# example PF00850\n",
    "\n",
    "Histdeacyl=PsitesPfamAll_TABLE[PsitesPfamAll_TABLE['Pfam_short']=='Hist_deacetyl']\n",
    "\n",
    "\n",
    "Histdeacyl.plot(x='ACC_ID',y=['perc.psites'],kind='bar', stacked=False,figsize=(10,7))\n",
    "plt.title(\"Phosphorylted Hist_deacetyl domain\")\n",
    "Histdeacyl['pS']=Histdeacyl['perc.pS']/Histdeacyl[['perc.pS','perc.pT','perc.pY']].sum(axis=1)\n",
    "Histdeacyl['pT']=Histdeacyl['perc.pT']/Histdeacyl[['perc.pS','perc.pT','perc.pY']].sum(axis=1)\n",
    "Histdeacyl['pY']=Histdeacyl['perc.pY']/Histdeacyl[['perc.pS','perc.pT','perc.pY']].sum(axis=1)\n",
    "Histdeacyl.plot(x='ACC_ID',y=['pS','pT','pY'],kind='bar', stacked=True,figsize=(10,7))\n",
    "plt.title(\"Phosphorylted Histone_deacetylase domain (PF00850)\")\n",
    "plt.xlabel(\"Family Member\")\n",
    "plt.ylabel(\"phosphorylated (%)\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-10-e9a31b6b02bb>:8: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\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",
      "  zincbind['pS']=zincbind['perc.pS']/zincbind[['perc.pS','perc.pT','perc.pY']].sum(axis=1)\n",
      "<ipython-input-10-e9a31b6b02bb>:9: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\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",
      "  zincbind['pT']=zincbind['perc.pT']/zincbind[['perc.pS','perc.pT','perc.pY']].sum(axis=1)\n",
      "<ipython-input-10-e9a31b6b02bb>:10: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\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",
      "  zincbind['pY']=zincbind['perc.pY']/zincbind[['perc.pS','perc.pT','perc.pY']].sum(axis=1)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'phosphorylated (%)')"
      ]
     },
     "execution_count": 10,
     "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"
    }
   ],
   "source": [
    "################################################################# example PF00107 zinc binding dehydrogenase\n",
    "\n",
    "zincbind=PsitesPfamAll_TABLE[PsitesPfamAll_TABLE['Pfam_ID']=='PF00107']\n",
    "\n",
    "\n",
    "zincbind.plot(x='ACC_ID',y=['perc.psites'],kind='bar', stacked=False,figsize=(10,7))\n",
    "plt.title(\"Phosphorylted zinc binding dehydrogenase domain\")\n",
    "zincbind['pS']=zincbind['perc.pS']/zincbind[['perc.pS','perc.pT','perc.pY']].sum(axis=1)\n",
    "zincbind['pT']=zincbind['perc.pT']/zincbind[['perc.pS','perc.pT','perc.pY']].sum(axis=1)\n",
    "zincbind['pY']=zincbind['perc.pY']/zincbind[['perc.pS','perc.pT','perc.pY']].sum(axis=1)\n",
    "zincbind.plot(x='ACC_ID',y=['pS','pT','pY'],kind='bar', stacked=True,figsize=(10,7))\n",
    "plt.title(\"Phosphorylted zinc binding dehydrogenase domain (PF00107)\")\n",
    "plt.xlabel(\"Family Member\")\n",
    "plt.ylabel(\"phosphorylated (%)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-11-bb7b43cc34eb>:8: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\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",
      "  actin['pS']=actin['perc.pS']/actin[['perc.pS','perc.pT','perc.pY']].sum(axis=1)\n",
      "<ipython-input-11-bb7b43cc34eb>:9: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\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",
      "  actin['pT']=actin['perc.pT']/actin[['perc.pS','perc.pT','perc.pY']].sum(axis=1)\n",
      "<ipython-input-11-bb7b43cc34eb>:10: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\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",
      "  actin['pY']=actin['perc.pY']/actin[['perc.pS','perc.pT','perc.pY']].sum(axis=1)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'phosphorylated (%)')"
      ]
     },
     "execution_count": 11,
     "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"
    }
   ],
   "source": [
    "################################################################# example PF00022 # actin\n",
    "\n",
    "actin=PsitesPfamAll_TABLE[PsitesPfamAll_TABLE['Pfam_ID']=='PF00022']\n",
    "\n",
    "\n",
    "actin.plot(x='ACC_ID',y=['perc.psites'],kind='bar', stacked=False,figsize=(10,7))\n",
    "plt.title(\"Phosphorylted actin domain\")\n",
    "actin['pS']=actin['perc.pS']/actin[['perc.pS','perc.pT','perc.pY']].sum(axis=1)\n",
    "actin['pT']=actin['perc.pT']/actin[['perc.pS','perc.pT','perc.pY']].sum(axis=1)\n",
    "actin['pY']=actin['perc.pY']/actin[['perc.pS','perc.pT','perc.pY']].sum(axis=1)\n",
    "actin.plot(x='ACC_ID',y=['pS','pT','pY'],kind='bar', stacked=True,figsize=(10,7))\n",
    "plt.title(\"Phosphorylted actin domain (PF00022)\")\n",
    "\n",
    "plt.xlabel(\"Family Member\")\n",
    "plt.ylabel(\"phosphorylated (%)\")"
   ]
  }
 ],
 "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": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}