Spaces:
Running
Running
Commit
·
3810f27
1
Parent(s):
b24bdaf
Create pdbMapping.py
Browse files- code/pdbMapping.py +129 -0
code/pdbMapping.py
ADDED
|
@@ -0,0 +1,129 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import numpy as np
|
| 2 |
+
import pandas as pd
|
| 3 |
+
import os
|
| 4 |
+
import requests
|
| 5 |
+
import json
|
| 6 |
+
import tarfile, gzip
|
| 7 |
+
import time, glob
|
| 8 |
+
from utils import threeToOne
|
| 9 |
+
import streamlit as st
|
| 10 |
+
from pathlib import Path
|
| 11 |
+
import gzip
|
| 12 |
+
import shutil
|
| 13 |
+
import codecs
|
| 14 |
+
import io
|
| 15 |
+
|
| 16 |
+
def uniprot_pdb_residue_mapping(pdb_id, uniprot_id, save_path):
|
| 17 |
+
|
| 18 |
+
"""
|
| 19 |
+
This code does residue-wise mapping between UniProt and PDB residues.
|
| 20 |
+
"""
|
| 21 |
+
ascaris = {}
|
| 22 |
+
full_ascaris = {}
|
| 23 |
+
|
| 24 |
+
res = requests.get(f'https://www.ebi.ac.uk/pdbe/download/api/pdb/entry/sifts?id={pdb_id}')
|
| 25 |
+
url = json.loads(res.text)['url']
|
| 26 |
+
response = requests.get(url, stream=True)
|
| 27 |
+
|
| 28 |
+
file = tarfile.open(fileobj=response.raw, mode="r|gz")
|
| 29 |
+
file.extractall(path=save_path) # Creates another gz file
|
| 30 |
+
|
| 31 |
+
|
| 32 |
+
existing_pdb = list(Path(save_path).glob("*"))
|
| 33 |
+
existing_pdb = [str(i) for i in existing_pdb]
|
| 34 |
+
|
| 35 |
+
try:
|
| 36 |
+
with gzip.open(f'{save_path}/{pdb_id.lower()}.xml.gz', 'rt') as f:
|
| 37 |
+
file_content = f.read()
|
| 38 |
+
except FileNotFoundError:
|
| 39 |
+
with gzip.open(f'{save_path}/{pdb_id}.xml.gz', 'rt') as f:
|
| 40 |
+
file_content = f.read()
|
| 41 |
+
content = file_content.split('\n')
|
| 42 |
+
index = [idx for idx, s in enumerate(content) if 'listResidue' in s]
|
| 43 |
+
listResidues = []
|
| 44 |
+
for ind in range(0, len(index), 2):
|
| 45 |
+
try:
|
| 46 |
+
if ((content[index[ind]]).strip() == '<listResidue>') & (
|
| 47 |
+
(content[index[ind + 1]]).strip() == '</listResidue>'):
|
| 48 |
+
listResidues.append(content[index[ind]:index[ind + 1]])
|
| 49 |
+
except:
|
| 50 |
+
IndexError
|
| 51 |
+
for true_content in listResidues:
|
| 52 |
+
for sub_content in true_content:
|
| 53 |
+
if f'dbAccessionId="{uniprot_id}"' in sub_content:
|
| 54 |
+
content = [i.strip() for i in true_content]
|
| 55 |
+
sel = [i for i in content if
|
| 56 |
+
('<crossRefDb dbSource="PDB"' in i or '<crossRefDb dbSource="UniProt"' in i)]
|
| 57 |
+
matching_dict = {}
|
| 58 |
+
if len(sel) % 2 == 0: # if correct residues
|
| 59 |
+
dbAccessionId = [i.split('dbAccessionId')[1].split(' ')[0].split('=')[1].strip('"').upper() for i
|
| 60 |
+
in sel]
|
| 61 |
+
dbSource = [i.split('dbSource')[1].split(' ')[0].split('=')[1].strip('"').upper() for i in sel]
|
| 62 |
+
dbResNum = [i.split('dbResNum')[1].split(' ')[0].split('=')[1].strip('"') for i in sel]
|
| 63 |
+
dbResName = [i.split('dbResName')[1].split(' ')[0].split('=')[1].split('/')[0].strip('"') for i in
|
| 64 |
+
sel]
|
| 65 |
+
dbChainName = [i.split('dbChainId')[1].split(' ')[0].split('=')[1].split('/')[0].strip('"') for i
|
| 66 |
+
in sel if 'crossRefDb dbSource="PDB' in i]
|
| 67 |
+
|
| 68 |
+
for k, j, m in zip(range(0, len(dbAccessionId), 2), range(1, len(dbAccessionId) - 1, 2), range(len(dbChainName))):
|
| 69 |
+
# try:
|
| 70 |
+
if dbResName[j] == threeToOne(dbResName[k]) and dbAccessionId[j] == uniprot_id:
|
| 71 |
+
matching_dict[
|
| 72 |
+
dbSource[j] + '_' + dbAccessionId[j] + '_' + dbResNum[j] + '_' + dbResName[j]] = \
|
| 73 |
+
dbSource[k] + '_' + dbAccessionId[k] + '_' + dbResNum[k] + '_' + threeToOne(
|
| 74 |
+
dbResName[k]) + '_' + dbChainName[m]
|
| 75 |
+
# except:
|
| 76 |
+
# KeyError
|
| 77 |
+
|
| 78 |
+
only_residues = {k.split('_')[2]: v.split('_')[2] for k, v in matching_dict.items()}
|
| 79 |
+
for k, v in matching_dict.items():
|
| 80 |
+
if v.split('_')[1] + v.split('_')[-1] not in ascaris.keys():
|
| 81 |
+
ascaris[v.split('_')[1] + v.split('_')[-1]] = only_residues
|
| 82 |
+
for k, v in matching_dict.items():
|
| 83 |
+
if v.split('_')[1] + v.split('_')[-1] not in full_ascaris.keys():
|
| 84 |
+
full_ascaris[v.split('_')[1] + v.split('_')[-1]] = matching_dict
|
| 85 |
+
|
| 86 |
+
return ascaris ,full_ascaris
|
| 87 |
+
|
| 88 |
+
import ast
|
| 89 |
+
def pdbMapping(data, save_path): # BU DATA hangi df hepi mi azalttigimiz mi
|
| 90 |
+
# Here we add match dictionary containing different positons for different chains and PDB Ids/
|
| 91 |
+
for i in data.index:
|
| 92 |
+
posOnPDB = {}
|
| 93 |
+
uniprot_id = data.at[i, 'uniprotID']
|
| 94 |
+
pdb_id = data.at[i, 'pdbID']
|
| 95 |
+
pos = data.at[i, 'pos']
|
| 96 |
+
wt = data.at[i, 'wt']
|
| 97 |
+
data.at[i, 'AAonPDB'] = np.NaN
|
| 98 |
+
data.at[i,'pdbinfo'] = pdb_id + data.at[i, 'chain']
|
| 99 |
+
allMatchesForDP, full_ascaris = uniprot_pdb_residue_mapping(pdb_id, uniprot_id, save_path)
|
| 100 |
+
for key, val in full_ascaris[data.at[i,'pdbinfo']].items():
|
| 101 |
+
if int(key.split('_')[2]) == int(pos):
|
| 102 |
+
data.loc[i, 'AAonPDB'] = val.split('_')[3]
|
| 103 |
+
break
|
| 104 |
+
|
| 105 |
+
if data.at[i, 'AAonPDB'] == wt:
|
| 106 |
+
data.at[i, 'PDB_ALIGN_STATUS'] = 'aligned'
|
| 107 |
+
else:
|
| 108 |
+
data.at[i, 'PDB_ALIGN_STATUS'] = 'notAligned'
|
| 109 |
+
keep = allMatchesForDP[data.at[i,'pdbinfo']]
|
| 110 |
+
for pos in ast.literal_eval(data.at[i, 'POSITIONS']):
|
| 111 |
+
try:
|
| 112 |
+
if keep[str(pos)] != 'null':
|
| 113 |
+
posOnPDB[str(pos)] = keep[str(pos)]
|
| 114 |
+
else:
|
| 115 |
+
pass
|
| 116 |
+
except KeyError:
|
| 117 |
+
pass
|
| 118 |
+
|
| 119 |
+
data.at[i, 'MATCHDICT'] = str(posOnPDB)
|
| 120 |
+
data = data.drop(columns=['POSITIONS'])
|
| 121 |
+
return data
|
| 122 |
+
|
| 123 |
+
|
| 124 |
+
def processAnnotation(annot_positions):
|
| 125 |
+
annot_positions = str(annot_positions).replace("'", '')
|
| 126 |
+
annot_positions = str(annot_positions).replace('[', '')
|
| 127 |
+
annot_positions = str(annot_positions).replace("]", '')
|
| 128 |
+
positionList_perAnnotation = annot_positions.split(',')
|
| 129 |
+
positionList_perAnnotation = [h.strip() for h in positionList_perAnnotation]
|