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from Bio import Align | |
from Bio.Align import substitution_matrices | |
from pathlib import Path | |
import streamlit as st | |
from Bio.pairwise2 import format_alignment | |
from Bio import pairwise2 | |
from Bio import pairwise2 | |
from Bio.SubsMat import MatrixInfo as matlist | |
""" | |
def do_alignment(identifier, uniprotSequence, pdbSequence, alignment_path): | |
aligner = Align.PairwiseAligner() | |
#print(f'Aligning Datapoint: {identifier}') | |
if len(pdbSequence) >= 1: | |
f = open(Path(alignment_path / f'{identifier}_alignment.txt'), "w") | |
aligner.mode = 'local' | |
aligner.substitution_matrix = substitution_matrices.load("BLOSUM62") | |
aligner.open_gap_score = -11 | |
aligner.extend_gap_score = -1 | |
alignments = aligner.align(uniprotSequence, pdbSequence) | |
alignments = (list(alignments)) | |
merge_in_threes = str(alignments[0]).split('\n') | |
K = 3 | |
res = ["".join(str(alignments[0]).split('\n')[idx: idx + K]) for idx in range(len(str(alignments[0]).split('\n')) - K + 1)] | |
slice_val = slice(0,len(res),4) | |
writtenlist = res[slice_val] | |
new_alignment = [] | |
for i in writtenlist: | |
cont1 = list(filter(None, i.split('target'))) | |
cont2 = cont1[0].split('query') | |
target_pos = (list(filter(None,cont2[0].split(' '))))[0] | |
target = (list(filter(None,cont2[0].split(' '))))[1] | |
alg_pos = (list(filter(None,cont2[0].split(' '))))[2] | |
alg = (list(filter(None,cont2[0].split(' '))))[3] | |
query_pos = (list(filter(None,cont2[1].split(' '))))[0] | |
query = (list(filter(None,cont2[1].split(' '))))[1] | |
if int(target_pos)>0: | |
new_target = int(target_pos) * 'X' + target | |
else: | |
new_target = int(target_pos) * ' ' + target | |
if int(alg_pos)>0: | |
new_alg = int(target_pos) * 'X' + target | |
else: | |
new_alg = int(target_pos) * ' ' + alg | |
if int(query_pos)>0: | |
new_query = int(target_pos) * 'X' + target | |
else: | |
new_query = int(target_pos) * ' ' + target | |
new_alignment.append(new_target+'\n' +new_alg +'\n' +new_query) | |
alignment_list = [] | |
k = 0 | |
for alignment in new_alignment: | |
k += 1 | |
st.write('COUNT', k) | |
st.write('alignment') | |
st.write(alignment) | |
f.write(str(alignment)) | |
f.write('\n') | |
f.write('\n') | |
alignment = (str(alignment).strip().split('\n')) | |
alignment = [''.join(['.' if m == ' ' else m for m in x]) for x in alignment] | |
st.write('alignment_updated') | |
st.write(alignment) | |
alignment_list.append(alignment) | |
return alignment_list | |
""" | |
def do_alignment(identifier, uniprotSequence, pdbSequence, alignment_path): | |
aligner = Align.PairwiseAligner() | |
#print(f'Aligning Datapoint: {identifier}') | |
if len(pdbSequence) >= 1: | |
f = open(Path(alignment_path / f'{identifier}_alignment.txt'), "w") | |
aligner.mode = 'local' | |
aligner.substitution_matrix = substitution_matrices.load("BLOSUM62") | |
aligner.open_gap_score = -11 | |
aligner.extend_gap_score = -1 | |
alignments = aligner.align(uniprotSequence, pdbSequence) | |
sub_matrix = matlist.blosum62 | |
alignments2 = pairwise2.align.localds(uniprotSequence, pdbSequence, sub_matrix, -11, -1) | |
alignment_list = [] | |
k = 0 | |
for alignment in alignments: | |
f.write(str(alignment)) | |
f.write('\n') | |
f.write('\n') | |
alignment = (str(alignment).strip().split('\n')) | |
alignment = [''.join(['.' if m == ' ' else m for m in x]) for x in alignment] | |
alignment_list.append(alignment) | |
return alignment_list | |
def mutation_position_on_pdb(alignment_list, pos): | |
which_alignment_to_go = 0 | |
for alignment in alignment_list: | |
#char_list = ["0", "1", "2", "3", "4", "5", "6", "7", "8", "9"] | |
#for char in alignment[1]: | |
# if char in char_list: | |
# alignment[1] = alignment[1].replace(char, '.') | |
which_alignment_to_go += 1 | |
alignment_uniprot = alignment[0] | |
alignment_pdb = alignment[2] | |
startGap = 0 | |
if alignment_uniprot.startswith('.') or alignment_uniprot.startswith('-'): | |
for k in alignment_uniprot: | |
if k == '.' or k == '-': | |
startGap += 1 | |
else: | |
break | |
countGap = startGap | |
countResidue = 0 | |
canonicalRes = ' ' | |
pdbRes = ' ' | |
for j in alignment_uniprot[startGap:]: | |
if j == '.' or j == '-': | |
countGap += 1 | |
else: | |
countResidue += 1 | |
if int(countResidue) == int(pos): | |
canonicalRes = alignment_uniprot[countResidue + countGap - 1] | |
try: | |
pdbRes = alignment_pdb[countResidue + countGap - 1] | |
except: | |
IndexError | |
pdbRes = 'nan' | |
break | |
if (alignment[1][countResidue + countGap - 1] == '|') or (alignment[1][countResidue + countGap - 1] == 'X'): | |
if canonicalRes == pdbRes: | |
pdb_alignStatus = 'aligned' | |
elif canonicalRes != pdbRes: | |
pdb_alignStatus = 'aligned*' | |
countGap_pdb = 0 | |
countResidue_pdb = 0 | |
pdbRes = ' ' | |
for j in alignment_pdb[0:countResidue + countGap - 1]: | |
if j == '.' or j == '-': | |
countGap_pdb += 1 | |
if alignment_pdb[countResidue + countGap - 1] == '.' or alignment_pdb[ | |
countResidue + countGap - 1] == '-': | |
mutationPositionOnPDB = 'nan' | |
posPDB = 'nan' | |
else: | |
posPDB = countResidue + countGap - countGap_pdb | |
mutationPositionOnPDB = str(posPDB) | |
break | |
elif (canonicalRes == pdbRes) and ((alignment[1][countResidue + countGap - 1] == '.') or ( | |
alignment[1][poscountResidue+ countGap - 1] == '-')): | |
pdb_alignStatus = 'not_aligned' | |
mutationPositionOnPDB = 'nan' | |
elif (canonicalRes != pdbRes) and ((alignment[1][countResidue + countGap - 1] == '.') or ( | |
alignment[1][countResidue + countGap - 1] == '-')): | |
pdb_alignStatus = 'not_aligned' | |
mutationPositionOnPDB = 'nan' | |
elif alignment_pdb[countResidue + countGap - 1] == '.' or alignment_pdb[ | |
countResidue + countGap - 1] == '-': | |
mutationPositionOnPDB = 'nan' | |
posPDB = 'nan' | |
return (pdb_alignStatus, mutationPositionOnPDB, startGap, alignment_list[which_alignment_to_go - 1]) | |
def find_position_on_pdb_for_range_annotations(posAnnotation, startGap, alignment_to_use): | |
annotation_on_pdb_start = 'nan' | |
annotation_on_pdb_end = 'nan' | |
pos1 = int(posAnnotation.split('-')[0]) | |
count_gap = startGap | |
count_residue = 0 | |
for j in alignment_to_use[0][startGap:]: | |
if j == '.' or j == '-': | |
count_gap += 1 | |
else: | |
count_residue += 1 | |
if int(count_residue) == int(pos1): # count gaps until the first position | |
break | |
annotation_on_up_start = int(pos1) + int(count_gap) | |
pos2 = int(posAnnotation.split('-')[1]) | |
count_gap = startGap | |
count_residue = 0 | |
for j in alignment_to_use[0][startGap:]: | |
if j == '.' or j == '-': | |
count_gap += 1 | |
else: | |
count_residue += 1 | |
if int(count_residue) == int(pos2): # count gaps until the first position | |
break | |
annotation_on_up_end = int(pos2) + int(count_gap) | |
try: | |
pdb_residue_start = alignment_to_use[2][annotation_on_up_start - 1].strip() | |
if (pdb_residue_start == '.') or (pdb_residue_start == '-'): | |
for ran in range(len(alignment_to_use[2][(annotation_on_up_start - 1):annotation_on_up_end])): | |
if (alignment_to_use[2][(annotation_on_up_start - 1):annotation_on_up_end][ran] != '.') and \ | |
(alignment_to_use[2][(annotation_on_up_start - 1):annotation_on_up_end][ran] != '-') and \ | |
((alignment_to_use[1][(annotation_on_up_start - 1):annotation_on_up_end][ran] == '|') or | |
(alignment_to_use[1][(annotation_on_up_start - 1):annotation_on_up_end][ran] == 'X')): | |
annotation_on_up_start += ran | |
break | |
elif (pdb_residue_start != '.') and (pdb_residue_start != '-') and \ | |
((alignment_to_use[1][annotation_on_up_start - 1] == '.') or ( | |
alignment_to_use[1][annotation_on_up_start - 1] == '-')): | |
for ran in range(len(alignment_to_use[2][(annotation_on_up_start - 1):annotation_on_up_end])): | |
if ((alignment_to_use[1][(annotation_on_up_start - 1):annotation_on_up_end][ran] == '|') or | |
(alignment_to_use[1][(annotation_on_up_start - 1):annotation_on_up_end][ran] == 'X')): | |
annotation_on_up_start += ran | |
break | |
count_gap_pdb = 0 | |
if annotation_on_up_start != 'nan': | |
for q in alignment_to_use[2][0:annotation_on_up_start - 1]: | |
if q == '.' or q == '-': | |
count_gap_pdb += 1 | |
if alignment_to_use[1][annotation_on_up_start] == '-' or alignment_to_use[1][annotation_on_up_start] == '.': | |
annotation_on_pdb_start = 'nan' | |
else: | |
annotation_on_pdb_start = int(annotation_on_up_start) - count_gap_pdb | |
else: | |
annotation_on_pdb_start = 'nan' | |
except: | |
IndexError | |
try: | |
pdb_residue_end = alignment_to_use[2][annotation_on_up_end - 1].strip() | |
if pdb_residue_end == '.' or pdb_residue_end == '-': | |
for ran in range(len(alignment_to_use[2][(annotation_on_up_start - 1):annotation_on_up_end])): | |
if ((alignment_to_use[1][annotation_on_up_start - 1:annotation_on_up_end][ran] == '.') or | |
(alignment_to_use[1][(annotation_on_up_start - 1):][ran] == '-')): | |
annotation_on_up_start += (ran - 1) | |
annotation_on_up_end = annotation_on_up_start | |
break | |
elif (pdb_residue_end != '.') and (pdb_residue_end != '-') and \ | |
((alignment_to_use[1][annotation_on_up_end - 1] == '.') or ( | |
alignment_to_use[1][annotation_on_up_end - 1] == '-')): | |
for ran in range(len(alignment_to_use[2][(annotation_on_up_start - 1):annotation_on_up_end])): | |
if ((alignment_to_use[1][annotation_on_up_start - 1:annotation_on_up_end][ran] == '.') or | |
(alignment_to_use[1][(annotation_on_up_start - 1):][ran] == '-')): | |
annotation_on_up_start += (ran - 1) | |
annotation_on_up_end = annotation_on_up_start | |
break | |
count_gap_pdb = 0 | |
if annotation_on_up_end != 'nan': | |
for q in alignment_to_use[2][0:annotation_on_up_end - 1]: | |
if q == '.' or q == '-': | |
count_gap_pdb += 1 | |
if alignment_to_use[1][annotation_on_up_end - 1] == '-' or alignment_to_use[1][ | |
annotation_on_up_end - 1] == '.' and annotation_on_pdb_start == 'nan': | |
annotation_on_pdb_end = 'nan' | |
elif alignment_to_use[1][annotation_on_up_end - 1] == '-' or alignment_to_use[1][ | |
annotation_on_up_end - 1] == '.' and annotation_on_pdb_start != 'nan': | |
annotation_on_pdb_end = int(annotation_on_up_end) - count_gap_pdb | |
else: | |
annotation_on_pdb_end = int(annotation_on_up_end) - count_gap_pdb | |
else: | |
annotation_on_pdb_end = 'nan' | |
except: | |
IndexError # Say isoform 2 is matched with the length 100, but canonical is 150 aa long. If there is an annotation at 105. position, for the isoform it throws an index error. | |
if annotation_on_pdb_start == 'nan' and annotation_on_pdb_end != 'nan': | |
annotation_on_pdb_start = annotation_on_up_start - count_gap_pdb | |
if annotation_on_pdb_start == annotation_on_pdb_end: | |
annotation_on_pdb_start = 'nan' | |
annotation_on_pdb_end = 'nan' | |
return annotation_on_up_start, annotation_on_up_end, annotation_on_pdb_start, annotation_on_pdb_end | |
def annotation_pos_on_pdb(annot_positions, startGap, alignment_to_use, identifier): | |
newpos = [] | |
if annot_positions != 'nan': | |
annot_positions = (str(annot_positions).replace("'", '')) | |
annot_positions = (str(annot_positions).replace('[', '')) | |
annot_positions = (str(annot_positions).replace("]", '')) | |
positionList_perAnnotation = annot_positions.split(',') | |
positionList_perAnnotation = [h.strip() for h in positionList_perAnnotation] | |
position_start_on_pdb = 'nan' | |
position_end_on_pdb = 'nan' | |
try: | |
positionList_perAnnotation = [i for i in positionList_perAnnotation if i != 'nan'] | |
except: | |
TypeError | |
for position in range(len(positionList_perAnnotation)): | |
if ('-' not in str(positionList_perAnnotation[position])) and (str(positionList_perAnnotation[position]) != '?') and (str(positionList_perAnnotation[position]) != '') and (len(str(positionList_perAnnotation[position])) != 0): | |
count_gap = startGap | |
count_residue = 0 | |
for j in alignment_to_use[0][startGap:]: | |
if j == '.' or j == '-': | |
count_gap += 1 | |
else: | |
count_residue += 1 | |
try: | |
if int(count_residue) == int(positionList_perAnnotation[position]): | |
break | |
except: | |
ValueError | |
annotation_on_up = int(positionList_perAnnotation[position]) + int(count_gap) | |
try: | |
pdb_residue_start = alignment_to_use[2][annotation_on_up - 1].strip() | |
except: | |
IndexError | |
pdb_residue_start = 'nan' | |
if pdb_residue_start != 'nan': | |
try: | |
if (pdb_residue_start == '.') or (pdb_residue_start == '-'): | |
for ran in range(len(alignment_to_use[2][(annotation_on_up - 1):annotation_on_up])): | |
if (alignment_to_use[2][(annotation_on_up - 1):annotation_on_up][ran] != '.') and \ | |
(alignment_to_use[2][(annotation_on_up - 1):annotation_on_up][ | |
ran] != '-') and \ | |
((alignment_to_use[1][(annotation_on_up - 1):annotation_on_up][ | |
ran] == '|') or | |
(alignment_to_use[1][(annotation_on_up - 1):annotation_on_up][ | |
ran] == 'X')): | |
annotation_on_up += ran | |
break | |
elif (pdb_residue_start != '.') and (pdb_residue_start != '-') and \ | |
((alignment_to_use[1][annotation_on_up - 1] == '.') or ( | |
alignment_to_use[1][annotation_on_up - 1] == '-')): | |
for ran in range(len(alignment_to_use[2][(annotation_on_up - 1):annotation_on_up])): | |
if ((alignment_to_use[1][(annotation_on_up - 1):annotation_on_up][ran] == '|') or | |
(alignment_to_use[1][(annotation_on_up - 1):annotation_on_up][ran] == 'X')): | |
annotation_on_up += ran | |
break | |
count_gap_pdb = 0 | |
for q in alignment_to_use[2][0:annotation_on_up - 1]: | |
if q == '.' or q == '-': | |
count_gap_pdb += 1 | |
if alignment_to_use[1][annotation_on_up] == '-' or alignment_to_use[1][ | |
annotation_on_up] == '.': | |
annotation_on_pdb = 'nan' | |
else: | |
annotation_on_pdb = int(annotation_on_up) - count_gap_pdb | |
if count_gap_pdb == annotation_on_up: | |
annotation_on_pdb = 'nan' | |
try: | |
if alignment_to_use[2][count_gap_pdb + annotation_on_pdb - 1] == '.' or alignment_to_use[2][ | |
count_gap_pdb + annotation_on_pdb - 1] == '-': | |
annotation_on_pdb = 'nan' | |
except: | |
IndexError | |
annotation_on_pdb = 'nan' | |
except: | |
IndexError | |
annotation_on_pdb = 'nan' | |
newpos.append(annotation_on_pdb) | |
elif ('-' in str(positionList_perAnnotation[position])) and ( | |
str(positionList_perAnnotation[position]) != '?') and ( | |
str(positionList_perAnnotation[position]) != ' ') and ( | |
len(str(positionList_perAnnotation[position])) != 0): | |
try: | |
position_start_on_pdb = \ | |
find_position_on_pdb_for_range_annotations(positionList_perAnnotation[position], | |
startGap, alignment_to_use)[2] | |
position_end_on_pdb = \ | |
find_position_on_pdb_for_range_annotations(positionList_perAnnotation[position], | |
startGap, alignment_to_use)[3] | |
except: | |
ValueError | |
newpositions = str(position_start_on_pdb) + '-' + str(position_end_on_pdb) | |
newpos.append(newpositions) | |
else: | |
pass | |
try: | |
newpos = [i for i in newpos if i != 'nan'] | |
except: | |
TypeError | |
return newpos | |
def final_stage(df, annotation_list, alignment_path): | |
for i in df.index: | |
identifier = df.at[i, 'uniprotID'] + '_' + df.at[i, 'pdbID'] + '_' + df.at[i, 'chain'] + '_' | |
alignment_list = do_alignment(identifier, df.at[i, 'uniprotSequence'], df.at[i, 'pdbSequence'], alignment_path) | |
df.at[i, 'pdb_alignStatus'] = mutation_position_on_pdb(alignment_list, df.at[i, 'pos'])[0] | |
print() | |
df.at[i, 'mutationPositionOnPDB'] = mutation_position_on_pdb(alignment_list, df.at[i, 'pos'])[1] | |
startGap = mutation_position_on_pdb(alignment_list, df.at[i, 'pos'])[2] | |
alignment_to_use = mutation_position_on_pdb(alignment_list, df.at[i, 'pos'])[3] | |
for annot in annotation_list: | |
df.at[i, annot] = annotation_pos_on_pdb(df.at[i, annot], startGap, alignment_to_use, identifier) | |
if str(df.at[i, 'domStart']) != 'nan' and str(df.at[i, 'domEnd']) != 'nan' and \ | |
((str(df.at[i, 'domStart']) != '-1' and str(df.at[i, 'domEnd']) != '-1' and | |
str(df.at[i, 'domStart']) != '-1.0' and str(df.at[i, 'domEnd']) != '-1.0')): | |
domainLoc = str(df.at[i, 'domStart']).split('.')[0] + '-' + str(df.at[i, 'domEnd']).split('.')[0] | |
domain_pos = find_position_on_pdb_for_range_annotations(domainLoc, startGap, alignment_to_use) | |
df.at[i, 'domainStartonPDB'] = domain_pos[2] | |
df.at[i, 'domainEndonPDB'] = domain_pos[3] | |
elif str(df.at[i, 'domStart']) != '-1' or str(df.at[i, 'domEnd']) != '-1' or \ | |
str(df.at[i, 'domStart']) != '-1.0' or str(df.at[i, 'domEnd']) != '-1.0': | |
df.at[i, 'domainStartonPDB'] = 'nan' | |
df.at[i, 'domainEndonPDB'] = 'nan' | |
df = df.astype(str) | |
return df | |
def alignment(dataframe_to_align, annotation_list, alignment_path): | |
domainList = ['domStart', 'domEnd'] | |
result = final_stage(dataframe_to_align, annotation_list, alignment_path) | |
return result | |
# |