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evaluateAlignments.py
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evaluateAlignments.py
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#! /usr/bin/env python3
import argparse
import os,sys
import subprocess as sp
from Bio import AlignIO
from run_hmmtop import run_hmmtop
"""
A tool developed to standardize the alignment statistics used for comparative proteomic analysis
in the Saier Lab at UCSD. Currently, protein sequences are acquired from BLAST databases using
blastdbcmd and all alignments are performed using ssearch36.
"""
def setup(outdir):
"""
Handles Creation of Output Directory Structure
Parameters
----------
outdir
the user provided path to an output directory
Returns
-------
seqDir
the path to the directory where sequence files will be stored for alignment
alnDir
the path to the directory where alignment files will be stored
hmmDir
the path to the directory where the output of hmmtop output will be stored
"""
#check for directory. Create if not present.
if not os.path.isdir(outdir):
os.makedirs(outdir)
#make a seqs folder for sequences
seqDir = '{}/seqs'.format(outdir)
if not os.path.isdir(seqDir):
os.makedirs(seqDir)
#make an alignment folder for alignment files
alnDir = '{}/aln'.format(outdir)
if not os.path.isdir(alnDir):
os.makedirs(alnDir)
#make a directory for hmmtop output
hmmDir = '{}/hmmtop'.format(outdir)
if not os.path.isdir(hmmDir):
os.makedirs(hmmDir)
return seqDir,alnDir,hmmDir
def alignSeq(infile, outdir, outfile, seqDir, alnDir, hmmDir, tcdb_db, query_db):
"""
Collects sequences for relevant proteins from input file and performs alignments and
TransMembrane Sequence (TMS) prediction
Parameters
----------
infile
the path to the input file
outdir
the path to the output directory
outfile
the name of the tsv containing the alignment statistics (not including file extension)
seqDir
the path to the directory where the sequence will be stored
alnDir
the path to the directory where alignment files will be stored
hmmDir
the path to the directory where the hmmtop output will be stored
"""
#read infile
contents = open(infile,'r').readlines()
#create outfile
out = open('{}/{}.tsv'.format(outdir,outfile),'w')
out.write('#query\tq_tms\tacc\ts_tms\ttcid\tevalue\tpident\tqcov\tscov\n')
tms = {}
for line in contents:
if line[0][0] == '#':
continue
query,acc,tcid = line.rstrip().split('\t')
#check if version number in query
if '.' in query:
query = query.split('.')[0]
#check for query protein sequence
querySeq = '{}/{}.faa'.format(seqDir,query)
if not os.path.exists(querySeq):
os.system('blastdbcmd -db {} -entry {} -target_only > {}'.format(query_db,query,querySeq))
tms[query] = run_hmmtop(querySeq,'{}/{}.out'.format(hmmDir,query))
#check if version number in accesion
if '.' in acc:
acc = acc.split('.')[0]
#check for tcdb protein
tcSeq = '{}/{}.faa'.format(seqDir,acc)
if not os.path.exists(tcSeq):
os.system('blastdbcmd -db {} -entry {}-{} -target_only > {}'.format(tcdb_db,tcid,acc,tcSeq))
tms[acc] = run_hmmtop(tcSeq,'{}/{}.out'.format(hmmDir,acc))
#perform alignments
aln = '{}/ssearch36_{}_vs_{}.aln'.format(alnDir,query,acc)
if not os.path.exists(aln):
os.system('ssearch36 -z 11 -k 1000 -s BL50 -E 1 -W 0 -m 10 {} {} > {}'.format(querySeq,tcSeq,aln))
alignments = AlignIO.parse(open(aln),'fasta-m10')
for alignment in alignments:
evalue = alignment._annotations['sw_expect']
pident = float(alignment._annotations['sw_ident'])*100
qcov,scov = [(int(x._al_stop)-int(x._al_start))/float(len(x.seq))for x in alignment]
out.write('{}\n'.format('\t'.join(map(str,[query,tms[query],acc,tms[acc],tcid,evalue,pident,qcov,scov]))))
out.close()
def parse_arguments():
"""
Argument Parser for the CLI
"""
desc =''' A tool developed to standardize the alignment statistics used for comparative proteomic analysis
in the Saier Lab at UCSD. Currently, protein sequences are acquired from BLAST databases using
blastdbcmd and all alignments are performed using ssearch36.'''
parser = argparse.ArgumentParser(description=desc)
parser.add_argument('-i', '--infile', action='store',
help='The path to the tsv file containing the results of a proteome analysis')
parser.add_argument('-of', '--outfile', action='store', default='results',
help='The name for the file containing alignment statistics (without the file extension), ' \
'which will be place in the output directory. Default is results')
parser.add_argument('-od', '--outdir', action='store', default='./output',
help='The path to the directory where all the analysis files will be output. Default is ./output')
parser.add_argument('-tc', '--tcdb_db', action='store', default='tcdb',
help='The path to the tcdb blastdb. By default, the value is tcdb')
parser.add_argument('-q', '--query_db', action='store', default='nr',
help='The path to the blastdb for the query proteome. By default, the value is nr')
args = parser.parse_args()
if len(sys.argv) < 2:
parser.print_help()
sys.exit(0)
infile = args.infile
if infile is None:
print("Input TSV Required to Run Alignment!")
parser.print_help()
sys.exit(0)
return args.infile, args.outdir, args.outfile, args.tcdb_db, args.query_db
if __name__ == "__main__":
"""
Main function of the program
"""
infile, outdir, outfile, tcdb_db, query_db = parse_arguments()
seqDir, alnDir, hmmDir = setup(outdir)
alignSeq(infile, outdir, outfile, seqDir, alnDir, hmmDir, tcdb_db, query_db)