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multiBAMtoBED.py
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### hierarchical_clustering.py
#Author Nathan Salomonis - nsalomonis@gmail.com
#Permission is hereby granted, free of charge, to any person obtaining a copy
#of this software and associated documentation files (the "Software"), to deal
#in the Software without restriction, including without limitation the rights
#to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
#copies of the Software, and to permit persons to whom the Software is furnished
#to do so, subject to the following conditions:
#THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED,
#INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A
#PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT
#HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION
#OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE
#SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
""" Batch script for extracting many junction.bed and building exon.bed files from
an input set of BAM files in a directory. Requires a reference text file containing
exon regions (currently provided from AltAnalyze - see ReferenceExonCoordinates
folder). Can produce only junction.bed files, only a combined exon reference or only
exon.bed files optionally. Can run using a single processor or multiple simultaneous
processes (--m flag)."""
import export
import string
import time
import sys, os
import shutil
import unique
import subprocess
import BAMtoJunctionBED
import BAMtoExonBED
import getopt
import traceback
################# General data import methods #################
def filepath(filename):
fn = unique.filepath(filename)
return fn
def cleanUpLine(line):
data = string.replace(line,'\n','')
data = string.replace(data,'\c','')
data = string.replace(data,'\r','')
data = string.replace(data,'"','')
return data
def getFolders(sub_dir):
dir_list = unique.read_directory(sub_dir); dir_list2 = []
###Only get folder names
for entry in dir_list:
if '.' not in entry: dir_list2.append(entry)
return dir_list2
def getFiles(sub_dir):
dir_list = unique.read_directory(sub_dir); dir_list2 = []
###Only get folder names
for entry in dir_list:
if '.' in entry: dir_list2.append(entry)
return dir_list2
def getFolders(sub_dir):
dir_list = unique.read_directory(sub_dir); dir_list2 = []
###Only get folder names
for entry in dir_list:
if '.' not in entry: dir_list2.append(entry)
return dir_list2
def parallelBAMProcessing(directory,refExonCoordinateFile,bed_reference_dir,analysisType=[],useMultiProcessing=False,MLP=None,root=None):
paths_to_run=[]
errors=[]
if '.bam' in directory:
### Allow a single BAM file to be specifically analyzed (e.g., bsub operation)
bam_file = directory
bam_file = string.replace(directory,'\\','/')
directory = string.join(string.split(directory,'/')[:-1],'/')
else:
bam_file = None
outputExonCoordinateRefBEDfile = str(bed_reference_dir)
bed_reference_dir = string.replace(bed_reference_dir,'\\','/')
### Check if the BAM files are located in the target folder (not in subdirectories)
files = getFiles(directory)
for file in files:
if '.bam' in file and '.bai' not in file:
source_file = directory+'/'+file
source_file = filepath(source_file)
output_filename = string.replace(file,'.bam','')
output_filename = string.replace(output_filename,'=','_')
destination_file = directory+'/'+output_filename+'__exon.bed'
destination_file = filepath(destination_file)
paths_to_run.append((source_file,refExonCoordinateFile,bed_reference_dir,destination_file))
### Otherwise, check subdirectories for BAM files
folders = getFolders(directory)
if len(paths_to_run)==0:
for top_level in folders:
try:
files = getFiles(directory+'/'+top_level)
for file in files:
if '.bam' in file and '.bai' not in file:
source_file = directory+'/'+file
source_file = filepath(source_file)
destination_file = directory+'/'+top_level+'__exon.bed'
destination_file = filepath(destination_file)
paths_to_run.append((source_file,refExonCoordinateFile,bed_reference_dir,destination_file))
except Exception: pass
### If a single BAM file is indicated
if bam_file != None:
output_filename = string.replace(bam_file,'.bam','')
output_filename = string.replace(output_filename,'=','_')
destination_file = output_filename+'__exon.bed'
paths_to_run = [(bam_file,refExonCoordinateFile,bed_reference_dir,destination_file)]
if 'reference' in analysisType and len(analysisType)==1:
augmentExonReferences(directory,refExonCoordinateFile,outputExonCoordinateRefBEDfile)
sys.exit()
if useMultiProcessing:
pool_size = MLP.cpu_count()
if len(paths_to_run)<pool_size:
pool_size = len(paths_to_run)
print 'Using %d processes' % pool_size
if len(paths_to_run) > pool_size:
pool_size = len(paths_to_run)
if len(analysisType) == 0 or 'junction' in analysisType:
print 'Extracting junction alignments from BAM files...',
pool = MLP.Pool(processes=pool_size)
try: results = pool.map(runBAMtoJunctionBED, paths_to_run) ### worker jobs initiated in tandem
except ValueError:
print_out = '\WARNING!!! No Index found for the BAM files (.bam.bai). Sort and Index using Samtools prior to loading in AltAnalyze'
print traceback.format_exc()
if root!=None:
import UI
UI.WarningWindow(print_out,'Exit');sys.exit()
try:pool.close(); pool.join(); pool = None
except Exception: pass
print_out=None
for sample,missing in results:
if len(missing)>1:
print_out = '\nWarning!!! %s chromosomes not found in: %s (PySam platform-specific error)' % (string.join(missing,', '),sample)
if root!=None and print_out!=None:
try:
import UI
UI.WarningWindow(print_out,'Continue')
except Exception: pass
print len(paths_to_run), 'BAM files','processed'
if len(analysisType) == 0 or 'reference' in analysisType:
#print 'Building exon reference coordinates from Ensembl/UCSC and all junctions...',
augmentExonReferences(directory,refExonCoordinateFile,outputExonCoordinateRefBEDfile)
#print 'completed'
print 'Extracting exon alignments from BAM files...',
if len(analysisType) == 0 or 'exon' in analysisType:
pool = MLP.Pool(processes=pool_size)
results = pool.map(runBAMtoExonBED, paths_to_run) ### worker jobs initiated in tandem
try:pool.close(); pool.join(); pool = None
except Exception: pass
print len(paths_to_run), 'BAM files','processed'
else:
if len(analysisType) == 0 or 'junction' in analysisType:
for i in paths_to_run:
runBAMtoJunctionBED(i)
if len(analysisType) == 0 or 'reference' in analysisType:
augmentExonReferences(directory,refExonCoordinateFile,outputExonCoordinateRefBEDfile)
if len(analysisType) == 0 or 'exon' in analysisType:
for i in paths_to_run:
runBAMtoExonBED(i)
def runBAMtoJunctionBED(paths_to_run):
bamfile_dir,refExonCoordinateFile,bed_reference_dir,output_bedfile_path = paths_to_run
output_bedfile_path = string.replace(bamfile_dir,'.bam','__junction.bed')
#if os.path.exists(output_bedfile_path) == False: ### Only run if the file doesn't exist
results = BAMtoJunctionBED.parseJunctionEntries(bamfile_dir,multi=True,ReferenceDir=refExonCoordinateFile)
#else: print output_bedfile_path, 'already exists.'
return results
def runBAMtoExonBED(paths_to_run):
bamfile_dir,refExonCoordinateFile,bed_reference_dir,output_bedfile_path = paths_to_run
if os.path.exists(output_bedfile_path) == False: ### Only run if the file doesn't exist
BAMtoExonBED.parseExonReferences(bamfile_dir,bed_reference_dir,multi=True)
else:
print output_bedfile_path, 'already exists... re-writing'
BAMtoExonBED.parseExonReferences(bamfile_dir,bed_reference_dir,multi=True)
def getChrFormat(directory):
### Determine if the chromosomes have 'chr' or nothing
files = getFiles(directory)
chr_status=True
for file in files:
firstLine=True
if 'junction' in file and '.bed' in file:
for line in open(directory+'/'+file,'rU').xreadlines():
if firstLine: firstLine=False
else:
t = string.split(line)
chr = t[0]
if 'chr' not in chr:
chr_status = False
break
break
return chr_status
def augmentExonReferences(directory,refExonCoordinateFile,outputExonCoordinateRefBEDfile):
print 'Building reference bed file from all junction.bed files'
splicesite_db={} ### reference splice-site database (we only want to add novel splice-sites to our reference)
real_splicesites={}
introns={}
novel_db={}
reference_toplevel = string.join(string.split(outputExonCoordinateRefBEDfile,'/')[:-1],'/')
try: os.mkdir(reference_toplevel) ### If the bed folder doesn't exist
except Exception: pass
chr_status = getChrFormat(directory)
o = open (outputExonCoordinateRefBEDfile,"w")
#refExonCoordinateFile = '/Users/saljh8/Desktop/Code/AltAnalyze/AltDatabase/EnsMart72/ensembl/Mm/Mm_Ensembl_exon.txt'
reference_rows=0
if '.gtf' in refExonCoordinateFile: firstLine = False
else: firstLine = True
for line in open(refExonCoordinateFile,'rU').xreadlines():
if firstLine: firstLine=False
else:
line = line.rstrip('\n')
reference_rows+=1
t = string.split(line,'\t'); #'gene', 'exon-id', 'chromosome', 'strand', 'exon-region-start(s)', 'exon-region-stop(s)', 'constitutive_call', 'ens_exon_ids', 'splice_events', 'splice_junctions'
geneID, exon, chr, strand, start, stop = t[:6]
if chr_status == False:
chr = string.replace(chr,'chr','')
o.write(string.join([chr,start,stop,geneID+':'+exon,'',strand],'\t')+'\n')
start = int(start); stop = int(stop)
#geneID = string.split(exon,':')[0]
splicesite_db[chr,start]=geneID
splicesite_db[chr,stop]=geneID
if 'I' in exon:
try: introns[geneID].append([start,stop])
except Exception: introns[geneID] = [[start,stop]]
files = getFiles(directory)
for file in files:
firstLine=True
if 'junction' in file and '.bed' in file:
for line in open(directory+'/'+file,'rU').xreadlines():
if firstLine: firstLine=False
else:
line = line.rstrip('\n')
t = string.split(line,'\t'); #'12', '6998470', '6998522', 'ENSG00000111671:E1.1_ENSE00001754003', '0', '-'
chr, exon1_start, exon2_stop, junction_id, reads, strand, null, null, null, null, lengths, null = t
exon1_len,exon2_len=string.split(lengths,',')[:2]; exon1_len = int(exon1_len); exon2_len = int(exon2_len)
exon1_start = int(exon1_start); exon2_stop = int(exon2_stop)
if strand == '-':
exon1_stop = exon1_start+exon1_len; exon2_start=exon2_stop-exon2_len+1
### Exons have the opposite order
a = exon1_start,exon1_stop; b = exon2_start,exon2_stop
exon1_stop,exon1_start = b; exon2_stop,exon2_start = a
else:
exon1_stop = exon1_start+exon1_len; exon2_start=exon2_stop-exon2_len+1
seq_length = abs(float(exon1_stop-exon2_start)) ### Junction distance
key = chr,exon1_stop,exon2_start
if (chr,exon1_stop) not in splicesite_db: ### record the splice site and position of the max read
if (chr,exon2_start) in splicesite_db: ### only include splice sites where one site is known
geneID = splicesite_db[(chr,exon2_start)]
novel_db[chr,exon1_stop,strand] = exon1_start,geneID,5
real_splicesites[chr,exon2_start]=None
elif (chr,exon2_start) not in splicesite_db: ### record the splice site and position of the max read
if (chr,exon1_stop) in splicesite_db: ### only include splice sites where one site is known
#if 121652702 ==exon2_start:
#print chr, exon1_start,exon1_stop,exon2_start,exon2_stop, strand;sys.exit()
geneID = splicesite_db[(chr,exon1_stop)]
novel_db[chr,exon2_start,strand] = exon2_stop,geneID,3
real_splicesites[chr,exon1_stop]=None
else:
real_splicesites[chr,exon1_stop]=None
real_splicesites[chr,exon2_start]=None
print len(novel_db), 'novel splice sites and', len(real_splicesites), 'known splice sites.'
gene_organized={}
for (chr,pos1,strand) in novel_db:
pos2,geneID,type = novel_db[(chr,pos1,strand)]
try: gene_organized[chr,geneID,strand].append([pos1,pos2,type])
except Exception: gene_organized[chr,geneID,strand] = [[pos1,pos2,type]]
def intronCheck(geneID,coords):
### see if the coordinates are within a given intron
try:
for ic in introns[geneID]:
if withinQuery(ic,coords):
return True
except Exception:
pass
def withinQuery(ls1,ls2):
imax = max(ls1)
imin = min(ls1)
qmax = max(ls2)
qmin = min(ls2)
if qmin >= imin and qmax <= imax:
return True
else:
return False
### Compare the novel splice site locations in each gene
added=[]
for (chr,geneID,strand) in gene_organized:
gene_organized[(chr,geneID,strand)].sort()
if strand == '-':
gene_organized[(chr,geneID,strand)].reverse()
i=0
set = gene_organized[(chr,geneID,strand)]
for (pos1,pos2,type) in set:
k = [pos1,pos2]
annotation='novel'
if i==0 and type == 3:
if len(set)>1:
if set[i+1][-1]==5:
l = [set[i+1][0],pos1]
if (max(l)-min(l))<300 and intronCheck(geneID,l):
k=l
#print chr,k
annotation='novel-paired'
elif type == 5:
if set[i-1][-1]==3:
l = [set[i-1][0],pos1]
if (max(l)-min(l))<300 and intronCheck(geneID,l):
k=l
#print chr,k
annotation='novel-paired'
k.sort(); i+=1
if k not in added:
values = string.join([chr,str(k[0]),str(k[1]),geneID+':'+annotation,'',strand],'\t')+'\n'
added.append(k)
o.write(values)
o.close()
if __name__ == '__main__':
import multiprocessing as mlp
refExonCoordinateFile = ''
outputExonCoordinateRefBEDfile = ''
#bam_dir = "H9.102.2.6.bam"
#outputExonCoordinateRefBEDfile = 'H9.102.2.6__exon.bed'
################ Comand-line arguments ################
if len(sys.argv[1:])<=1: ### Indicates that there are insufficient number of command-line arguments
print "Warning! Please designate a directory containing BAM files as input in the command-line"
print "Example: python multiBAMtoBED.py --i /Users/me/BAMfiles --g /Users/me/ReferenceExonCoordinates/Hs_Ensembl_exon_hg19.txt --r /Users/me/ExonBEDRef/Hs_Ensembl_exon-cancer_hg19.bed --a exon --a junction --a reference"
print "Example: python multiBAMtoBED.py --i /Users/me/BAMfiles --a junction"
sys.exit()
else:
analysisType = []
useMultiProcessing=False
options, remainder = getopt.getopt(sys.argv[1:],'', ['i=','g=','r=','a=','m='])
for opt, arg in options:
if opt == '--i': bam_dir=arg
elif opt == '--g': refExonCoordinateFile=arg
elif opt == '--r': outputExonCoordinateRefBEDfile=arg
elif opt == '--a': analysisType.append(arg) ### options are: all, junction, exon, reference
elif opt == '--m': ### Run each BAM file on a different processor
if arg == 'yes': useMultiProcessing=True
elif arg == 'True': useMultiProcessing=True
else: useMultiProcessing=False
else:
print "Warning! Command-line argument: %s not recognized. Exiting..." % opt; sys.exit()
if len(analysisType) == 0:
analysisType = ['exon','junction','reference']
try:
refExonCoordinateFile = refExonCoordinateFile
outputExonCoordinateRefBEDfile = outputExonCoordinateRefBEDfile
except Exception:
print 'Please provide a exon coordinate text file using the option --g and a output coordinate file path (--r) to generate exon.bed files'
analysisType = ['junction']
refExonCoordinateFile = ''
outputExonCoordinateRefBEDfile = ''
try: bam_dir = bam_dir
except Exception: print 'You must specify a directory of BAM files or a single bam file with --i';sys.exit()
try: refExonCoordinateFile = refExonCoordinateFile
except Exception: print 'You must specify a AltAnalyze exon coordinate text file with --g';sys.exit()
try: outputExonCoordinateRefBEDfile = outputExonCoordinateRefBEDfile
except Exception: print 'You must specify an output path for the exon.bed reference file location with --r (e.g., --r /users/Hs_exon.bed)';sys.exit()
parallelBAMProcessing(bam_dir,refExonCoordinateFile,outputExonCoordinateRefBEDfile,analysisType=analysisType,useMultiProcessing=useMultiProcessing,MLP=mlp)