Mercurial > repos > jjohnson > pileup_to_vcf
view pileup_to_vcf.py @ 2:d6de2d1f4af9
Fix read depth reporting
author | Jim Johnson <jj@umn.edu> |
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date | Sun, 03 Mar 2013 20:38:43 -0600 |
parents | bb0ac51f1b02 |
children | aa76c8dd97e6 |
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#!/usr/bin/env python """ # #------------------------------------------------------------------------------ # University of Minnesota # Copyright 2012, Regents of the University of Minnesota #------------------------------------------------------------------------------ # Author: # # James E Johnson # Jesse Erdmann # #------------------------------------------------------------------------------ """ """ Generate a VCF file from a samtools pileup filtering on read coverage, base call quality, and allele frequency Pileup Format http://samtools.sourceforge.net/pileup.shtml Columns: chromosome, 1-based coordinate, reference base, the number of reads covering the site, read bases, base qualities VCF Format http://www.1000genomes.org/wiki/Analysis/Variant%20Call%20Format/vcf-variant-call-format-version-41 The header line names the 8 fixed, mandatory columns. These columns are as follows: CHROM POS ID REF ALT QUAL FILTER INFO """ import sys,re,os.path import optparse from optparse import OptionParser vcf_header = """\ ##fileformat=VCFv4.0 ##source=pileup_to_vcf.pyV1.0 ##INFO=<ID=DP,Number=1,Type=Integer,Description=\"Total Depth\"> ##INFO=<ID=$SAF_header,Number=.,Type=Float,Description=\"Specific Allele Frequency\"> ##FILTER=<ID=DP,Description=\"Minimum depth of %s\"> ##FILTER=<ID=$SAF_header,Description=\"Allele frequency of at least %s with base quality minimum %d\"> #CHROM POS ID REF ALT QUAL FILTER INFO\ """ def __main__(): #Parse Command Line parser = optparse.OptionParser() # files parser.add_option( '-i', '--input', dest='input', help='The input pileup file (else read from stdin)' ) parser.add_option( '-o', '--output', dest='output', help='The output vcf file (else write to stdout)' ) # filters parser.add_option( '-c', '--min_coverage', type='int', default='1', dest='min_coverage', help='The minimum read coverage depth to report a variant [default 1]' ) parser.add_option( '-r', '--report_depth', type='choice', choices=['source','ref','qual','all'], default='ref', dest='report_depth', help='Coverage depth as: source - as reported in the ipleup source, ref - reads rcovering base, qual - reads with base call above min_base_quality, all - reads spanning base (includes indels)' ) parser.add_option( '-b', '--min_base_quality', type='int', default='0', dest='min_base_quality', help='The minimum base quality for a base call to be counted' ) parser.add_option( '-f', '--min_allele_freq', type='float', default='.5', dest='min_allele_freq', help='The minimum frequency of an allele for it to be reported (default .5)' ) parser.add_option( '-m', '--allow_multiples', action="store_true", dest='allow_multiples', default=False, help='Allow multiple alleles to be reported' ) parser.add_option( '-s', '--snps_only', action="store_true", dest='snps_only', default=False, help='Only report SNPs, not indels' ) # select columns parser.add_option( '-C', '--chrom_col', type='int', default='1', dest='chrom_col', help='The ordinal position (starting with 1) of the chromosome column' ) parser.add_option( '-P', '--pos_col', type='int', default='2', dest='pos_col', help='The ordinal position (starting with 1) of the position column' ) parser.add_option( '-R', '--ref_col', type='int', default='3', dest='ref_col', help='The ordinal position (starting with 1) of the reference base column' ) parser.add_option( '-D', '--coverage_col', type='int', default='4', dest='coverage_col', help='The ordinal position (starting with 1) of the read coverage depth column' ) parser.add_option( '-B', '--base_call_col', type='int', default='5', dest='base_call_col', help='The ordinal position (starting with 1) of the base call column' ) parser.add_option( '-Q', '--base_qual_col', type='int', default='6', dest='base_qual_col', help='The ordinal position (starting with 1) of the base quality column' ) # debug parser.add_option( '-d', '--debug', action="store_true", dest='debug', default=False, help='Print Debug messages' ) # (options, args) = parser.parse_args() debug = options.debug if options.debug else False #Coverage must have at least a total depth of min_coverage to be considered min_coverage = options.min_coverage #Count depth as: ref - reads covercovering base, all - reads spanning base, qual - reads with base call above min_base_quality dp_as = options.report_depth #Base qualities must be at least the min_base_quality value to be counted min_base_quality = options.min_base_quality #Coverage must be more than this pct in support of the variant, e.g. variant support / total coverage > min_allele_freq min_allele_freq = options.min_allele_freq #Allow multiple variants to be reported for a position, min_allele_freq must be less than 0.5 for this to have effect. allow_multiples = options.allow_multiples # Whether to report indels report_indels = not options.snps_only # Check for 1-based column options, and subtract 1 for python array index #Which column (count starting with 1) contains the chromosome (Default assumes 6-col pileup or 12-col filtered pileup) chrom_col = options.chrom_col - 1 #Which column (count starting with 1) contains the position (Default assumes 6-col pileup or 12-col filtered pileup) pos_col = options.pos_col - 1 #Which column (count starting with 1) contains the reference base (Default assumes 6-col pileup or 12-col filtered pileup) ref_col = options.ref_col - 1 #Which column (count starting with 1) contains the total coverage for the position (Default assumes 6-col pileup or 12-col filtered pileup) coverage_col = options.coverage_col - 1 #Which column (count starting with 1) contains the base calls for the position (Default assumes 6-col pileup or 12-col filtered pileup) base_call_col = options.base_call_col - 1 #Which column (count starting with 1) contains the base call qualities for the position (Default assumes 6-col pileup or 12-col filtered pileup) base_qual_col = options.base_qual_col - 1 # pileup input if options.input != None: try: inputPath = os.path.abspath(options.input) inputFile = open(inputPath, 'r') except Exception, e: print >> sys.stderr, "failed: %s" % e exit(2) else: inputFile = sys.stdin # vcf output if options.output != None: try: outputPath = os.path.abspath(options.output) outputFile = open(outputPath, 'w') except Exception, e: print >> sys.stderr, "failed: %s" % e exit(3) else: outputFile = sys.stdout indel_len_pattern = '([1-9][0-9]*)' ref_skip_pattern = '[<>]' SAF_header = "SAF"; print >> outputFile, vcf_header % (min_coverage,min_allele_freq,min_base_quality) try: for linenum,line in enumerate(inputFile): if debug: print >> sys.stderr, "%5d:\t%s" % (linenum,line) fields = line.split('\t') sdp = int(fields[coverage_col]) # count of all reads spanning ref base from source coverage column # Quick check for coverage if dp_as != 'all' and sdp < min_coverage : continue bases = fields[base_call_col] m = re.findall(ref_skip_pattern,bases) # Quick check for coverage, pileup coverage - reference skips rdp = sdp - (len(m) if m else 0) if dp_as == 'ref' or dp_as == 'qual': if rdp < min_coverage: continue quals = fields[base_qual_col] chrom = fields[chrom_col] pos = int(fields[pos_col]) ref = fields[ref_col] deletions = dict() max_deletion = 0 insertions = dict() snps = {'A':0,'C':0,'G':0,'T':0,'N':0} bi = 0 # bases index qi = 0 # quals index adp = 0 # read coverage depth qdp = 0 # read coverage depth with base call quality passing minimum variants = dict() # variant -> count mc = 0 # match count while bi < len(bases): base = bases[bi] if debug: print >> sys.stderr, "%3d\t%s\t%3d\t%s %3d" % (bi,base,qi,quals[qi],ord(quals[qi]) - 33) bi += 1 if base in '<>' : #reference skip (between paired reads) pass; elif base in '.,' : # match reference on forward/reverse strand mc += 1 adp += 1 qual = ord(quals[qi]) -33 qi += 1 # count match if qual >= min_base_quality: qdp += 1 elif base in 'ACGTNacgtn' : # SNP on forward/reverse strand adp += 1 qual = ord(quals[qi]) -33 qi += 1 # record snp variant if qual >= min_base_quality: qdp += 1 snps[base.upper()] += 1 elif base in '+-' : # indel adp += 1 m = re.match(indel_len_pattern,bases[bi:]) indel_len_str = m.group(0) # get the indel len string bi += len(indel_len_str) # increment the index by the len of the len string indel_len = int(indel_len_str) indel = bases[bi:bi+indel_len].upper() # get the indel bases bi += indel_len # increment the index by the len of the indel if base == '+': # record insertion variant if indel in insertions: insertions[indel] += 1 else: insertions[indel] = 1 elif base == '-': # record deletion variant max_deletion = max(indel_len,max_deletion) if indel in deletions: deletions[indel] += 1 else: deletions[indel] = 1 elif base == '*' : # a deletion from a prior base qi += 1 elif base == '^' : #start of read (followed by read quality char) read_mapping_qual = ord(bases[bi]) - 33 bi += 1 elif base == '$' : #end of read pass # no associated quality in either bases or quals dp = rdp if dp_as == 'ref' else qdp if dp_as == 'qual' else sdp if dp_as == 'source' else adp if debug: print >> sys.stderr, "match count: %d" % mc if debug: print >> sys.stderr, "snps: %s\tins: %s\tdel: %s" % (snps,insertions,deletions) if dp < max(1,min_coverage) : continue # output any variants that meet the depth coverage requirement vcf_pos = pos vcf_ref = ref suffix = '' alts = [] safs = [] # If we have any deletions to report, need to modify the ref string if debug: print >> sys.stderr, "max deletions: %s" % deletions if report_indels: for k,v in deletions.items(): saf = v/float(dp) if saf >= min_allele_freq: if len(k) > len(suffix): suffix = k vcf_ref = (ref + suffix).upper() if debug: print >> sys.stderr, "snps: %s" % snps for k,v in snps.items(): if debug: print >> sys.stderr, "snp: %s %d" % (k,v) saf = v/float(dp) if saf >= min_allele_freq: alts.append(k + suffix) safs.append(saf) if debug: print >> sys.stderr, "insertions: %s" % insertions if report_indels: for k,v in insertions.items(): saf = v/float(dp) if saf >= min_allele_freq: alts.append(ref + k + suffix) safs.append(saf) if debug: print >> sys.stderr, "deletions: %s" % deletions for k,v in deletions.items(): saf = v/float(dp) if saf >= min_allele_freq: alts.append(vcf_ref[:len(vcf_ref) - len(k)]) # TODO alt will be a substring of vcf_ref, test this safs.append(saf) if len(alts) > 0: vcf_id = "." vcf_qual = "." vcf_filter = "PASS" # if not allow_multiples, report only the most freq alt if not allow_multiples and len(alts) > 1: max_saf = max(safs) for i,v in enumerate(safs): if v == max_saf: vcf_alt = alts[i] info = "SAF=%f;DP=%d" % (max_saf,dp) # if allow_multiples else: vcf_alt = ','.join(alts) isafs = [] for saf in safs: isafs.append("SAF=%f" % saf) info = "%s;DP=%d" % (','.join(isafs),dp) print >> outputFile,"%s\t%d\t%s\t%s\t%s\t%s\t%s\t%s" % (chrom,vcf_pos,vcf_id,vcf_ref,vcf_alt,vcf_qual,vcf_filter,info) except Exception, e: print >> sys.stderr, "failed: %s" % e exit(1) if __name__ == "__main__": __main__()