Mercurial > repos > fcaramia > contra
view Contra/baseline.py @ 13:f521f05bc6f5
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author | fcaramia |
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date | Tue, 04 Dec 2012 23:25:00 -0500 |
parents | 7564f3b1e675 |
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#!/usr/bin/python import os import sys import fnmatch import shlex import subprocess import shutil import math from optparse import OptionParser from scripts.split_chromosome import splitByChromosome3 as splitByChromosome from scripts.get_chr_length import * from scripts.convert_targeted_regions import * from scripts.convert_gene_coordinate import convertGeneCoordinate2 as convertGeneCoordinate from multiprocessing import Pool class Params: """ Class for top-level system parameters: """ def __init__(self): def mult_files(option, opt_str, value, parser): args=[] for arg in parser.rargs: if arg[0] != "-": args.append(arg) else: del parser.rargs[:len(args)] break if getattr(parser.values, option.dest): args.extend(getattr(parser.values, option.dest)) setattr(parser.values, option.dest, args) #command-line option definition self.parser = OptionParser() self.parser.add_option("-t", "--target", help="Target region definition file [REQUIRED] [BED Format]", action="store", type="string", dest="target") self.parser.add_option("-f", "--files", help="Files to be converted to baselines [REQUIRED] [BAM]", action="callback", callback=mult_files, dest="files") self.parser.add_option("-o", "--output", help="Output folder [REQUIRED]", action="store", type="string", dest="output") self.parser.add_option("-c","--trim", help="Portion of outliers to be removed before calculating average [Default: 0.2]", action="store", dest="trim", default="0.2") self.parser.add_option("-n","--name", help="Output baseline name [Default: baseline]", action="store", dest="name", default="baseline") # required parameters list: self.ERRORLIST = [] #change system parameters based on any command line arguments (options, args) = self.parser.parse_args() if options.target: self.TARGET=options.target else: self.ERRORLIST.append("target") if options.files: self.FILES=options.files else: self.ERRORLIST.append("files") if options.output: self.OUTPUT=options.output else: self.ERRORLIST.append("output") if options.trim: self.TRIM=float(options.trim) if options.name: self.NAME=options.name if len(self.ERRORLIST) != 0: self.parser.print_help() self.parser.error("Missing required parameters") def repeat(self): #params test print "target :", self.TARGET print "files :", self.FILES print "output :", self.OUTPUT print "trim :", self.TRIM print "name :", self.NAME # option handling params = Params() #params.repeat() targetFile = params.TARGET infiles = params.FILES output_dir = params.OUTPUT #Debug print " ------ baseline.py ------- " print "Target:", targetFile for files in infiles: print "File:", files print "Output Directory: ", output_dir def make_new_directory(outdir): print outdir if not os.path.exists(outdir): os.mkdir(outdir) print " ----- creating output directory -----" make_new_directory(output_dir) outdir = os.path.join(output_dir, "buf") make_new_directory(outdir) targetFile2 = os.path.join(outdir, os.path.basename(targetFile)+".sorted") os.system("sort -k1,1 -k2n %s > %s" %(targetFile,targetFile2)) def processInFile(infile): infilename = os.path.basename(infile) s_outdir = os.path.join(outdir, infilename) make_new_directory(s_outdir) genomeFile = os.path.join(s_outdir,infilename +'.chrsummary') get_genome(infile, genomeFile) bedgraph = os.path.join(s_outdir, infilename + ".BEDGRAPH") args = shlex.split("genomeCoverageBed -ibam %s -bga -g %s" %(infile, genomeFile)) iOutFile = open(bedgraph, "w") output = subprocess.Popen(args, stdout = iOutFile).wait() iOutFile.close() targetList = convertTarget(targetFile2) splitByChromosome(bedgraph) convertGeneCoordinate(targetList, os.path.dirname(bedgraph)+"/") bedgraph_tgtonly = bedgraph+".TARGETONLY" bedgraph_tgtonly_avg = bedgraph+".TARGETONLY.AVERAGE" os.rename(os.path.join(os.path.dirname(bedgraph),"geneRefCoverage.txt"),bedgraph_tgtonly) os.rename(os.path.join(os.path.dirname(bedgraph),"geneRefCoverage_targetAverage.txt"),bedgraph_tgtonly_avg) shutil.copy(bedgraph_tgtonly,outdir) shutil.copy(bedgraph_tgtonly_avg,outdir) print "----- Processing Files -----" pool = Pool(5) pool.map(processInFile,infiles) # STEP 2 -> Create Union BedGraph allfiles_names = [x for x in os.listdir(outdir) if x.endswith("TARGETONLY")] allfiles_path = [os.path.join(outdir,x) for x in allfiles_names] args=["unionBedGraphs","-header","-i"]+allfiles_path+["-names"]+allfiles_names print (str(args)) fo = os.path.join(outdir,"TARGETONLY.union.txt") foh = open(fo,"w") subprocess.Popen(args,stdout=foh).wait() foh.close() # STEP 3 -> POOL METHOD TRIM = params.TRIM #TRIM = 0.2 f = fo fh = open(f) fo=os.path.join(output_dir, params.NAME+".pooled2_TRIM"+str(TRIM)+".txt") fo_libsize=fo+".LIBSIZE" foh=open(fo,'w') fo_libsize_h=open(fo_libsize,'w') fh.readline() Ns = None nSamples = None lineCount=0 for line in fh: lineCount+=1 line_elems=line.rstrip().split("\t") rangeLen=int(line_elems[2])-int(line_elems[1]) if not Ns: nSamples=len(line_elems)-3 Ns = [0 for x in range(nSamples)] for i in range(nSamples): ind=i+3 Ns[i] += int(line_elems[ind])*rangeLen fh.close() fh=open(f) fh.readline() lineCount=0 nSamples_exclude = int(math.floor(TRIM*nSamples)) def gm_mean(xs): tmpprod = 1 p = 1.0/len(xs) for x in xs: tmpprod = tmpprod * math.pow(x,p) return tmpprod Ns_gmean = gm_mean(Ns) def meanstdv(x): from math import sqrt n, mean, std = len(x), 0, 0 for a in x: mean = mean+a mean = mean / float(n) for a in x: std = std+(a-mean)**2 std=sqrt(std/float(n-1)) return mean, std libsize = 0 for line in fh: lineCount+=1 line_elems=line.rstrip().split("\t") rangeLen=int(line_elems[2])-int(line_elems[1]) xs_tmp=[int(x) for x in line_elems[3:]] xs = [float(xs_tmp[i])*Ns_gmean/Ns[i] for i in range(len(xs_tmp))] xs.sort() xs_trimmed=xs[nSamples_exclude:(nSamples-nSamples_exclude)] #trimmed_mean=sum(xs_trimmed)/float(len(xs_trimmed)) trimmed_mean,std=meanstdv(xs_trimmed) libsize+=rangeLen*trimmed_mean foh.write("\t".join(line_elems[0:3]+[str(trimmed_mean),str(std)])+"\n") fo_libsize_h.write(str(int(round(libsize)))) fh.close() foh.close() fo_libsize_h.close() def removeTempFolder(tempFolderPath): import shutil shutil.rmtree(tempFolderPath) print "Temp Folder Removed" # Removed Temp Folder removeTempFolder(outdir)