Mercurial > repos > xuebing > sharplab_seq_motif
diff mytools/metaintv_ext.py @ 0:39217fa39ff2
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author | xuebing |
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date | Tue, 13 Mar 2012 23:34:52 -0400 |
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/mytools/metaintv_ext.py Tue Mar 13 23:34:52 2012 -0400 @@ -0,0 +1,128 @@ +''' +get binned score of intervals,allow extension +''' + +import os,sys,numpy +import string, random + +from resize import * + +from bx.bbi.bigwig_file import BigWigFile + +def binning(x,n): + # make n bin of x + y = numpy.zeros(n,dtype=float) + if len(x) == 0: + return y + step = float(len(x))/n + for k in range(n): + i = int(step*k) + j = int(step*(k+1)) + 1 + y[k] = x[i:j].mean() + #print i,j,k,y[k] + return y + +def getBinnedScore(bwfile,intvfile,nbin): + ''' + get binned average and std + ''' + fbw = open(bwfile) + bw = BigWigFile(file=fbw) + fin = open(intvfile) + avg = numpy.zeros(nbin) + sqr = numpy.zeros(nbin) + N = 0 + for line in fin: + #print N + #chrom,start,end,name,score,strand + flds = line.strip().split('\t') + #get the score at base resolution as an array + scores = bw.get_as_array(flds[0],int(flds[1]),int(flds[2])) + if scores == None: + print 'not found:\t',N,line + continue + N = N + 1 + #print line,scores + # reverse if on minus strand + if flds[5] == '-': + scores = scores[::-1] + # no score = 0 + scores = numpy.nan_to_num(scores) + # bin the data + binned = binning(scores,nbin) + avg = avg + binned + sqr = sqr + binned**2 + # compute avg and std + avg = avg / N + err = ((sqr/N-avg**2)**0.5)/(N**0.5) + return avg,err,N + +def getExtendedBinScore(bwfile,intvfile,nbins,exts): + ''' + nbins: n1,n2,n3 + exts: l1,l2,l3,l4 + ''' + avg = [] + err = [] + tmpfile = "".join(random.sample(string.letters+string.digits, 8)) + if exts[0]>0 or exts[1]>0: + print 'make left extension' + resize(intvfile,tmpfile,'start-'+str(exts[0]),'start+'+str(exts[1]),'stranded') + print 'compute binned average' + avg,err,N = getBinnedScore(bwfile,tmpfile,nbins[0]) + print 'regions used:',N + print 'make center region' + resize(intvfile,tmpfile,'start+'+str(exts[1]),'end-'+str(exts[2]),'stranded') + print 'compute binned average' + avg1,err1,N = getBinnedScore(bwfile,tmpfile,nbins[1]) + print 'regions used:',N + avg = numpy.concatenate((avg,avg1)) + err = numpy.concatenate((err,err1)) + if exts[2]>0 or exts[3]>0: + print 'make right region' + resize(intvfile,tmpfile,'end-'+str(exts[2]),'end+'+str(exts[3]),'stranded') + print 'compute binned average' + avg2,err2,N = getBinnedScore(bwfile,tmpfile,nbins[2]) + print 'regions used:',N + avg = numpy.concatenate((avg,avg2)) + err = numpy.concatenate((err,err2)) + os.system('rm '+tmpfile) + return avg,err + +prog,bwfile,intvfile,exts,nbins,outfile,outplot = sys.argv +nbins = numpy.fromstring(nbins,dtype=int,sep=',') +exts = numpy.fromstring(exts,dtype=int,sep=',') +avg, err = getExtendedBinScore(bwfile,intvfile,nbins,exts) +print 'save data' +out = open(outfile,'w') +numpy.savetxt(out, avg, fmt='%.6f', delimiter=' ', newline=' ') +out.write('\n') +numpy.savetxt(out, err, fmt='%.6f', delimiter=' ', newline=' ') +out.write('\n') +out.close() + +print 'plot' +start = exts[0]*nbins[0]/(exts[0]+exts[1]) +end = nbins[0]+nbins[1]+exts[2]*nbins[2]/(exts[2]+exts[3]) +#print start,end +rscript = open("tmp.r","w") +rscript.write("options(warn=-1)\n") +rscript.write("x <- read.table('"+outfile+"')\n") +rscript.write("pdf('"+outplot+"')\n") +rscript.write("avg <- x[1,]\n") +rscript.write("err <- x[2,]\n") +#rscript.write("print(x)\n") +rscript.write("ylim=c(min(avg-err),max(avg+err))\n") +rscript.write("xticks <- seq(ncol(x))\n") +#rscript.write("print(xticks)\n") +rscript.write("plot(xticks,avg,xlab='',ylab='average coverage',type='l',lwd=0,ylim=ylim,xaxt='n')\n") +rscript.write("axis(1, at=c(min(xticks),"+str(start)+","+str(end)+",max(xticks)),labels=c(-"+str(exts[0])+",0,0,"+str(exts[3])+"), las=2)\n") +rscript.write("polygon(c(xticks,rev(xticks)),c(avg+err,rev(avg-err)),col='lightgreen',border=NA)\n") +rscript.write("lines(xticks,avg,type='l',lwd=1)\n") +rscript.write("lines(c(min(xticks),max(xticks)),c(0,0),lwd=2)\n") +rscript.write("lines(c("+str(start)+","+str(end)+"),c(0,0),lwd=10)\n") +rscript.write("dev.off()\n") +rscript.close() +os.system("R --vanilla --slave < tmp.r") +os.system("rm tmp.r") +