Mercurial > repos > xuebing > sharplabtool
comparison intervalOverlap.py @ 14:76e1b1b21cce default tip
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author | xuebing |
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date | Tue, 13 Mar 2012 19:05:10 -0400 |
parents | 292186c14b08 |
children |
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13:292186c14b08 | 14:76e1b1b21cce |
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1 ''' | |
2 find overlap and test signifiance | |
3 ''' | |
4 | |
5 import os,sys | |
6 | |
7 def lineCount(filename): | |
8 i = 0 | |
9 with open(filename) as f: | |
10 for i, l in enumerate(f): | |
11 pass | |
12 return i + 1 | |
13 | |
14 def intersect(fileA,fileB,outfile,fraction,reciprocal): | |
15 # return fileA intervals that overlap with interval in fileB | |
16 cmd = 'intersectBed -a '+fileA+' -b '+fileB + ' --wo -f '+fraction +' '+ reciprocal + '>'+outfile | |
17 #print cmd | |
18 os.system(cmd) | |
19 | |
20 def parseIntersect(filename): | |
21 # get number of overlapped A and B | |
22 nA = 0 | |
23 nB = 0 | |
24 return nA,nb | |
25 | |
26 def shuffle(fileA,fileB,genomefile,fraction,reciprocal,N): | |
27 # shuffle fileA N times, return the distribution of overlaps | |
28 nOverlap = [] | |
29 for i in range(N): | |
30 # shuffle fileA using shuffleBed | |
31 #cmd = 'shuffleBed -i '+fileA+' -g '+genomefile +'>fileA.shuffled' | |
32 # using random_interval.py | |
33 cmd = 'python /Users/xuebing/galaxy-dist/tools/mytools/random_interval.py '+fileA+' fileA.shuffled across '+genomefile | |
34 os.system(cmd) | |
35 intersect('fileA.shuffled',fileB,'tmp',fraction,reciprocal) | |
36 nOverlap.append(lineCount('tmp')) | |
37 os.system('rm tmp') | |
38 os.system('rm fileA.shuffled') | |
39 return nOverlap | |
40 | |
41 def main(): | |
42 fileA = sys.argv[1] | |
43 fileB = sys.argv[2] | |
44 outfile = sys.argv[3] | |
45 outplot = sys.argv[4] | |
46 N = int(sys.argv[5]) # times to shuffle | |
47 genomefile = sys.argv[6] | |
48 fraction = sys.argv[7] | |
49 if len(sys.argv) == 9: | |
50 reciprocal = sys.argv[8] # can only be '-r' | |
51 else: | |
52 reciprocal = '' | |
53 | |
54 print sys.argv | |
55 | |
56 # intersect on real data | |
57 intersect(fileA,fileB,outfile,fraction,reciprocal) | |
58 # number of overlaps | |
59 nOverlapReal = lineCount(outfile) | |
60 | |
61 print 'number of intervals in inputA that overlap with intervals in inputB:',nOverlapReal | |
62 | |
63 # shuffle fileA to estimate background | |
64 nOverlapNull = shuffle(fileA,fileB,genomefile,fraction,reciprocal,N) | |
65 | |
66 # plot histogram | |
67 rscript = open('tmp.r','w') | |
68 rscript.write("x0 <- "+str(nOverlapReal)+"\n") | |
69 rscript.write("x <- c("+','.join(map(str,nOverlapNull))+")\n") | |
70 rscript.write("library(MASS)\n") | |
71 rscript.write("\n") | |
72 rscript.write("pv <- min((1+sum(x>=x0))/length(x),(1+sum(x<=x0))/length(x))\n") | |
73 rscript.write("title <- paste('actual:chance = ',x0,':',round(mean(x)),' = ',format(x0/mean(x),digits=1,nsmall=2),', p-value < ',pv,sep='')\n") | |
74 rscript.write("pdf('"+outplot+"')\n") | |
75 rscript.write("h <- hist(x,breaks=50,xlab='number of overlaps',ylab='frequency',main=title)\n") | |
76 rscript.write("plot(h$mids,h$counts,type='h',xlim=c(min(h$mids,x0),max(x0,h$mids)),ylim=c(0,max(h$counts)),xlab='number of overlaps',ylab='frequency',main=title)\n") | |
77 rscript.write("points(x0,0,col='red')\n") | |
78 rscript.write("dev.off()") | |
79 rscript.close() | |
80 os.system("R --vanilla < tmp.r") | |
81 os.system('rm tmp.r') | |
82 main() |