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E= 0 - 1.000000 0.000000 0.000000 0.000000 - 1.000000 0.000000 0.000000 0.000000 - 0.000000 0.000000 0.000000 1.000000 - 1.000000 0.000000 0.000000 0.000000 - 1.000000 0.000000 0.000000 0.000000 - 1.000000 0.000000 0.000000 0.000000 - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/StartGenometriCorr.xml --- a/tools/mytools/StartGenometriCorr.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,23 +0,0 @@ - -between two files of genomic intervals - -Start_GenometriCorr.R $config $query $reference $output_options $output - - - - - - - - - - - - - - - - -This tool determines the statistical relationship (if any) between two sets of genomic intervals. Output can be text only, plot (ECDF curves), or a more colorful graphic. - - \ No newline at end of file diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/Start_GenometriCorr.R --- a/tools/mytools/Start_GenometriCorr.R Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,105 +0,0 @@ -# Start_GenometriCorr.R - -################################################### -# # -# command-line interface to GenometriCorr # -# functions, for use with Galaxy. # -# # -################################################### - -capture.output <- function (result, pdffile, output_options) -{ - if(output_options != "stats") - { - pdf(file=pdffile, width=10, height=19, paper="special") - - if (output_options != "vis") #need to do a plot - { - mymat <- matrix(ncol=3, nrow=4) - mymat[1,1] <- 1 - mymat[1,2] <- 2 - mymat[1,3] <- 3 - mymat[2,1] <- 4 - mymat[2,2] <- 5 - mymat[2,3] <- 6 - mymat[3,1] <- 7 - mymat[3,2] <- 8 - mymat[3,3] <- 9 - mymat[4,1] <- 10 - mymat[4,2] <- 11 - mymat[4,3] <- 12 - - layout(mymat, heights=c(0.2,0.2,0.2,0.2)) - plot(result, pdffile, make.new=FALSE) - } - if (output_options != "plot") #need to do the bigger graphic - { - mymat <- matrix(ncol=2, nrow=8) - mymat[1,1] <- 2 - mymat[1,2] <- 3 - mymat[2,1] <- 4 - mymat[2,2] <- 4 - mymat[3,1] <- 1 - mymat[3,2] <- 1 - mymat[4,1] <- 5 - mymat[4,2] <- 6 - mymat[5,1] <- 7 - mymat[5,2] <- 7 - mymat[6,1] <- 8 - mymat[6,2] <- 9 - mymat[7,1] <- 10 - mymat[7,2] <- 10 - mymat[8,1] <- 11 - mymat[8,2] <- 12 - layoutresults <- 3 - - layout(mymat, heights=c(0.05,0.05,0.15,0.15,0.15,0.15,0.15,0.15)) - visualize(result, pdffile, make.new=FALSE) - } - dev.off() - } - - if (output_options == "stats") - { - show(result) - } -} - - - -# Reads the command line arguments -args <- commandArgs(trailingOnly=T) - -suppressPackageStartupMessages(library('GenometriCorr', warn.conflicts=F, verbose=F)) -suppressPackageStartupMessages(library('graphics', warn.conflicts=F, verbose=F)) -suppressPackageStartupMessages(library('gdata', warn.conflicts=F, verbose=F)) -suppressPackageStartupMessages(library('gplots', warn.conflicts=F, verbose=F)) -suppressPackageStartupMessages(library('gtools', warn.conflicts=F, verbose=F)) -suppressPackageStartupMessages(library('caTools', warn.conflicts=F, verbose=F)) -suppressPackageStartupMessages(library('grid', warn.conflicts=F, verbose=F)) - - - -# Variables -query_file <- "" -reference_file <- "" -config_file <- "" -output_options <- "" - -# Parse the command line arguments - -config_file <- args[1] -query_file <- as.character(args[2]) -reference_file <- as.character(args[3]) -output_options <- args[4] -pdffile <- args[5] - -conf<-new("GenometriCorrConfig",config_file) - -print('OK') - -result<-suppressWarnings(suppressPackageStartupMessages(GenometriCorr:::run.config(conf,query=query_file,reference=reference_file))) -print('OK2') - -hideoutput <- capture.output(result, pdffile=args[5], output_options) - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/align2database.py --- a/tools/mytools/align2database.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,104 +0,0 @@ -''' -align mulitple bed to one bed -python align_multiple.py hmChIP_mm9_peak_bed/mm9-GSE19999_PolII_P25_all.cod.bed hmChIP_mm9_peak_bed/ test.txt test.pdf 100 5000 -''' - -import os,sys,random -def main(): - queryfile = sys.argv[1] - inpath = sys.argv[2] - outputdata = sys.argv[3] - outputerr = sys.argv[4] - barplotpdf = sys.argv[5] - min_feat = sys.argv[6] # min features overlap - windowsize = sys.argv[7] - anchor = sys.argv[8] - span = sys.argv[9] # loess smooth parameter - - inpath = inpath.rstrip('/') - #os.system('rm '+inpath+'/*tmp*') - - infiles = os.listdir(inpath) - - #print len(infiles),' files\n' - i = 0 - for infile in infiles: - if 'tmp' in infile: - #os.system('rm '+inpath+'/'+infile) - continue - i = i +1 - print i,infile - output = infile.split('/')[-1]+'-to-'+queryfile.split('/')[-1]#'.summary' - if anchor == 'database': - command = 'python /Users/xuebing/galaxy-dist/tools/mytools/alignr.py -b '+inpath+'/'+infile+' -a '+queryfile+' -o '+output+' --summary-only -q -w '+windowsize - else: - command = 'python /Users/xuebing/galaxy-dist/tools/mytools/alignr.py -a '+inpath+'/'+infile+' -b '+queryfile+' -o '+output+' --summary-only -q -w '+windowsize - #print command+'\n' - os.system(command) - print 'start visualization...' - # visualize - rscriptfile = 'f-'+str(random.random())+'.r' - r = open(rscriptfile,'w') - r.write("files <- dir('.','summary',full.name=T)\n") - #r.write("print(files)\n") - r.write("x <- read.table(files[1])\n") - r.write("err <- read.table(gsub('summary','standarderror',files[1]))\n") - r.write("for (filename in files[2:length(files)]){\n") - r.write(" x <- rbind(x,read.table(filename))\n") - r.write(" err <- rbind(err,read.table(gsub('summary','standarderror',filename)))\n") - r.write("}\n") - r.write("x <- x[x[,2] > "+min_feat+",]\n") - r.write("err <- err[err[,2] > "+min_feat+",]\n") - r.write("name <- as.character(x[,1])\n") - r.write("nfeat <- x[,2]\n") - r.write("x <- x[,3:ncol(x)]\n") - r.write("err <- err[,3:ncol(err)]\n") - r.write("for (i in 1:nrow(x)) {\n") - r.write(" name[i] <- strsplit(name[i],'-to-')[[1]][1]\n") - r.write("}\n") - # remove rows that have no variation, which cause problem in heatmap. This is the case when align to itself - r.write("toremove <- seq(nrow(x))\n") - r.write("for (i in 1:nrow(x)){\n") - r.write(" toremove[i] <- all(x[i,] == x[i,1])\n") - r.write("}\n") - r.write("x <- x[!toremove,]\n") - r.write("err <- err[!toremove,]\n") - r.write("name <- name[!toremove]\n") - r.write("nfeat <- nfeat[!toremove]\n") - r.write("write.table(cbind(name,nfeat,x),file='"+outputdata+"',sep ='\\t',quote=F,row.names=F,col.names=F)\n") - r.write("write.table(cbind(name,nfeat,err),file='"+outputerr+"',sep ='\\t',quote=F,row.names=F,col.names=F)\n") - - r.write("pdf('"+barplotpdf+"')\n") - r.write("heatmap(t(scale(t(as.matrix(x,nc=ncol(x))))),Colv=NA,labRow=name,labCol=NA,margins=c(1,8),cexRow=0.02+1/log(nrow(x)),col=heat.colors(1000))\n") - - if windowsize != '0' : - r.write("xticks <- seq(-"+windowsize+","+windowsize+",length.out=100)\n") - r.write("xlab <- 'relative position (bp)'\n") - else: - r.write("xticks <- seq(100)\n") - r.write("xlab <- 'relative position (bin)'\n") - - #r.write("plot(xticks,colSums(t(scale(t(as.matrix(x,nc=ncol(x)))))),xlab='relative position (bp)',type='l',lwd=2,main='total signal')\n") - r.write("for (i in 1:nrow(x)) {\n") - r.write(" avg <- x[i,]/nfeat[i]\n") - #r.write(" maxv <- max(avg)\n") - #r.write(" minv <- min(avg)\n") - #r.write(" medv <- median(avg)\n") - #r.write(" if (maxv < "+fold+"*medv | minv*"+fold+">medv){next}\n") - #smooth - if float(span) >= 0.1: - r.write(" avg = loess(as.numeric(avg)~xticks,span="+span+")$fitted\n") - r.write(" err[i,] = loess(as.numeric(err[i,])~xticks,span="+span+")$fitted\n") - r.write(" par(cex=1.5)\n") - r.write(" plot(xticks,avg,ylab='average coverage',main=paste(name[i],'\n n=',nfeat[i],sep=''),xlab=xlab,type='l',lwd=1,ylim=c(min(avg-err[i,]),max(avg+err[i,])))\n") - r.write(" polygon(c(xticks,rev(xticks)),c(avg+err[i,],rev(avg-err[i,])),col='slateblue1',border=NA)\n") - r.write(" lines(xticks,avg,type='l',lwd=1)\n") - r.write("}\n") - r.write("dev.off()\n") - r.close() - os.system("R --vanilla < "+rscriptfile) - os.system('rm '+rscriptfile) - os.system('rm *.summary') - os.system('rm *.standarderror') - -main() diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/align2database.xml --- a/tools/mytools/align2database.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,54 +0,0 @@ - - features - align2database.py $query $database $output_coverage $output_standarderror $output_plot $minfeat $windowsize $anchor $span> $outlog - - - - - - - - - - - - - - - - - - - - - - - - - - -**Example output** - -.. image:: ./static/operation_icons/align_multiple2.png - - -**What it does** - -This tool aligns a query interval set (such as ChIP peaks) to a database of features (such as other ChIP peaks or TSS/splice sites), calculates and plots the relative distance of database features to the query intervals. Currently two databases are available: - --- **ChIP peaks** from 191 ChIP experiments (processed from hmChIP database, see individual peak/BED files in **Shared Data**) - --- **Annotated gene features**, such as: TSS, TES, 5'ss, 3'ss, CDS start and end, miRNA seed matches, enhancers, CpG island, microsatellite, small RNA, poly A sites (3P-seq-tags), miRNA genes, and tRNA genes. - -Two output files are generated. One is the coverage/profile for each feature in the database that has a minimum overlap with the query set. The first two columns are feature name and the total number of overlapping intervals from the query. Column 3 to column 102 are coverage at each bin. The other file is an PDF file plotting both the heatmap for all features and the average coverage for each individual database feature. - - -**How it works** - -For each interval/peak in the query file, a window (default 10,000bp) is created around the center of the interval and is divided into 100 bins. For each database feature set (such as Pol II peaks), the tool counts how many intervals in the database feature file overlap with each bin. The count is then averaged over all query intervals that have at least one hit in at least one bin. Overall the plotted 'average coverage' represnts the fraction of query features (only those with hits, number shown in individual plot title) that has database feature interval covering that bin. The extreme is when the database feature is the same as the query, then every query interval is covered at the center, the average coverage of the center bin will be 1. - -The heatmap is scaled for each row before clustering. - - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/align2multiple.xml --- a/tools/mytools/align2multiple.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,109 +0,0 @@ - - features - cat $script_file | R --vanilla --slave > $logfile - - - - - - - - - - - - - - - ## Setup R error handling to go to stderr - cat('\n[',date(),'] Start running job\n') - options(warn=-1) - windowsize = as.integer("$windowsize") - labels = '$label' - ## align query to itself - cmd = 'python /Users/xuebing/galaxy-dist/tools/mytools/alignr.py -a $query -b $query -o $label-$label --profile-only -q -w $windowsize -n $nbins' - cat('\n[',date(),'] ',cmd,'\n') - system(cmd) - ## align other sets to query - #for $i,$s in enumerate( $series ) - labels = c(labels,'$s.label.value') - cmd = 'python /Users/xuebing/galaxy-dist/tools/mytools/alignr.py -a $s.input.file_name -b $query -o $label-$s.label.value --profile-only -q -w $windowsize -n $nbins' - cat('\n[',date(),'] ',cmd,'\n') - system(cmd) - #end for - cat('\n[',date(),'] Read output\n') - ## read output of query2query - print(paste(labels[1],labels[1],sep='-')) - x = read.table(paste(labels[1],labels[1],sep='-')) - ids = as.character(x[,1]) - nfeat = nrow(x) - x = as.matrix(x[,3:ncol(x)]) - nbin = ncol(x) - - ## a table mapping id to position - ind = list() - for (i in 1:nfeat){ - ind[[ids[i]]] = i - } - ## read other output files - for (i in 2:length(labels)){ - print(paste(labels[1],labels[i],sep='-')) - x0 = read.table(paste(labels[1],labels[i],sep='-')) - ids0 = as.character(x0[,1]) - x0 = as.matrix(x0[,3:ncol(x0)]) - x1 = matrix(0,nfeat,nbin) - for (j in 1:nrow(x0)){ - #cat(j,'\t',ids0[j],'\t',ind[[ids0[j]]],'\n') - x1[ind[[ids0[j]]],] = x0[j,] - } - x = cbind(x,x1) - } - ## reorder - if ("${sort}" == "sort"){ - cat('\n[',date(),'] Sort intervals\n') - for (i in rev(2:length(labels))){ - x = x[order(x[,i*nbin-nbin/2]>0),] - } - } - png("${out_file1}") - ##par(mfrow=c(2,length(labels)),mar=c(1,1,4,1)) - layout(matrix(seq(2*length(labels)),nrow=2,byrow=T),heights=c(1,5)) - cat('\n[',date(),'] Plot summary\n') - par(mar=c(0,0,4,0)+0.1) - for (i in 1:length(labels)){ - plot(colSums(x[,((i-1)*nbin+1):(i*nbin)]),type='l',axes=F,main=labels[i]) - } - cat('\n[',date(),'] Plot heatmap\n') - par(mar=c(0,0,0,0)+0.1) - for (i in 1:length(labels)){ - image(-t(log2(1+x[,((i-1)*nbin+1):(i*nbin)])),axes=F) - } - dev.off() - cat('\n[',date(),'] Finished\n') - - - - - - - - - - -.. class:: infomark - -This tool allows you to check the co-localization pattern of multiple interval sets. All interval sets are aligned to the center of the intervals in the query interval set. - -Each row represents a window of certain size around the center of one interval in the query set, such as ChIP peaks. Each heatmap shows the position of other features in the SAME window (the same rows in each heatmap represent the same interval/genomic position). - - -The example below shows that of all Fox2 peaks, half of them are within 1kb of TSS. Of the half outside TSS, about one half has H3K4me1, two thirds of which are further depleted of H3K4me3. - ------ - -**Example** - -.. image:: ./static/images/align2multiple.png - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/alignr.py --- a/tools/mytools/alignr.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,353 +0,0 @@ -''' -the scripts takes two files as input, and compute the coverage of -features in input 1 across features in input 2. Features in input 2 are -divided into bins and coverage is computed for each bin. - -please check the help information by typing: - - python align.py -h - - -requirement: - please install the following tools first: - bedtools: for read/region overlapping, http://code.google.com/p/bedtools/ - -''' - -import os,sys,os.path -from optparse import OptionParser - -def lineCount(filename): - with open(filename) as f: - for i, l in enumerate(f): - pass - return i + 1 - -def combineFilename(f1,f2): - ''' - fuse two file names into one - ''' - return f1.split('/')[-1]+'-'+f2.split('/')[-1] - -def checkFormat(filename1,filename2,input1format): - ''' - check the format of input files - ''' - - # file1 - # read the first line, see how many filds - ncol1 = 6 - if input1format == "BED": - f = open(filename1) - line = f.readline().strip().split('\t') - ncol1 = len(line) - if ncol1 < 3: - print "ERROR: "+filename1+" has only "+str(ncol1)+" columns (>=3 required). Make sure it has NO header line and is TAB-delimited." - sys.exit(1) - f.close() - - # file2 - f = open(filename2) - line = f.readline().strip().split('\t') - ncol2 = len(line) - if ncol2 < 3: - print "ERROR: "+filename2+" has only "+str(ncol2)+" columns (>=3 required). Make sure it has NO header line and is TAB-delimited." - sys.exit(1) - - return ncol1,ncol2 - - -def makeBed(filename,ncol): - ''' - add up to 6 column - ''' - f = open(filename) - outfile = filename+'.tmp.bed' - outf = open(outfile,'w') - if ncol == 3: - for line in f: - outf.write(line.strip()+'\t.\t0\t+\n') - elif ncol == 4: - for line in f: - outf.write(line.strip()+'\t0\t+\n') - if ncol == 5: - for line in f: - outf.write(line.strip()+'\t+\n') - f.close() - outf.close() - return outfile - -def makeWindow(filename,window): - - outfile = filename+'-window='+str(window)+'.tmp.bed' - if not os.path.exists(outfile): - f=open(filename) - out = open(outfile,'w') - lines = f.readlines() - if 'track' in lines[0]: - del lines[0] - for line in lines: - flds = line.strip().split('\t') - - #new position - center = (int(flds[1]) + int(flds[2]))/2 - start = center - window - end = center + window - if start >= 0: - flds[1] = str(start) - flds[2] = str(end) - out.write('\t'.join(flds)+'\n') - f.close() - out.close() - return outfile - -def groupReadsMapped2aRegion(filename,ncol): - ''' - read output from intersectBED - find all reads mapped to each region - ''' - try: - f=open(filename) - #If filename cannot be opened, print an error message and exit - except IOError: - print "could not open",filename,"Are you sure this file exists?" - sys.exit(1) - lines = f.readlines() - - allReadsStart = {} - allReadsEnd = {} - regionStrand = {} - regionStart = {} - regionEnd = {} - - for line in lines: - flds = line.strip().split('\t') - key = '_'.join(flds[ncol:(ncol+4)]) - if not allReadsStart.has_key(key): - allReadsStart[key] = list() - allReadsEnd[key] = list() - #print flds[ncol+0],flds[ncol+1],flds[ncol+2] - allReadsStart[key].append(int(flds[1])) - allReadsEnd[key].append(int(flds[2])) - regionStrand[key] = flds[ncol+5] - regionStart[key] = int(flds[ncol+1]) - regionEnd[key] = int(flds[ncol+2]) - return (allReadsStart,allReadsEnd,regionStrand,regionStart,regionEnd) - - -def createRegionProfile(allReadsStart,allReadsEnd,regionStrand,regionStart,regionEnd,nbins): - ''' - each region is divided into nbins - compute the number of reads covering each bin for each region - ''' - RegionProfile = {} - nRead = {} # num of all reads in the region - for region in allReadsStart.keys(): - RegionProfile[region] = [0]*nbins - nRead[region] = len(allReadsStart[region]) - #print region,nRead[region],allReadsStart[region] - for i in range(nRead[region]): - RegionProfile[region] = updateRegionCount(RegionProfile[region],allReadsStart[region][i],allReadsEnd[region][i],regionStart[region],regionEnd[region],regionStrand[region],nbins) - return RegionProfile,nRead - -def updateRegionCount(RegionCount,readStart,readEnd,regionStart,regionEnd,strand,nbins): - ''' - each region is divided into nbins, - add 1 to each bin covered by the read - ''' - L = regionEnd-regionStart - start = int(nbins*(readStart-regionStart)/L) - end = int(nbins*(readEnd-regionStart)/L) - if start < 0: - start = 0 - if end > nbins: - end = nbins - if strand == '-': - for i in range(start,end): - RegionCount[nbins-1-i] = RegionCount[nbins-1-i] + 1 - else: # if the 6th column of the input is not strand, will treat as + strand by default - for i in range(start,end): - RegionCount[i] = RegionCount[i] + 1 - return RegionCount - -def saveProfile(filename,Profile,nRegion): - out = open(filename,'w') - for regionType in Profile.keys(): - #print Profile[regionType] - out.write(regionType+'\t'+str(nRegion[regionType])+'\t'+'\t'.join(map(str,Profile[regionType]))+'\n') - -def saveSummary(filename,Profile,nbin): - out = open(filename+'.summary','w') - - nfeat = len(Profile) - summaryprofile = [0]*nbin - for regionType in Profile.keys(): - for i in range(nbin): - summaryprofile[i] += Profile[regionType][i] - out.write(filename+'\t'+str(nfeat)+'\t'+'\t'.join(map(str,summaryprofile))+'\n') - out.close() - # calculate standard error - out = open(filename+'.standarderror','w') - sd = [0.0]*nbin - u = [0.0]*nbin - for i in range(nbin): - u[i] = float(summaryprofile[i])/nfeat - for regionType in Profile.keys(): - sd[i] = sd[i] + (Profile[regionType][i] - u[i])**2 - sd[i] = sd[i]**0.5 / nfeat - out.write(filename+'\t'+str(nfeat)+'\t'+'\t'.join(map(str,sd))+'\n') - out.close() - -def main(): - usage = "usage: %prog [options] -a inputA -b inputB" - parser = OptionParser(usage) - parser.add_option("-a", dest="inputA", - help="(required) input file A, interval (first 3 columns are chrN, start and end) or BAM format. The script computes the depth of coverage of features in file A across the features in file B" ) - parser.add_option("-b",dest="inputB", - help="(required) input file B, interval file" ) - parser.add_option("-f",dest="aformat",default="BED", - help="Format of input file A. Can be BED (default) or BAM") - parser.add_option("-w",type='int',dest="window", - help="Generate new inputB by making a window of 2 x WINDOW bp (in total) flanking the center of each input feature" ) - parser.add_option("-n", type="int", dest="nbins",default=100, - help="number of bins. Features in B are binned, and the coverage is computed for each bin. Default is 100") - parser.add_option("-s",action="store_true", dest="strandness", - help="enforce strandness: require overlapping on the same strand. Default is off") - parser.add_option("-p",action="store_true", dest="plot",default=False, - help="load existed intersectBed outputfile") - parser.add_option("-q", action="store_true", dest="quiet",default=False, - help="suppress output on screen") - parser.add_option("-o", dest="output_data", - help="(optional) output coverage file (txt) name." ) - parser.add_option("-v", dest="output_plot", - help="(optional) output plot (pdf) file name." ) - parser.add_option("-l", dest="plot_title", default="", - help="(optional) output title of the plot." ) - parser.add_option("--ylim", dest="ylim", default="min,max", - help="(optional) ylim of the plot" ) - parser.add_option("--summary-only", action="store_true", dest="summary_only",default=False, - help="save profile summary only (no data for individual features)") - parser.add_option("--compute-se", action="store_true", dest="compute_se",default=False, - help="compute and plot standard deviation for each bin. used when --summary-only is on") - parser.add_option("--profile-only", action="store_true", dest="profile_only",default=False, - help="save profile only (no plot)") - parser.add_option("--span", type="float", dest="span",default=0.1, - help="loess span smooth parameter, 0.1 ~ 1") - - (options, args) = parser.parse_args() - - if options.inputA == None or options.inputB == None: - parser.error("Please specify two input files!!") - - if not options.quiet: - print "checking input file format..." - - ncol,ncol2 = checkFormat(options.inputA ,options.inputB,options.aformat) - - if ncol2 < 6: - options.inputB = makeBed(options.inputB,ncol2) - if not options.quiet: - print "fill up 6 columns" - - if options.window > 0: - if not options.quiet: - print "making windows from "+options.inputB+"..." - options.inputB = makeWindow(options.inputB,options.window) - - output = combineFilename(str(options.inputA),str(options.inputB)) - - if not options.plot: - if options.aformat == "BAM": - cmd = "intersectBed -abam "+str(options.inputA)+" -b "+str(options.inputB) + ' -bed -split ' - else: - cmd = "intersectBed -a "+str(options.inputA)+" -b "+str(options.inputB) - if options.strandness: - cmd = cmd + ' -s' - cmd = cmd +" -wo > "+ output+'-intersect.tmp.bed' - if not options.quiet: - print "search for overlappings: "+cmd - status = os.system(cmd) - if status != 0: - sys.exit(1) - - - if not options.quiet: - print 'group reads mapped to the same region...' - - allReadsStart,allReadsEnd,regionStrand,regionStart,regionEnd = groupReadsMapped2aRegion(output+'-intersect.tmp.bed',ncol) - - if len(allReadsStart) == 0: - if not options.quiet: - print 'no overlap found!!' - os.system('rm *tmp.*') - sys.exit(1) - - if not options.quiet: - print 'count number of reads mapped to each bin...' - - RegionProfile,nRead = createRegionProfile(allReadsStart,allReadsEnd,regionStrand,regionStart,regionEnd,options.nbins) - - if options.output_data == None: - options.output_data = output+'.txt' - - if options.summary_only: - saveSummary(options.output_data,RegionProfile,options.nbins) - - else: - saveProfile(options.output_data,RegionProfile,nRead) - - if not options.quiet: - print 'results saved to: '+ options.output_data - - if not (options.summary_only or options.profile_only ): - # visualize - - if options.window < 1: - xlab = 'relative position (bins)' - else: - xlab = 'relative position (bp)' - - if options.output_plot == None: - options.output_plot = output+'.pdf' - - title = options.plot_title+'\n n = '+str(len(RegionProfile)) - - rscript = open("tmp.r","w") - rscript.write("x <- read.table('"+options.output_data+"')\n") - rscript.write("pdf('"+options.output_plot+"')\n") - rscript.write("avg <- colSums(x[,3:ncol(x)])/nrow(x)\n") - rscript.write("err <- sd(x[,3:ncol(x)])/sqrt(nrow(x))\n") - - if options.window == 0: - rscript.write("xticks <- seq("+str(options.nbins)+")\n") - else: - rscript.write("xticks <- seq("+str(-options.window)+","+str(options.window)+",length.out="+str(options.nbins)+")\n") - - if options.ylim != 'min,max': - rscript.write("ylim=c("+options.ylim+")\n") - else: - rscript.write("ylim=c(min(avg-err),max(avg+err))\n") - rscript.write("par(cex=1.5)\n") - #smooth - if options.span >= 0.1: - rscript.write("avg = loess(avg~xticks,span="+str(options.span)+")$fitted\n") - rscript.write("err = loess(err~xticks,span="+str(options.span)+")$fitted\n") - rscript.write("plot(xticks,avg,ylab='average coverage',main='"+title+"',xlab='"+xlab+"',type='l',lwd=0,ylim=ylim)\n") - rscript.write("polygon(c(xticks,rev(xticks)),c(avg+err,rev(avg-err)),col='slateblue1',border=NA)\n") - rscript.write("lines(xticks,avg,type='l',lwd=1)\n") - #rscript.write("xticks <- barplot(avg,names.arg=seq("+str(options.nbins)+"),ylab='average coverage',main='"+title+"',xlab='"+xlab+"',,ylim=c(min(avg-err),max(avg+err)))\n") - #rscript.write("arrows(xticks,avg+err, xticks, avg-err, angle=90, code=3, length=0.0,col='green')\n") - #rscript.write("lines(xticks,avg,lwd=2)\n") - #rscript.write("lines(xticks,avg-err,col='green')\n") - #rscript.write("lines(xticks,avg+err,col='green')\n") - rscript.write("dev.off()\n") - rscript.close() - - os.system("R --vanilla < tmp.r") - - # remove intermediate output - os.system('rm *tmp.*') - - -if __name__ == "__main__": - main() diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/alignr.xml --- a/tools/mytools/alignr.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,142 +0,0 @@ - - two interval sets - alignr.py -a $inputa -w $windowsize -n $nbins -o $output_data -v $output_plot $stranded -q -l $outputlabel --ylim=$ylim --span $span - #if $inputb_source_type.inputb_select == "user": - -b "$inputb" - #else: - -b "${inputb_source_type.selectedb.fields.value}" - #end if - #if $inputa_format.inputa_select == "BAM": - -f BAM - #end if - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -**What it does** - -This tool aligns two sets of intervals, finds overlaps, calculates and plots the coverage of the first set across the second set. Applications include: - -- check read distribution around TSS/poly A site/splice site/motif site/miRNA target site -- check relative position/overlap of two lists of ChIP-seq peaks - -Two output files are generated. One is the coverage/profile for each interval in input 2. The first two columns are interval ID and the total number of overlapping intervals from input 1. Column 3 to column nbins+2 are coverage at each bin. The other file is an PDF file plotting the average coverage of each bin. To modify the visualization, please downlaod the coverage file and make your own plots. - ------ - -**Annotated features** - -Currently supports mouse genome build mm9 and human hg18. Each interval spans 1000bp upstream and 1000bp downstream of a feature such as TSS. Features with overlapping exons in the intronic/intergenic part of the 2000bp interval are removed. - ------ - -**Usage** - - -h, --help show this help message and exit - -a INPUTA (required) input file A, BED-like (first 3 columns: chr, start, end) or BAM format. The - script computes the depth of coverage of features in file - A across the features in file B - -b INPUTB (required) input file B, BED format or MACS peak file. - Requires an unique name for each line in column 4 - -m inputB is a MACS peak file. - -f AFORMAT Format of input file A. Can be BED (default) or BAM - -w WINDOW Generate new inputB by making a window of 2 x WINDOW bp - (in total) flanking the center of each input feature - -n NBINS number of bins. Features in B are binned, and the coverage - is computed for each bin. Default is 100 - -s enforce strandness: require overlapping on the same - strand. Default is off - -p load existed intersectBed outputfile - -q suppress output on screen - -o OUTPUTPROFILE (optional) output profile name. - -v PLOTFILE (optional) plot file name - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/alignvis.py --- a/tools/mytools/alignvis.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,76 +0,0 @@ -import sys,os - -infile = sys.argv[1] -outfile = sys.argv[2] -uselog = sys.argv[3] -subset = sys.argv[4] -reorder = sys.argv[5] -color = sys.argv[6] -scale = sys.argv[7] # rescale each row -rscript = open('tmp.r','w') - -rscript.write("x <- read.table('"+infile+"')\n") -rscript.write("nfeat <- nrow(x) \n") -rscript.write("nbin <- ncol(x) - 2\n") -rscript.write("totalcov <- x[,2]\n") -rscript.write("x <- x[,3:ncol(x)]\n") - -if subset =='subset': - rscript.write("if (nfeat*nbin > 100000) {\n") - rscript.write(" nfeat2 <- as.integer(100000/nbin)\n") - rscript.write(" subind <- sample(seq(nfeat),nfeat2)\n") - rscript.write(" x <- x[subind,]\n") - rscript.write(" totalcov <- totalcov[subind]\n") - rscript.write("}\n") - -rscript.write("pdf('"+outfile+"')\n") - -if uselog == 'uselog': - rscript.write("x <- -(log(1+as.matrix(x,nc=ncol(x)-2)))\n") -else: - rscript.write("x <- -as.matrix(x,nc=ncol(x)-2)\n") -if scale == 'scale': - rscript.write("x <- scale(x)\n") -if reorder == 'average': - rscript.write("hc <- hclust(dist(x),method= 'average')\n") - rscript.write("x <- x[hc$order,]\n") -elif reorder == 'centroid': - rscript.write("hc <- hclust(dist(x),method= 'centroid')\n") - rscript.write("x <- x[hc$order,]\n") -elif reorder == 'complete': - rscript.write("hc <- hclust(dist(x),method= 'complete')\n") - rscript.write("x <- x[hc$order,]\n") -elif reorder == 'single': - rscript.write("hc <- hclust(dist(x),method= 'single')\n") - rscript.write("x <- x[hc$order,]\n") -elif reorder == 'median': - rscript.write("hc <- hclust(dist(x),method= 'median')\n") - rscript.write("x <- x[hc$order,]\n") -elif reorder == 'sort_by_total': - rscript.write("srt <- sort(totalcov,index.return=T)\n") - rscript.write("x <- x[srt$ix,]\n") -elif reorder == 'sort_by_center': - rscript.write("srt <- sort(x[,as.integer(nbin/2)],index.return=T)\n") - rscript.write("x <- x[srt$ix,]\n") -if color == 'heat': - rscript.write("colormap = heat.colors(1000)\n") -elif color == 'topo': - rscript.write("colormap = topo.colors(1000)\n") -elif color == 'rainbow': - rscript.write("colormap = rainbow(1000)\n") -elif color == 'terrain': - rscript.write("colormap = terrain.colors(1000)\n") -else: - rscript.write("colormap = gray.colors(1000)\n") - -#rscript.write("qt <- quantile(as.vector(x),probs=c(0.1,0.9))\n") -#rscript.write("breaks <- c(min(as.vector(x)),seq(qt[1],qt[2],length.out=99),max(as.vector(x)))\n") -#rscript.write("image(t(x),col=colormap,breaks=breaks,axes=F)\n") -rscript.write("image(t(x),col=colormap,axes=F)\n") -rscript.write("dev.off()\n") - -rscript.close() - -os.system("R --slave < tmp.r") -os.system("rm tmp.r") - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/alignvis.r --- a/tools/mytools/alignvis.r Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,8 +0,0 @@ -args <- commandArgs(TRUE) -x <- read.table(args[1]) -pdf(args[2]) -#visualize the profile with heatmap -srt <- sort(x[,2],index.return=T) # sort by total number of reads -image(-t(log(as.matrix(x[srt$ix[1:nrow(x)],3:ncol(x)],nc=ncol(x)-2))),col=gray.colors(100)) -dev.off() - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/alignvis.xml --- a/tools/mytools/alignvis.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,42 +0,0 @@ - - of align output - alignvis.py $input $output $uselog $subset $reorder $color $scale - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -**What it does** - -This tool generates a heatmap for output from 'align' tool. Each row is the color-coded coverage of a feature, and the features are sorted by the total coverage in the interval. - -**Example** - -.. image:: ./static/operation_icons/heatmap.png - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/altschulEriksonDinuclShuffle.py --- a/tools/mytools/altschulEriksonDinuclShuffle.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,150 +0,0 @@ -#! /usr/bin/env python - -# altschulEriksonDinuclShuffle.py -# P. Clote, Oct 2003 -# NOTE: One cannot use function "count(s,word)" to count the number -# of occurrences of dinucleotide word in string s, since the built-in -# function counts only nonoverlapping words, presumably in a left to -# right fashion. - - -import sys,string,random - - - -def computeCountAndLists(s): - #WARNING: Use of function count(s,'UU') returns 1 on word UUU - #since it apparently counts only nonoverlapping words UU - #For this reason, we work with the indices. - - #Initialize lists and mono- and dinucleotide dictionaries - List = {} #List is a dictionary of lists - List['A'] = []; List['C'] = []; - List['G'] = []; List['T'] = []; - nuclList = ["A","C","G","T"] - s = s.upper() - s = s.replace("U","T") - nuclCnt = {} #empty dictionary - dinuclCnt = {} #empty dictionary - for x in nuclList: - nuclCnt[x]=0 - dinuclCnt[x]={} - for y in nuclList: - dinuclCnt[x][y]=0 - - #Compute count and lists - nuclCnt[s[0]] = 1 - nuclTotal = 1 - dinuclTotal = 0 - for i in range(len(s)-1): - x = s[i]; y = s[i+1] - List[x].append( y ) - nuclCnt[y] += 1; nuclTotal += 1 - dinuclCnt[x][y] += 1; dinuclTotal += 1 - assert (nuclTotal==len(s)) - assert (dinuclTotal==len(s)-1) - return nuclCnt,dinuclCnt,List - - -def chooseEdge(x,dinuclCnt): - numInList = 0 - for y in ['A','C','G','T']: - numInList += dinuclCnt[x][y] - z = random.random() - denom=dinuclCnt[x]['A']+dinuclCnt[x]['C']+dinuclCnt[x]['G']+dinuclCnt[x]['T'] - numerator = dinuclCnt[x]['A'] - if z < float(numerator)/float(denom): - dinuclCnt[x]['A'] -= 1 - return 'A' - numerator += dinuclCnt[x]['C'] - if z < float(numerator)/float(denom): - dinuclCnt[x]['C'] -= 1 - return 'C' - numerator += dinuclCnt[x]['G'] - if z < float(numerator)/float(denom): - dinuclCnt[x]['G'] -= 1 - return 'G' - dinuclCnt[x]['T'] -= 1 - return 'T' - -def connectedToLast(edgeList,nuclList,lastCh): - D = {} - for x in nuclList: D[x]=0 - for edge in edgeList: - a = edge[0]; b = edge[1] - if b==lastCh: D[a]=1 - for i in range(2): - for edge in edgeList: - a = edge[0]; b = edge[1] - if D[b]==1: D[a]=1 - ok = 0 - for x in nuclList: - if x!=lastCh and D[x]==0: return 0 - return 1 - - - -def eulerian(s): - nuclCnt,dinuclCnt,List = computeCountAndLists(s) - #compute nucleotides appearing in s - nuclList = [] - for x in ["A","C","G","T"]: - if x in s: nuclList.append(x) - #compute numInList[x] = number of dinucleotides beginning with x - numInList = {} - for x in nuclList: - numInList[x]=0 - for y in nuclList: - numInList[x] += dinuclCnt[x][y] - #create dinucleotide shuffle L - firstCh = s[0] #start with first letter of s - lastCh = s[-1] - edgeList = [] - for x in nuclList: - if x!= lastCh: edgeList.append( [x,chooseEdge(x,dinuclCnt)] ) - ok = connectedToLast(edgeList,nuclList,lastCh) - return ok,edgeList,nuclList,lastCh - - -def shuffleEdgeList(L): - n = len(L); barrier = n - for i in range(n-1): - z = int(random.random() * barrier) - tmp = L[z] - L[z]= L[barrier-1] - L[barrier-1] = tmp - barrier -= 1 - return L - -def dinuclShuffle(s): - ok = 0 - while not ok: - ok,edgeList,nuclList,lastCh = eulerian(s) - nuclCnt,dinuclCnt,List = computeCountAndLists(s) - - #remove last edges from each vertex list, shuffle, then add back - #the removed edges at end of vertex lists. - for [x,y] in edgeList: List[x].remove(y) - for x in nuclList: shuffleEdgeList(List[x]) - for [x,y] in edgeList: List[x].append(y) - - #construct the eulerian path - L = [s[0]]; prevCh = s[0] - for i in range(len(s)-2): - ch = List[prevCh][0] - L.append( ch ) - del List[prevCh][0] - prevCh = ch - L.append(s[-1]) - t = string.join(L,"") - return t - - - -if __name__ == '__main__': - if len(sys.argv)!=3: - print "Usage: python altschulEriksonDinuclShuffle.py GCATCGA 5" - sys.exit(1) - s = sys.argv[1].upper() - for i in range(int(sys.argv[2])): - print dinuclShuffle(s) diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/bedClean.py --- a/tools/mytools/bedClean.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,37 +0,0 @@ -import sys - -def readChrSize(filename): - f = open(filename) - chrSize = {} - for line in f: - chrom,size = line.strip().split() - chrSize[chrom]=int(size) - f.close() - return chrSize - -def cleanFile(filename,chrSize,outfile): - f = open(filename) - out = open(outfile,'w') - i = 0 - for line in f: - i = i + 1 - flds = line.strip().split('\t') - if len(flds) < 3: - print 'line',i,'incomplete line:\n',line - elif chrSize.has_key(flds[0]): - if int(flds[1]) > int(flds[2]): - tmp = flds[1] - flds[1] = flds[2] - flds[2] = tmp - if int( flds[1]) < 0 or int(flds[2]) <0: - print 'line',i,'negative coordinates:\n',line - elif int(flds[2]) > chrSize[flds[0]]: - print 'line',i,'end larger than chr size:\n',line - else: - out.write('\t'.join(flds)+'\n') - else: - print 'line',i,'chromosome',flds[0],'not found!\n',line - f.close() - out.close() - -cleanFile(sys.argv[1],readChrSize(sys.argv[2]),sys.argv[3]) diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/bed_to_bam.xml --- a/tools/mytools/bed_to_bam.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,19 +0,0 @@ - - convert BED or GFF or VCF to BAM - bedToBam -i $input -g $genome $bed12 $mapq $ubam > $outfile - - - - - - - - - - - - - - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/bedclean.xml --- a/tools/mytools/bedclean.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,33 +0,0 @@ - - remove off-chromosome lines - bedclean.py $input $genome $output > $log - - - - - - - - - - - - - - - -**Description** - -remove lines that are - -1. comment or track name lines - -2. on chr*_random - -3. or have negative coordinates - -4. or the end is larger than chromosome size - - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/bedsort.xml --- a/tools/mytools/bedsort.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,23 +0,0 @@ - - a interval file by chr and start - head -n $skip $input > $output - && tail -n+`expr $skip + 1` $input | sort -k1,1 -k2,2g >> $output - - - - - - - - - - -**Description** - -Unix command used:: - - head -n $skip $input > $output - tail -n+`expr $skip + 1` $input | sort -k1,1 -k2,2g >> $output - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/bigWigAverageOverBed.xml --- a/tools/mytools/bigWigAverageOverBed.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,12 +0,0 @@ - - average interval coverage - bigWigAverageOverBed $bw $bed $outtab -bedOut=$outbed 2> err - - - - - - - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/binaverage.xml --- a/tools/mytools/binaverage.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,74 +0,0 @@ - - of numeric columns - cat $script_file | R --vanilla --slave > $out_log - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - ## Setup R error handling to go to stderr - options(warn=-1) - source("/Users/xuebing/galaxy-dist/tools/mytools/cdf.r") - x = read.table("${input}",sep='\t') - x = x[,c($data_bin,$data_avg)] - label_avg = "${label_avg}" - label_bin = "${label_bin}" - if ("${log_bin}" == "logbin"){ - x[,1] = log2(1+x[,1]) - label_bin = paste('log2',label_bin) - } - if ("${log_avg}" == "logavg"){ - x[,2] = log2(1+x[,2]) - label_avg = paste('log2',label_avg) - } - res = binaverage(x,$nbin,"${bintype}") - attach(res) - for (i in 1:${nbin}){ - print(paste(label_bin,labels[i],sep=':')) - print(summary(binned[[i]])) - } - pdf("${out_file}") - mycdf(binned,"${title}",labels,"$legendloc",label_avg,label_bin) - dev.off() - - - - - - - - - - -.. class:: infomark - -This tool generates barplot and CDF plot comparing data/rows in a numeric column that are binned by a second numeric column. The input should have at least two numeric columns. One of the column is used to group rows into bins, and then values in the other column are compared using barplot, CDF plot, and KS test. - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/binnedAverage.py --- a/tools/mytools/binnedAverage.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,77 +0,0 @@ -''' -get binned score of intervals,allow extension -''' - -import os,sys,numpy,random,string - -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,outfile,outplot,nbin): - ''' - get binned average and std - ''' - fbw = open(bwfile) - bw = BigWigFile(file=fbw) - fin = open(intvfile) - out = open(outfile,'w') - zeros = '\t'.join(['0']*nbin) - for line in fin: - #chrom,start,end,name,score,strand - line = line.strip() - flds = line.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',line - out.write(line+'\t'+zeros+'\n') - continue - # 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) - out.write(line+'\t'+'\t'.join(map(str,binned))+'\n') - fin.close() - out.close() - # plot - if nbin > 1: - tmp = "".join(random.sample(string.letters+string.digits, 8)) - rscript = open(tmp,"w") - rscript.write("options(warn=-1)\n") - rscript.write("x <- read.table('"+outfile+"',sep='\t')\n") - rscript.write("x <- x[,(ncol(x)+1-"+str(nbin)+"):ncol(x)]\n") - rscript.write("pdf('"+outplot+"')\n") - rscript.write("avg <- apply(x,2,mean)\n") - rscript.write("err <- apply(x,2,sd)/sqrt(nrow(x))\n") - rscript.write("print(avg)\n") - rscript.write("print(err)\n") - rscript.write("ylim=c(min(avg-err),max(avg+err))\n") - rscript.write("xticks <- seq(ncol(x))\n") - rscript.write("plot(xticks,avg,xlab='',ylab='average',type='l',lwd=0,ylim=ylim)\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("dev.off()\n") - rscript.close() - os.system("R --vanilla < "+tmp) - os.system("rm "+tmp) - -print sys.argv -prog,bwfile,intvfile,nbin,outfile,outplot = sys.argv -getBinnedScore(bwfile,intvfile,outfile,outplot,int(nbin)) diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/bowtie2bed.pl --- a/tools/mytools/bowtie2bed.pl Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,45 +0,0 @@ -#!/usr/bin/perl - -# write bowtie output to bed file - -# perl bowtie2bed.pl s_5_trimmed.map outputfile 200 -# input -# inputfile -# extension - -$inputfile = $ARGV[0]; -$extension = $ARGV[2]; -$outputfile = $ARGV[1];#$inputfile.".extended_$extension"."bp.bed"; - -print "input file: $inputfile\n"; -print "output file: $outputfile\n"; -print "track name: $outputfile\n"; - -open (IN,$inputfile) or die $!; -open (OUT,">$outputfile") or die $!; - -print OUT "track name=$outputfile itemRgb=On\n"; - -while() -{ - @flds = split/\t/; - $flds[0] =~ s/ /-/g;#substitute space to dash - - if ($flds[1] eq "+") - { - print OUT join("\t",$flds[2],$flds[3],$flds[3]+$extension+length($flds[4]),$flds[0],1,$flds[1],$flds[3],$flds[3]+length($flds[4]),"255,0,0","\n"); - } - else - { - - print OUT join("\t",$flds[2],max(0,$flds[3]-$extension),$flds[3]+length($flds[4]),$flds[0],1,$flds[1],$flds[3],$flds[3]+length($flds[4]),"0,255,0","\n"); - } -} -close(IN); -close(OUT); - -sub max() -{ - ($a,$b) = @_; - return $a>$b?$a:$b; -} diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/bowtie2bed.xml --- a/tools/mytools/bowtie2bed.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,44 +0,0 @@ - - converter and read extender - bowtie2bed.pl $input $out_file1 $extendLength - - - - - - - - - - - - - - - - - -**What it does** - -This tool converts bowtie output map format file to bed format, with the option to extend the 3 primer end. - -- Sequence and quality information is lost after conversion -- The output contains a track name at the first row - ------ - -**Example** - -Converting the following bowtie mapped reads:: - - SRR073078.2 HWUSI-EAS465_8_1_1_524 length=36 - chr2 112499209 AGTGTGACTGCATCTCTTCCTTCGTGGGGCTNCAGT ... - SRR073078.3 HWUSI-EAS465_8_1_1_1054 length=36 + chr17 75877120 CCACNCCTCCTTTCAAAACACACTGCCAGGTGCGTC ... - -will result in:: - - track name=/home/xuebing/Research/galaxy/galaxy-dist/database/files/000/dataset_5.dat itemRgb=On - chr2 112499109 112499245 SRR073078.2-HWUSI-EAS465_8_1_1_524-length=36 1 - 112499209 112499245 0,255,0 - chr17 75877120 75877256 SRR073078.3-HWUSI-EAS465_8_1_1_1054-length=36 1 + 75877120 75877156 255,0,0 - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/bwBinavg.xml --- a/tools/mytools/bwBinavg.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,44 +0,0 @@ - - for intervals - getGenomicScore.py $input $output $score_type $bwfile $nbin $strand $outplot $span - - - - - - - - - - - - - - - - - - - - -.. class:: infomark - -Each interval is binned and the average base-resolution score/coverage/density in the bigwig file is added as new columns appended at the end of the original file . - -**Example** - -If your original data has the following format: - -+-----+-----+---+------+ -|chrom|start|end|other2| -+-----+-----+---+------+ - -and you choose to divide each interval into 3 bins and return the mean scores of each bin, your output will look like this: - -+-----+-----+---+------+-----+-----+-----+ -|chrom|start|end|other2|mean1|mean2|mean3| -+-----+-----+---+------+-----+-----+-----+ - - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/cdf-old-not-used/._cdf.xml Binary file tools/mytools/cdf-old-not-used/._cdf.xml has changed diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/cdf-old-not-used/._cdf2-old.xml Binary file tools/mytools/cdf-old-not-used/._cdf2-old.xml has changed diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/cdf-old-not-used/cdf.py --- a/tools/mytools/cdf-old-not-used/cdf.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,55 +0,0 @@ -''' -python wrapper for cdf plot -''' - -import os,sys - -filename = sys.argv[1] -output = sys.argv[2] -c1, c2 = sys.argv[3].strip().split(',') -label1,label2 = sys.argv[5].strip().split(',') -title = sys.argv[6].strip() -log = sys.argv[4] - -rf = open('tmp.r','w') - -rf.write("options(warn=-1)\n") - -rf.write("x <- read.table('"+filename+"')\n") - -rf.write("mycdf <- function(x1,x2) {\n") -rf.write(" sx1 <- sort(x1)\n") -rf.write(" sy1 <- c(1:length(sx1))/length(sx1)\n") -rf.write(" sx2 <- sort(x2)\n") -rf.write(" sy2 <- c(1:length(sx2))/length(sx2)\n") -rf.write(" mi <- min(c(x1,x2))\n") -rf.write(" ma <- max(c(x1,x2))\n") -rf.write(" sx1 <- c(mi,sx1,ma)\n") -rf.write(" sx2 <- c(mi,sx2,ma)\n") -rf.write(" sy1 <- c(0,sy1,1)\n") -rf.write(" sy2 <- c(0,sy2,1)\n") -rf.write(" pv <- ks.test(x1,x2)$p.value\n") -rf.write(" list(sx1,sy1,sx2,sy2,pv)\n") -rf.write("}\n") - -rf.write("list1 <- x[,"+c1+"]\n") -rf.write("list2 <- x[,"+c2+"]\n") - -if log == 'log': - rf.write("list1 <- log2(1+list1) \n") - rf.write("list2 <- log2(1+list2) \n") - #rf.write("list1[list1 == -Inf] <- min(list1[list1 != -Inf])\n") -rf.write("res <- mycdf(list1,list2)\n") - -rf.write("pdf('"+output+"')\n") -rf.write("plot(res[[1]],res[[2]],type='l',lty=1,lwd=2,col='red',main=paste('"+title+"',format(res[[5]], digit=2,scientific = T),sep=' , p='),xlab='value',ylab='cumulative frequency')\n") -rf.write("lines(res[[3]],res[[4]],type='l',lty=2,lwd=2,col='blue')\n") -rf.write("label1 <- paste('"+label1+"','( n1=',length(list1),')')\n") -rf.write("label2 <- paste('"+label2+"','( n2=',length(list2),')')\n") -rf.write("legend('bottomright',c(label1,label2),col=c('red','blue'), lty=1:2, lwd=2, bty='n')\n") -rf.write("boxplot(list1,list2,names=c(label1,label2))\n") -rf.write("dev.off()\n") - -rf.close() -os.system("R --vanilla < tmp.r") -os.system('rm tmp.r') diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/cdf-old-not-used/cdf.xml --- a/tools/mytools/cdf-old-not-used/cdf.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,21 +0,0 @@ - - plot of two columns - cdf.py $input $output $columns $log $labels $title - - - - - - - - - - - - -**What it does** - -This tool plots the CDF of two data columns in the input file. A KS test p-value is also shown. - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/cdf-old-not-used/cdf2-old.xml --- a/tools/mytools/cdf-old-not-used/cdf2-old.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,24 +0,0 @@ - - plot of two columns from two files - cdf2.py $input1 $input2 $output $c1 $c2 $labels $log $title - - - - - - - - - - - - - - - -**What it does** - -This tool plots the CDF of two data columns in two input files. A KS test p-value is also shown. - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/cdf-old-not-used/cdf2.py --- a/tools/mytools/cdf-old-not-used/cdf2.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,69 +0,0 @@ -''' -python wrapper for cdf plot -''' - -import os,sys - -filename1 = sys.argv[1] -filename2 = sys.argv[2] -output = sys.argv[3] -c1 = sys.argv[4].strip() -c2 = sys.argv[5].strip() -label1,label2 = sys.argv[6].strip().split(',') -title = sys.argv[8].strip() -log = sys.argv[7] - - - -rf = open('tmp.r','w') - -rf.write("options(warn=-1)\n") - -rf.write("x1 <- read.table('"+filename1+"')\n") -rf.write("x2 <- read.table('"+filename2+"')\n") - - -rf.write("mycdf <- function(x1,x2) {\n") -rf.write(" sx1 <- sort(x1)\n") -rf.write(" sy1 <- c(1:length(sx1))/length(sx1)\n") -rf.write(" sx2 <- sort(x2)\n") -rf.write(" sy2 <- c(1:length(sx2))/length(sx2)\n") -rf.write(" mi <- min(c(x1,x2))\n") -rf.write(" ma <- max(c(x1,x2))\n") -rf.write(" sx1 <- c(mi,sx1,ma)\n") -rf.write(" sx2 <- c(mi,sx2,ma)\n") -rf.write(" sy1 <- c(0,sy1,1)\n") -rf.write(" sy2 <- c(0,sy2,1)\n") -rf.write(" pv <- ks.test(x1,x2)$p.value\n") -rf.write(" list(sx1,sy1,sx2,sy2,pv)\n") -rf.write("}\n") - -rf.write("list1 <- x1[,"+c1+"]\n") -rf.write("list2 <- x2[,"+c2+"]\n") - -rf.write("list1[list1 > 1e10] <- 1e10\n") -rf.write("list2[list2 > 1e10] <- 1e10\n") -rf.write("list1[list1 < -1e10] <- -1e10\n") -rf.write("list2[list2 < -1e10] <- -1e10\n") - -rf.write("max(list1)\n") -rf.write("max(list2)\n") -rf.write("min(list1)\n") -rf.write("min(list2)\n") - - - -if log == 'log': - rf.write("list1 <- log2(list1) \n") - rf.write("list2 <- log2(list2) \n") -rf.write("res <- mycdf(list1,list2)\n") - -rf.write("pdf('"+output+"')\n") -rf.write("plot(res[[1]],res[[2]],type='l',lty=1,lwd=2,col='red',main=paste('"+title+"',format(res[[5]], digit=2,scientific = T),sep=' , p='),xlab='value',ylab='cumulative frequency')\n") -rf.write("lines(res[[3]],res[[4]],type='l',lty=2,lwd=2,col='blue')\n") -rf.write("legend('bottomright',c('"+label1+"','"+label2+"'),col=c('red','blue'), lty=1:2, lwd=2, bty='n')\n") -rf.write("dev.off()\n") - -rf.close() -os.system("R --vanilla < tmp.r") -os.system('rm tmp.r') diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/cdf.r --- a/tools/mytools/cdf.r Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,103 +0,0 @@ -# bin and average -binaverage = function(x,nbin,rankORvalue){ -# use x[,1] to bin x[,2] - binned = list() - if (rankORvalue == 'value'){ - mi = min(x[,1]) - ma = max(x[,1]) - bins = seq(mi,ma,length.out=nbin+1) - bins[1] = bins[1] - abs(mi)/100 - bins[nbin+1] = bins[nbin+1] + abs(ma)/100 - for (i in 1:nbin){ - binned[[i]] = x[x[,1] >= bins[i] & x[,1] < bins[i+1],2] - } - bins[1] = bins[1] + abs(mi)/100 - bins[nbin+1] = bins[nbin+1] - abs(ma)/100 - } else { - x = x[order(x[,1]),] - step = round(nrow(x)/nbin) - bins = x[1,1] - for (i in 1:(nbin-1)){ - binned[[i]] = x[((i-1)*step+1):(i*step),2] - bins = c(bins,x[i*step+1,1]) - } - binned[[nbin]] = x[((nbin-1)*step+1):nrow(x),2] - bins[nbin+1] = x[nrow(x),1] - } -# bin lavel - labels = character(0) - for (i in 1:nbin){ - labels = c(labels,paste(format(bins[i],digits=2,nsmall=2),format(bins[i+1],digits=2,nsmall=2),sep='~')) - } - list(binned=binned,bins=bins,labels=labels) -} -#res = binaverage(x,3,'rank') - -# CDF plot and KS.test -mycdf = function(list,title,labels,legendposition,xlabel,legend_title){ - L = length(list) - - # barplot for mean and std - avg = numeric(L) - err = numeric(L) - for (i in 1:L){ - avg[i] = mean(list[[i]]) - err[i] = sd(list[[i]]) - } - #print(list[[1]]) - #print(list[[2]]) - #print(avg) - #print(err) - par(cex=1.5,mar=c(8,6,6,4)) - xticks <- barplot(avg,names.arg=labels,las=2,ylab=xlabel,main='mean and standard deviation',xlab=legend_title,ylim=c(0,max(avg+err))) - arrows(xticks,avg+err, xticks, avg-err, angle=90, code=3, length=0.0) - - if (L>1){ - # ks test - cat('\nKS test:\n') - cat('sample1\tsample2\tp-value\n') - cat('-------------------------------------------------\n') - for (i in 1:(L-1)){ - for (j in (i+1):L){ - cat(labels[i],'\t',labels[j],'\t') - ks = ks.test(list[[i]],list[[j]]) - pv = max(2.2e-16,ks$p.value) - pv = format(pv,digits=3,nsmall=2) - cat(pv,'\n') - } - } - cat('-------------------------------------------------\n') - } - if (L == 2){ - title = paste(title,'\np=',pv,sep='') - } - # cdf plot - listx = list() - listy = list() - mi = 1e10 - ma = 1e-10 - for (i in 1:L){ - mi = min(mi,list[[i]]) - ma = max(ma,list[[i]]) - } - for (i in 1:L){ - listx[[i]] = c(mi,listx[i],ma) - listy[[i]] = c(0,listy[i],1) - } - for (i in 1:L){ - mi = min(mi,list[[i]]) - ma = max(ma,list[[i]]) - listx[[i]] = sort(list[[i]]) - listy[[i]] = c(1:length(list[[i]]))/length(list[[i]]) - } -#par(xlog=(xlog=='xlog')) - plot(listx[[1]],listy[[1]],type='l',lty=1,lwd=2,col=2,main=title,xlab=xlabel,ylab='cumulative frequency') - for (i in 2:L){ - lines(listx[[i]],listy[[i]],type='l',lty=i,lwd=2,col=i+1) - } - # legend - for (i in 1:L){ - labels[i] = paste(labels[i],', n=',length(list[[i]]),sep='') - } - legend(legendposition,legend=labels,col=2:(L+1), lty=1:L,lwd=2, bty='n',title=legend_title) -} diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/cdf.xml --- a/tools/mytools/cdf.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ - - plot of multiple numeric columns - cat $script_file | R --vanilla --slave > $out_log - - - - - - - - - - - - - - - - - - - - - - - - - - - ## Setup R error handling to go to stderr - options(warn=-1) - source("/Users/xuebing/galaxy-dist/tools/mytools/cdf.r") - uselog = as.character("${log}") - zero = as.character("${zero}") - title = as.character("${title}") - xlabel = as.character("${xlabel}") - if (uselog=='log'){ - xlabel = paste('log2',xlabel) - } - - labels = character(0) - x = list() - #for $i, $s in enumerate( $series ) - labels = c(labels,"${s.label.value}") - x0 = read.table( "${s.input.file_name}" ,sep='\t') - col = ${s.column.value} - if (col == -1) {col = ncol(x0)} - x0 = x0[,col] - if (zero == 'zero'){ - x0 = x0[x0 != 0] - } - if (uselog=='log'){ - x0=log2(1+x0) - } - print("${s.label.value}") - summary(x0) - x[[$i+1]] = x0 - #end for - pdf("${out_file}") - mycdf(x,title,labels,"${legendloc}",xlabel,'') - dev.off() - - - - - - - - - - -.. class:: infomark - -This tool generate barplot and CDF plot comparing multiple numeric columns in different files. - - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/closestBed.py diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/closestBed.xml --- a/tools/mytools/closestBed.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,32 +0,0 @@ - - find closest features - closestBed -a $inputa -b $inputb $strandness -d $no -t $tie> $output_data - - - - - - - - - - - - - - - - - - - - - - -**What it does** - -This is a wrapper for closestBed. - - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/collapseBed.py --- a/tools/mytools/collapseBed.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,58 +0,0 @@ -''' -collapse intervals -''' - -def collapseInterval_strand(filename): - uniqintv = {} - data = {} - f = open(filename) - header = f.readline() - if 'chr' in header: - flds = header.strip().split('\t') - key = '\t'.join([flds[0],flds[1],flds[2],flds[5]]) - uniqintv[key] = 1 - data[key] = flds - for line in f: - flds = line.strip().split('\t') - key = '\t'.join([flds[0],flds[1],flds[2],flds[5]]) - if uniqintv.has_key(key): - uniqintv[key] = uniqintv[key] + 1 - else: - uniqintv[key] = 1 - data[key] = flds - f.close() - for key in uniqintv.keys(): - print '\t'.join(data[key]+[str(uniqintv[key])]) - #flds = key.split('\t') - #print '\t'.join([flds[0],flds[1],flds[2],'.',str(uniqintv[key]),flds[3]]) - -def collapseInterval(filename): - uniqintv = {} - data = {} - f = open(filename) - header = f.readline() - if 'chr' in header: - flds = header.strip().split('\t') - key = '\t'.join([flds[0],flds[1],flds[2]]) - uniqintv[key] = 1 - data[key] = flds - for line in f: - flds = line.strip().split('\t') - key = '\t'.join([flds[0],flds[1],flds[2]]) - if uniqintv.has_key(key): - uniqintv[key] = uniqintv[key] + 1 - else: - uniqintv[key] = 1 - data[key] = flds - f.close() - for key in uniqintv.keys(): - print '\t'.join(data[key]+[str(uniqintv[key])]) - #flds = key.split('\t') - #print '\t'.join([flds[0],flds[1],flds[2],'.',str(uniqintv[key])]) - -import sys - -if sys.argv[2] == 'strand': - collapseInterval_strand(sys.argv[1]) -else: - collapseInterval(sys.argv[1]) diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/collapseBed.xml --- a/tools/mytools/collapseBed.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,19 +0,0 @@ - - intervals - collapseBed2.py $input $strand $score > $outfile - - - - - - - - - - -**What it does** - -This tool collapses genomic intervals that have the same position (and strandness if specified) and output a set of unique intervals. - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/collapseBed2.py --- a/tools/mytools/collapseBed2.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,36 +0,0 @@ -''' -collapse intervals -''' - -def collapseInterval_strand(filename,c_strand,c_score): - # keeping max column c - uniqintv = {} - data = {} - f = open(filename) - header = f.readline() - if 'chr' in header: - flds = header.strip().split('\t') - key = '\t'.join([flds[0],flds[1],flds[2],flds[c_strand]]) - uniqintv[key] = float(flds[c_score]) - data[key] = flds - for line in f: - flds = line.strip().split('\t') - key = '\t'.join([flds[0],flds[1],flds[2],flds[c_strand]]) - if not uniqintv.has_key(key): - uniqintv[key] = float(flds[c_score]) - data[key] = flds - elif uniqintv[key] < float(flds[c_score]): - uniqintv[key] = float(flds[c_score]) - data[key] = flds - - f.close() - for key in uniqintv.keys(): - print '\t'.join(data[key]) - -import sys - -if sys.argv[2] == '0':#ignore strand - sys.argv[2] = 1 -if sys.argv[3] == '0':# ignore score - sys.argv[3] = 2 -collapseInterval_strand(sys.argv[1],int(sys.argv[2])-1,int(sys.argv[3])-1) diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/collapseTab.py --- a/tools/mytools/collapseTab.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,37 +0,0 @@ -''' -collapse tabular files, with key columns, and max columns -''' - -def collapseTab(filename,c_key,c_max): - # keeping rows with max value in column c_max - nCol = max(max(c_key),c_max) - c_max = c_max - 1 - for i in range(len(c_key)): - c_key[i] = c_key[i] - 1 - uniqintv = {} - data = {} - f = open(filename) - for line in f: - flds = line.strip().split('\t') - if len(flds) < nCol: - continue - key = '' - for i in c_key: - key = key + flds[i-1] # i is 1-based, python is 0-based - if not uniqintv.has_key(key): - uniqintv[key] = float(flds[c_max]) - data[key] = flds - elif uniqintv[key] < float(flds[c_max]): - uniqintv[key] = float(flds[c_max]) - data[key] = flds - - f.close() - for key in uniqintv.keys(): - print '\t'.join(data[key]) - -import sys - -# convert string to number list -c_key = map(int,sys.argv[2].split(',')) -c_max = int(sys.argv[3]) -collapseTab(sys.argv[1],c_key,c_max) diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/collapseTab.xml --- a/tools/mytools/collapseTab.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,19 +0,0 @@ - - files - collapseTab.py $input $key $max > $outfile - - - - - - - - - - -**What it does** - -Similar to 'Group' but returns the entire line. - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/convertEnsembl.py --- a/tools/mytools/convertEnsembl.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,26 +0,0 @@ -''' -convert ensembl bed to ucsc -add chr to chromosome -1 = + --1 = - -''' - -import sys -f = open(sys.argv[1]) -out = open(sys.argv[2],'w') -skip = int(sys.argv[3]) - -for i in range(skip): - f.readline() - -for line in f: - flds = line.strip().split('\t') - flds[0] = 'chr'+flds[0] - if flds[5] == '1': - flds[5] = '+' - else: - flds[5] = '-' - out.write('\t'.join(flds)+'\n') -f.close() -out.close() - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/convertEnsembl.xml --- a/tools/mytools/convertEnsembl.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,18 +0,0 @@ - - to ucsc - convertEnsembl.py $input $output $skip - - - - - - - - - -**What it does** - -This tool convert ensembl based interval file to ucsc format: add 'chr' to chromosome number (column 1), and replace '1' and '-1' with '+' and '-' in column 6, respectively. - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/dreme.xml --- a/tools/mytools/dreme.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,50 +0,0 @@ - - short motif discovery - /Users/xuebing/bin/dreme.py -p $input -png -e $ethresh - #if $background_select.bg_select == "fromfile": - -n "${bgfile}" - #end if - - && mv dreme_out/dreme.html ${html_outfile} - - && mv dreme_out/dreme.txt ${txt_outfile} - - && mv dreme_out/dreme.xml ${xml_outfile} - - && rm -rf dreme_out - - - - - - - - - - - - - - - - - - - - - - - - -**What it does** - -http://meme.sdsc.edu/meme/doc/dreme.html - -DREME (Discriminative Regular Expression Motif Elicitation) finds relatively short motifs (up to 8 bases) fast, and can perform discriminative motif discovery if given a negative set, consisting of sequences unlikely to contain a motif of interest that is however likely to be found in the main ("positive") sequence set. If you do not provide a negative set the program shuffles the positive set to provide a background (in the role of the negative set). - -The input to DREME is one or two sets of DNA sequences. The program uses a Fisher Exact Test to determine significance of each motif found in the postive set as compared with its representation in the negative set, using a significance threshold that may be set on the command line. - -DREME achieves its high speed by restricting its search to regular expressions based on the IUPAC alphabet representing bases and ambiguous characters, and by using a heuristic estimate of generalised motifs' statistical significance. - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/dreme_out/dreme.html --- a/tools/mytools/dreme_out/dreme.html Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,3045 +0,0 @@ - - - - -DREME - - - - -
- - - - - - - - - - -
-
-

- The name of the motif uses the IUPAC codes for nucleotides which has - a different letter to represent each of the 15 possible combinations. -

-

- The name is itself a representation of the motif though the position - weight matrix is not directly equalivant as it is generated from the - sites found that matched the letters given in the name. -

-

- Read more about the MEME suite's use of the IUPAC alphabets. -

-
[close ]
-
- - -
-

The E-value is the enrichment p-value times the number of candidate - motifs tested.

-

The enrichment p-value is calculated using the Fisher Exact Test for - enrichment of the motif in the positive sequences.

-

Note that the counts used in the Fisher Exact Test are made after - erasing sites that match previously found motifs.

-
[close ]
-
-
-

The E-value of the motif calculated without erasing the sites of - previously found motifs.

-
[close ]
-
-
-

Show more information on the motif.

-
[close ]
-
-
-

Submit your motif to another MEME Suite program.

-
Supported Programs
-
-
Tomtom
-
Tomtom is a tool for searching for similar known motifs. - [manual]
-
MAST
-
MAST is a tool for searching biological sequence databases for - sequences that contain one or more of a group of known motifs. - [manual]
-
FIMO
-
FIMO is a tool for searching biological sequence databases for - sequences that contain one or more known motifs. - [manual]
-
GOMO
-
GOMO is a tool for identifying possible roles (Gene Ontology - terms) for DNA binding motifs. - [manual]
-
SpaMo
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SpaMo is a tool for inferring possible transcription factor - complexes by finding motifs with enriched spacings. - [manual]
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Download your motif as a position weight matrix or a custom logo.

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# positive sequences matching the motif / # positive sequences.

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Note these counts are made after erasing sites that match previously - found motifs.

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# negative sequences matching the motif / # negative sequences.

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Note these counts are made after erasing sites that match previously - found motifs.

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The p-value of the Fisher Exact Test for enrichment of the motif in - the positive sequences.

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Note that the counts used in the Fisher Exact Test are made after - erasing sites that match previously found motifs.

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The E-value is the motif p-value times the number of candidate motifs - tested.

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Note that the p-value was calculated with counts made after - erasing sites that match previously found motifs.

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The E-value of the motif calculated without erasing the sites of - previously found motifs.

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All words matching the motif whose uncorrected p-value is less than - 0.01.

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# positive sequences with matches to the word / # positive sequences.

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Note these counts are made after erasing sites that match previously - found motifs.

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# negative sequences with matches to the word / # negative sequences.

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Note these counts are made after erasing sites that match previously - found motifs.

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The p-value of the Fisher Exact Test for enrichment of the word in - the positive sequences.

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Note that the counts used in the Fisher Exact Test are made after - erasing sites that match previously found motifs.

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The word p-value times the number of candidates tested.

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Note that the p-value was calculated with counts made after - erasing sites that match previously found motifs.

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Discriminative Regular Expression Motif Elicitation (DREME)

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- For further information on how to interpret these results or to get a - copy of the MEME software please access - http://meme.nbcr.net. -

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- If you use DREME in your research please cite the following paper:
- Timothy L. Bailey, "DREME: Motif discovery in transcription factor ChIP-seq data", Bioinformatics, 27(12):1653-1659, 2011. -

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-Description  |  Discovered motifs  |  Program information -
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Description

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Discovered Motifs

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Click on the ↧ under the More column to show more - information about the motif.
Click on the ⇢ under the Submit column to send the - motif to another MEME suite program. Eg. Tomtom
Click on the ⟱ under the Download column to get - the position weight matrix of a motif or to download the logo image with - your chosen options. -

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 Motif
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DREME version
4.7.0 (Release date: Wed Sep 28 17:30:10 EST 2011) -
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Reference
- - Timothy L. Bailey, "DREME: Motif discovery in transcription factor ChIP-seq data", Bioinformatics, 27(12):1653-1659, 2011. - -
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Command line summary
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Result calculation took 0.01 seconds
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-show model parameters... - -
- - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/dreme_out/dreme.txt --- a/tools/mytools/dreme_out/dreme.txt Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,21 +0,0 @@ -# DREME 4.7.0 -# command: dreme -p test.fa -desc xxxx -# host: SHARPLAB.MIT.EDU -# when: Sun Dec 11 09:26:43 EST 2011 -# positives: 3 -# from: test.fa (Sat Dec 10 12:52:18 EST 2011) -# negatives: 3 -# from: shuffled positives -# -# xxxx - - -MEME version 4.7.0 - -ALPHABET= ACGT - -strands: + - - -Background letter frequencies (from dataset): -A 0.243 C 0.270 G 0.243 T 0.243 - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/dreme_out/dreme.xml --- a/tools/mytools/dreme_out/dreme.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,84 +0,0 @@ - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -]> - - - dreme -p test.fa -desc xxxx - - - - - 100 - 0.01 - 1 - SHARPLAB.MIT.EDU - Sun Dec 11 09:26:43 EST 2011 - xxxx - - - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/endbias.py --- a/tools/mytools/endbias.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,52 +0,0 @@ -''' -usage: - -python endbias.py utr5-coverage utr3-coverage outputfile -''' -import sys,math - -def getCoverage(filename): - f = open(filename) - coverage = {} - for line in f: - flds = line.strip().split('\t') - score = float(flds[4]) - name = (flds[0].split('utr'))[0].strip('_') - if coverage.has_key(name): - if score > coverage[name]: - coverage[name] = score - else: - coverage[name] = score - return coverage - -def endBias(filename,utr5,utr3): - out = open(filename,'w') - for txpt in utr5.keys(): - if utr3.has_key(txpt): - out.write('\t'.join([txpt,str(utr5[txpt]),str(utr3[txpt]),str(math.log((1+utr5[txpt])/(1+utr3[txpt]),2))])+'\n') - out.close() - - -utr5 = getCoverage(sys.argv[1]) -utr3 = getCoverage(sys.argv[2]) -endBias(sys.argv[3],utr5,utr3) - -''' - -utr5 = getCoverage('hmga2-utr5.coverage') -utr3 = getCoverage('hmga2-utr3.coverage') -logratio, cov5,cov3= endBias(utr5,utr3) -2**pylab.median(logratio.values()) - -log2utr5 = pylab.log2(pylab.array(cov5)+1) -log2utr3 = pylab.log2(pylab.array(cov3)+1) - -pylab.plot(log2utr5,log2utr3,'bo') - -pylab.show() - -utr5 = getCoverage('control-utr5.coverage') -utr3 = getCoverage('control-utr3.coverage') -logratio, cov5,cov3= endBias(utr5,utr3) -2**pylab.median(logratio.values()) -''' diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/endbias.xml --- a/tools/mytools/endbias.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,11 +0,0 @@ - - of UTR coverage - endbias.py $input1 $input2 $output - - - - - - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/fasta-dinucleotide-shuffle.py --- a/tools/mytools/fasta-dinucleotide-shuffle.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,223 +0,0 @@ -#!/usr/bin/python - -import sys, string, random -import sequence - -# -# turn on psyco to speed up by 3X -# -if __name__=='__main__': - try: - import psyco - #psyco.log() - psyco.full() - psyco_found = True - except ImportError: -# psyco_found = False - pass -# print >> sys.stderr, "psyco_found", psyco_found - - -# altschulEriksonDinuclShuffle.py -# P. Clote, Oct 2003 - -def computeCountAndLists(s): - - #Initialize lists and mono- and dinucleotide dictionaries - List = {} #List is a dictionary of lists - List['A'] = []; List['C'] = []; - List['G'] = []; List['T'] = []; - # FIXME: is this ok? - List['N'] = [] - nuclList = ["A","C","G","T","N"] - s = s.upper() - #s = s.replace("U","T") - nuclCnt = {} #empty dictionary - dinuclCnt = {} #empty dictionary - for x in nuclList: - nuclCnt[x]=0 - dinuclCnt[x]={} - for y in nuclList: - dinuclCnt[x][y]=0 - - #Compute count and lists - nuclCnt[s[0]] = 1 - nuclTotal = 1 - dinuclTotal = 0 - for i in range(len(s)-1): - x = s[i]; y = s[i+1] - List[x].append( y ) - nuclCnt[y] += 1; nuclTotal += 1 - dinuclCnt[x][y] += 1; dinuclTotal += 1 - assert (nuclTotal==len(s)) - assert (dinuclTotal==len(s)-1) - return nuclCnt,dinuclCnt,List - - -def chooseEdge(x,dinuclCnt): - z = random.random() - denom=dinuclCnt[x]['A']+dinuclCnt[x]['C']+dinuclCnt[x]['G']+dinuclCnt[x]['T']+dinuclCnt[x]['N'] - numerator = dinuclCnt[x]['A'] - if z < float(numerator)/float(denom): - dinuclCnt[x]['A'] -= 1 - return 'A' - numerator += dinuclCnt[x]['C'] - if z < float(numerator)/float(denom): - dinuclCnt[x]['C'] -= 1 - return 'C' - numerator += dinuclCnt[x]['G'] - if z < float(numerator)/float(denom): - dinuclCnt[x]['G'] -= 1 - return 'G' - numerator += dinuclCnt[x]['T'] - if z < float(numerator)/float(denom): - dinuclCnt[x]['T'] -= 1 - return 'T' - dinuclCnt[x]['N'] -= 1 - return 'N' - -def connectedToLast(edgeList,nuclList,lastCh): - D = {} - for x in nuclList: D[x]=0 - for edge in edgeList: - a = edge[0]; b = edge[1] - if b==lastCh: D[a]=1 - for i in range(3): - for edge in edgeList: - a = edge[0]; b = edge[1] - if D[b]==1: D[a]=1 - ok = 0 - for x in nuclList: - if x!=lastCh and D[x]==0: return 0 - return 1 - -def eulerian(s): - nuclCnt,dinuclCnt,List = computeCountAndLists(s) - #compute nucleotides appearing in s - nuclList = [] - for x in ["A","C","G","T","N"]: - if x in s: nuclList.append(x) - #create dinucleotide shuffle L - firstCh = s[0] #start with first letter of s - lastCh = s[-1] - edgeList = [] - for x in nuclList: - if x!= lastCh: edgeList.append( [x,chooseEdge(x,dinuclCnt)] ) - ok = connectedToLast(edgeList,nuclList,lastCh) - return ok,edgeList,nuclList,lastCh - - -def shuffleEdgeList(L): - n = len(L); barrier = n - for i in range(n-1): - z = int(random.random() * barrier) - tmp = L[z] - L[z]= L[barrier-1] - L[barrier-1] = tmp - barrier -= 1 - return L - -def dinuclShuffle(s): - ok = 0 - while not ok: - ok,edgeList,nuclList,lastCh = eulerian(s) - nuclCnt,dinuclCnt,List = computeCountAndLists(s) - - #remove last edges from each vertex list, shuffle, then add back - #the removed edges at end of vertex lists. - for [x,y] in edgeList: List[x].remove(y) - for x in nuclList: shuffleEdgeList(List[x]) - for [x,y] in edgeList: List[x].append(y) - - #construct the eulerian path - L = [s[0]]; prevCh = s[0] - for i in range(len(s)-2): - ch = List[prevCh][0] - L.append( ch ) - del List[prevCh][0] - prevCh = ch - L.append(s[-1]) - t = string.join(L,"") - return t - -def main(): - - # - # defaults - # - file_name = None - seed = 1 - copies = 1 - - # - # get command line arguments - # - usage = """USAGE: - %s [options] - - -f file name (required) - -t added to shuffled sequence names - -s random seed; default: %d - -c make shuffled copies of each sequence; default: %d - -h print this usage message - """ % (sys.argv[0], seed, copies) - - # no arguments: print usage - if len(sys.argv) == 1: - print >> sys.stderr, usage; sys.exit(1) - - tag = ""; - - # parse command line - i = 1 - while i < len(sys.argv): - arg = sys.argv[i] - if (arg == "-f"): - i += 1 - try: file_name = sys.argv[i] - except: print >> sys.stderr, usage; sys.exit(1) - elif (arg == "-t"): - i += 1 - try: tag = sys.argv[i] - except: print >> sys.stderr, usage; sys.exit(1) - elif (arg == "-s"): - i += 1 - try: seed = string.atoi(sys.argv[i]) - except: print >> sys.stderr, usage; sys.exit(1) - elif (arg == "-c"): - i += 1 - try: copies = string.atoi(sys.argv[i]) - except: print >> sys.stderr, usage; sys.exit(1) - elif (arg == "-h"): - print >> sys.stderr, usage; sys.exit(1) - else: - print >> sys.stderr, "Unknown command line argument: " + arg - sys.exit(1) - i += 1 - - # check that required arguments given - if (file_name == None): - print >> sys.stderr, usage; sys.exit(1) - - random.seed(seed) - - # read sequences - seqs = sequence.readFASTA(file_name,'Extended DNA') - - for s in seqs: - str = s.getString() - #FIXME altschul can't handle ambigs - name = s.getName() - - #print >> sys.stderr, ">%s" % name - - for i in range(copies): - - shuffledSeq = dinuclShuffle(str) - - if (copies == 1): - print >> sys.stdout, ">%s\n%s" % (name+tag, shuffledSeq) - else: - print >> sys.stdout, ">%s_%d\n%s" % (name+tag, i, shuffledSeq) - -if __name__ == '__main__': main() diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/fastamarkov.xml --- a/tools/mytools/fastamarkov.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,21 +0,0 @@ - - of DNA sequence - cat $input | fasta-get-markov -m $m $norc > $output 2> err.txt - - - - - - - - - - - - -**What it does** - -This tool generates a markov model from a fasta sequence file. - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/fastashuffle1.xml --- a/tools/mytools/fastashuffle1.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,17 +0,0 @@ - - preserving mono-nucleotide frequency - cat $input | fasta-shuffle-letters > $output - - - - - - - - -**Description** - -shuffle the position of nucleotides in each sequence, preserving the frequency of nucleotides in that sequence, but do not preserve di-nucleotide frequency. - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/fastashuffle2.xml --- a/tools/mytools/fastashuffle2.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,24 +0,0 @@ - - preserving dinucleotide frequency - fasta-dinucleotide-shuffle.py -f $input -t $tag -c $n -s $seed > $output - - - - - - - - - - - -**What it does** - -This tool shuffles the sequences in the input file but preserves the dinucleotide frequency of each sequence. - -The code implements the Altschul-Erikson dinucleotide shuffle algorithm, described in "Significance of nucleotide sequence alignments: A method for random sequence permutation that preserves dinucleotide and codon usage", S.F. Altschul and B.W. Erikson, Mol. Biol. Evol., 2(6):526--538, 1985. - -Code adapted from http://bioinformatics.bc.edu/clotelab/RNAdinucleotideShuffle/dinucleotideShuffle.html - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/fastqdump.xml --- a/tools/mytools/fastqdump.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,18 +0,0 @@ - - convert SRA to FASTQ - /Users/xuebing/tools/sratoolkit.2.1.9-mac32/fastq-dump -A $input -M $minReadLen -Z > $out_file1 - - - - - - - - - -**What it does** - -This is a wrapper of the fastq-dump tool from sra-toolkit. See http://trace.ncbi.nlm.nih.gov/Traces/sra/sra.cgi?view=software - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/fimo2-old.xml --- a/tools/mytools/fimo2-old.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,63 +0,0 @@ - - using FIMO - fimo - #if $background_select.bg_select == "fromfile": - -bgfile $bgfile - #end if - - $norc --output-pthresh $pth --verbosity 1 $motif $database - && mv fimo_out/fimo.html ${html_outfile} - - && mv fimo_out/fimo.txt ${txt_outfile} - - && rm -rf fimo_out - - - - - - - - - ## - ## - ## - ## - ## - ## - ## - - - - - - - - - - - - - - - - - - - - - - - - - - -**What it does** - -This tool uses FIMO to find matches of a motif in a fasta file. See more details: - -http://meme.sdsc.edu/meme/fimo-intro.html - - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/fimo2.xml --- a/tools/mytools/fimo2.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,47 +0,0 @@ - - using FIMO - fimo - #if $background_select.bg_select == "fromfile": - -bgfile $bgfile - #end if - - $norc --max-stored-scores 5000000 --output-pthresh $pth --verbosity 1 $motif $database - && mv fimo_out/fimo.html ${html_outfile} - - && mv fimo_out/fimo.txt ${txt_outfile} - - && rm -rf fimo_out - - - - - - - - - - - - - - - - - - - - - - - - - - -**What it does** - -This tool uses FIMO to find matches of a motif in a fasta file. See more details: - -http://meme.sdsc.edu/meme/fimo-intro.html - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/fimo2bed.py --- a/tools/mytools/fimo2bed.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,46 +0,0 @@ -''' -#pattern name sequence name start stop score p-value q-value matched sequence -constitutive-donor mm9_chr1_39533592_39535592_- 1815 1823 12.032 4.26e-06 0.397 CAGGTAAGT -constitutive-donor mm9_chr1_59313750_59315750_+ 1889 1897 12.032 4.26e-06 0.397 CAGGTAAGT - -#pattern name sequence name start stop score p-value q-value matched sequence -constitutive-donor mm9_chr1_172019075_172021075_- 1947 1955 12.032 4.26e-06 0.843 CAGGTAAGT -constitutive-donor mm9_chr1_15300532_15302532_+ 156 164 12.032 4.26e-06 0.843 CAGGTAAGT -''' - -import sys - -def fimo2bed(filename,rc): - ''' - parse fimo output to make a bed file - rc: the sequence have been reverse complemented - ''' - f = open(filename) - header = f.readline() - for line in f: - pattern,posi,begin,stop,score,pv,qv,seq = line.strip().split('\t') - flds = posi.split('_') - start = flds[-3] - end = flds[-2] - strand = flds[-1] - chrom = '_'.join(flds[1:-3]) #'chrX_random' - if not rc: - if strand == '+': - start1 = str(int(start) + int(begin)-1) - end1 = str(int(start) + int(stop)) - print '\t'.join([chrom,start1,end1,seq,score,strand]) - else: - start1 = str(int(end) - int(stop)) - end1 = str(int(end) - int(begin)+1) - print '\t'.join([chrom,start1,end1,seq,score,strand]) - else: - if strand == '-': - start1 = str(int(start) + int(begin)-1) - end1 = str(int(start) + int(stop)) - print '\t'.join([chrom,start1,end1,seq,score,'+']) - else: - start1 = str(int(end) - int(stop)) - end1 = str(int(end) - int(begin)+1) - print '\t'.join([chrom,start1,end1,seq,score,'-']) - -fimo2bed(sys.argv[1],sys.argv[2]=='rc') diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/fimo2bed.xml --- a/tools/mytools/fimo2bed.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,19 +0,0 @@ - - convert FIMO output to BED - fimo2bed.py $input $rc > $output - - - - - - - - - - Only works if your original FIMO input fasta sequences have ids like:: - - mm9_chr15_99358448_99360448_- - - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/fimo_out/cisml.css --- a/tools/mytools/fimo_out/cisml.css Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,24 +0,0 @@ -table { - text-align: center; - margin-left: auto; - margin-right: auto; - margin-top: 1%; - border: 2px solid; - border-collapse: collapse; -} - -th { - background-color: wheat; -} - -td,th { - border: 2px solid black; -} - -h2 { - text-align: center; -} - -h3 { - text-align: center; -} \ No newline at end of file diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/fimo_out/cisml.xml --- a/tools/mytools/fimo_out/cisml.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,1683 +0,0 @@ - - - - -fimo - -AATAAA.motif -/Users/xuebing/Downloads/hotair-target.fa.fasta -0.0001 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/fimo_out/fimo-to-html.xsl --- a/tools/mytools/fimo_out/fimo-to-html.xsl Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,761 +0,0 @@ - - - - - - - - - - - -
- - - - - - -
- Database and Motifs - - High-scoring Motif Occurences - - Debugging Information -
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-
- - - - - - - - - - - - - - - - - FIMO Results - - - - - - -
-
- FIMO - Motif search tool -
-
-

- FIMO version , - (Release date: ) -

-

- For further information on how to interpret these results - or to get a copy of the FIMO software please access - http://meme.nbcr.net -

-

If you use FIMO in your research, please cite the following paper:
- Charles E. Grant, Timothy L. Bailey, and William Stafford Noble, - "FIMO: Scanning for occurrences of a given motif", - Bioinformatics, 27(7):1017-1018, 2011. -

- - - - -
-
- - REFERENCE -
-
-

- If you use this program in your research, please cite: -

-

-

- - - - -
-
- - DATABASE AND MOTIFS - -
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- DATABASE - -
- Database contains - - sequences, - - residues -

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- MOTIFS - - - () - - - - - - - - - - - - - - - - - -
MOTIFWIDTH - BEST POSSIBLE MATCH -
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- Random model letter frequencies - (from ): -
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- SECTION I: HIGH-SCORING MOTIF OCCURENCES -
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-
    -
  • Each of the following - - motif occurrences has - - - q-value less than - - - - p-value less than - - - -
    • -
  • The p-value of a motif occurrence is defined as the - probability of a random sequence of the same length as the motif - matching that position of the sequence with as good or better a score. -
    • -
  • The score for the match of a position in a sequence to a motif - is computed by summing the appropriate entries from each column of - the position-dependent scoring matrix that represents the motif. -
    • - -
  • The q-value of a motif occurrence is defined as the - false discovery rate if the occurrence is accepted as significant. -
    • -     -
  • The table is sorted by increasing p-value.
    • -
  • If the start position is larger than the end position, - the motif occurrence is on the reverse strand. -
    • -
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
MotifSequence NameStrandStartEndp-valueq-valueMatched Sequence
- - - - −+ - - - - - - - - - - - - - -
- - - - -
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- SECTION II: MOTIF DIAGRAMS -
-
- - - - - - - - - - - - - - - - - - - - - - - -

Name
Motifs
- - - - - - - -
-
SCALE - - - - - - - -
- - - - - - - - - -
- - - - - - - - - -
-
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - 0 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + - - - - - - - - -
- - - - - -
- - - - - - - - - - | - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - white - aqua - blue - red - fuchsia - yellow - lime - teal - #444444 - green - silver - purple - olive - navy - maroon - black - - - - - - - - black - black - white - black - black - black - black - white - white - black - black - white - white - white - white - white - - - - - -
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- SECTION III: SEQUENCE/MOTIF ANNOTATIONS -
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- -
- S - D - ? -

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- Length = -

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- String Length = -

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-      
-      
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-        
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-      
-      
-      

-
-
- - - - - - -
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- DEBUGGING INFORMATION -
-
-

- Command line: -

- 
-    
-
-

- Settings: -

- 
-    
-    
-    

-
-

- This information can be useful in the event you wish to report a - problem with the FIMO software. -

-
- Go to top - - - - - - - = - - - - = - - - = - - - - - - - - - - - -
-
-

Button Help

-
-
- S - Links to Entrez database at NCBI - S - Links to motif occurences table(SECTION I) -
- D - Links to motif occurences diagram (SECTION II) -
- A - Links to sequence/motif annotated alignments (SECTION III) -
- ? - This information -
- -
- Go to top - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - 
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- - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/fimo_out/fimo.gff --- a/tools/mytools/fimo_out/fimo.gff Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,1 +0,0 @@ -##gff-version 3 diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/fimo_out/fimo.html --- a/tools/mytools/fimo_out/fimo.html Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,161 +0,0 @@ - - - - -FIMO Results - - - -
- - - - -
Database and MotifsHigh-scoring Motif OccurencesDebugging Information
-

-
FIMO - Motif search tool
-
-

- FIMO version 4.7.0, - (Release date: 0 EST 20) -

-

- For further information on how to interpret these results - or to get a copy of the FIMO software please access - http://meme.nbcr.net

-

If you use FIMO in your research, please cite the following paper:
- Charles E. Grant, Timothy L. Bailey, and William Stafford Noble, - "FIMO: Scanning for occurrences of a given motif", - Bioinformatics, 27(7):1017-1018, 2011. -

-
-
DATABASE AND MOTIFS
-
-
-

- DATABASE - /Users/xuebing/Downloads/hotair-target.fa.fasta
- Database contains - 832 - sequences, - 573269 - residues -

-

- MOTIFS - AATAAA.motif - (nucleotide) - - - - - - - - - - - - - - - - - - -
MOTIFWIDTH - BEST POSSIBLE MATCH -
AATAAA6AATAAA
AATAAA6TTTATT

-

- Random model letter frequencies - (from non-redundant database): -
A 0.275 C 0.225 G 0.225 T 0.275

-
-
-
SECTION I: HIGH-SCORING MOTIF OCCURENCES
-
-
    -
  • Each of the following - 0 - motif occurrences has - - p-value less than - 0.0001
    • -
  • The p-value of a motif occurrence is defined as the - probability of a random sequence of the same length as the motif - matching that position of the sequence with as good or better a score. -
    • -
  • The score for the match of a position in a sequence to a motif - is computed by summing the appropriate entries from each column of - the position-dependent scoring matrix that represents the motif. -
    • -
  • The table is sorted by increasing p-value.
    • -
  • If the start position is larger than the end position, - the motif occurrence is on the reverse strand. -
    • -
- - - - - - - - - - - -
MotifSequence NameStrandStartEndp-valueMatched Sequence
-
-
DEBUGGING INFORMATION
-
-

- Command line: -

-
fimo --verbosity 1 AATAAA.motif /Users/xuebing/Downloads/hotair-target.fa.fasta
-

- Settings: -

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output directory = fimo_outMEME file name = AATAAA.motifsequence file name = /Users/xuebing/Downloads/hotair-target.fa.fasta
background file name = (null)motif name = motifallow clobber = true
compute q-values = trueoutput p-threshold set = falseoutput q-threshold set = false
text only = falsescan both strands = truemax sequence length = 250000000
output q-value threshold =   1output p-value threshold = 0.0001pseudocount = 0.1
verbosity = 1
-

- This information can be useful in the event you wish to report a - problem with the FIMO software. -

-
-Go to top - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/fimo_out/fimo.txt --- a/tools/mytools/fimo_out/fimo.txt Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,1 +0,0 @@ -#pattern name sequence name start stop score p-value q-value matched sequence diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/fimo_out/fimo.wig --- a/tools/mytools/fimo_out/fimo.wig Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,1 +0,0 @@ -track type=wiggle_0 name="motif AATAAA" description="fimo scan of motif AATAAA" windowingFunction=maximum alwaysZero=on diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/fimo_out/fimo.xml --- a/tools/mytools/fimo_out/fimo.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,38 +0,0 @@ - - - - - xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" - xsi:schemaLocation= xmlns:fimo="http://noble.gs.washington.edu/schema/fimo" -> -fimo --verbosity 1 AATAAA.motif /Users/xuebing/Downloads/hotair-target.fa.fasta - -fimo_out -AATAAA.motif -/Users/xuebing/Downloads/hotair-target.fa.fasta -(null) -motif -true -true -false -false -false -true -250000000 - 1 -0.0001 -0.1 -1 - - -nucleotide - - - -0.275 -0.225 -0.225 -0.275 - -cisml.xml - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/genomeView.xml --- a/tools/mytools/genomeView.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,108 +0,0 @@ - - plot and correlation - cat $script_file | R --vanilla --slave 2> err.log - - - - - - - - - - - - - - - - - - - - - ## Setup R error handling to go to stderr - options(warn=-1) - source("/Users/xuebing/galaxy-dist/tools/mytools/genomeview.r") - genome = read.table( "${genome}") - uselog = as.character("${log}") - union = as.character("${union}") - resolution = as.integer("${resolution}") - cat('resolution=',resolution,'\n') - offset = caloffset(genome) - mcov = matrix(ncol=1,nrow=as.integer(offset[length(offset)] / resolution)) - ## Open output PDF file - pdf( "${out_file1}" ,height=4,width=20) - labels = character(0) - ## Determine range of all series in the plot - #for $i, $s in enumerate( $series ) - x = read.table( "${s.input.file_name}" ) - res = coverage(x,genome,offset,resolution) - plotcov(res,genome,offset,"${s.label.value}",uselog) - labels = c(labels,"${s.label.value}") - attach(res) - mcov = cbind(mcov,cov) - detach(res) - #end for - dev.off() - pdf("${out_file2}") - mcov = mcov[,-1] - nSample = length(labels) - if (nSample > 1) { - if (union == 'union') { - cm = matrix(0,nrow=nSample,ncol=nSample) - for (i in 1:(nSample-1)) { - cm[i,i] = 1 - for (j in (i+1):nSample){ - cm[i,j] = union_correlation(mcov[,i],mcov[,j]) - cm[j,i] = cm[i,j] - } - } - cm[nSample,nSample] = 1 - } else { - cm = cor(mcov) - } - rm(mcov) - ##heatmap(-cm,margins=c(8,8),sym=T,scale='none',labRow=labels,labCol=labels) - ##heatmap2(cm,'none',TRUE,c(8,8),labels,labels) - x = cm - h = heatmap(-x,scale='none',sym=T,margins=c(8,8),labRow=labels,labRol=labels) - attach(h) - x = x[rowInd,colInd] - tx = numeric(0) - ty = numeric(0) - txt = character(0) - for (i in 1:nrow(x)){ - for (j in 1:ncol(x)){ - tx = c(tx,i) - ty = c(ty,ncol(x)-j+1) - txt = c(txt,round(x[i,j]*100)/100) - } - } - heatmap(-x,scale='none',sym=T,margins=c(8,8),labRow=labels[rowInd],labCol=labels[colInd],add.expr=text(tx,ty,txt,col='black')) - library(gplots) - heatmap.2(cm,margins=c(8,8),scale='none',key=TRUE,trace='none', symkey=T,symbreaks=T,col=bluered,labRow=labels,labCol=labels,symm=T) - } - dev.off() - - - - - - - - - -.. class:: infomark - -This tool allows you to plot multiple intervals across all chromosomes at different resolution, and it also plots the correlation matrix if multiple intervals are provided. - ------ - -**Example** - -.. image:: ./static/images/correlationmatrix.png -.. image:: ./static/images/wholegenome.png - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/genomeview-old2.r --- a/tools/mytools/genomeview-old2.r Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,52 +0,0 @@ - -caloffset = function(genome){ - total_len = sum(as.numeric(genome[,2])) - offset = 0 - for (i in 1:nrow(genome)) { - offset = c(offset,offset[i]+genome[i,2]) - } - offset -} - -coverage = function(intervals,genome,offset,resolution) { - - nChr = length(offset) - 1 - total_len = offset[nChr+1] - nbin = as.integer(total_len / resolution) - #cat('nbin=',nbin,'genomelen=',total_len,'\n') - cov = numeric(nbin)#coverage - col = numeric(nbin)#color - for (i in 1:nChr) { - d = x[x[,1]==as.character(genome[i,1]),2:3] - if (nrow(d) > 0){ - #cat('dim(d)=',dim(d),'\n') - d = ceiling((d+offset[i])*nbin/total_len) - for (j in 1:nrow(d)){ - cov[d[j,1]:d[j,2]] = cov[d[j,1]:d[j,2]] + 1 - } - } - col[ceiling(offset[i]*nbin/total_len):ceiling(offset[i]*nbin/total_len)] = i - } - list(nbin=nbin,cov=cov) -} - -# plot coverage -# res = genomeView(x,genome,100000) -plotcov = function(res,genome,offset,title,uselog) { - if (uselog == 'log'){ - res$cov = log10(res$cov+1) - } - ymax = max(res$cov) - par(mar=c(5,5,5,1)) - plot(seq(length(res$cov)),res$cov,type='h',cex=0.1,cex.axis=2,cex.lab=2,cex.main=3,col=res$col,xaxt='n',main=title,xlab='chromosome',ylab='coverage',frame.plot=F,ylim=c(0,ymax)) - xticks = numeric(nrow(genome)) - for (i in 1:nrow(genome)){ - xticks[i] = (offset[i]+offset[i+1])/2*res$nbin/offset[length(offset)] - } - mtext(genome[,1],side=1,at=xticks,adj=1,las=2,col=seq(nrow(genome))) -} - -union_correlation = function(x,y){ - z = x>0 | y>0 - cor(x[z],y[z]) -} diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/genomeview.r --- a/tools/mytools/genomeview.r Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,70 +0,0 @@ - -caloffset = function(genome){ - total_len = sum(as.numeric(genome[,2])) - offset = 0 - for (i in 1:nrow(genome)) { - offset = c(offset,offset[i]+genome[i,2]) - } - offset -} - -coverage = function(intervals,genome,offset,resolution) { - - nChr = length(offset) - 1 - total_len = offset[nChr+1] - nbin = as.integer(total_len / resolution) - cov = numeric(nbin)#coverage - col = numeric(nbin)#color - for (i in 1:nChr) { - d = x[x[,1]==as.character(genome[i,1]),2:3] - d = ceiling(((d[,1]+d[,2])/2+offset[i])*nbin/total_len) - t = table(d) - pos = as.numeric(row.names(t)) - cov[pos] = cov[pos] + as.numeric(t) - col[pos] = i - } - list(nbin=nbin,cov=cov,col=col) -} - -# plot coverage -# res = genomeView(x,genome,100000) -plotcov = function(res,genome,offset,title,uselog) { - if (uselog == 'log'){ - res$cov = log10(res$cov+1) - } - ymax = max(res$cov) - #print(ymax) - par(mar=c(5,5,5,1)) - plot(seq(length(res$cov)),res$cov,type='h',cex=0.1,cex.axis=2,cex.lab=2,cex.main=3,col=res$col,xaxt='n',main=title,xlab='chromosome',ylab='coverage',frame.plot=F,ylim=c(0,ymax)) - xticks = numeric(nrow(genome)) - for (i in 1:nrow(genome)){ - xticks[i] = (offset[i]+offset[i+1])/2*res$nbin/offset[length(offset)] - } - mtext(genome[,1],side=1,at=xticks,adj=1,las=2,col=seq(nrow(genome))) -} - -union_correlation = function(x,y){ - z = x>0 | y>0 - cor(x[z],y[z]) -} - - -heatmap2 = function(x,scale,sym,margins,labRow,labCol){ - h = heatmap(x,scale=scale,sym=sym,margins=margins,labRow=labRow,labCol=labCol) - x = x[h$rowInd,h$colInd] - tx = numeric(0) - ty = numeric(0) - txt = character(0) - for (i in 1:nrow(x)){ - for (j in 1:ncol(x)){ - tx <- c(tx,i) - ty <- c(ty,ncol(x)-j+1) - txt <- c(txt,format(x[i,j],digits=2,nsmall=2)) - } - } - #heatmap(x,scale=scale,sym=sym,margins=margins,labRow=labRow[h$rowInd],labCol=labCol[h$colInd],add.expr=text(1:4,1:4,1:4)) - cat(dim(tx)) - text(tx,ty,txt) - heatmap(x,scale=scale,sym=sym,margins=margins,labRow=labRow[h$rowInd],labCol=labCol[h$colInd],add.expr=text(tx,ty,txt)) - -} diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/genomeview_notused --- a/tools/mytools/genomeview_notused Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,45 +0,0 @@ - -caloffset = function(genome){ - total_len = sum(as.numeric(genome[,2])) - offset = 0 - for (i in 1:nrow(genome)) { - offset = c(offset,offset[i]+genome[i,2]) - } - offset -} - -coverage = function(intervals,genome,offset,resolution) { - - nChr = length(offset) - 1 - total_len = offset[nChr+1] - nbin = as.integer(total_len / resolution) - - pos = numeric(0) - cov = numeric(0)#coverage - col = numeric(0)#color - for (i in 1:nChr) { - d = x[x[,1]==as.character(genome[i,1]),2:3] - d = ceiling(((d[,1]+d[,2])/2+offset[i])*nbin/total_len) - t = table(d) - pos = c(pos,as.numeric(row.names(t))) - cov = c(cov, as.numeric(t)) - col = c(col,numeric(length(t))+i) - } - list(nbin=nbin,pos=pos,cov=cov,col=col) -} - -# plot coverage -# res = genomeView(x,genome,100000) -plotcov = function(res,genome,offset,title,uselog) { - if (uselog == 'log'){ - res$cov = log10(res$cov+1) - } - ymax = max(res$cov) - par(mar=c(5,5,5,1)) - plot(res$pos,res$cov,type='h',cex=0.1,cex.axis=2,cex.lab=2,cex.main=3,col=res$col,xaxt='n',main=title,xlab='chromosome',ylab='coverage',frame.plot=F,xlim=c(0,res$nbin),ylim=c(0,ymax)) - xticks = numeric(nrow(genome)) - for (i in 1:nrow(genome)){ - xticks[i] = (offset[i]+offset[i+1])/2*res$nbin/offset[length(offset)] - } - mtext(genome[,1],side=1,at=xticks,adj=1,las=2,col=seq(nrow(genome))) -} diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/getGenomicScore.py --- a/tools/mytools/getGenomicScore.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,79 +0,0 @@ - -import random,string,os,sys - - -def getScore(intvfile,outfile,summary_type,bwfilepath,nbin,strand,outplot,span): - f = open(intvfile) - tmpsh = "".join(random.sample(string.letters+string.digits, 8)) - tmpout = "".join(random.sample(string.letters+string.digits, 8)) - tmp = open(tmpsh,'w') - if os.path.isdir(bwfilepath): - for line in f: - flds = line.strip().split('\t') - cmd = 'bigWigSummary -type='+summary_type+' '+bwfilepath+'/'+flds[0]+'.bw '+flds[0]+' '+flds[1]+' '+flds[2]+' '+nbin+' >> '+tmpout+' 2>>'+tmpout+'\n' - tmp.write(cmd) - else: - for line in f: - flds = line.strip().split('\t') - cmd = 'bigWigSummary -type='+summary_type+' '+bwfilepath+' '+flds[0]+' '+flds[1]+' '+flds[2]+' '+nbin+' >> '+tmpout+' 2>>'+tmpout+'\n' - tmp.write(cmd) - f.close() - # remove blank lines - tmp.write("sed '/^$/d' "+tmpout+'>'+tmpout+".1\n") - tmp.write("sed '/^Can/d' "+tmpout+".1 >"+tmpout+".2\n") - # set n/a to 0 - tmp.write("sed 's/n\/a/0/g' "+tmpout+".2 >"+tmpout+".3\n") - # replace text with 0 - zeros = ''.join(['0\t']*int(nbin)) - tmp.write("sed 's/^[a-zA-Z]/"+zeros+"/' "+tmpout+".3 >"+tmpout+".4\n") - # cut the first nbin columns - tmp.write("cut -f 1-"+nbin+" "+tmpout+".4 > "+tmpout+".5\n") - tmp.write("paste "+intvfile+" "+tmpout+".5 >"+outfile+"\n") - tmp.close() - os.system('chmod +x '+tmpsh) - os.system('./'+tmpsh) - #os.system('rm '+tmpout+'*') - #os.system('rm '+tmpsh) - - # strandness: need to reverse bins for - strand - if nbin > 1 and strand > 0: - strand = strand - 1 # python is 0 based - os.system('mv '+outfile+' '+tmpout) - f = open(tmpout) - out = open(outfile,'w') - for line in f: - flds=line.strip().split('\t') - if flds[strand] == '+': - out.write(line) - else: - scores = flds[-int(nbin):] - scores.reverse() - flds = flds[:-int(nbin)]+scores - out.write('\t'.join(flds)+'\n') - os.system('rm '+tmpout) - f.close() - out.close() - # plot - if int(nbin) > 1: - rscript = open(tmpsh,"w") - rscript.write("options(warn=-1)\n") - rscript.write("x <- read.table('"+outfile+"',sep='\t')\n") - rscript.write("x <- x[,(ncol(x)+1-"+nbin+"):ncol(x)]\n") - rscript.write("pdf('"+outplot+"')\n") - rscript.write("avg <- apply(x,2,mean)\n") - rscript.write("err <- apply(x,2,sd)/sqrt(nrow(x))\n") - rscript.write("ylim=c(min(avg-err),max(avg+err))\n") - rscript.write("xticks <- seq(ncol(x))-(1+ncol(x))/2\n") - if span >= 0.1: - rscript.write("avg = loess(avg~xticks,span="+str(span)+")$fitted\n") - rscript.write("err = loess(err~xticks,span="+str(span)+")$fitted\n") - rscript.write("par(cex=1.5)\n") - rscript.write("plot(xticks,avg,ylab='average conservation score',xlab='relative position (bin)',type='l',lwd=0,ylim=ylim)\n") - rscript.write("polygon(c(xticks,rev(xticks)),c(avg+err,rev(avg-err)),col='slateblue1',border=NA)\n") - rscript.write("lines(xticks,avg,type='l',lwd=1)\n") - rscript.write("dev.off()\n") - rscript.close() - os.system("R --vanilla < "+tmpsh) - os.system("rm "+tmpsh) - -getScore(sys.argv[1],sys.argv[2],sys.argv[3],sys.argv[4],sys.argv[5],int(sys.argv[6]),sys.argv[7],float(sys.argv[8])) diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/headtail.xml --- a/tools/mytools/headtail.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,30 +0,0 @@ - - of a file - $headortail -n $nline $input > $out_file1 - - - - - - - - - - - - - - - - - - - - - -**What it does** - -This is a wrapper of the unix head/tail command, which is used to show lines at the beginning or at the end of a file. - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/intersectSig.py --- a/tools/mytools/intersectSig.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,90 +0,0 @@ -''' -find overlap and test signifiance -''' - -import os,sys - -def lineCount(filename): - if os.stat(filename).st_size == 0: - return 0 - with open(filename) as f: - for i, l in enumerate(f): - pass - print i - return i+1 - -def intersect(fileA,fileB,outfile,fraction,reciprocal): - # return fileA intervals that overlap with interval in fileB - cmd = 'intersectBed -a '+fileA+' -b '+fileB + ' -u -wa -f '+fraction +' '+ reciprocal + '>'+outfile - #print cmd - os.system(cmd) - -def shuffle(fileA,fileB,genomefile,fraction,reciprocal,N): - # shuffle fileA N times, return the distribution of overlaps - nOverlap = [] - for i in range(N): - # shuffle fileA using shuffleBed - #cmd = 'shuffleBed -i '+fileA+' -g '+genomefile +'>fileA.shuffled' - # using random_interval.py - cmd = 'python /Users/xuebing/galaxy-dist/tools/mytools/random_interval.py '+fileA+' fileA.shuffled across '+genomefile - os.system(cmd) - intersect('fileA.shuffled',fileB,'tmp',fraction,reciprocal) - nOverlap.append(lineCount('tmp')) - os.system('rm tmp') - os.system('rm fileA.shuffled') - return nOverlap - -def main(): - fileA = sys.argv[1] - fileB = sys.argv[2] - outfile = sys.argv[3] - outplot = sys.argv[4] - outshuffle = sys.argv[5] - N = int(sys.argv[6]) # times to shuffle - genomefile = sys.argv[7] - fraction = sys.argv[8] - if len(sys.argv) == 10: - reciprocal = sys.argv[9] # can only be '-r' - else: - reciprocal = '' - - #print sys.argv - - # number of lines in input - nA = lineCount(fileA) - nB = lineCount(fileB) - - # intersect on real data - intersect(fileA,fileB,outfile,fraction,reciprocal) - # number of overlaps - nOverlapReal = lineCount(outfile) - - #print 'number of intervals in inputA that overlap with intervals in inputB:',nOverlapReal - - # shuffle fileA to estimate background - nOverlapNull = shuffle(fileA,fileB,genomefile,fraction,reciprocal,N) - out = open(outshuffle,'w') - out.write("\t".join(map(str,nOverlapNull))) - out.close() - - # plot histogram - rscript = open('tmp.r','w') - rscript.write("options(warn=-1)\n") - rscript.write("x0 <- "+str(nOverlapReal)+"\n") - rscript.write("x <- c("+','.join(map(str,nOverlapNull))+")\n") - rscript.write("library(MASS)\n") - rscript.write("pv <- min((1+sum(x>=x0))/length(x),(1+sum(x<=x0))/length(x))\n") - rscript.write("title <- paste('actual:chance = ',x0,':',format(mean(x),digits=1,nsmall=1),' = ',format(x0/mean(x),digits=1,nsmall=2),', p-value < ',pv,sep='')\n") - rscript.write("pdf('"+outplot+"')\n") - rscript.write("library(grid)\n") - rscript.write("library(VennDiagram)\n") - rscript.write("venn <- venn.diagram(x=list(A=1:"+str(nA)+",B="+str(nA-nOverlapReal+1)+":"+str(nA+nB-nOverlapReal)+"),filename=NULL,fill=c('red','blue'),col='transparent',alpha=0.5,label.col='black',cex=3,lwd=0,fontfamily='serif',fontface='bold',cat.col = c('red', 'blue'),cat.cex=3,cat.fontfamily='serif',cat.fontface='bold')\n") - rscript.write("grid.draw(venn)\n") - rscript.write("h <- hist(x,breaks=50,xlab='number of overlaps',ylab='frequency',main=title)\n") - 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") - rscript.write("points(x0,0,col='red')\n") - rscript.write("dev.off()\n") - rscript.close() - os.system("R --vanilla < tmp.r") - os.system('rm tmp.r') -main() diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/intersectSig.xml --- a/tools/mytools/intersectSig.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,30 +0,0 @@ - - of two interval lists - intersectSig.py $fileA $fileB $outfile $outplot $outshuffle $n $genome $fraction $reciprocal - - - - - - - - - - - - - - - - - - - - -**What it does** - -This tool uses intersectBed to find intervals in the first dataset that overlap with intervals in the second dataset. To estimate the significance of the overlap, the first dataset is shuffled then intersect with the second dataset to generate a null distribution of the number of overlaps. The tool returns venn diagram plot, histogram of the null distribution, overlapped intervals from the first input, and the null distribution of overlaps. - - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/intersectbed.xml --- a/tools/mytools/intersectbed.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,103 +0,0 @@ - - intersect two interval sets - intersectBed -a $inputa -b $inputb $output_opt $strandness $r -f $f $split > $output_data - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -**What it does** - -This is a wrapper for intersecBed. - - Program: intersectBed (v2.13.3) - Author: Aaron Quinlan (aaronquinlan@gmail.com) - Summary: Report overlaps between two feature files. - -Usage:: - - intersectBed [OPTIONS] -a (bed/gff/vcf) -b (bed/gff/vcf) - -Options:: - -abam The A input file is in BAM format. Output will be BAM as well. - - -ubam Write uncompressed BAM output. Default is to write compressed BAM. - - -bed When using BAM input (-abam), write output as BED. The default - is to write output in BAM when using -abam. - - -wa Write the original entry in A for each overlap. - - -wb Write the original entry in B for each overlap. - - Useful for knowing _what_ A overlaps. Restricted by -f and -r. - - -wo Write the original A and B entries plus the number of base - pairs of overlap between the two features. - - Overlaps restricted by -f and -r. - Only A features with overlap are reported. - - -wao Write the original A and B entries plus the number of base - pairs of overlap between the two features. - - Overlapping features restricted by -f and -r. - However, A features w/o overlap are also reported - with a NULL B feature and overlap = 0. - - -u Write the original A entry _once_ if _any_ overlaps found in B. - - In other words, just report the fact >=1 hit was found. - - Overlaps restricted by -f and -r. - - -c For each entry in A, report the number of overlaps with B. - - Reports 0 for A entries that have no overlap with B. - - Overlaps restricted by -f and -r. - - -v Only report those entries in A that have _no overlaps_ with B. - - Similar to "grep -v" (an homage). - - -f Minimum overlap required as a fraction of A. - - Default is 1E-9 (i.e., 1bp). - - FLOAT (e.g. 0.50) - - -r Require that the fraction overlap be reciprocal for A and B. - - In other words, if -f is 0.90 and -r is used, this requires - that B overlap 90% of A and A _also_ overlaps 90% of B. - - -s Require same strandedness. That is, only report hits in B that - overlap A on the _same_ strand. - - By default, overlaps are reported without respect to strand. - - -S Require different strandedness. That is, only report hits in B that - overlap A on the _opposite_ strand. - - By default, overlaps are reported without respect to strand. - - -split Treat "split" BAM or BED12 entries as distinct BED intervals. - - -sorted Use the "chromsweep" algorithm for sorted (-k1,1 -k2,2n) input - NOTE: this will trust, but not enforce that data is sorted. Caveat emptor. - - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/intervalOverlap.py --- a/tools/mytools/intervalOverlap.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,82 +0,0 @@ -''' -find overlap and test signifiance -''' - -import os,sys - -def lineCount(filename): - i = 0 - with open(filename) as f: - for i, l in enumerate(f): - pass - return i + 1 - -def intersect(fileA,fileB,outfile,fraction,reciprocal): - # return fileA intervals that overlap with interval in fileB - cmd = 'intersectBed -a '+fileA+' -b '+fileB + ' --wo -f '+fraction +' '+ reciprocal + '>'+outfile - #print cmd - os.system(cmd) - -def parseIntersect(filename): - # get number of overlapped A and B - nA = 0 - nB = 0 - return nA,nb - -def shuffle(fileA,fileB,genomefile,fraction,reciprocal,N): - # shuffle fileA N times, return the distribution of overlaps - nOverlap = [] - for i in range(N): - # shuffle fileA using shuffleBed - #cmd = 'shuffleBed -i '+fileA+' -g '+genomefile +'>fileA.shuffled' - # using random_interval.py - cmd = 'python /Users/xuebing/galaxy-dist/tools/mytools/random_interval.py '+fileA+' fileA.shuffled across '+genomefile - os.system(cmd) - intersect('fileA.shuffled',fileB,'tmp',fraction,reciprocal) - nOverlap.append(lineCount('tmp')) - os.system('rm tmp') - os.system('rm fileA.shuffled') - return nOverlap - -def main(): - fileA = sys.argv[1] - fileB = sys.argv[2] - outfile = sys.argv[3] - outplot = sys.argv[4] - N = int(sys.argv[5]) # times to shuffle - genomefile = sys.argv[6] - fraction = sys.argv[7] - if len(sys.argv) == 9: - reciprocal = sys.argv[8] # can only be '-r' - else: - reciprocal = '' - - print sys.argv - - # intersect on real data - intersect(fileA,fileB,outfile,fraction,reciprocal) - # number of overlaps - nOverlapReal = lineCount(outfile) - - print 'number of intervals in inputA that overlap with intervals in inputB:',nOverlapReal - - # shuffle fileA to estimate background - nOverlapNull = shuffle(fileA,fileB,genomefile,fraction,reciprocal,N) - - # plot histogram - rscript = open('tmp.r','w') - rscript.write("x0 <- "+str(nOverlapReal)+"\n") - rscript.write("x <- c("+','.join(map(str,nOverlapNull))+")\n") - rscript.write("library(MASS)\n") - rscript.write("\n") - rscript.write("pv <- min((1+sum(x>=x0))/length(x),(1+sum(x<=x0))/length(x))\n") - rscript.write("title <- paste('actual:chance = ',x0,':',round(mean(x)),' = ',format(x0/mean(x),digits=1,nsmall=2),', p-value < ',pv,sep='')\n") - rscript.write("pdf('"+outplot+"')\n") - rscript.write("h <- hist(x,breaks=50,xlab='number of overlaps',ylab='frequency',main=title)\n") - 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") - rscript.write("points(x0,0,col='red')\n") - rscript.write("dev.off()") - rscript.close() - os.system("R --vanilla < tmp.r") - os.system('rm tmp.r') -main() diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/intervalSize.py --- a/tools/mytools/intervalSize.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,18 +0,0 @@ -''' -plot histogram of interval size -''' - -import os,sys - -inputfile = sys.argv[1] -outputfile = sys.argv[2] - -rf = open('tmp.r','w') -rf.write("x <- read.table('"+inputfile+"')\n") -rf.write("len <- x[,3]-x[,2]\n") -rf.write("pdf('"+outputfile+"')\n") -rf.write("hist(len,breaks=100,xlab='interval size',main=paste('mean=',mean(len),sep=''))\n") -rf.write("dev.off()") -rf.close() -os.system("R --vanilla < tmp.r") -os.system('rm tmp.r') diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/intervalSize.xml --- a/tools/mytools/intervalSize.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,17 +0,0 @@ - - distribution - intervalSize.py $input $output - - - - - - - - -**What it does** - -This tool generates a histogram of the interval size. - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/iupac2meme.xml --- a/tools/mytools/iupac2meme.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,59 +0,0 @@ - - from one sequence - iupac2meme - #if $background_select.bg_select == "fromfile": - -bg $bgfile - #end if - -numseqs $numseqs $logodds $motif > $output - - - - - - - - - - - - - - - - - - - - -**Description** - -Convert an IUPAC motif into a MEME version 4 formatted file suitable for use with FIMO and other MEME Suite programs. - -See additional information: - -http://meme.sdsc.edu/meme/doc/iupac2meme.html - -**IUPAC code**:: - - Nucleotide Code: Base: - ---------------- ----- - A.................Adenine - C.................Cytosine - G.................Guanine - T (or U)..........Thymine (or Uracil) - R.................A or G - Y.................C or T - S.................G or C - W.................A or T - K.................G or T - M.................A or C - B.................C or G or T - D.................A or G or T - H.................A or C or T - V.................A or C or G - N.................any base - - - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/makebigwig.sh --- a/tools/mytools/makebigwig.sh Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,57 +0,0 @@ -# use of output: move to public_html and visualize in ucsc genome browser with the following: -# track name="xxx" color=0,0,255 type=bigWig bigDataUrl=http://rous.mit.edu/~wuxbl/xxx.bw - -if [ $# -lt 6 ] -then - echo "./bigwig.sh infile outtag bam/bed sorted/none genome strand/none [-split]" - exit -fi - -f=$1 -outf=$2 -extension=$3 -sorted=$4 -genome=$5 -strand=$6 -split=$7 -i=i -if [ $extension = bam ] -then - i=ibam - if [ $sorted != sorted ] - then - echo 'sorting bam file...=>' $f.sorted.bam - samtools sort $f $f.sorted - f=$f.sorted.bam - fi -else - if [ $sorted != sorted ] - then - echo 'sorting bed file...=>' $f.sorted.bed - sort -k1,1 $f > $f.sorted.bed - f=$f.sorted.bed - fi -fi - - echo 'making bedgraph file...=>' $f.bedgraph - if [ $strand != strand ] - then - genomeCoverageBed -bg -$i $f -g $genome $split > $f.bedgraph - echo 'making bigwig file...=>' $outf.bw - bedGraphToBigWig $f.bedgraph $genome $outf - else - genomeCoverageBed -bg -$i $f -g $genome $split -strand + > $f+.bedgraph - genomeCoverageBed -bg -$i $f -g $genome $split -strand - > $f-.bedgraph - echo 'making bigwig file for + strand...=>' $outf+.bw - bedGraphToBigWig $f+.bedgraph $genome $outf+.bw - echo 'making bigwig file for - strand...=>' $outf-.bw - bedGraphToBigWig $f-.bedgraph $genome $outf-.bw - fi - -# remove intermediate files -if [ $sorted != sorted ] - then - rm $f -fi -rm $f*.bedgraph - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/makebigwig.sh-old --- a/tools/mytools/makebigwig.sh-old Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,59 +0,0 @@ -# make bigwig file for genome browser visulization -# usage -# makebigwig.sh bedorbam sorted genome strand -split -# input file types: *.bed, *.bam - -# use of output: move to public_html and visualize in ucsc genome browser with the following: -# track name="xxx" color=0,0,255 type=bigWig bigDataUrl=http://rous.mit.edu/~wuxbl/xxx.bw - -if [ $# -lt 6 ] -then - echo "./makebigwig.sh infile outfile bedorbam sorted genome [-split -strand]" - exit -fi - -f=$1 -outf=$2 -extension=$3 -sorted=$4 -genome=$5 -strand=$6 -split=$7 -i=i -echo 'genome:' $genome -echo 'strand:' $strand - -if [ $extension = bam ] -then - i=ibam - if [ $sorted != sorted ] - then - echo 'sorting bam file...=>' $f.sorted.bam - samtools sort $f $f.sorted - f=$f.sorted.bam - fi -else - if [ $sorted != sorted ] - then - echo 'sorting bed file...=>' $f.sorted.bed - sort -k1,1 -k2,2g $f > $f.sorted.bed - f=$f.sorted.bed - fi -fi - - echo 'making bedgraph file...=>' $f.bedgraph - if [ $strand != strand ] - then - genomeCoverageBed -bg -$i $f -g $genome $split > $f.bedgraph - echo 'making bigwig file...=>' $f.bw - bedGraphToBigWig $f.bedgraph $genome $outf - else - genomeCoverageBed -bg -$i $f -g $genome $split -strand + > $f+.bedgraph - genomeCoverageBed -bg -$i $f -g $genome $split -strand - > $f-.bedgraph - echo 'making bigwig file for + strand...' $f+.bw - bedGraphToBigWig $f+.bedgraph $genome $outf+ - echo 'making bigwig file for - strand...=>' $f-.bw - bedGraphToBigWig $f-.bedgraph $genome $outf- - fi - rm $f - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/makebigwig.xml --- a/tools/mytools/makebigwig.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,37 +0,0 @@ - - from BED or BAM - makebigwig.sh $input $outfile - #if $inputa_format.bedorbam == "bed": - bed - #else: - bam - #end if - $sorted $genome none $split >$log 2> $log - - - - - - - - - - - - - - - - - - - - - - - - - - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/makewindow.py --- a/tools/mytools/makewindow.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,19 +0,0 @@ -def makeWindow(filename,outfile,window): - window = window/2 - f=open(filename) - out = open(outfile,'w') - for line in f: - flds = line.strip().split() - #new position - center = (int(flds[1]) + int(flds[2]))/2 - start = center - window - end = center + window - if start >= 0: - flds[1] = str(start) - flds[2] = str(end) - out.write('\t'.join(flds)+'\n') - f.close() - out.close() - -import sys -makeWindow(sys.argv[1],sys.argv[2],int(sys.argv[3])) diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/makewindow.xml --- a/tools/mytools/makewindow.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,18 +0,0 @@ - - around interval center - makewindow.py $input $output $window - - - - - - - - - -**Description** - -For each interval in the input file, take the middle point, then extend each side windowsize/2 bps. - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/meme.xml --- a/tools/mytools/meme.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,349 +0,0 @@ - - meme - motif discovery - meme "$input1" -o "${html_outfile.files_path}" - -nostatus - - ##-p 8 ##number of processors - - #if str( $options_type.options_type_selector ) == 'advanced': - -sf "${ str( $options_type.sf ).replace( ' ', '_' ) }" - -${options_type.alphabet_type.alphabet_type_selector} - -mod "${options_type.mod_type.mod_type_selector}" - -nmotifs "${options_type.nmotifs}" - -wnsites "${options_type.wnsites}" - -maxsize "${options_type.maxsize}" - - #if $options_type.evt < float('inf'): - -evt "${options_type.evt}" - #end if - - #if str( $options_type.mod_type.mod_type_selector ) != 'oops': - #if str( $options_type.mod_type.motif_occurrence_type.motif_occurrence_type_selector ) == 'nsites': - -nsites "${options_type.mod_type.motif_occurrence_type.nsites}" - #elif str( $options_type.mod_type.motif_occurrence_type.motif_occurrence_type_selector ) == 'min_max_sites': - -minsites "${options_type.mod_type.motif_occurrence_type.minsites}" -maxsites "${options_type.mod_type.motif_occurrence_type.maxsites}" - #end if - #end if - - #if str( $options_type.motif_width_type.motif_width_type_selector ) == 'exact': - -w "${options_type.motif_width_type.width}" - #else - -minw "${options_type.motif_width_type.minw}" -maxw "${options_type.motif_width_type.maxw}" - #end if - - #if str( $options_type.motif_trim_type.motif_trim_type_selector ) == 'nomatrim': - -nomatrim - #else - -wg "${options_type.motif_trim_type.wg}" -ws "${options_type.motif_trim_type.ws}" ${options_type.motif_trim_type.noendgaps} - #end if - - #if str( $options_type.bfile ) != 'None': - -bfile "${options_type.bfile}" - #end if - - #if str( $options_type.pspfile ) != 'None': - -psp "${options_type.pspfile}" - #end if - - #if str( $options_type.alphabet_type.alphabet_type_selector ) == "dna": - ${options_type.alphabet_type.revcomp} ${options_type.alphabet_type.pal} - #end if - - -maxiter "${options_type.maxiter}" -distance "${options_type.distance}" - - -prior "${options_type.alphabet_type.prior_type.prior_type_selector}" - #if str( $options_type.alphabet_type.prior_type.prior_type_selector ) != 'addone': - -b "${options_type.alphabet_type.prior_type.prior_b}" - #if str( $options_type.alphabet_type.prior_type.plib ) != 'None': - -plib "${options_type.alphabet_type.prior_type.plib}" - #end if - #end if - - #if str( $options_type.alphabet_type.spmap_type.spmap_type_selector ) == 'cons': - -cons "${options_type.alphabet_type.spmap_type.cons}" - #else - -spmap "${options_type.alphabet_type.spmap_type.spmap_type_selector}" - -spfuzz "${options_type.alphabet_type.spmap_type.spfuzz}" - #end if - - #if str( $options_type.branching_type.branching_type_selector ) == 'x_branch': - -x_branch -bfactor "${options_type.branching_type.bfactor}" -heapsize "${options_type.branching_type.heapsize}" - #end if - - ##-maxsize "1000000" ##remove hardcoded maxsize? should increase number of processors instead - - #end if - - 2>&1 || echo "Error running MEME." - - - && mv ${html_outfile.files_path}/meme.html ${html_outfile} - - && mv ${html_outfile.files_path}/meme.txt ${txt_outfile} - - && mv ${html_outfile.files_path}/meme.xml ${xml_outfile} - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - value == True - - - - - - - - - - - - - - - - - - - - -.. class:: warningmark - -**WARNING: This tool is only available for non-commercial use. Use for educational, research and non-profit purposes is permitted. Before using, be sure to review, agree, and comply with the license.** - -If you want to specify sequence weights, you must include them at the top of your input FASTA file. - -.. class:: infomark - -**To cite MEME:** -Timothy L. Bailey and Charles Elkan, "Fitting a mixture model by expectation maximization to discover motifs in biopolymers", Proceedings of the Second International Conference on Intelligent Systems for Molecular Biology, pp. 28-36, AAAI Press, Menlo Park, California, 1994. - - -For detailed information on MEME, click here_. To view the license_. - -.. _here: http://meme.nbcr.net/meme/meme-intro.html -.. _license: http://meme.nbcr.net/meme/COPYRIGHT.html - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/memelogo.xml --- a/tools/mytools/memelogo.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,26 +0,0 @@ - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/metaintv.py --- a/tools/mytools/metaintv.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,109 +0,0 @@ -''' -get binned score of intervals,allow extension -''' - -import os,sys,numpy - -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: - #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',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 - -def getExtendedBinScore(bwfile,intvfile,nbins,exts): - ''' - nbins: n1,n2,n3 - exts: l1,l2,l3,l4 - ''' - # make left extension - resize(intvfile,intvfile+'.tmp','start-'+str(exts[0]),'start+'+str(exts[1]),'stranded') - # compute binned average - avg,err = getBinnedScore(bwfile,intvfile+'.tmp',nbins[0]) - # make center region - resize(intvfile,intvfile+'.tmp','start+'+str(exts[1]),'end-'+str(exts[2]),'stranded') - # compute binned average - avg1,err1 = getBinnedScore(bwfile,intvfile+'.tmp',nbins[1]) - avg = numpy.concatenate((avg,avg1)) - err = numpy.concatenate((err,err1)) - # make right region - resize(intvfile,intvfile+'.tmp','end-'+str(exts[2]),'end+'+str(exts[3]),'stranded') - # compute binned average - avg2,err2 = getBinnedScore(bwfile,intvfile+'.tmp',nbins[2]) - avg = numpy.concatenate((avg,avg2)) - err = numpy.concatenate((err,err2)) - - return avg,err - -print sys.argv -prog,bwfile,intvfile,nbin,outfile,outplot = sys.argv -avg, err = getBinnedScore(bwfile,intvfile,int(nbin)) -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() - -# plot -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("plot(xticks,avg,xlab='',ylab='average coverage',type='l',lwd=0,ylim=ylim)\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("dev.off()\n") -rscript.close() -os.system("R --vanilla < tmp.r") -os.system("rm tmp.r") - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/metaintv.xml --- a/tools/mytools/metaintv.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,36 +0,0 @@ - - from bigwig - binnedAverage.py $bwfile $intvfile $nbin $outfile $outplot - - - - - - - - - - - - -.. class:: infomark - -Each interval is binned and the average base-resolution score/coverage/density in the bigwig file is added as new columns appended at the end of the original file . - -**Example** - -If your original data has the following format: - -+-----+-----+---+------+ -|chrom|start|end|other2| -+-----+-----+---+------+ - -and you choose to divide each interval into 3 bins and return the mean scores of each bin, your output will look like this: - -+-----+-----+---+------+-----+-----+-----+ -|chrom|start|end|other2|mean1|mean2|mean3| -+-----+-----+---+------+-----+-----+-----+ - - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/metaintv2.py --- a/tools/mytools/metaintv2.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,109 +0,0 @@ -''' -get binned score of intervals,allow extension -''' - -import os,sys,numpy - -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: - #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',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 - -def getExtendedBinScore(bwfile,intvfile,nbins,exts): - ''' - nbins: n1,n2,n3 - exts: l1,l2,l3,l4 - ''' - # make left extension - resize(intvfile,intvfile+'.tmp','start-'+str(exts[0]),'start+'+str(exts[1]),'stranded') - # compute binned average - avg,err = getBinnedScore(bwfile,intvfile+'.tmp',nbins[0]) - # make center region - resize(intvfile,intvfile+'.tmp','start+'+str(exts[1]),'end-'+str(exts[2]),'stranded') - # compute binned average - avg1,err1 = getBinnedScore(bwfile,intvfile+'.tmp',nbins[1]) - avg = numpy.concatenate((avg,avg1)) - err = numpy.concatenate((err,err1)) - # make right region - resize(intvfile,intvfile+'.tmp','end-'+str(exts[2]),'end+'+str(exts[3]),'stranded') - # compute binned average - avg2,err2 = getBinnedScore(bwfile,intvfile+'.tmp',nbins[2]) - avg = numpy.concatenate((avg,avg2)) - err = numpy.concatenate((err,err2)) - - return avg,err - -print sys.argv -bwfile,intvfile,exts,nbins,outfile,outplot = sys.argv -avg, err = getExtendedBinScore(bwfile,intvfile,numpy.fromstring(nbins,sep=','),numpy.fromstring(exts,sep=',')) -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() - -# plot -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("plot(xticks,avg,ylab='average coverage',type='l',lwd=0,ylim=ylim)\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("dev.off()\n") -rscript.close() -os.system("R --vanilla < tmp.r") -os.system("rm tmp.r") - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/metaintv3.py --- a/tools/mytools/metaintv3.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,109 +0,0 @@ -''' -get binned score of intervals,allow extension -''' - -import os,sys,numpy - -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: - #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',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 - -def getExtendedBinScore(bwfile,intvfile,nbins,exts): - ''' - nbins: n1,n2,n3 - exts: l1,l2,l3,l4 - ''' - # make left extension - resize(intvfile,intvfile+'.tmp','start-'+str(exts[0]),'start+'+str(exts[1]),'stranded') - # compute binned average - avg,err = getBinnedScore(bwfile,intvfile+'.tmp',nbins[0]) - # make center region - resize(intvfile,intvfile+'.tmp','start+'+str(exts[1]),'end-'+str(exts[2]),'stranded') - # compute binned average - avg1,err1 = getBinnedScore(bwfile,intvfile+'.tmp',nbins[1]) - avg = numpy.concatenate((avg,avg1)) - err = numpy.concatenate((err,err1)) - # make right region - resize(intvfile,intvfile+'.tmp','end-'+str(exts[2]),'end+'+str(exts[3]),'stranded') - # compute binned average - avg2,err2 = getBinnedScore(bwfile,intvfile+'.tmp',nbins[2]) - avg = numpy.concatenate((avg,avg2)) - err = numpy.concatenate((err,err2)) - - return avg,err - -print sys.argv -bwfile,intvfile,exts,nbins,outfile,outplot = sys.argv -avg, err = getExtendedBinScore(bwfile,intvfile,numpy.fromstring(nbins,sep=','),numpy.fromstring(exts,sep=',')) -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() - -# plot -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("plot(xticks,avg,ylab='average coverage',type='l',lwd=0,ylim=ylim)\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("dev.off()\n") -rscript.close() -os.system("R --vanilla < tmp.r") -os.system("rm tmp.r") - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/metaintv_ext.py --- a/tools/mytools/metaintv_ext.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,128 +0,0 @@ -''' -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") - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/metaintv_ext.xml --- a/tools/mytools/metaintv_ext.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,23 +0,0 @@ - - from bigwig (allow extension) - metaintv_ext.py $bwfile $intvfile $exts $nbins $outfile $outplot > $outlog - - - - - - - - - - - - - - -.. class:: infomark - -To be added - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/phastCons.xml --- a/tools/mytools/phastCons.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,48 +0,0 @@ - - phastCons or phyloP,vertebrate30way - getGenomicScore.py $input $output $score_type $score_path $nbin $strand $outplot $span - - - - - - - - - - - - - - - - - - - - - - - - -.. class:: infomark - -The score for each interval is added as a new column appended at the end of the original file . - -**Example** - -If your original data has the following format: - -+-----+-----+---+------+ -|chrom|start|end|other2| -+-----+-----+---+------+ - -and you choose to return the mean of phastCons scores, your output will look like this: - -+-----+-----+---+------+----+ -|chrom|start|end|other2|mean| -+-----+-----+---+------+----+ - - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/plotmatrix.py --- a/tools/mytools/plotmatrix.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,77 +0,0 @@ -import sys,os - -infile = sys.argv[1] -outfile = sys.argv[2] -uselog = sys.argv[3] -subset = sys.argv[4] -reorder = sys.argv[5] -color = sys.argv[6] -scale = sys.argv[7] # rescale each row -cols = sys.argv[8] -rscript = open('tmp.r','w') - -rscript.write("x <- read.table('"+infile+"')\n") -rscript.write("x <- x[,c("+cols+")]\n") -rscript.write("nr <- nrow(x) \n") -rscript.write("nc <- ncol(x)\n") -rscript.write("rowsum <- apply(x,1,sum)\n") - -if subset =='subset': - rscript.write("if (nr*nc > 100000) {\n") - rscript.write(" nr2 <- as.integer(100000/nc)\n") - rscript.write(" subind <- sample(seq(nr),nr2)\n") - rscript.write(" x <- x[subind,]\n") - rscript.write(" rowsum <- rowsum[subind]\n") - rscript.write("}\n") - -rscript.write("pdf('"+outfile+"')\n") - -if uselog == 'uselog': - rscript.write("x <- -(log(as.matrix(x,nc=nc)))\n") -else: - rscript.write("x <- -as.matrix(x,nc=nc)\n") -if scale == 'scale': - rscript.write("x <- scale(x)\n") -if reorder == 'average': - rscript.write("hc <- hclust(dist(x),method= 'average')\n") - rscript.write("x <- x[hc$order,]\n") -elif reorder == 'centroid': - rscript.write("hc <- hclust(dist(x),method= 'centroid')\n") - rscript.write("x <- x[hc$order,]\n") -elif reorder == 'complete': - rscript.write("hc <- hclust(dist(x),method= 'complete')\n") - rscript.write("x <- x[hc$order,]\n") -elif reorder == 'single': - rscript.write("hc <- hclust(dist(x),method= 'single')\n") - rscript.write("x <- x[hc$order,]\n") -elif reorder == 'median': - rscript.write("hc <- hclust(dist(x),method= 'median')\n") - rscript.write("x <- x[hc$order,]\n") -elif reorder == 'sort_by_total': - rscript.write("srt <- sort(rowsum,index.return=T)\n") - rscript.write("x <- x[srt$ix,]\n") -elif reorder == 'sort_by_center': - rscript.write("srt <- sort(x[,as.integer(nc/2)],index.return=T)\n") - rscript.write("x <- x[srt$ix,]\n") -if color == 'heat': - rscript.write("colormap = heat.colors(1000)\n") -elif color == 'topo': - rscript.write("colormap = topo.colors(1000)\n") -elif color == 'rainbow': - rscript.write("colormap = rainbow(1000)\n") -elif color == 'terrain': - rscript.write("colormap = terrain.colors(1000)\n") -else: - rscript.write("colormap = gray.colors(1000)\n") - -#rscript.write("qt <- quantile(as.vector(x),probs=c(0.1,0.9))\n") -#rscript.write("breaks <- c(min(as.vector(x)),seq(qt[1],qt[2],length.out=99),max(as.vector(x)))\n") -#rscript.write("image(t(x),col=colormap,breaks=breaks,axes=F)\n") -rscript.write("image(t(x),col=colormap,axes=F)\n") -rscript.write("dev.off()\n") - -rscript.close() - -os.system("R --slave < tmp.r") -os.system("rm tmp.r") - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/plotmatrix.xml --- a/tools/mytools/plotmatrix.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,43 +0,0 @@ - - with sorting and clustering) - plotmatrix.py $input $output $uselog $subset $reorder $color $scale $cols - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -**What it does** - -This tool generates a heatmap for output from 'align' tool. Each row is the color-coded coverage of a feature, and the features are sorted by the total coverage in the interval. - -**Example** - -.. image:: ./static/operation_icons/heatmap.png - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/ptb-3t3 --- a/tools/mytools/ptb-3t3 Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,2172 +0,0 @@ -chr16_57569675_57571675_15783_6_10 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -chr13_74440105_74442105_17676_9_22 59 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -chr3_89237481_89239481_1852_6_1 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -chr12_13319061_13321061_13323_6_6 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -chr10_96081244_96083244_5650_5_3 12 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -chr19_29673073_29675073_22313_6_8 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -chr6_37279553_37281553_21388_8_5 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 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0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -chr13_54564465_54566465_18619_4_1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/r_wrapper.sh --- a/tools/mytools/r_wrapper.sh Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,2 +0,0 @@ -#!/bin/sh -R --vanilla $* < $infile diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/r_wrapper_old.sh --- a/tools/mytools/r_wrapper_old.sh Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,23 +0,0 @@ -#!/bin/sh - -### Run R providing the R script in $1 as standard input and passing -### the remaining arguments on the command line - -# Function that writes a message to stderr and exits -function fail -{ - echo "$@" >&2 - exit 1 -} - -# Ensure R executable is found -which R > /dev/null || fail "'R' is required by this tool but was not found on path" - -# Extract first argument -infile=$1; shift - -# Ensure the file exists -test -f $infile || fail "R input file '$infile' does not exist" - -# Invoke R passing file named by first argument to stdin -R --vanilla $* < $infile diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/random_interval.py --- a/tools/mytools/random_interval.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,96 +0,0 @@ -''' -simulate a random interval set that mimics the size and strand of a reference set -''' - -def inferSizeFromRefBed(filename): - ''' - read reference interval set, get chrom size information - ''' - chrSize = {} - f = open(filename) - for line in f: - flds = line.strip().split('\t') - if not chrSize.has_key(flds[0]): - chrSize[flds[0]] = int(flds[2]) - elif chrSize[flds[0]] < int(flds[2]): - chrSize[flds[0]] = int(flds[2]) - f.close() - return chrSize - -def getChrSize(filename): - chrSize = {} - f = open(filename) - for line in f: - flds = line.strip().split() - if len(flds) >1: - chrSize[flds[0]] = int(flds[1]) - f.close() - return chrSize - -def makeWeightedChrom(chrSize): - ''' - make a list of chr_id, the freq is proportional to its length - ''' - - genome_len = 0 - - for chrom in chrSize: - chrom_len = chrSize[chrom] - genome_len += chrom_len - - weighted_chrom = [] - for chrom in chrSize: - weight = int(round(1000*float(chrSize[chrom])/genome_len)) - weighted_chrom += [chrom]*weight - - return weighted_chrom - -def randomIntervalWithinChrom(infile,outfile,chrSize): - ''' - ''' - fin = open(infile) - fout = open(outfile,'w') - n = 0 - for line in fin: - n = n + 1 - flds = line.strip().split('\t') - interval_size = int(flds[2]) - int(flds[1]) - flds[1] = str(random.randint(0,chrSize[flds[0]]-interval_size)) - flds[2] = str(int(flds[1])+interval_size) - fout.write('\t'.join(flds)+'\n') - fin.close() - fout.close() - -def randomIntervalAcrossChrom(infile,outfile,chrSize,weighted_chrom): - ''' - ''' - fin = open(infile) - fout = open(outfile,'w') - n = 0 - for line in fin: - n = n + 1 - flds = line.strip().split('\t') - interval_size = int(flds[2]) - int(flds[1]) - # find a random chrom - flds[0] = weighted_chrom[random.randint(0, len(weighted_chrom) - 1)] - flds[1] = str(random.randint(0,chrSize[flds[0]]-interval_size)) - flds[2] = str(int(flds[1])+interval_size) - fout.write('\t'.join(flds)+'\n') - fin.close() - fout.close() - -import sys,random -def main(): - # python random_interval.py test100.bed testout.bed across human.hg18.genome - - reference_interval_file = sys.argv[1] - output_file = sys.argv[2] - across_or_within_chrom = sys.argv[3] # within or across - chrom_size_file = sys.argv[4] - chrSize = getChrSize(chrom_size_file) - print chrSize.keys() - if across_or_within_chrom == 'within': - randomIntervalWithinChrom(reference_interval_file,output_file,chrSize) - else: - randomIntervalAcrossChrom(reference_interval_file,output_file,chrSize,makeWeightedChrom(chrSize)) -main() diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/random_interval.xml --- a/tools/mytools/random_interval.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,45 +0,0 @@ - - weight chromosome by length - random_interval.py $input $output $within $genome - - - - - - - - - - - - - - - - -**What it does** - -This tool will generate a set of intervals randomly distributed in the genome, mimicking the size distribution of the reference set. The same number of intervals are generated. - - -**How it works** - -For each interval in the reference set, the script picks a random position as the new start in the genome, and then pick the end such that the size of the random interval is the same as the original one. The default setting is to move the interval to any chromosome, with the probability proportional to the size/length of the chromosome. You can have it pick a random position in the same chromosome, such that in the randomized set each chromosome has the same number of intervals as the reference set. The size of the chromosome can be either learned from the reference set (chromosome size = max(interval end)) or read from a chromosome size file. When learning from the reference set, only regions spanned by reference intervals are used to generate random intervals. Regions (may be an entire chromosome) not covered by the reference set will not appear in the output. - -**Chromosome size file** - -Chromosome size files for hg18,hg19,mm8,and mm9 can be found in 'Shared Data'. To use those files, select the correct one and import into to the history, then the file will be listed in the drop-down menu of this tool. You can also make your own chromosme size file: each line specifies the size of a chromosome (tab-delimited): - -chr1 92394392 - -chr2 232342342 - - -You can use the following script from UCSC genome browser to download chromosome size files for other genomes: - -http://hgdownload.cse.ucsc.edu/admin/exe/linux.x86_64/fetchChromSizes - - - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/removeDuplicate.xml --- a/tools/mytools/removeDuplicate.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,10 +0,0 @@ - - lines - cat $input | sort | uniq > $output - - - - - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/resize.py --- a/tools/mytools/resize.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,57 +0,0 @@ -''' -change start and end of interval files -''' - -import sys - -def resize(infile,outfile,expr_start,expr_end,strand): - fin = open(infile) - fout = open(outfile,'w') - if expr_start[0:3] == 'end': - c1 = 2 - n1 = int(expr_start[3:]) - else: - c1 = 1 - n1 = int(expr_start[5:]) - if expr_end[0:3] == 'end': - c2 = 2 - n2 = int(expr_end[3:]) - else: - c2 = 1 - n2 = int(expr_end[5:]) - if strand == 'ignore': - for line in fin: - flds = line.strip().split('\t') - start = int(flds[c1]) + n1 - if start >= 0: - end = int(flds[c2]) + n2 - if end >= start: - flds[1] = str(start) - flds[2] = str(end) - fout.write('\t'.join(flds)+'\n') - else:# upstream downstream - for line in fin: - flds = line.strip().split('\t') - if flds[5] == '+': - start = int(flds[c1]) + n1 - if start >= 0: - end = int(flds[c2]) + n2 - if end >= start: - flds[1] = str(start) - flds[2] = str(end) - fout.write('\t'.join(flds)+'\n') - else: # on the - strand - start = int(flds[3-c2]) - n2 # end=end+n2 - if start >= 0: - end = int(flds[3-c1]) - n1 - if end >= start: - flds[1] = str(start) - flds[2] = str(end) - fout.write('\t'.join(flds)+'\n') - fin.close() - fout.close() - -if __name__ == "__main__": - resize(sys.argv[1],sys.argv[2],sys.argv[3],sys.argv[4],sys.argv[5]) - # python resize.py in.bed out.bed start-3 end+5 both - # python resize.py expr_start expr_end strand(both/+/-) diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/resize.xml --- a/tools/mytools/resize.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,32 +0,0 @@ - - intervals - resize.py $infile $outfile $expr_start $expr_end $strand - - - - - - - - - - - -**What it does** - -This tool changes start and end of each row in an interval file. When strandness is enforced, chromosome start and end are treated as the 5' and 3' end for intervals on the '+' strand, and the opposite for intervals on the '-' strand. In the expression such as 'start=start-1000', 'start' and 'end' are interpreted as the 5' and 3' end, respectively, and the operator '+' and '-' means moving downsteam and upsteam, respectively. For example, when enforcing strandness, - -**start=start-1000**: extend 1000 bp on the 5' end (moving start upstream) - -**start=start+1000**: trancate 1000 bp on the 5' end (moving start downsteam) - -**end=end+1000**: extend 1000 bp on the 3' end (moving end downsteam) - -**end=start+1000**: moving the end to 1000 bp downsteam of the start (return the first 1000 bp on the 5' end) - -**end=start+1**: taking the 5' end of the interval - -**start=end-1**: taking the 3' end of the interval - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/revcompl.py --- a/tools/mytools/revcompl.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,84 +0,0 @@ -import sys - -compldna = {'A':'T', - 'C':'G', - 'G':'C', - 'T':'A', - 'U':'A', - 'M':'K', - 'K':'M', - 'W':'W', - 'S':'S', - 'R':'Y', - 'Y':'R', - 'N':'N'} -complrna = {'A':'U', - 'C':'G', - 'G':'C', - 'T':'A', - 'U':'A', - 'M':'K', - 'K':'M', - 'W':'W', - 'S':'S', - 'R':'Y', - 'Y':'R', - 'N':'N'} -def complement(seq,compl): - complseq = [compl[base] for base in seq] - return complseq - -def reverse_complement(seq,compl): - seq = list(seq) - seq.reverse() - return ''.join(complement(seq,compl)) - -def readFastaFile(infile,outfile,compl): - - fin = open(infile) - out = open(outfile,'w') - - currSeq='' - currSeqname=None - for line in fin: - if '>' in line: - if currSeqname !=None: - out.write(currSeqname+reverse_complement(currSeq,compl)+'\n') - currSeqname=None - currSeq='' - currSeqname=line - else: - currSeq=currSeq+line.strip().upper() - - if currSeqname!=None: - out.write(currSeqname+reverse_complement(currSeq,compl)+'\n') - - fin.close() - out.close() - -def readrawseq(infile,outfile,compl): - ''' - each line is a sequence - ''' - fin = open(infile) - out = open(outfile,'w') - for line in fin: - out.write(reverse_complement(line.strip().upper(),compl)+'\n') - fin.close() - out.close() - -def main(): - seqfile = sys.argv[1] - outfile = sys.argv[2] - fasta = sys.argv[3] - rna = sys.argv[4] - if rna == 'rna': - compl = complrna - else: - compl = compldna - if fasta == 'fasta': - readFastaFile(seqfile,outfile,compl) - else: - readrawseq(seqfile,outfile,compl) - -main() diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/revcompl.xml --- a/tools/mytools/revcompl.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,41 +0,0 @@ - - of DNA/RNA sequences - revcompl.py $input $output $fasta $rna - - - - - - - - - - -**What it does** - -This tool outputs reverse complementary of DNA/RNA sequences in the input file. The input can be fasta format or raw sequences (each line is a sequence). - -Degenerate nucleotides are supported. Here is the match table: - -A to T/U - -C to G - -G to C - -T/U to A - -M to K - -W to W - -S to S - -R to Y - -Y to R - -N to N - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/sampline.py --- a/tools/mytools/sampline.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,133 +0,0 @@ -#!/usr/bin/env python - -""" -Sampling random records from a file. Each record is defined by a fixed number of lines. - -Usage: sampline.py [options] - -Options: - -h, --help show this help message and exit - -r, --replacement Sampling with replacement - -i INPUT, --input=INPUT - Input file - -o OUTPUT, --output=OUTPUT - Output file - -k NSAMPLE, --nSample=NSAMPLE - (required) number of records to be sampled/output - -m RECSIZE, --recSize=RECSIZE - (default=1) number of lines spanned by each record - -n NSKIP, --nSkip=NSKIP - (default=0) number of comment lines to skip at the - beginning - -example: - python sampline.py -i test10000.fastq -o out.txt --nSample=5 --recSize=4 --nSkip=0 --replacement -""" - -import optparse, string, random,sys,math,itertools - -assert sys.version_info[:2] >= ( 2, 4 ) - -def main(): - - # Parse command line - parser = optparse.OptionParser( usage="%prog [options] " ) - parser.add_option( "-r", "--replacement", action="store_true", dest="replacement",default=False, - help="Sampling with replacement" ) - parser.add_option( "-i", "--input", dest="input", default=None, - help="Input file" ) - parser.add_option( "-o", "--output", dest="output", default=None, - help="Output file" ) - parser.add_option("-k","--nSample", type='int',dest="nSample",default=None, - help="(required) number of records to be sampled/output" ) - parser.add_option("-m","--recSize", type='int',dest="recSize",default=1, - help="(default=1) number of lines spanned by each record" ) - parser.add_option("-n","--nSkip", type='int',dest="nSkip",default=0, - help="(default=0) number of comment lines to skip at the beginning") - options, args = parser.parse_args() - #assert options.region in ( 'coding', 'utr3', 'utr5', 'transcribed' ), "Invalid region argument" - - sampline(options.input,options.output,options.nSample,options.recSize,options.nSkip,options.replacement) - -def sample_wr(population, k): - "Chooses k random elements (with replacement) from a population" - n = len(population) - _random, _int = random.random, int # speed hack - return [_int(_random() * n) for i in itertools.repeat(None, k)] - -# num of lines -def readinput(filename): - try: - f = open (filename) - except: - print >> sys.stderr, "can't open file "+str(filename) - sys.exit(0) - - nline = 0 - for line in f: - nline = nline + 1 - f.close() - return nline - -def sampline(infile,outfile,nSample,recSize,nSkip,replacement): - # sample nSample records from file - # each record contains recSize lines - # skip the top nSkip lines - - nLine = readinput(infile) - print 'num of lines in input: ',nLine - print 'avoid sampling the first ',nSkip,' lines' - print 'lines per record: ',recSize - - if (nLine-nSkip) % recSize: - print >> sys.stderr, "the number of lines is not dividable by record size!" - sys.exit(0) - - nTotalRecords = (nLine-nSkip) / recSize - print "total number of records: ",nTotalRecords - - if replacement or nTotalRecords < nSample: - sel = sample_wr(range(nTotalRecords),nSample) - else: - sel = random.sample(range(nTotalRecords),nSample) - - #print len(sel), sorted(sel) - - # output - try: - fout = open (outfile,'w') - except: - print >> sys.stderr, "can't open file "+str(outfile) - sys.exit(0) - fin = open(infile) - n = 0 # index of line - rec = "" # to store all content of a record - nrepeat = 0 # number of times a record is sampled - curr_rec = -1 - for line in fin: - if n < nSkip: - n = n + 1 - fout.write(line) - continue - - if not (n-nSkip) % recSize:# a new record - # print the previous sampled record - for i in range(nrepeat): - fout.write(rec) - curr_rec = (n-nSkip)/recSize - nrepeat = sel.count(curr_rec) - if nrepeat: # sampled - rec = line - #print curr_rec,nrepeat - elif (n-nSkip)/recSize == curr_rec: - rec = rec + line - n = n + 1 - # if the last record is selected - if curr_rec == nTotalRecords-1: - for i in range(nrepeat): - fout.write(rec) - fin.close() - fout.close() - - -if __name__ == "__main__": main() diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/sampline.xml --- a/tools/mytools/sampline.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,108 +0,0 @@ - - records from a file - sampline.py --input=$input --output=$out_file1 --nSample=$nSample --recSize=$recSize --nSkip=$nSkip $replacement - - - - - - - - - - - - - - - - - - - - - - -**What it does** - -This tool selects random records from a file. Each record is defined by a fixed number of lines. - -- When doing over-sampling, --replacement option is enforced by default. - ------ - -**Example 1: sampling from a BED file** - -parameters:: - - 1 line per record, sampling 5 lines, without replacement, output line 1 (track name) directly - -Input:: - - track name=test.bed - chr1 148078400 148078582 CCDS993.1_cds_0_0_chr1_148078401_r 0 - - chr11 116124407 116124501 CCDS8374.1_cds_0_0_chr11_116124408_r 0 - - chr15 41826029 41826196 CCDS10101.1_cds_0_0_chr15_41826030_f 0 + - chr16 142908 143003 CCDS10397.1_cds_0_0_chr16_142909_f 0 + - chr2 220229609 220230869 CCDS2443.1_cds_0_0_chr2_220229610_r 0 - - chr20 33579500 33579527 CCDS13256.1_cds_0_0_chr20_33579501_r 0 - - chr20 33593260 33593348 CCDS13257.1_cds_0_0_chr20_33593261_f 0 + - chr5 131621326 131621419 CCDS4152.1_cds_0_0_chr5_131621327_f 0 + - chr7 113660517 113660685 CCDS5760.1_cds_0_0_chr7_113660518_f 0 + - chrX 152648964 152649196 CCDS14733.1_cds_0_0_chrX_152648965_r 0 - - -Output:: - - track name=test.bed - chr11 116124407 116124501 CCDS8374.1_cds_0_0_chr11_116124408_r 0 - - chr16 142908 143003 CCDS10397.1_cds_0_0_chr16_142909_f 0 + - chr20 33579500 33579527 CCDS13256.1_cds_0_0_chr20_33579501_r 0 - - chr20 33593260 33593348 CCDS13257.1_cds_0_0_chr20_33593261_f 0 + - chr5 131621326 131621419 CCDS4152.1_cds_0_0_chr5_131621327_f 0 + - -**Example 2: sampling reads from a fastq file** - -parameters:: - - 4 line per record, sampling 3 records, without replacement - -Input:: - - @SRR066787.2496 WICMT-SOLEXA:8:1:28:2047 length=36 - NNANNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNN - +SRR066787.2496 WICMT-SOLEXA:8:1:28:2047 length=36 - !!%!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! - @SRR066787.2497 WICMT-SOLEXA:8:1:28:463 length=36 - GTGATTAAGAAGAGACTGGCATCACTAAGGTGACAT - +SRR066787.2497 WICMT-SOLEXA:8:1:28:463 length=36 - @A=BBCBBAA@:@:@@@:,?AB:B?BB=*2:@=?AA - @SRR066787.2498 WICMT-SOLEXA:8:1:28:704 length=36 - GAACCCAATTTTCAAAGAAGTGTGACTGCTTGTTTC - +SRR066787.2498 WICMT-SOLEXA:8:1:28:704 length=36 - =?BAABBACCCCAA9>>A=>A?A;;@A>ABBABBB: - @SRR066787.2499 WICMT-SOLEXA:8:1:28:997 length=36 - CGACTTCAGGCTCTCGCTAGCCTTCGCTTGACTGAC - +SRR066787.2499 WICMT-SOLEXA:8:1:28:997 length=36 - BCCBCCB?A1ACAC>;@CCAAABB?8=BA>@?B?@: - @SRR066787.2500 WICMT-SOLEXA:8:1:28:582 length=36 - TCTCTCTCTTTCTCTCTCTCTCTCTCTCTCTCTCTC - +SRR066787.2500 WICMT-SOLEXA:8:1:28:582 length=36 - ?.?.=9C8CCC:BACBCBC?CCC@CBBBCBBACAC8 - -Output:: - - @SRR066787.2497 WICMT-SOLEXA:8:1:28:463 length=36 - GTGATTAAGAAGAGACTGGCATCACTAAGGTGACAT - +SRR066787.2497 WICMT-SOLEXA:8:1:28:463 length=36 - @A=BBCBBAA@:@:@@@:,?AB:B?BB=*2:@=?AA - @SRR066787.2499 WICMT-SOLEXA:8:1:28:997 length=36 - CGACTTCAGGCTCTCGCTAGCCTTCGCTTGACTGAC - +SRR066787.2499 WICMT-SOLEXA:8:1:28:997 length=36 - BCCBCCB?A1ACAC>;@CCAAABB?8=BA>@?B?@: - @SRR066787.2500 WICMT-SOLEXA:8:1:28:582 length=36 - TCTCTCTCTTTCTCTCTCTCTCTCTCTCTCTCTCTC - +SRR066787.2500 WICMT-SOLEXA:8:1:28:582 length=36 - ?.?.=9C8CCC:BACBCBC?CCC@CBBBCBBACAC8 - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/seq2meme.py --- a/tools/mytools/seq2meme.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,101 +0,0 @@ -# -*- coding: iso-8859-1 -*- -import random,sys,math - -#import pylab - -def readMotifFile(filename): - - try: - f=open(filename) - except IOError: - print "could not open",filename,"Are you sure this file exists?" - sys.exit(1) - - seqs=[] - maxL = 0 - for line in f: - if '>' in line or 'N' in line: - next - else: - seq = line.strip().upper() - if maxL < len(seq): - maxL = len(seq) - seqs.append(seq) - f.close() - - print len(seqs),'sequences loaded' - print 'max seq length:',maxL - for i in range(len(seqs)): - if len(seqs[i]) < maxL: - del seqs[i] - print len(seqs),'sequences with length = ',maxL - return seqs - - -def createWeightMatrix(seqs,psuedocont): - - motifWidth = len(seqs[0]) - weightMatrix = [] - for i in range(motifWidth): - weightMatrix.append({'A':psuedocont,'C':psuedocont,'G':psuedocont,'T':psuedocont}) - - #Use a for loop to iterate through all the sequences. For each sequence, begin at the start site in starts, and look at motifWidth bases. Count how many times each base appears in each position of the motif - #YOUR CODE HERE - for seq in seqs: - for pos in range(motifWidth): - weightMatrix[pos][seq[pos]] = weightMatrix[pos][seq[pos]] + 1.0 - - #Normalize your weight matrix (so that it contains probabilities rather than counts) - #Remember the added psuedocounts when you normalize! - for pos in range(motifWidth): - totalCount = sum(weightMatrix[pos].values()) - for letter in weightMatrix[pos].keys(): - weightMatrix[pos][letter] = weightMatrix[pos][letter]/totalCount - - #Return your weight matrix - return weightMatrix - -def printMemeFormat(weightMatrix,motifName,filename,nSite,background): - f = open(filename,'w') - f.write('MEME version 4.4\n\n') - - f.write('ALPHABET= ACGT\n\n') - - f.write('strands: + -\n\n') - - f.write('Background letter frequencies (from:\n') - f.write(background+'\n\n') - - f.write('MOTIF '+motifName+'\n\n') - - f.write('letter-probability matrix: alength= 4 '+'w= '+str(len(weightMatrix))+' nsites= '+str(nSite)+' E= 0\n') - for position in range(len(weightMatrix)): - probsThisPosition=weightMatrix[position] - f.write(' '+"%.6f" %(probsThisPosition['A'])+'\t '+"%.6f" %(probsThisPosition['C'])+'\t '+"%.6f" %(probsThisPosition['G'])+'\t '+"%.6f" %(probsThisPosition['T'])+'\t\n') - f.write('\n\n') - f.close() - -#get a two decimal-place string representation of a float f -def twoDecimal(f): - return "%.6f" %(f) - -def run(): - - #Get file name from command line - if len(sys.argv) < 3: - print "python seq2meme.py motif_fasta outputfile motifName psuedocont background" - sys.exit(1) - else: - motifFile=sys.argv[1] # - outFile=sys.argv[2] - motifName=sys.argv[3] - psuedocont = float(sys.argv[4]) - background=' '.join(sys.argv[5].strip().split(',')) - - motifs=readMotifFile(motifFile) - - #Create weight matrix - motifWeightMatrix=createWeightMatrix(motifs,psuedocont) - printMemeFormat(motifWeightMatrix,motifName,outFile,len(motifs),background) -run() - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/seq2meme.xml --- a/tools/mytools/seq2meme.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,21 +0,0 @@ - - from fasta file - seq2meme.py $input $output $motifName $psuedocont $background - - - - - - - - - - - -**Description** - -Generate a MEME motif format file from a set of sequences. Input could be raw sequences (one sequence per line) or fasta format (one identifier line and one sequence line). - - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/seqshuffle.py --- a/tools/mytools/seqshuffle.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,49 +0,0 @@ -import sys - -from altschulEriksonDinuclShuffle import * - -def readFastaFile(infile,outfile): - - fin = open(infile) - out = open(outfile,'w') - - currSeq='' - currSeqname=None - for line in fin: - if '>' in line: - if currSeqname !=None: - out.write(currSeqname+dinuclShuffle(currSeq)+'\n') - currSeqname=None - currSeq='' - currSeqname=line - else: - currSeq=currSeq+line.strip().upper() - - if currSeqname!=None: - out.write(currSeqname+dinuclShuffle(currSeq)+'\n') - - fin.close() - out.close() - -def readrawseq(infile,outfile): - ''' - each line is a sequence - ''' - fin = open(infile) - out = open(outfile,'w') - for line in fin: - out.write(dinuclShuffle(line.strip().upper())+'\n') - fin.close() - out.close() - -def main(): - seqfile = sys.argv[1] - outfile = sys.argv[2] - fasta = sys.argv[3] - - if fasta == 'fasta': - readFastaFile(seqfile,outfile) - else: - readrawseq(seqfile,outfile) - -main() diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/sequence.py --- a/tools/mytools/sequence.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,720 +0,0 @@ -#!@WHICHPYTHON@ - -import copy, string, sys - -#------------------ Alphabet ------------------- - -class Alphabet(object): - """Biological alphabet class. - This defines the set of symbols from which various objects can be built, e.g. sequences and motifs. - The symbol set is immutable and accessed as a tuple. - symstr: symbols in alphabet as either a tuple or string - complement: dictionary defining letters and their complement - """ - def __init__(self, symstr, complement = None): - """Construct an alphabet from a string or tuple of characters. - Lower case characters will be converted to upper case. - An optional mapping for complements may be provided. - Example: - >>> alpha = sequence.Alphabet('ACGTttga', {'A':'C', 'G':'T'}) - >>> alpha.getSymbols() - will construct the DNA alphabet and output: - ('A', 'C', 'G', 'T') - """ - symlst = [] - for s in [str(sym).upper()[0] for sym in symstr]: - if not s in symlst: - symlst.append(s) - self.symbols = tuple(symlst) - if complement != None: - # expand the mapping and check for contradictions - cmap = {} - for s in self.symbols: - c = complement.get(s, None) - if c != None: - if s in cmap and cmap[s] != c: - raise RuntimeError("Alphabet complement map " - "contains contradictory mapping") - cmap[s] = c - cmap[c] = s - # replace mapping with indicies - cimap = {} - for idx in range (len(self.symbols)): - s = self.symbols[idx] - if s in cmap: - cimap[cmap[s]] = idx - # create tuple - cidxlst = [] - for idx in range (len(self.symbols)): - cidxlst.append(cimap.get(self.symbols[idx], None)) - self.complements = tuple(cidxlst) - else: - self.complements = None - - def getSymbols(self): - """Retrieve a tuple with all symbols, immutable membership and order""" - return self.symbols - - def getComplements(self): - """Retrieve a tuple with all complement indicies, immutable""" - return self.complements - - def isValidSymbol(self, sym): - """Check if the symbol is a member of alphabet""" - return any([s==sym for s in self.symbols]) - - def getIndex(self, sym): - """Retrieve the index of the symbol (immutable)""" - for idx in range (len(self.symbols)): - if self.symbols[idx] == sym: - return idx - raise RuntimeError("Symbol " + sym + " does not exist in alphabet") - - def isComplementable(self): - return self.complements != None - - def getComplement(self, sym): - """Retrieve the complement of the symbol (immutable)""" - return self.symbols[self.complements[self.getIndex(sym)]]; - - def isValidString(self, symstr): - """Check if the string contains only symbols that belong to the alphabet""" - found = True - for sym in symstr: - if self.isValidSymbol(sym) == False: - return False - return True - - def getLen(self): - """Retrieve the number of symbols in (the length of) the alphabet""" - return len(self.symbols) - -# pre-defined alphabets that can be specified by their name -predefAlphabets = [ - ("DNA" , Alphabet('ACGT', {'A':'T', 'G':'C'})), - ("RNA" , Alphabet('ACGU')), - ("Extended DNA" , Alphabet('ACGTYRN')), - ("Protein" , Alphabet('ACDEFGHIKLMNPQRSTVWY')), - ("Extended Protein" , Alphabet('ACDEFGHIKLMNPQRSTVWYX')), - ("TM Labels" , Alphabet('MIO')) -] - -def getAlphabet(name): - """Retrieve a pre-defined alphabet by name. - Currently, "Protein", "DNA", "RNA", "Extended DNA", "Extended Protein" and "TM Labels" are available. - Example: - >>> alpha = sequence.getAlphabet('Protein') - >>> alpha.getSymbols() - will retrieve the 20 amino acid alphabet and output the tuple: - ('A', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'K', 'L', 'M', 'N', 'P', 'Q', 'R', 'S', 'T', 'V', 'W', 'Y') - """ - for (xname, xalpha) in predefAlphabets: - if xname == name: - return xalpha - return None - -#------------------ Sequence ------------------- - -class Sequence(object): - """Biological sequence class. Sequence data is immutable. - - data: the sequence data as a tuple or string - alpha: the alphabet from which symbols are taken - name: the sequence name, if any - info: can contain additional sequence information apart from the name - """ - def __init__(self, sequence, alpha = None, name = "", seqinfo = ""): - """Create a sequence with sequence data. - Specifying the alphabet is optional, so is the name and info. - Example: - >>> myseq = sequence.Sequence('MVSAKKVPAIAMSFGVSF') - will create a sequence with name "", and assign one of the predefined alphabets on basis of what symbols were used. - >>> myseq.getAlphabet().getSymbols() - will most likely output the standard protein alphabet: - ('A', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'K', 'L', 'M', 'N', 'P', 'Q', 'R', 'S', 'T', 'V', 'W', 'Y') - """ - if type(sequence) is str: - self.data = tuple(sequence.upper()) - elif type(sequence) is tuple: - self.data = sequence - elif type(sequence) is list: - self.data = tuple([s.upper() for s in sequence]) - else: - raise RuntimeError("Sequence data is not specified correctly: must be string or tuple") - # Resolve choice of alphabet - validAlphabet = False - if alpha == None: # Alphabet is not set, attempt to set it automatically... - for (xname, xalpha) in predefAlphabets: # Iterate through each predefined alphabet, in order - if xalpha.isValidString( self.data ): # This alphabet works, go with it - self.alpha = alpha = xalpha - validAlphabet = True - break - self.name = name - self.info = seqinfo - if validAlphabet == False: # we were either unsuccessful above or the alphabet was specified so test it - if type(alpha) is str: # check if name is a predefined alphabet - for (xname, xalpha) in predefAlphabets: # Iterate through each predefined alphabet, check for name - if (xname == alpha): - alpha = xalpha - break - if type(alpha) is Alphabet: # the alphabet is specified - if alpha.isValidString(self.data) == False: - raise RuntimeError("Invalid alphabet specified: "+"".join(alpha.getSymbols())+" is not compatible with sequence '"+"".join(self.data)+"'") - else: - self.alpha = alpha - else: - raise RuntimeError("Could not identify alphabet from sequence") - - #basic getters and setters for the class - def getName(self): - """Get the name of the sequence""" - return self.name - def getInfo(self): - """Get additional info of the sequence (e.g. from the defline in a FASTA file)""" - return self.info - def getAlphabet(self): - """Retrieve the alphabet that is assigned to this sequence""" - return self.alpha - def setName(self, name): - """Change the name of the sequence""" - self.name = name - def setAlphabet(self, alpha): - """Set the alphabet, throws an exception if it is not compatible with the sequence data""" - if type(alpha) is Alphabet: - if alpha.isValid( sequence ) == False: - raise RuntimeError( "Invalid alphabet specified" ) - #sequence functions - def getSequence(self): - """Retrieve the sequence data (a tuple of symbols)""" - return self.data - def getString(self): - """Retrieve the sequence data as a string (copy of actual data)""" - return "".join(self.data) - def getLen(self): - """Get the length of the sequence (number of symbols)""" - return len(self.data) - def getSite(self, position, length = 1): - """Retrieve a site in the sequence of desired length. - Note that positions go from 0 to length-1, and that if the requested site - extends beyond those the method throws an exception. - """ - if position >= 0 and position <= self.getLen() - length: - if length == 1: - return self.data[position] - else: - return self.data[position:position+length] - else: - raise RuntimeError( "Attempt to access invalid position in sequence "+self.getName() ) - - def nice(self): - """ A short description of the sequence """ - print self.getName(), ":", self.getLen() - -def readStrings(filename): - """ Read one or more lines of text from a file--for example an alignment. - Return as a list of strings. - filename: name of file - """ - txtlist = [] - f = open(filename) - for line in f.readlines(): - txtlist.extend(line.split()) - return txtlist - -def readFASTA(filename, alpha = None): - """ Read one or more sequences from a file in FASTA format. - filename: name of file to load sequences from - alpha: alphabet that is used (if left unspecified, an attempt is made to identify the alphabet for each individual sequence) - """ - seqlist = [] - seqname = None - seqinfo = None - seqdata = [] - fh = open(filename) - thisline = fh.readline() - while (thisline): - if (thisline[0] == '>'): # new sequence - if (seqname): # take care of the data that is already in the buffer before processing the new sequence - try: - seqnew = Sequence(seqdata, alpha, seqname, seqinfo) - seqlist.append(seqnew) - except RuntimeError, e: - print >> sys.stderr, "Warning: "+seqname+" is invalid (ignored): ", e - seqinfo = thisline[1:-1] # everything on the defline is "info" - seqname = seqinfo.split()[0] # up to first space - seqdata = [] - else: # pull out the sequence data - cleanline = thisline.split() - for line in cleanline: - seqdata.extend(tuple(line.strip('*'))) # sometimes a line ends with an asterisk in FASTA files - thisline = fh.readline() - - if (seqname): - try: - seqnew = Sequence(seqdata, alpha, seqname, seqinfo) - seqlist.append(seqnew) - except RuntimeError, e: - print >> sys.stderr, "Warning: " + seqname + " is invalid (ignored): ", e - else: - raise RuntimeError("No sequences on FASTA format found in this file") - fh.close() - return seqlist - -def _writeOneFASTA(sequence, filehandle): - """Write one sequence in FASTA format to an already open file""" - filehandle.write(">" + sequence.getName()+"\n") - data = sequence.getSequence() - lines = ( sequence.getLen() - 1) / 60 + 1 - for i in range(lines): - #note: python lets us get the last line (var length) free - #lineofseq = data[i*60 : (i+1)*60] + "\n" - lineofseq = "".join(data[i*60 : (i+1)*60]) + "\n" - filehandle.write(lineofseq) - -def writeFASTA(sequence, filename): - """Write a list (or a single) of sequences to a file in the FASTA format""" - fh = open(filename, "w") - if isinstance(sequence, Sequence): - _writeOneFASTA(sequence, fh) - else: - for seq in sequence: - if isinstance(seq, Sequence): - _writeOneFASTA(seq, fh) - else: - print >> sys.stderr, "Warning: could not write " + seq.getName() + " (ignored)." - fh.flush() - fh.close() - -#------------------ Distrib ------------------- - -class Distrib(object): - """Class for storing a multinomial probability distribution over the symbols in an alphabet""" - def __init__(self, alpha, pseudo_count = 0.0): - self.alpha = alpha - self.tot = pseudo_count * self.alpha.getLen() - self.cnt = [pseudo_count for _ in range( self.alpha.getLen() )] - - def __deepcopy__(self, memo): - dup = Distrib(self.alpha) - dup.tot = copy.deepcopy(self.tot, memo) - dup.cnt = copy.deepcopy(self.cnt, memo) - return dup - - def count(self, syms = None ): - """Count an observation of a symbol""" - if syms == None: - syms = self.alpha.getSymbols() - for sym in syms: - idx = self.alpha.getIndex( sym ) - self.cnt[idx] += 1.0 - self.tot += 1 - - def complement(self): - """Complement the counts, throw an error if this is impossible""" - if not self.alpha.isComplementable(): - raise RuntimeError("Attempt to complement a Distrib " - "based on a non-complementable alphabet.") - coms = self.alpha.getComplements() - new_count = [] - for idx in range(len(coms)): - cidx = coms[idx] - if cidx == None: - cidx = idx - new_count.append(self.cnt[cidx]) - self.cnt = new_count - return self - - def reset(self): - """Reset the distribution, that is, restart counting.""" - self.tot = 0 - self.cnt = [0.0 for _ in range( self.alpha.getLen() )] - - def getFreq(self, sym = None): - """Determine the probability distribution from the current counts. - The order in which probabilities are given follow the order of the symbols in the alphabet.""" - if self.tot > 0: - if sym == None: - freq = tuple([ y / self.tot for y in self.cnt ]) - return freq - else: - idx = self.alpha.getIndex( sym ) - return self.cnt[idx] / self.tot - return None - - def pretty(self): - """Retrieve the probabilites for all symbols and return as a pretty table (a list of text strings)""" - table = ["".join(["%4s " % s for s in self.alpha.getSymbols()])] - table.append("".join(["%3.2f " % y for y in Distrib.getFreq(self)])) - return table - - def getSymbols(self): - """Get the symbols in the alphabet in the same order as probabilities are given.""" - return self.alpha.getSymbols() - - def getAlphabet(self): - """Get the alphabet over which the distribution is defined.""" - return self.alpha - -#------------------ Motif (and subclasses) ------------------- - -class Motif(object): - """ Sequence motif class--defining a pattern that can be searched in sequences. - This class is not intended for direct use. Instead use and develop sub-classes (see below). - """ - def __init__(self, alpha): - self.len = 0 - self.alpha = alpha - - def getLen(self): - """Get the length of the motif""" - return self.len - - def getAlphabet(self): - """Get the alphabet that is used in the motif""" - return self.alpha - - def isAlphabet(self, seqstr): - """Check if the sequence can be processed by this motif""" - mystr = seqstr - if type(seqstr) is Sequence: - mystr = seqstr.getString() - return self.getAlphabet().isValidString(mystr) - -import re - -class RegExp(Motif): - """A motif class that defines the pattern in terms of a regular expression""" - def __init__(self, alpha, re_string): - Motif.__init__(self, alpha) - self.pattern = re.compile(re_string) - - def match(self, seq): - """Find matches to the motif in a specified sequence. - The method is a generator, hence subsequent hits can be retrieved using next(). - The returned result is a tuple (position, match-sequence, score), where score is - always 1.0 since a regular expression is either true or false (not returned). - """ - myseq = seq - if not type(seq) is Sequence: - myseq = Sequence(seq, self.alpha) - mystr = myseq.getString() - if not Motif.isAlphabet(self, mystr): - raise RuntimeError("Motif alphabet is not valid for sequence " + myseq.getName()) - for m in re.finditer(self.pattern, mystr): - yield (m.start(), m.group(), 1.0) - -import math, time - -# Variables used by the PWM for creating an EPS file -_colour_def = ( - "/black [0 0 0] def\n" - "/red [0.8 0 0] def\n" - "/green [0 0.5 0] def\n" - "/blue [0 0 0.8] def\n" - "/yellow [1 1 0] def\n" - "/purple [0.8 0 0.8] def\n" - "/magenta [1.0 0 1.0] def\n" - "/cyan [0 1.0 1.0] def\n" - "/pink [1.0 0.8 0.8] def\n" - "/turquoise [0.2 0.9 0.8] def\n" - "/orange [1 0.7 0] def\n" - "/lightred [0.8 0.56 0.56] def\n" - "/lightgreen [0.35 0.5 0.35] def\n" - "/lightblue [0.56 0.56 0.8] def\n" - "/lightyellow [1 1 0.71] def\n" - "/lightpurple [0.8 0.56 0.8] def\n" - "/lightmagenta [1.0 0.7 1.0] def\n" - "/lightcyan [0.7 1.0 1.0] def\n" - "/lightpink [1.0 0.9 0.9] def\n" - "/lightturquoise [0.81 0.9 0.89] def\n" - "/lightorange [1 0.91 0.7] def\n") -_colour_dict = ( - "/fullColourDict <<\n" - " (G) orange\n" - " (T) green\n" - " (C) blue\n" - " (A) red\n" - " (U) green\n" - ">> def\n" - "/mutedColourDict <<\n" - " (G) lightorange\n" - " (T) lightgreen\n" - " (C) lightblue\n" - " (A) lightred\n" - " (U) lightgreen\n" - ">> def\n" - "/colorDict fullColourDict def\n") - -_eps_defaults = { - 'LOGOTYPE': 'NA', - 'FONTSIZE': '12', - 'TITLEFONTSIZE': '12', - 'SMALLFONTSIZE': '6', - 'TOPMARGIN': '0.9', - 'BOTTOMMARGIN': '0.9', - 'YAXIS': 'true', - 'YAXISLABEL': 'bits', - 'XAXISLABEL': '', - 'TITLE': '', - 'ERRORBARFRACTION': '1.0', - 'SHOWINGBOX': 'false', - 'BARBITS': '2.0', - 'TICBITS': '1', - 'COLORDEF': _colour_def, - 'COLORDICT': _colour_dict, - 'SHOWENDS': 'false', - 'NUMBERING': 'true', - 'OUTLINE': 'false', -} -class PWM(Motif): - """This motif subclass defines a pattern in terms of a position weight matrix. - An alphabet must be provided. A pseudo-count to be added to each count is - optional. A uniform background distribution is used by default. - """ - def __init__(self, alpha): - Motif.__init__(self, alpha) # set alphabet of this multinomial distribution - self.background = Distrib(alpha) # the default background ... - self.background.count(alpha.getSymbols()) # ... is uniform - self.nsites = 0 - - def setFromAlignment(self, aligned, pseudo_count = 0.0): - """Set the probabilities in the PWM from an alignment. - The alignment is a list of equal-length strings (see readStrings), OR - a list of Sequence. - """ - self.cols = -1 - self.nsites = len(aligned) - seqs = [] - # Below we create a list of Sequence from the alignment, - # while doing some error checking, and figure out the number of columns - for s in aligned: - # probably a text string, so we make a nameless sequence from it - if not type(s) is Sequence: - s=Sequence(s, Motif.getAlphabet(self)) - else: - # it was a sequence, so we check that the alphabet in - # this motif will be able to process it - if not Motif.isAlphabet(self, s): - raise RuntimeError("Motif alphabet is not valid for sequence " + s.getName()) - if self.cols == -1: - self.cols = s.getLen() - elif self.cols != s.getLen(): - raise RuntimeError("Sequences in alignment are not of equal length") - seqs.append(s) - # The line below initializes the list of Distrib (one for each column of the alignment) - self.counts = [Distrib(Motif.getAlphabet(self), pseudo_count) for _ in range(self.cols)] - # Next, we do the counting, column by column - for c in range( self.cols ): # iterate through columns - for s in seqs: # iterate through rows - # determine the index of the symbol we find at this position (row, column c) - self.counts[c].count(s.getSite(c)) - # Update the length - self.len = self.cols - - def reverseComplement(self): - """Reverse complement the PWM""" - i = 0 - j = len(self.counts)-1 - while (i < j): - temp = self.counts[i]; - self.counts[i] = self.counts[j] - self.counts[j] = temp - self.counts[i].complement() - self.counts[j].complement() - i += 1; - j -= 1; - if i == j: - self.counts[i].complement() - return self - - def getNSites(self): - """Get the number of sites that made the PWM""" - return self.nsites - - def setBackground(self, distrib): - """Set the background distribution""" - if not distrib.getAlphabet() == Motif.getAlphabet(self): - raise RuntimeError("Incompatible alphabets") - self.background = distrib - - def getFreq(self, col = None, sym = None): - """Get the probabilities for all positions in the PWM (a list of Distribs)""" - if (col == None): - return [y.getFreq() for y in self.counts] - else: - return self.counts[col].getFreq(sym) - - def pretty(self): - """Retrieve the probabilites for all positions in the PWM as a pretty table (a list of text strings)""" - #table = ["".join(["%8s " % s for s in self.alpha.getSymbols()])] - table = [] - for row in PWM.getFreq(self): - table.append("".join(["%8.6f " % y for y in row])) - return table - - def logoddsPretty(self, bkg): - """Retrieve the (base-2) log-odds for all positions in the PWM as a pretty table (a list of text strings)""" - table = [] - for row in PWM.getFreq(self): - #table.append("".join(["%8.6f " % (math.log((row[i]+1e-6)/bkg[i])/math.log(2)) for i in range(len(row))])) - table.append("".join(["%8.6f " % (math.log((row[i])/bkg[i])/math.log(2)) for i in range(len(row))])) - #table.append("".join(["%8.6f " % row[i] for i in range(len(row))])) - return table - - - def consensus_sequence(self): - """ - Get the consensus sequence corresponding to a PWM. - Consensus sequence is the letter in each column - with the highest probability. - """ - consensus = "" - alphabet = Motif.getAlphabet(self).getSymbols() - for pos in range(self.cols): - best_letter = alphabet[0] - best_p = self.counts[pos].getFreq(best_letter) - for letter in alphabet[1:]: - p = self.counts[pos].getFreq(letter) - if p > best_p: - best_p = p - best_letter = letter - consensus += best_letter - return consensus - - - def consensus(self): - """ - Get the consensus corresponding to a PWM. - Consensus at each column of motif is a list of - characters with non-zero probabilities. - """ - consensus = [] - for pos in range(self.cols): - matches = [] - for letter in Motif.getAlphabet(self).getSymbols(): - p = self.counts[pos].getFreq(letter) - if p > 0: - matches += letter - consensus.append(matches) - return consensus - - - def getScore(self, seq, start): - """Score this particular list of symbols using the PFM (background needs to be set separately)""" - sum = 0.0 - seqdata = seq.getSequence()[start : start+self.cols] - for pos in range(len(seqdata)): - q = self.counts[pos].getFreq(seqdata[pos]) - if q == 0: - q = 0.0001 # to avoid log(0) == -Infinity - logodds = math.log(q / self.background.getFreq(seqdata[pos])) - sum += logodds - return sum - - def match(self, seq, _LOG0 = -10): - """Find matches to the motif in a specified sequence. - The method is a generator, hence subsequent hits can be retrieved using next(). - The returned result is a tuple (position, match-sequence, score). - The optional parameter _LOG0 specifies a lower bound on reported logodds scores. - """ - myseq = seq - if not type(seq) is Sequence: - myseq = Sequence(seq, self.alpha) - if not Motif.isAlphabet(self, myseq): - raise RuntimeError("Motif alphabet is not valid for sequence " + myseq.getName()) - for pos in range(myseq.getLen() - self.cols): - score = PWM.getScore(self, myseq, pos) - if score > _LOG0: - yield (pos, "".join(myseq.getSite(pos, self.cols)), score) - - def writeEPS(self, program, template_file, eps_fh, - timestamp = time.localtime()): - """Write out a DNA motif to EPS format.""" - small_dfmt = "%d.%m.%Y %H:%M" - full_dfmt = "%d.%m.%Y %H:%M:%S %Z" - small_date = time.strftime(small_dfmt, timestamp) - full_date = time.strftime(full_dfmt, timestamp) - points_per_cm = 72.0 / 2.54 - height = 4.5 - width = self.getLen() * 0.8 + 2 - width = min(30, width) - points_height = int(height * points_per_cm) - points_width = int(width * points_per_cm) - defaults = _eps_defaults.copy() - defaults['CREATOR'] = program - defaults['CREATIONDATE'] = full_date - defaults['LOGOHEIGHT'] = str(height) - defaults['LOGOWIDTH'] = str(width) - defaults['FINEPRINT'] = program + ' ' + small_date - defaults['CHARSPERLINE'] = str(self.getLen()) - defaults['BOUNDINGHEIGHT'] = str(points_height) - defaults['BOUNDINGWIDTH'] = str(points_width) - defaults['LOGOLINEHEIGHT'] = str(height) - with open(template_file, 'r') as template_fh: - m_var = re.compile("\{\$([A-Z]+)\}") - for line in template_fh: - last = 0 - match = m_var.search(line) - while (match): - if (last < match.start()): - prev = line[last:match.start()] - eps_fh.write(prev) - key = match.group(1) - if (key == "DATA"): - eps_fh.write("\nStartLine\n") - for pos in range(self.getLen()): - eps_fh.write("({0:d}) startstack\n".format(pos+1)) - stack = [] - # calculate the stack information content - alpha_ic = 2 - h = 0 - for sym in self.getAlphabet().getSymbols(): - freq = self.getFreq(pos, sym) - if (freq == 0): - continue - h -= (freq * math.log(freq, 2)) - stack_ic = alpha_ic - h - # calculate the heights of each symbol - for sym in self.getAlphabet().getSymbols(): - freq = self.getFreq(pos, sym) - if (freq == 0): - continue - stack.append((freq * stack_ic, sym)) - stack.sort(); - # output the symbols - for symh, sym in stack: - eps_fh.write(" {0:f} ({1:s}) numchar\n".format( - symh, sym)) - eps_fh.write("endstack\n\n") - eps_fh.write("EndLine\n") - elif (key in defaults): - eps_fh.write(defaults[key]) - else: - raise RuntimeError('Unknown variable "' + key + - '" in EPS template') - last = match.end(); - match = m_var.search(line, last) - if (last < len(line)): - eps_fh.write(line[last:]) - - -#------------------ Main method ------------------- -# Executed if you run this file from the operating system prompt, e.g. -# > python sequence.py - -if __name__=='__main__': - alpha = getAlphabet('Extended DNA') - #seqs = readFASTA('pos.fasta') - seqs = [] - aln = readStrings('tmp0') - #regexp = RegExp(alpha, '[AG]G.[DE]TT[AS].') - pwm = PWM(alpha) - pwm.setFromAlignment(aln) - for row in pwm.pretty(): - print row - for s in seqs: - print s.getName(), s.getLen(), s.getAlphabet().getSymbols() - for m in regexp.match( s ): - print "pos: %d pat: %s %4.2f" % (m[0], m[1], m[2]) - for m in pwm.match( s ): - print "pos: %d pat: %s %4.2f" % (m[0], m[1], m[2]) diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/shuffleBed.py --- a/tools/mytools/shuffleBed.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,107 +0,0 @@ -''' -simulate a random interval set that mimics the size and strand of a reference set -''' - -def inferSizeFromRefBed(filename,header): - ''' - read reference interval set, get chrom size information - ''' - chrSize = {} - f = open(filename) - if header: - header = f.readline() - for line in f: - flds = line.strip().split('\t') - if not chrSize.has_key(flds[0]): - chrSize[flds[0]] = int(flds[2]) - elif chrSize[flds[0]] < int(flds[2]): - chrSize[flds[0]] = int(flds[2]) - f.close() - return chrSize - -def getChrSize(filename): - chrSize = {} - f = open(filename) - for line in f: - flds = line.strip().split('\t') - if len(flds) >1: - chrSize[flds[0]] = int(flds[1]) - f.close() - return chrSize - -def makeWeightedChrom(chrSize): - ''' - make a list of chr_id, the freq is proportional to its length - ''' - - genome_len = 0 - - for chrom in chrSize: - chrom_len = chrSize[chrom] - genome_len += chrom_len - - weighted_chrom = [] - for chrom in chrSize: - weight = int(round(1000*float(chrSize[chrom])/genome_len)) - weighted_chrom += [chrom]*weight - - return weighted_chrom - -def randomIntervalWithinChrom(infile,outfile,chrSize,header): - ''' - ''' - fin = open(infile) - if header: - header = fin.readline() - fout = open(outfile,'w') - n = 0 - for line in fin: - n = n + 1 - flds = line.strip().split('\t') - interval_size = int(flds[2]) - int(flds[1]) - rstart = random.randint(0,chrSize[flds[0]]-interval_size) - fout.write(flds[0]+'\t'+str(rstart)+'\t'+str(rstart+interval_size)+'\t'+str(n)+'\t0\t+\n') - fin.close() - fout.close() - -def randomIntervalAcrossChrom(infile,outfile,chrSize,weighted_chrom,header): - ''' - ''' - fin = open(infile) - if header: - header = fin.readline() - fout = open(outfile,'w') - n = 0 - for line in fin: - n = n + 1 - flds = line.strip().split('\t') - interval_size = int(flds[2]) - int(flds[1]) - # find a random chrom - flds[0] = weighted_chrom[random.randint(0, len(weighted_chrom) - 1)] - # random start in the chrom - rstart = random.randint(0,chrSize[flds[0]]-interval_size) - fout.write(flds[0]+'\t'+str(rstart)+'\t'+str(rstart+interval_size)+'\t'+str(n)+'\t0\t+\n') - fin.close() - fout.close() - -import sys,random -def main(): - # python random_interval.py test100.bed testout.bed across header human.hg18.genome - - reference_interval_file = sys.argv[1] - output_file = sys.argv[2] - across_or_within_chrom = sys.argv[3] # within or across - if sys.argv[4] == 'header': - header = True - else: - header = False - if len(sys.argv) == 6: - chrom_size_file = sys.argv[5] - chrSize = getChrSize(chrom_size_file) - else: - chrSize = inferSizeFromRefBed(reference_interval_file,header) - if across_or_within_chrom == 'within': - randomIntervalWithinChrom(reference_interval_file,output_file,chrSize,header) - else: - randomIntervalAcrossChrom(reference_interval_file,output_file,chrSize,makeWeightedChrom(chrSize),header) -main() diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/shuffleBed.xml --- a/tools/mytools/shuffleBed.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,43 +0,0 @@ - - chromosome not weighted by length - shuffleBed -i $input -g $genome $chrom > $outfile - #if $limit.limit_select=="include": - -incl $limitfile - #else if $limit.limit_select=="exclude": - -excl $limitfile - #end if - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -.. class:: infomark - -Every chromosome are choosed with equal probability, regardless their size. Please use the tool 'random intervals' instead for general randomization. - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/shuffleSequenceUsingAltschulErikson.txt --- a/tools/mytools/shuffleSequenceUsingAltschulErikson.txt Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,61 +0,0 @@ -#! /usr/bin/env python - -#shuffleSequenceUsingAltschulErikson.py -#P. Clote, Oct 2003 - -#------------------------------------------------------------------ -#Input RNAs in FASTA file, and compute NUM many shufflings of RNA sequence -#using Altman-Erikson randomly shuffled dinucleotide method. -#------------------------------------------------------------------ - -PRINT = 0 -LINELEN = 70 - -import sys,os,stats,string -from altschulEriksonDinuclShuffle import dinuclShuffle -import computeRNAfoldEnergyForRNAsInFile - - - - -def file2string(fileName): - file = open(fileName,"r") - L = [] - line = file.readline() - while line: - while line[0]==">": # treat lines beginning with '>' as comment and skip - line = file.readline() - continue - else: - line = line[:-1] - L.append(line) - line = file.readline() - text = string.join(L,"") - return text - - -def main(fileName,NUM): - seq = file2string(fileName) - for i in range(NUM): - shuffledSeq = dinuclShuffle(seq) - sys.stdout.write(">%d\n" % (i+1)) - sys.stdout.write("%s\n" % shuffledSeq) - - - - -if __name__ == '__main__': - if len(sys.argv) < 3 : - print "Usage: %s RNAs.faa NUM" % sys.argv[0] - text = """ - 1) RNA.faa is FASTA file of ONE RNA sequence - 2) NUM is number of random sequences to generate by - shuffling the dinucleotides of RNAs input - Script to compute Altman-Erikson randomly shuffled dinucleotides. - """ - print text - sys.exit(1) - fileName = sys.argv[1] - NUM = int(sys.argv[2]) - main(fileName,NUM) - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/spatial_proximity.py --- a/tools/mytools/spatial_proximity.py Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,36 +0,0 @@ - -import os,sys - -file1 = sys.argv[1] -file2 = sys.argv[2] -genome = sys.argv[3] -outplot = sys.argv[4] -outlog = sys.argv[5] -outbed = sys.argv[6] - -strandness = '' -if len(sys.argv) > 7: - strandness = sys.argv[7] - -# real distance -cmd = 'closestBed -a '+file1+' -b '+file2 + ' '+strandness + ' -d -t first > '+outbed -os.system(cmd) -# shuffle -cmd = 'shuffleBed -chrom -g '+genome+' -i '+file1+'> shuffled.bed' -os.system(cmd) -# shuffled distance -cmd = 'closestBed -a shuffled.bed -b '+file2 + ' '+strandness + ' -d -t first > shuffled.dist' -os.system(cmd) - - -# test in R -r = open('tmp.r','w') -r.write("options(warn=-1)\n") -r.write("source('/Users/xuebing/galaxy-dist/tools/mytools/cdf.r')\n") -r.write("x = read.table('"+outbed+"',sep='\t')\n") -r.write("y = read.table('shuffled.dist',sep='\t')\n") -r.write("pdf('"+outplot+"')\n") -r.write("mycdf(list(log10(1+x[,ncol(x)]),log10(1+y[,ncol(y)])),'spatial distance',c('real','shuffled'),'topleft','log10 distance','')\n") -r.write("dev.off()\n") -r.close() -os.system("R --vanilla < tmp.r >"+outlog) diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/spatial_proximity.xml --- a/tools/mytools/spatial_proximity.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,32 +0,0 @@ - - of two interval sets - spatial_proximity.py $inputa $inputb $genome $outplot $outlog $outbed $strandness - - - - - - - - - - - - - - - - - - - - - - - -.. class:: infomark - -for each feature in the first interval set, find the closest in the second set, then compared the distance distribution to shuffled set 1. - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/splicesite.xml --- a/tools/mytools/splicesite.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,64 +0,0 @@ - - using max entropy model - $script $input > $out_file1 - - - - - - - - - - - - -**What it does** - -This tool computes splice site scores using a max entropy model. See more details here: - -http://genes.mit.edu/burgelab/maxent/Xmaxentscan_scoreseq.html - ------ - -**Example input for 5' splice site sequence** - -3 exonic and 6 intronic nucleotides flanking the junction:: - - CTGGTGAGT - AAGGTACAG - -or fasta format:: - - >seq1 - CTGGTGAGT - >seq2 - AAGGTACAG - -Output:: - - CTGGTGAGT 10.10 - AAGGTACAG 8.04 - -or fasta format:: - - >seq1 CTGGTGAGT 10.10 - >seq2 AAGGTACAG 8.04 - - ------ - -**Example input for 3' splice site sequence** - -3 exonic and 20 intronic nucleotides flanking the junction:: - - CCTGCATCCTCTGTTCCCAGGTG - TTTCTTCCCTCCGGGAACAGTGG - -Output:: - - CCTGCATCCTCTGTTCCCAGGTG 10.47 - TTTCTTCCCTCCGGGAACAGTGG 6.22 - - - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/splicesitescore/._me2x5 Binary file tools/mytools/splicesitescore/._me2x5 has changed diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/splicesitescore/._score3.pl Binary file tools/mytools/splicesitescore/._score3.pl has changed diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/splicesitescore/._score5.pl Binary file tools/mytools/splicesitescore/._score5.pl has changed diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/splicesitescore/._splicemodels Binary file tools/mytools/splicesitescore/._splicemodels has changed diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/splicesitescore/._test3 Binary file tools/mytools/splicesitescore/._test3 has changed diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/splicesitescore/._test3.fa Binary file tools/mytools/splicesitescore/._test3.fa has changed diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/splicesitescore/._test5 Binary file tools/mytools/splicesitescore/._test5 has changed diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/splicesitescore/._test5.fa Binary file tools/mytools/splicesitescore/._test5.fa has changed diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/splicesitescore/me2x5 --- a/tools/mytools/splicesitescore/me2x5 Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 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2.3133623e-11 - 1.3871059e-09 - 2.3878154e-10 - 6.9248831e-10 - 7.7410054e-10 - 2.2911967e-08 - 9.6648459e-11 - 4.1175581e-10 - 4.6927815e-10 - 6.9251827e-09 - 4.2963055e-07 - 1.1534380e-06 - 8.3205317e-07 - 3.9071299e-05 - 1.1895429e-10 - 1.9899018e-10 - 3.3948422e-10 - 1.0159160e-08 diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/splicesitescore/score3.pl --- a/tools/mytools/splicesitescore/score3.pl Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,166 +0,0 @@ -use strict; - - -my $inputfile = $ARGV[0]; -my $usemaxent = 1; - - -my @metables = &makemaxentscores; - -open (FILE,"<$inputfile") || die "can't open!\n"; - -while() { - chomp; - if (/^\s*$/) { #discard blank lines; - next; - } - elsif (/^>/) { #discard comment lines; - print $_."\t"; - next; - } - elsif (/[NQWERYUIOPLKJHFDSZXVBM]/) { - next; - } - else { - $_ =~ s/\cM//g; #gets rid of carriage return - my $str = $_; - print $str."\t"; - $str = uc($str); - if ($usemaxent) { - print sprintf("%.2f",&log2(&scoreconsensus($str)*&maxentscore(&getrest($str),\@metables)))."\n"; - } - } -} - -sub hashseq{ - #returns hash of sequence in base 4 - # &hashseq('CAGAAGT') returns 4619 - my $seq = shift; - $seq = uc($seq); - $seq =~ tr/ACGT/0123/; - my @seqa = split(//,$seq); - my $sum = 0; - my $len = length($seq); - my @four = (1,4,16,64,256,1024,4096,16384); - my $i=0; - while ($i<$len) { - $sum+= $seqa[$i] * $four[$len - $i -1] ; - $i++; - } - return $sum; -} - -sub makemaxentscores{ - my $dir = "/Users/xuebing/galaxy-dist/tools/mytools/splicesitescore/splicemodels/"; - my @list = ('me2x3acc1','me2x3acc2','me2x3acc3','me2x3acc4', - 'me2x3acc5','me2x3acc6','me2x3acc7','me2x3acc8','me2x3acc9'); - my @metables; - my $num = 0 ; - foreach my $file (@list) { - my $n = 0; - open (SCOREF,"<".$dir.$file) || die "Can't open $file!\n"; - while() { - chomp; - $_=~ s/\s//; - $metables[$num]{$n} = $_; - $n++; - } - close(SCOREF); - #print STDERR $file."\t".$num."\t".$n."\n"; - $num++; - } - return @metables; -} -sub makewmmscores{ - my $dir = "/bionet/geneyeo_essentials/MaxEntropy/webserver/splicemodels/"; - my @list = ('me1s0acc1','me1s0acc2','me1s0acc3','me1s0acc4', - 'me1s0acc5','me1s0acc6','me1s0acc7','me1s0acc8','me1s0acc9'); - my @metables; - my $num = 0 ; - foreach my $file (@list) { - my $n = 0; - open (SCOREF,"<".$dir.$file) || die "Can't open $file!\n"; - while() { - chomp; - $_=~ s/\s//; - $metables[$num]{$n} = $_; - $n++; - } - close(SCOREF); - #print STDERR $file."\t".$num."\t".$n."\n"; - $num++; - } - return @metables; -} -sub makemmscores{ - my $dir = "/bionet/geneyeo_essentials/MaxEntropy/webserver/splicemodels/"; - my @list = ('me2s0acc1','me2s0acc2','me2s0acc3','me2s0acc4', - 'me2s0acc5','me2s0acc6','me2s0acc7','me2s0acc8','me2s0acc9'); - my @metables; - my $num = 0 ; - foreach my $file (@list) { - my $n = 0; - open (SCOREF,"<".$dir.$file) || die "Can't open $file!\n"; - while() { - chomp; - $_=~ s/\s//; - $metables[$num]{$n} = $_; - $n++; - } - close(SCOREF); - #print STDERR $file."\t".$num."\t".$n."\n"; - $num++; - } - return @metables; -} -sub maxentscore{ - my $seq = shift; - my $table_ref = shift; - my @metables = @$table_ref; - my @sc; - $sc[0] = $metables[0]{&hashseq(substr($seq,0,7))}; - $sc[1] = $metables[1]{&hashseq(substr($seq,7,7))}; - $sc[2] = $metables[2]{&hashseq(substr($seq,14,7))}; - $sc[3] = $metables[3]{&hashseq(substr($seq,4,7))}; - $sc[4] = $metables[4]{&hashseq(substr($seq,11,7))}; - $sc[5] = $metables[5]{&hashseq(substr($seq,4,3))}; - $sc[6] = $metables[6]{&hashseq(substr($seq,7,4))}; - $sc[7] = $metables[7]{&hashseq(substr($seq,11,3))}; - $sc[8] = $metables[8]{&hashseq(substr($seq,14,4))}; - my $finalscore = $sc[0] * $sc[1] * $sc[2] * $sc[3] * $sc[4] / ($sc[5] * $sc[6] * $sc[7] * $sc[8]); - return $finalscore; -} - - - -sub getrest{ - my $seq = shift; - my $seq_noconsensus = substr($seq,0,18).substr($seq,20,3); - return $seq_noconsensus; -} - -sub scoreconsensus{ - my $seq = shift; - my @seqa = split(//,uc($seq)); - my %bgd; - $bgd{'A'} = 0.27; - $bgd{'C'} = 0.23; - $bgd{'G'} = 0.23; - $bgd{'T'} = 0.27; - my %cons1; - $cons1{'A'} = 0.9903; - $cons1{'C'} = 0.0032; - $cons1{'G'} = 0.0034; - $cons1{'T'} = 0.0030; - my %cons2; - $cons2{'A'} = 0.0027; - $cons2{'C'} = 0.0037; - $cons2{'G'} = 0.9905; - $cons2{'T'} = 0.0030; - my $addscore = $cons1{$seqa[18]} * $cons2{$seqa[19]}/ ($bgd{$seqa[18]} * $bgd{$seqa[19]}); - return $addscore; -} -sub log2{ - my ($val) = @_; - return log($val)/log(2); -} diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/splicesitescore/score5.pl --- a/tools/mytools/splicesitescore/score5.pl Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,102 +0,0 @@ -use strict; - - -my $inputfile = $ARGV[0]; -my $usemaxent = 1; - -my $modelpath = "/Users/xuebing/galaxy-dist/tools/mytools/splicesitescore/"; -my %me2x5 = &makescorematrix($modelpath.'me2x5'); -my %seq = &makesequencematrix($modelpath.'splicemodels/splice5sequences'); - -my %bgd; -$bgd{'A'} = 0.27; -$bgd{'C'} = 0.23; -$bgd{'G'} = 0.23; -$bgd{'T'} = 0.27; - - - -open (FILE,"<$inputfile") || die "can't open!\n"; - -while() { - chomp; - if (/^\s*$/) { #discard blank lines; - next; - } - elsif (/^>/) { #discard comment lines; - print $_."\t"; - next; - } - elsif (/[NQWERYUIOPLKJHFDSZXVBM]/) { - next; - } - else { - $_ =~ s/\cM//g; #gets rid of carriage return - my $str = $_; - print $str."\t"; - $str = uc($str); - if ($usemaxent) { - print sprintf("%.2f",&log2(&scoreconsensus($str)*$me2x5{$seq{&getrest($str)}}))."\n"; - } - } -} - - -sub makesequencematrix{ - my $file = shift; - my %matrix;my $n=0; - open(SCOREF, $file) || die "Can't open $file!\n"; - while() { - chomp; - $_=~ s/\s//; - $matrix{$_} = $n; - $n++; - } - close(SCOREF); - return %matrix; -} -sub makescorematrix{ - my $file = shift; - my %matrix;my $n=0; - open(SCOREF, $file) || die "Can't open $file!\n"; - while() { - chomp; - $_=~ s/\s//; - $matrix{$n} = $_; - $n++; - } - close(SCOREF); - return %matrix; -} - -sub getrest{ - my $seq = shift; - my @seqa = split(//,uc($seq)); - return $seqa[0].$seqa[1].$seqa[2].$seqa[5].$seqa[6].$seqa[7].$seqa[8]; -} -sub scoreconsensus{ - my $seq = shift; - my @seqa = split(//,uc($seq)); - my %bgd; - $bgd{'A'} = 0.27; - $bgd{'C'} = 0.23; - $bgd{'G'} = 0.23; - $bgd{'T'} = 0.27; - my %cons1; - $cons1{'A'} = 0.004; - $cons1{'C'} = 0.0032; - $cons1{'G'} = 0.9896; - $cons1{'T'} = 0.0032; - my %cons2; - $cons2{'A'} = 0.0034; - $cons2{'C'} = 0.0039; - $cons2{'G'} = 0.0042; - $cons2{'T'} = 0.9884; - my $addscore = $cons1{$seqa[3]}*$cons2{$seqa[4]}/($bgd{$seqa[3]}*$bgd{$seqa[4]}); - return $addscore; -} - -sub log2{ - my ($val) = @_; - return log($val)/log(2); -} diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/splicesitescore/splicemodels/._hashseq.m Binary file tools/mytools/splicesitescore/splicemodels/._hashseq.m has changed diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/splicesitescore/splicemodels/._hashseq.m~ Binary file 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33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/splicesitescore/splicemodels/._me2x5 Binary file tools/mytools/splicesitescore/splicemodels/._me2x5 has changed diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/splicesitescore/splicemodels/._splice5sequences Binary file tools/mytools/splicesitescore/splicemodels/._splice5sequences has changed diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/splicesitescore/splicemodels/hashseq.m --- a/tools/mytools/splicesitescore/splicemodels/hashseq.m Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,8 +0,0 @@ -function [sum ] = hashseq(seq) - sum = 0; - len = length(seq); - four = [1;4;16;64;256;1024;4096]; - for i = 1:len - sum = sum + str2num(seq(i)) * four(len - i +1) ; - end - \ No newline at end of file diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/splicesitescore/splicemodels/hashseq.m~ --- a/tools/mytools/splicesitescore/splicemodels/hashseq.m~ Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,8 +0,0 @@ -function [sum ] = hashseq(seq) - sum = 0; - len = length(seq); - four = [1;4;16;64;256;1024;4096]; - for i = 1:len - sum = sum + seq(i) * four(len - i - 1) ; - end - \ No newline at end of file diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/splicesitescore/splicemodels/me1s0acc1 --- a/tools/mytools/splicesitescore/splicemodels/me1s0acc1 Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,16384 +0,0 @@ -8.346179e-03 -3.128895e-02 -1.227663e-02 -4.038398e-02 -2.720541e-02 -1.019902e-01 -4.001719e-02 -1.316366e-01 -1.114202e-02 -4.177026e-02 -1.638910e-02 -5.391197e-02 -3.535695e-02 -1.325495e-01 -5.200753e-02 -1.710788e-01 -2.742960e-02 -1.028307e-01 -4.034696e-02 -1.327214e-01 -8.941020e-02 -3.351895e-01 -1.315159e-01 -4.326218e-01 -3.661809e-02 -1.372774e-01 -5.386256e-02 -1.771810e-01 -1.162001e-01 -4.356222e-01 -1.709220e-01 -5.622482e-01 -1.158210e-02 -4.342008e-02 -1.703643e-02 -5.604136e-02 -3.775329e-02 -1.415331e-01 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-AGGATTC -AGGATTG -AGGATTT -AGGCAAA -AGGCAAC -AGGCAAG -AGGCAAT -AGGCACA -AGGCACC -AGGCACG -AGGCACT -AGGCAGA -AGGCAGC -AGGCAGG -AGGCAGT -AGGCATA -AGGCATC -AGGCATG -AGGCATT -AGGCCAA -AGGCCAC -AGGCCAG -AGGCCAT -AGGCCCA -AGGCCCC -AGGCCCG -AGGCCCT -AGGCCGA -AGGCCGC -AGGCCGG -AGGCCGT -AGGCCTA -AGGCCTC -AGGCCTG -AGGCCTT -AGGCGAA -AGGCGAC -AGGCGAG -AGGCGAT -AGGCGCA -AGGCGCC -AGGCGCG -AGGCGCT -AGGCGGA -AGGCGGC -AGGCGGG -AGGCGGT -AGGCGTA -AGGCGTC -AGGCGTG -AGGCGTT -AGGCTAA -AGGCTAC -AGGCTAG -AGGCTAT -AGGCTCA -AGGCTCC -AGGCTCG -AGGCTCT -AGGCTGA -AGGCTGC -AGGCTGG -AGGCTGT -AGGCTTA -AGGCTTC -AGGCTTG -AGGCTTT -AGGGAAA -AGGGAAC -AGGGAAG -AGGGAAT -AGGGACA -AGGGACC -AGGGACG -AGGGACT -AGGGAGA -AGGGAGC -AGGGAGG -AGGGAGT -AGGGATA -AGGGATC -AGGGATG -AGGGATT -AGGGCAA -AGGGCAC -AGGGCAG -AGGGCAT -AGGGCCA -AGGGCCC -AGGGCCG -AGGGCCT -AGGGCGA -AGGGCGC -AGGGCGG -AGGGCGT -AGGGCTA -AGGGCTC -AGGGCTG -AGGGCTT -AGGGGAA -AGGGGAC -AGGGGAG -AGGGGAT -AGGGGCA -AGGGGCC -AGGGGCG -AGGGGCT -AGGGGGA -AGGGGGC -AGGGGGG -AGGGGGT -AGGGGTA -AGGGGTC -AGGGGTG -AGGGGTT -AGGGTAA -AGGGTAC -AGGGTAG -AGGGTAT -AGGGTCA -AGGGTCC -AGGGTCG -AGGGTCT -AGGGTGA -AGGGTGC -AGGGTGG -AGGGTGT -AGGGTTA -AGGGTTC -AGGGTTG -AGGGTTT -AGGTAAA -AGGTAAC -AGGTAAG -AGGTAAT -AGGTACA -AGGTACC -AGGTACG -AGGTACT -AGGTAGA -AGGTAGC -AGGTAGG -AGGTAGT -AGGTATA -AGGTATC -AGGTATG -AGGTATT -AGGTCAA -AGGTCAC -AGGTCAG -AGGTCAT -AGGTCCA -AGGTCCC -AGGTCCG -AGGTCCT -AGGTCGA -AGGTCGC -AGGTCGG -AGGTCGT -AGGTCTA -AGGTCTC -AGGTCTG -AGGTCTT -AGGTGAA -AGGTGAC -AGGTGAG -AGGTGAT -AGGTGCA -AGGTGCC -AGGTGCG -AGGTGCT -AGGTGGA -AGGTGGC -AGGTGGG -AGGTGGT -AGGTGTA -AGGTGTC -AGGTGTG -AGGTGTT -AGGTTAA -AGGTTAC -AGGTTAG -AGGTTAT -AGGTTCA -AGGTTCC -AGGTTCG -AGGTTCT -AGGTTGA -AGGTTGC -AGGTTGG -AGGTTGT -AGGTTTA -AGGTTTC -AGGTTTG -AGGTTTT -AGTAAAA -AGTAAAC -AGTAAAG -AGTAAAT -AGTAACA -AGTAACC -AGTAACG -AGTAACT -AGTAAGA -AGTAAGC -AGTAAGG -AGTAAGT -AGTAATA -AGTAATC -AGTAATG -AGTAATT -AGTACAA -AGTACAC -AGTACAG -AGTACAT -AGTACCA -AGTACCC -AGTACCG -AGTACCT -AGTACGA -AGTACGC -AGTACGG -AGTACGT -AGTACTA -AGTACTC -AGTACTG -AGTACTT -AGTAGAA -AGTAGAC -AGTAGAG -AGTAGAT -AGTAGCA -AGTAGCC -AGTAGCG -AGTAGCT -AGTAGGA -AGTAGGC -AGTAGGG -AGTAGGT -AGTAGTA -AGTAGTC -AGTAGTG -AGTAGTT -AGTATAA -AGTATAC -AGTATAG -AGTATAT -AGTATCA -AGTATCC -AGTATCG -AGTATCT -AGTATGA -AGTATGC -AGTATGG -AGTATGT -AGTATTA -AGTATTC -AGTATTG -AGTATTT -AGTCAAA -AGTCAAC -AGTCAAG -AGTCAAT -AGTCACA -AGTCACC -AGTCACG -AGTCACT -AGTCAGA -AGTCAGC -AGTCAGG -AGTCAGT -AGTCATA -AGTCATC -AGTCATG -AGTCATT -AGTCCAA -AGTCCAC -AGTCCAG -AGTCCAT -AGTCCCA -AGTCCCC -AGTCCCG -AGTCCCT -AGTCCGA -AGTCCGC -AGTCCGG -AGTCCGT -AGTCCTA -AGTCCTC -AGTCCTG -AGTCCTT -AGTCGAA -AGTCGAC -AGTCGAG -AGTCGAT -AGTCGCA -AGTCGCC -AGTCGCG -AGTCGCT -AGTCGGA -AGTCGGC -AGTCGGG -AGTCGGT -AGTCGTA -AGTCGTC -AGTCGTG -AGTCGTT -AGTCTAA -AGTCTAC -AGTCTAG -AGTCTAT -AGTCTCA -AGTCTCC -AGTCTCG -AGTCTCT -AGTCTGA -AGTCTGC -AGTCTGG -AGTCTGT -AGTCTTA -AGTCTTC -AGTCTTG -AGTCTTT -AGTGAAA -AGTGAAC -AGTGAAG -AGTGAAT -AGTGACA -AGTGACC -AGTGACG -AGTGACT -AGTGAGA -AGTGAGC -AGTGAGG -AGTGAGT -AGTGATA -AGTGATC -AGTGATG -AGTGATT -AGTGCAA -AGTGCAC -AGTGCAG -AGTGCAT -AGTGCCA -AGTGCCC -AGTGCCG -AGTGCCT -AGTGCGA -AGTGCGC -AGTGCGG -AGTGCGT -AGTGCTA -AGTGCTC -AGTGCTG -AGTGCTT -AGTGGAA -AGTGGAC -AGTGGAG -AGTGGAT -AGTGGCA -AGTGGCC -AGTGGCG -AGTGGCT -AGTGGGA -AGTGGGC -AGTGGGG -AGTGGGT -AGTGGTA -AGTGGTC -AGTGGTG -AGTGGTT -AGTGTAA -AGTGTAC -AGTGTAG -AGTGTAT -AGTGTCA -AGTGTCC -AGTGTCG -AGTGTCT -AGTGTGA -AGTGTGC -AGTGTGG -AGTGTGT -AGTGTTA -AGTGTTC -AGTGTTG -AGTGTTT -AGTTAAA -AGTTAAC -AGTTAAG -AGTTAAT -AGTTACA -AGTTACC -AGTTACG -AGTTACT -AGTTAGA -AGTTAGC -AGTTAGG -AGTTAGT -AGTTATA -AGTTATC -AGTTATG -AGTTATT -AGTTCAA -AGTTCAC -AGTTCAG -AGTTCAT -AGTTCCA -AGTTCCC -AGTTCCG -AGTTCCT -AGTTCGA -AGTTCGC -AGTTCGG -AGTTCGT -AGTTCTA -AGTTCTC -AGTTCTG -AGTTCTT -AGTTGAA -AGTTGAC -AGTTGAG -AGTTGAT -AGTTGCA -AGTTGCC -AGTTGCG -AGTTGCT -AGTTGGA -AGTTGGC -AGTTGGG -AGTTGGT -AGTTGTA -AGTTGTC -AGTTGTG -AGTTGTT -AGTTTAA -AGTTTAC -AGTTTAG -AGTTTAT -AGTTTCA -AGTTTCC -AGTTTCG -AGTTTCT -AGTTTGA -AGTTTGC -AGTTTGG -AGTTTGT -AGTTTTA -AGTTTTC -AGTTTTG -AGTTTTT -ATAAAAA -ATAAAAC -ATAAAAG -ATAAAAT -ATAAACA -ATAAACC -ATAAACG -ATAAACT -ATAAAGA -ATAAAGC -ATAAAGG -ATAAAGT -ATAAATA -ATAAATC -ATAAATG -ATAAATT -ATAACAA -ATAACAC -ATAACAG -ATAACAT -ATAACCA -ATAACCC -ATAACCG -ATAACCT -ATAACGA -ATAACGC -ATAACGG -ATAACGT -ATAACTA -ATAACTC -ATAACTG -ATAACTT -ATAAGAA -ATAAGAC -ATAAGAG -ATAAGAT -ATAAGCA -ATAAGCC -ATAAGCG -ATAAGCT -ATAAGGA -ATAAGGC -ATAAGGG -ATAAGGT -ATAAGTA -ATAAGTC -ATAAGTG -ATAAGTT -ATAATAA -ATAATAC -ATAATAG -ATAATAT -ATAATCA -ATAATCC -ATAATCG -ATAATCT -ATAATGA -ATAATGC -ATAATGG -ATAATGT -ATAATTA -ATAATTC -ATAATTG -ATAATTT -ATACAAA -ATACAAC -ATACAAG -ATACAAT -ATACACA -ATACACC -ATACACG -ATACACT -ATACAGA -ATACAGC -ATACAGG -ATACAGT -ATACATA -ATACATC -ATACATG -ATACATT -ATACCAA -ATACCAC -ATACCAG -ATACCAT -ATACCCA -ATACCCC -ATACCCG -ATACCCT -ATACCGA -ATACCGC -ATACCGG -ATACCGT -ATACCTA -ATACCTC -ATACCTG -ATACCTT -ATACGAA -ATACGAC -ATACGAG -ATACGAT -ATACGCA -ATACGCC -ATACGCG -ATACGCT -ATACGGA -ATACGGC -ATACGGG -ATACGGT -ATACGTA -ATACGTC -ATACGTG -ATACGTT -ATACTAA -ATACTAC -ATACTAG -ATACTAT -ATACTCA -ATACTCC -ATACTCG -ATACTCT -ATACTGA -ATACTGC -ATACTGG -ATACTGT -ATACTTA -ATACTTC -ATACTTG -ATACTTT -ATAGAAA -ATAGAAC -ATAGAAG -ATAGAAT -ATAGACA -ATAGACC -ATAGACG -ATAGACT -ATAGAGA -ATAGAGC -ATAGAGG -ATAGAGT -ATAGATA -ATAGATC -ATAGATG -ATAGATT -ATAGCAA -ATAGCAC -ATAGCAG -ATAGCAT -ATAGCCA -ATAGCCC -ATAGCCG -ATAGCCT -ATAGCGA -ATAGCGC -ATAGCGG -ATAGCGT -ATAGCTA -ATAGCTC -ATAGCTG -ATAGCTT -ATAGGAA -ATAGGAC -ATAGGAG -ATAGGAT -ATAGGCA -ATAGGCC -ATAGGCG -ATAGGCT -ATAGGGA -ATAGGGC -ATAGGGG -ATAGGGT -ATAGGTA -ATAGGTC -ATAGGTG -ATAGGTT -ATAGTAA -ATAGTAC -ATAGTAG -ATAGTAT -ATAGTCA -ATAGTCC -ATAGTCG -ATAGTCT -ATAGTGA -ATAGTGC -ATAGTGG -ATAGTGT -ATAGTTA -ATAGTTC -ATAGTTG -ATAGTTT -ATATAAA -ATATAAC -ATATAAG -ATATAAT -ATATACA -ATATACC -ATATACG -ATATACT -ATATAGA -ATATAGC -ATATAGG -ATATAGT -ATATATA -ATATATC -ATATATG -ATATATT -ATATCAA -ATATCAC -ATATCAG -ATATCAT -ATATCCA -ATATCCC -ATATCCG -ATATCCT -ATATCGA -ATATCGC -ATATCGG -ATATCGT -ATATCTA -ATATCTC -ATATCTG -ATATCTT -ATATGAA -ATATGAC -ATATGAG -ATATGAT -ATATGCA -ATATGCC -ATATGCG -ATATGCT -ATATGGA -ATATGGC -ATATGGG -ATATGGT -ATATGTA -ATATGTC -ATATGTG -ATATGTT -ATATTAA -ATATTAC -ATATTAG -ATATTAT -ATATTCA -ATATTCC -ATATTCG -ATATTCT -ATATTGA -ATATTGC -ATATTGG -ATATTGT -ATATTTA -ATATTTC -ATATTTG -ATATTTT -ATCAAAA -ATCAAAC -ATCAAAG -ATCAAAT -ATCAACA -ATCAACC -ATCAACG -ATCAACT -ATCAAGA -ATCAAGC -ATCAAGG -ATCAAGT -ATCAATA -ATCAATC -ATCAATG -ATCAATT -ATCACAA -ATCACAC -ATCACAG -ATCACAT -ATCACCA -ATCACCC -ATCACCG -ATCACCT -ATCACGA -ATCACGC -ATCACGG -ATCACGT -ATCACTA -ATCACTC -ATCACTG -ATCACTT -ATCAGAA -ATCAGAC -ATCAGAG -ATCAGAT -ATCAGCA -ATCAGCC -ATCAGCG -ATCAGCT -ATCAGGA -ATCAGGC -ATCAGGG -ATCAGGT -ATCAGTA -ATCAGTC -ATCAGTG -ATCAGTT -ATCATAA -ATCATAC -ATCATAG -ATCATAT -ATCATCA -ATCATCC -ATCATCG -ATCATCT -ATCATGA -ATCATGC -ATCATGG -ATCATGT -ATCATTA -ATCATTC -ATCATTG -ATCATTT -ATCCAAA -ATCCAAC -ATCCAAG -ATCCAAT -ATCCACA -ATCCACC -ATCCACG -ATCCACT -ATCCAGA -ATCCAGC -ATCCAGG -ATCCAGT -ATCCATA -ATCCATC -ATCCATG -ATCCATT -ATCCCAA -ATCCCAC -ATCCCAG -ATCCCAT -ATCCCCA -ATCCCCC -ATCCCCG -ATCCCCT -ATCCCGA -ATCCCGC -ATCCCGG -ATCCCGT -ATCCCTA -ATCCCTC -ATCCCTG -ATCCCTT -ATCCGAA -ATCCGAC -ATCCGAG -ATCCGAT -ATCCGCA -ATCCGCC -ATCCGCG -ATCCGCT -ATCCGGA -ATCCGGC -ATCCGGG -ATCCGGT -ATCCGTA -ATCCGTC -ATCCGTG -ATCCGTT -ATCCTAA -ATCCTAC -ATCCTAG -ATCCTAT -ATCCTCA -ATCCTCC -ATCCTCG -ATCCTCT -ATCCTGA -ATCCTGC -ATCCTGG -ATCCTGT -ATCCTTA -ATCCTTC -ATCCTTG -ATCCTTT -ATCGAAA -ATCGAAC -ATCGAAG -ATCGAAT -ATCGACA -ATCGACC -ATCGACG -ATCGACT -ATCGAGA -ATCGAGC -ATCGAGG -ATCGAGT -ATCGATA -ATCGATC -ATCGATG -ATCGATT -ATCGCAA -ATCGCAC -ATCGCAG -ATCGCAT -ATCGCCA -ATCGCCC -ATCGCCG -ATCGCCT -ATCGCGA -ATCGCGC -ATCGCGG -ATCGCGT -ATCGCTA -ATCGCTC -ATCGCTG -ATCGCTT -ATCGGAA -ATCGGAC -ATCGGAG -ATCGGAT -ATCGGCA -ATCGGCC -ATCGGCG -ATCGGCT -ATCGGGA -ATCGGGC -ATCGGGG -ATCGGGT -ATCGGTA -ATCGGTC -ATCGGTG -ATCGGTT -ATCGTAA -ATCGTAC -ATCGTAG -ATCGTAT -ATCGTCA -ATCGTCC -ATCGTCG -ATCGTCT -ATCGTGA -ATCGTGC -ATCGTGG -ATCGTGT -ATCGTTA -ATCGTTC -ATCGTTG -ATCGTTT -ATCTAAA -ATCTAAC -ATCTAAG -ATCTAAT -ATCTACA -ATCTACC -ATCTACG -ATCTACT -ATCTAGA -ATCTAGC -ATCTAGG -ATCTAGT -ATCTATA -ATCTATC -ATCTATG -ATCTATT -ATCTCAA -ATCTCAC -ATCTCAG -ATCTCAT -ATCTCCA -ATCTCCC -ATCTCCG -ATCTCCT -ATCTCGA -ATCTCGC -ATCTCGG -ATCTCGT -ATCTCTA -ATCTCTC -ATCTCTG -ATCTCTT -ATCTGAA -ATCTGAC -ATCTGAG -ATCTGAT -ATCTGCA -ATCTGCC -ATCTGCG -ATCTGCT -ATCTGGA -ATCTGGC -ATCTGGG -ATCTGGT -ATCTGTA -ATCTGTC -ATCTGTG -ATCTGTT -ATCTTAA -ATCTTAC -ATCTTAG -ATCTTAT -ATCTTCA -ATCTTCC -ATCTTCG -ATCTTCT -ATCTTGA -ATCTTGC -ATCTTGG -ATCTTGT -ATCTTTA -ATCTTTC -ATCTTTG -ATCTTTT -ATGAAAA -ATGAAAC -ATGAAAG -ATGAAAT -ATGAACA -ATGAACC -ATGAACG -ATGAACT -ATGAAGA -ATGAAGC -ATGAAGG -ATGAAGT -ATGAATA -ATGAATC -ATGAATG -ATGAATT -ATGACAA -ATGACAC -ATGACAG -ATGACAT -ATGACCA -ATGACCC -ATGACCG -ATGACCT -ATGACGA -ATGACGC -ATGACGG -ATGACGT -ATGACTA -ATGACTC -ATGACTG -ATGACTT -ATGAGAA -ATGAGAC -ATGAGAG -ATGAGAT -ATGAGCA -ATGAGCC -ATGAGCG -ATGAGCT -ATGAGGA -ATGAGGC -ATGAGGG -ATGAGGT -ATGAGTA -ATGAGTC -ATGAGTG -ATGAGTT -ATGATAA -ATGATAC -ATGATAG -ATGATAT -ATGATCA -ATGATCC -ATGATCG -ATGATCT -ATGATGA -ATGATGC -ATGATGG -ATGATGT -ATGATTA -ATGATTC -ATGATTG -ATGATTT -ATGCAAA -ATGCAAC -ATGCAAG -ATGCAAT -ATGCACA -ATGCACC -ATGCACG -ATGCACT -ATGCAGA -ATGCAGC -ATGCAGG -ATGCAGT -ATGCATA -ATGCATC -ATGCATG -ATGCATT -ATGCCAA -ATGCCAC -ATGCCAG -ATGCCAT -ATGCCCA -ATGCCCC -ATGCCCG -ATGCCCT -ATGCCGA -ATGCCGC -ATGCCGG -ATGCCGT -ATGCCTA -ATGCCTC -ATGCCTG -ATGCCTT -ATGCGAA -ATGCGAC -ATGCGAG -ATGCGAT -ATGCGCA -ATGCGCC -ATGCGCG -ATGCGCT -ATGCGGA -ATGCGGC -ATGCGGG -ATGCGGT -ATGCGTA -ATGCGTC -ATGCGTG -ATGCGTT -ATGCTAA -ATGCTAC -ATGCTAG -ATGCTAT -ATGCTCA -ATGCTCC -ATGCTCG -ATGCTCT -ATGCTGA -ATGCTGC -ATGCTGG -ATGCTGT -ATGCTTA -ATGCTTC -ATGCTTG -ATGCTTT -ATGGAAA -ATGGAAC -ATGGAAG -ATGGAAT -ATGGACA -ATGGACC -ATGGACG -ATGGACT -ATGGAGA -ATGGAGC -ATGGAGG -ATGGAGT -ATGGATA -ATGGATC -ATGGATG -ATGGATT -ATGGCAA -ATGGCAC -ATGGCAG -ATGGCAT -ATGGCCA -ATGGCCC -ATGGCCG -ATGGCCT -ATGGCGA -ATGGCGC -ATGGCGG -ATGGCGT -ATGGCTA -ATGGCTC -ATGGCTG -ATGGCTT -ATGGGAA -ATGGGAC -ATGGGAG -ATGGGAT -ATGGGCA -ATGGGCC -ATGGGCG -ATGGGCT -ATGGGGA -ATGGGGC -ATGGGGG -ATGGGGT -ATGGGTA -ATGGGTC -ATGGGTG -ATGGGTT -ATGGTAA -ATGGTAC -ATGGTAG -ATGGTAT -ATGGTCA -ATGGTCC -ATGGTCG -ATGGTCT -ATGGTGA -ATGGTGC -ATGGTGG -ATGGTGT -ATGGTTA -ATGGTTC -ATGGTTG -ATGGTTT -ATGTAAA -ATGTAAC -ATGTAAG -ATGTAAT -ATGTACA -ATGTACC -ATGTACG -ATGTACT -ATGTAGA -ATGTAGC -ATGTAGG -ATGTAGT -ATGTATA -ATGTATC -ATGTATG -ATGTATT -ATGTCAA -ATGTCAC -ATGTCAG -ATGTCAT -ATGTCCA -ATGTCCC -ATGTCCG -ATGTCCT -ATGTCGA -ATGTCGC -ATGTCGG -ATGTCGT -ATGTCTA -ATGTCTC -ATGTCTG -ATGTCTT -ATGTGAA -ATGTGAC -ATGTGAG -ATGTGAT -ATGTGCA -ATGTGCC -ATGTGCG -ATGTGCT -ATGTGGA -ATGTGGC -ATGTGGG -ATGTGGT -ATGTGTA -ATGTGTC -ATGTGTG -ATGTGTT -ATGTTAA -ATGTTAC -ATGTTAG -ATGTTAT -ATGTTCA -ATGTTCC -ATGTTCG -ATGTTCT -ATGTTGA -ATGTTGC -ATGTTGG -ATGTTGT -ATGTTTA -ATGTTTC -ATGTTTG -ATGTTTT -ATTAAAA -ATTAAAC -ATTAAAG -ATTAAAT -ATTAACA -ATTAACC -ATTAACG -ATTAACT -ATTAAGA -ATTAAGC -ATTAAGG -ATTAAGT -ATTAATA -ATTAATC -ATTAATG -ATTAATT -ATTACAA -ATTACAC -ATTACAG -ATTACAT -ATTACCA -ATTACCC -ATTACCG -ATTACCT -ATTACGA -ATTACGC -ATTACGG -ATTACGT -ATTACTA -ATTACTC -ATTACTG -ATTACTT -ATTAGAA -ATTAGAC -ATTAGAG -ATTAGAT -ATTAGCA -ATTAGCC -ATTAGCG -ATTAGCT -ATTAGGA -ATTAGGC -ATTAGGG -ATTAGGT -ATTAGTA -ATTAGTC -ATTAGTG -ATTAGTT -ATTATAA -ATTATAC -ATTATAG -ATTATAT -ATTATCA -ATTATCC -ATTATCG -ATTATCT -ATTATGA -ATTATGC -ATTATGG -ATTATGT -ATTATTA -ATTATTC -ATTATTG -ATTATTT -ATTCAAA -ATTCAAC -ATTCAAG -ATTCAAT -ATTCACA -ATTCACC -ATTCACG -ATTCACT -ATTCAGA -ATTCAGC -ATTCAGG -ATTCAGT -ATTCATA -ATTCATC -ATTCATG -ATTCATT -ATTCCAA -ATTCCAC -ATTCCAG -ATTCCAT -ATTCCCA -ATTCCCC -ATTCCCG -ATTCCCT -ATTCCGA -ATTCCGC -ATTCCGG -ATTCCGT -ATTCCTA -ATTCCTC -ATTCCTG -ATTCCTT -ATTCGAA -ATTCGAC -ATTCGAG -ATTCGAT -ATTCGCA -ATTCGCC -ATTCGCG -ATTCGCT -ATTCGGA -ATTCGGC -ATTCGGG -ATTCGGT -ATTCGTA -ATTCGTC -ATTCGTG -ATTCGTT -ATTCTAA -ATTCTAC -ATTCTAG -ATTCTAT -ATTCTCA -ATTCTCC -ATTCTCG -ATTCTCT -ATTCTGA -ATTCTGC -ATTCTGG -ATTCTGT -ATTCTTA -ATTCTTC -ATTCTTG -ATTCTTT -ATTGAAA -ATTGAAC -ATTGAAG -ATTGAAT -ATTGACA -ATTGACC -ATTGACG -ATTGACT -ATTGAGA -ATTGAGC -ATTGAGG -ATTGAGT -ATTGATA -ATTGATC -ATTGATG -ATTGATT -ATTGCAA -ATTGCAC -ATTGCAG -ATTGCAT -ATTGCCA -ATTGCCC -ATTGCCG -ATTGCCT -ATTGCGA -ATTGCGC -ATTGCGG -ATTGCGT -ATTGCTA -ATTGCTC -ATTGCTG -ATTGCTT -ATTGGAA -ATTGGAC -ATTGGAG -ATTGGAT -ATTGGCA -ATTGGCC -ATTGGCG -ATTGGCT -ATTGGGA -ATTGGGC -ATTGGGG -ATTGGGT -ATTGGTA -ATTGGTC -ATTGGTG -ATTGGTT -ATTGTAA -ATTGTAC -ATTGTAG -ATTGTAT -ATTGTCA -ATTGTCC -ATTGTCG -ATTGTCT -ATTGTGA -ATTGTGC -ATTGTGG -ATTGTGT -ATTGTTA -ATTGTTC -ATTGTTG -ATTGTTT -ATTTAAA -ATTTAAC -ATTTAAG -ATTTAAT -ATTTACA -ATTTACC -ATTTACG -ATTTACT -ATTTAGA -ATTTAGC -ATTTAGG -ATTTAGT -ATTTATA -ATTTATC -ATTTATG -ATTTATT -ATTTCAA -ATTTCAC -ATTTCAG -ATTTCAT -ATTTCCA -ATTTCCC -ATTTCCG -ATTTCCT -ATTTCGA -ATTTCGC -ATTTCGG -ATTTCGT -ATTTCTA -ATTTCTC -ATTTCTG -ATTTCTT -ATTTGAA -ATTTGAC -ATTTGAG -ATTTGAT -ATTTGCA -ATTTGCC -ATTTGCG -ATTTGCT -ATTTGGA -ATTTGGC -ATTTGGG -ATTTGGT -ATTTGTA -ATTTGTC -ATTTGTG -ATTTGTT -ATTTTAA -ATTTTAC -ATTTTAG -ATTTTAT -ATTTTCA -ATTTTCC -ATTTTCG -ATTTTCT -ATTTTGA -ATTTTGC -ATTTTGG -ATTTTGT -ATTTTTA -ATTTTTC -ATTTTTG -ATTTTTT -CAAAAAA -CAAAAAC -CAAAAAG -CAAAAAT -CAAAACA -CAAAACC -CAAAACG -CAAAACT -CAAAAGA -CAAAAGC -CAAAAGG -CAAAAGT -CAAAATA -CAAAATC -CAAAATG -CAAAATT -CAAACAA -CAAACAC -CAAACAG -CAAACAT -CAAACCA -CAAACCC -CAAACCG -CAAACCT -CAAACGA -CAAACGC -CAAACGG -CAAACGT -CAAACTA -CAAACTC -CAAACTG -CAAACTT -CAAAGAA -CAAAGAC -CAAAGAG -CAAAGAT -CAAAGCA -CAAAGCC -CAAAGCG -CAAAGCT -CAAAGGA -CAAAGGC -CAAAGGG -CAAAGGT -CAAAGTA -CAAAGTC -CAAAGTG -CAAAGTT -CAAATAA -CAAATAC -CAAATAG -CAAATAT -CAAATCA -CAAATCC -CAAATCG -CAAATCT -CAAATGA -CAAATGC -CAAATGG -CAAATGT -CAAATTA -CAAATTC -CAAATTG -CAAATTT -CAACAAA -CAACAAC -CAACAAG -CAACAAT -CAACACA -CAACACC -CAACACG -CAACACT -CAACAGA -CAACAGC -CAACAGG -CAACAGT -CAACATA -CAACATC -CAACATG 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-CAAGTTG -CAAGTTT -CAATAAA -CAATAAC -CAATAAG -CAATAAT -CAATACA -CAATACC -CAATACG -CAATACT -CAATAGA -CAATAGC -CAATAGG -CAATAGT -CAATATA -CAATATC -CAATATG -CAATATT -CAATCAA -CAATCAC -CAATCAG -CAATCAT -CAATCCA -CAATCCC -CAATCCG -CAATCCT -CAATCGA -CAATCGC -CAATCGG -CAATCGT -CAATCTA -CAATCTC -CAATCTG -CAATCTT -CAATGAA -CAATGAC -CAATGAG -CAATGAT -CAATGCA -CAATGCC -CAATGCG -CAATGCT -CAATGGA -CAATGGC -CAATGGG -CAATGGT -CAATGTA -CAATGTC -CAATGTG -CAATGTT -CAATTAA -CAATTAC -CAATTAG -CAATTAT -CAATTCA -CAATTCC -CAATTCG -CAATTCT -CAATTGA -CAATTGC -CAATTGG -CAATTGT -CAATTTA -CAATTTC -CAATTTG -CAATTTT -CACAAAA -CACAAAC -CACAAAG -CACAAAT -CACAACA -CACAACC -CACAACG -CACAACT -CACAAGA -CACAAGC -CACAAGG -CACAAGT -CACAATA -CACAATC -CACAATG -CACAATT -CACACAA -CACACAC -CACACAG -CACACAT -CACACCA -CACACCC -CACACCG -CACACCT -CACACGA -CACACGC -CACACGG -CACACGT -CACACTA -CACACTC -CACACTG -CACACTT -CACAGAA -CACAGAC -CACAGAG -CACAGAT -CACAGCA -CACAGCC -CACAGCG -CACAGCT -CACAGGA -CACAGGC -CACAGGG -CACAGGT -CACAGTA 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-CCGTCAA -CCGTCAC -CCGTCAG -CCGTCAT -CCGTCCA -CCGTCCC -CCGTCCG -CCGTCCT -CCGTCGA -CCGTCGC -CCGTCGG -CCGTCGT -CCGTCTA -CCGTCTC -CCGTCTG -CCGTCTT -CCGTGAA -CCGTGAC -CCGTGAG -CCGTGAT -CCGTGCA -CCGTGCC -CCGTGCG -CCGTGCT -CCGTGGA -CCGTGGC -CCGTGGG -CCGTGGT -CCGTGTA -CCGTGTC -CCGTGTG -CCGTGTT -CCGTTAA -CCGTTAC -CCGTTAG -CCGTTAT -CCGTTCA -CCGTTCC -CCGTTCG -CCGTTCT -CCGTTGA -CCGTTGC -CCGTTGG -CCGTTGT -CCGTTTA -CCGTTTC -CCGTTTG -CCGTTTT -CCTAAAA -CCTAAAC -CCTAAAG -CCTAAAT -CCTAACA -CCTAACC -CCTAACG -CCTAACT -CCTAAGA -CCTAAGC -CCTAAGG -CCTAAGT -CCTAATA -CCTAATC -CCTAATG -CCTAATT -CCTACAA -CCTACAC -CCTACAG -CCTACAT -CCTACCA -CCTACCC -CCTACCG -CCTACCT -CCTACGA -CCTACGC -CCTACGG -CCTACGT -CCTACTA -CCTACTC -CCTACTG -CCTACTT -CCTAGAA -CCTAGAC -CCTAGAG -CCTAGAT -CCTAGCA -CCTAGCC -CCTAGCG -CCTAGCT -CCTAGGA -CCTAGGC -CCTAGGG -CCTAGGT -CCTAGTA -CCTAGTC -CCTAGTG -CCTAGTT -CCTATAA -CCTATAC -CCTATAG -CCTATAT -CCTATCA -CCTATCC -CCTATCG -CCTATCT -CCTATGA -CCTATGC -CCTATGG -CCTATGT -CCTATTA -CCTATTC -CCTATTG -CCTATTT -CCTCAAA -CCTCAAC -CCTCAAG -CCTCAAT -CCTCACA -CCTCACC -CCTCACG -CCTCACT -CCTCAGA -CCTCAGC -CCTCAGG -CCTCAGT -CCTCATA -CCTCATC -CCTCATG -CCTCATT -CCTCCAA -CCTCCAC -CCTCCAG -CCTCCAT -CCTCCCA -CCTCCCC -CCTCCCG -CCTCCCT -CCTCCGA -CCTCCGC -CCTCCGG -CCTCCGT -CCTCCTA -CCTCCTC -CCTCCTG -CCTCCTT -CCTCGAA -CCTCGAC -CCTCGAG -CCTCGAT -CCTCGCA -CCTCGCC -CCTCGCG -CCTCGCT -CCTCGGA -CCTCGGC -CCTCGGG -CCTCGGT -CCTCGTA -CCTCGTC -CCTCGTG -CCTCGTT -CCTCTAA -CCTCTAC -CCTCTAG -CCTCTAT -CCTCTCA -CCTCTCC -CCTCTCG -CCTCTCT -CCTCTGA -CCTCTGC -CCTCTGG -CCTCTGT -CCTCTTA -CCTCTTC -CCTCTTG -CCTCTTT -CCTGAAA -CCTGAAC -CCTGAAG -CCTGAAT -CCTGACA -CCTGACC -CCTGACG -CCTGACT -CCTGAGA -CCTGAGC -CCTGAGG -CCTGAGT -CCTGATA -CCTGATC -CCTGATG -CCTGATT -CCTGCAA -CCTGCAC -CCTGCAG -CCTGCAT -CCTGCCA -CCTGCCC -CCTGCCG -CCTGCCT -CCTGCGA -CCTGCGC -CCTGCGG -CCTGCGT -CCTGCTA -CCTGCTC -CCTGCTG -CCTGCTT -CCTGGAA -CCTGGAC -CCTGGAG -CCTGGAT -CCTGGCA -CCTGGCC -CCTGGCG -CCTGGCT -CCTGGGA -CCTGGGC -CCTGGGG -CCTGGGT -CCTGGTA -CCTGGTC -CCTGGTG -CCTGGTT -CCTGTAA -CCTGTAC -CCTGTAG -CCTGTAT -CCTGTCA -CCTGTCC -CCTGTCG -CCTGTCT -CCTGTGA -CCTGTGC -CCTGTGG -CCTGTGT -CCTGTTA -CCTGTTC -CCTGTTG -CCTGTTT -CCTTAAA -CCTTAAC -CCTTAAG -CCTTAAT -CCTTACA -CCTTACC -CCTTACG -CCTTACT -CCTTAGA -CCTTAGC -CCTTAGG -CCTTAGT -CCTTATA -CCTTATC -CCTTATG -CCTTATT -CCTTCAA -CCTTCAC -CCTTCAG -CCTTCAT -CCTTCCA -CCTTCCC -CCTTCCG -CCTTCCT -CCTTCGA -CCTTCGC -CCTTCGG -CCTTCGT -CCTTCTA -CCTTCTC -CCTTCTG -CCTTCTT -CCTTGAA -CCTTGAC -CCTTGAG -CCTTGAT -CCTTGCA -CCTTGCC -CCTTGCG -CCTTGCT -CCTTGGA -CCTTGGC -CCTTGGG -CCTTGGT -CCTTGTA -CCTTGTC -CCTTGTG -CCTTGTT -CCTTTAA -CCTTTAC -CCTTTAG -CCTTTAT -CCTTTCA -CCTTTCC -CCTTTCG -CCTTTCT -CCTTTGA -CCTTTGC -CCTTTGG -CCTTTGT -CCTTTTA -CCTTTTC -CCTTTTG -CCTTTTT -CGAAAAA -CGAAAAC -CGAAAAG -CGAAAAT -CGAAACA -CGAAACC -CGAAACG -CGAAACT -CGAAAGA -CGAAAGC -CGAAAGG -CGAAAGT -CGAAATA -CGAAATC -CGAAATG -CGAAATT -CGAACAA -CGAACAC -CGAACAG -CGAACAT -CGAACCA -CGAACCC -CGAACCG -CGAACCT -CGAACGA -CGAACGC -CGAACGG -CGAACGT -CGAACTA -CGAACTC -CGAACTG -CGAACTT -CGAAGAA -CGAAGAC -CGAAGAG -CGAAGAT -CGAAGCA -CGAAGCC -CGAAGCG -CGAAGCT -CGAAGGA -CGAAGGC -CGAAGGG -CGAAGGT -CGAAGTA -CGAAGTC -CGAAGTG -CGAAGTT -CGAATAA -CGAATAC -CGAATAG -CGAATAT -CGAATCA -CGAATCC -CGAATCG -CGAATCT -CGAATGA -CGAATGC -CGAATGG -CGAATGT -CGAATTA -CGAATTC -CGAATTG -CGAATTT -CGACAAA -CGACAAC -CGACAAG -CGACAAT -CGACACA -CGACACC -CGACACG -CGACACT -CGACAGA -CGACAGC -CGACAGG -CGACAGT -CGACATA -CGACATC -CGACATG -CGACATT -CGACCAA -CGACCAC -CGACCAG -CGACCAT -CGACCCA -CGACCCC -CGACCCG -CGACCCT -CGACCGA -CGACCGC -CGACCGG -CGACCGT -CGACCTA -CGACCTC -CGACCTG -CGACCTT -CGACGAA -CGACGAC -CGACGAG -CGACGAT -CGACGCA -CGACGCC -CGACGCG -CGACGCT -CGACGGA -CGACGGC -CGACGGG -CGACGGT -CGACGTA -CGACGTC -CGACGTG -CGACGTT -CGACTAA -CGACTAC -CGACTAG -CGACTAT -CGACTCA -CGACTCC -CGACTCG -CGACTCT -CGACTGA -CGACTGC -CGACTGG -CGACTGT -CGACTTA -CGACTTC -CGACTTG -CGACTTT -CGAGAAA -CGAGAAC -CGAGAAG -CGAGAAT -CGAGACA -CGAGACC -CGAGACG -CGAGACT -CGAGAGA -CGAGAGC -CGAGAGG -CGAGAGT -CGAGATA -CGAGATC -CGAGATG -CGAGATT -CGAGCAA -CGAGCAC -CGAGCAG -CGAGCAT -CGAGCCA -CGAGCCC -CGAGCCG -CGAGCCT -CGAGCGA -CGAGCGC -CGAGCGG -CGAGCGT -CGAGCTA -CGAGCTC -CGAGCTG -CGAGCTT -CGAGGAA -CGAGGAC -CGAGGAG -CGAGGAT -CGAGGCA -CGAGGCC -CGAGGCG -CGAGGCT -CGAGGGA -CGAGGGC -CGAGGGG -CGAGGGT -CGAGGTA -CGAGGTC -CGAGGTG -CGAGGTT -CGAGTAA -CGAGTAC -CGAGTAG -CGAGTAT -CGAGTCA -CGAGTCC -CGAGTCG -CGAGTCT -CGAGTGA -CGAGTGC -CGAGTGG -CGAGTGT -CGAGTTA -CGAGTTC -CGAGTTG -CGAGTTT -CGATAAA -CGATAAC -CGATAAG -CGATAAT -CGATACA -CGATACC -CGATACG -CGATACT -CGATAGA -CGATAGC -CGATAGG -CGATAGT -CGATATA -CGATATC -CGATATG -CGATATT -CGATCAA -CGATCAC -CGATCAG -CGATCAT -CGATCCA -CGATCCC -CGATCCG -CGATCCT -CGATCGA -CGATCGC -CGATCGG -CGATCGT -CGATCTA -CGATCTC -CGATCTG -CGATCTT -CGATGAA -CGATGAC -CGATGAG -CGATGAT -CGATGCA -CGATGCC -CGATGCG -CGATGCT -CGATGGA -CGATGGC -CGATGGG -CGATGGT -CGATGTA -CGATGTC -CGATGTG -CGATGTT -CGATTAA -CGATTAC -CGATTAG -CGATTAT -CGATTCA -CGATTCC -CGATTCG -CGATTCT -CGATTGA -CGATTGC -CGATTGG -CGATTGT -CGATTTA -CGATTTC -CGATTTG -CGATTTT -CGCAAAA -CGCAAAC -CGCAAAG -CGCAAAT -CGCAACA -CGCAACC -CGCAACG -CGCAACT -CGCAAGA -CGCAAGC -CGCAAGG -CGCAAGT -CGCAATA -CGCAATC -CGCAATG -CGCAATT -CGCACAA -CGCACAC -CGCACAG -CGCACAT -CGCACCA -CGCACCC -CGCACCG -CGCACCT -CGCACGA -CGCACGC -CGCACGG -CGCACGT -CGCACTA -CGCACTC -CGCACTG -CGCACTT -CGCAGAA -CGCAGAC -CGCAGAG -CGCAGAT -CGCAGCA -CGCAGCC -CGCAGCG -CGCAGCT -CGCAGGA -CGCAGGC -CGCAGGG -CGCAGGT -CGCAGTA -CGCAGTC -CGCAGTG -CGCAGTT -CGCATAA -CGCATAC -CGCATAG -CGCATAT -CGCATCA -CGCATCC -CGCATCG -CGCATCT -CGCATGA -CGCATGC -CGCATGG -CGCATGT -CGCATTA -CGCATTC -CGCATTG -CGCATTT -CGCCAAA -CGCCAAC -CGCCAAG -CGCCAAT -CGCCACA -CGCCACC -CGCCACG -CGCCACT -CGCCAGA -CGCCAGC -CGCCAGG -CGCCAGT -CGCCATA -CGCCATC -CGCCATG -CGCCATT -CGCCCAA -CGCCCAC -CGCCCAG -CGCCCAT -CGCCCCA -CGCCCCC -CGCCCCG -CGCCCCT -CGCCCGA -CGCCCGC -CGCCCGG -CGCCCGT -CGCCCTA -CGCCCTC -CGCCCTG -CGCCCTT -CGCCGAA -CGCCGAC -CGCCGAG -CGCCGAT -CGCCGCA -CGCCGCC -CGCCGCG -CGCCGCT -CGCCGGA -CGCCGGC -CGCCGGG -CGCCGGT -CGCCGTA -CGCCGTC -CGCCGTG -CGCCGTT -CGCCTAA -CGCCTAC -CGCCTAG -CGCCTAT -CGCCTCA -CGCCTCC -CGCCTCG -CGCCTCT -CGCCTGA -CGCCTGC -CGCCTGG -CGCCTGT -CGCCTTA -CGCCTTC -CGCCTTG -CGCCTTT -CGCGAAA -CGCGAAC -CGCGAAG -CGCGAAT -CGCGACA -CGCGACC -CGCGACG -CGCGACT -CGCGAGA -CGCGAGC -CGCGAGG -CGCGAGT -CGCGATA -CGCGATC -CGCGATG -CGCGATT -CGCGCAA -CGCGCAC -CGCGCAG -CGCGCAT -CGCGCCA -CGCGCCC -CGCGCCG -CGCGCCT -CGCGCGA -CGCGCGC -CGCGCGG -CGCGCGT -CGCGCTA -CGCGCTC -CGCGCTG -CGCGCTT -CGCGGAA -CGCGGAC -CGCGGAG -CGCGGAT -CGCGGCA -CGCGGCC -CGCGGCG -CGCGGCT -CGCGGGA -CGCGGGC -CGCGGGG -CGCGGGT -CGCGGTA -CGCGGTC -CGCGGTG -CGCGGTT -CGCGTAA -CGCGTAC -CGCGTAG -CGCGTAT -CGCGTCA -CGCGTCC -CGCGTCG -CGCGTCT -CGCGTGA -CGCGTGC -CGCGTGG -CGCGTGT -CGCGTTA -CGCGTTC -CGCGTTG -CGCGTTT -CGCTAAA -CGCTAAC -CGCTAAG -CGCTAAT -CGCTACA -CGCTACC -CGCTACG -CGCTACT -CGCTAGA -CGCTAGC -CGCTAGG -CGCTAGT -CGCTATA -CGCTATC -CGCTATG -CGCTATT -CGCTCAA -CGCTCAC -CGCTCAG -CGCTCAT -CGCTCCA -CGCTCCC -CGCTCCG -CGCTCCT -CGCTCGA -CGCTCGC -CGCTCGG -CGCTCGT -CGCTCTA -CGCTCTC -CGCTCTG -CGCTCTT -CGCTGAA -CGCTGAC -CGCTGAG -CGCTGAT -CGCTGCA -CGCTGCC -CGCTGCG -CGCTGCT -CGCTGGA -CGCTGGC -CGCTGGG -CGCTGGT -CGCTGTA -CGCTGTC -CGCTGTG -CGCTGTT -CGCTTAA -CGCTTAC -CGCTTAG -CGCTTAT -CGCTTCA -CGCTTCC -CGCTTCG -CGCTTCT -CGCTTGA -CGCTTGC -CGCTTGG -CGCTTGT -CGCTTTA -CGCTTTC -CGCTTTG -CGCTTTT -CGGAAAA -CGGAAAC -CGGAAAG -CGGAAAT -CGGAACA -CGGAACC -CGGAACG -CGGAACT -CGGAAGA -CGGAAGC -CGGAAGG -CGGAAGT -CGGAATA -CGGAATC -CGGAATG -CGGAATT -CGGACAA -CGGACAC -CGGACAG -CGGACAT -CGGACCA -CGGACCC -CGGACCG -CGGACCT -CGGACGA -CGGACGC -CGGACGG -CGGACGT -CGGACTA -CGGACTC -CGGACTG -CGGACTT -CGGAGAA -CGGAGAC -CGGAGAG -CGGAGAT -CGGAGCA -CGGAGCC -CGGAGCG -CGGAGCT -CGGAGGA -CGGAGGC -CGGAGGG -CGGAGGT -CGGAGTA -CGGAGTC -CGGAGTG -CGGAGTT -CGGATAA -CGGATAC -CGGATAG -CGGATAT -CGGATCA -CGGATCC -CGGATCG -CGGATCT -CGGATGA -CGGATGC -CGGATGG -CGGATGT -CGGATTA -CGGATTC -CGGATTG -CGGATTT -CGGCAAA -CGGCAAC -CGGCAAG -CGGCAAT -CGGCACA -CGGCACC -CGGCACG -CGGCACT -CGGCAGA -CGGCAGC -CGGCAGG -CGGCAGT -CGGCATA -CGGCATC -CGGCATG -CGGCATT -CGGCCAA -CGGCCAC -CGGCCAG -CGGCCAT -CGGCCCA -CGGCCCC -CGGCCCG -CGGCCCT -CGGCCGA -CGGCCGC -CGGCCGG -CGGCCGT -CGGCCTA -CGGCCTC -CGGCCTG -CGGCCTT -CGGCGAA -CGGCGAC -CGGCGAG -CGGCGAT -CGGCGCA -CGGCGCC -CGGCGCG -CGGCGCT -CGGCGGA -CGGCGGC -CGGCGGG -CGGCGGT -CGGCGTA -CGGCGTC -CGGCGTG -CGGCGTT -CGGCTAA -CGGCTAC -CGGCTAG -CGGCTAT -CGGCTCA -CGGCTCC -CGGCTCG -CGGCTCT -CGGCTGA -CGGCTGC -CGGCTGG -CGGCTGT -CGGCTTA -CGGCTTC -CGGCTTG -CGGCTTT -CGGGAAA -CGGGAAC -CGGGAAG -CGGGAAT -CGGGACA -CGGGACC -CGGGACG -CGGGACT -CGGGAGA -CGGGAGC -CGGGAGG -CGGGAGT -CGGGATA -CGGGATC -CGGGATG -CGGGATT -CGGGCAA -CGGGCAC -CGGGCAG -CGGGCAT -CGGGCCA -CGGGCCC -CGGGCCG -CGGGCCT -CGGGCGA -CGGGCGC -CGGGCGG -CGGGCGT -CGGGCTA -CGGGCTC -CGGGCTG -CGGGCTT -CGGGGAA -CGGGGAC -CGGGGAG -CGGGGAT -CGGGGCA -CGGGGCC -CGGGGCG -CGGGGCT -CGGGGGA -CGGGGGC -CGGGGGG -CGGGGGT -CGGGGTA -CGGGGTC -CGGGGTG -CGGGGTT -CGGGTAA -CGGGTAC -CGGGTAG -CGGGTAT -CGGGTCA -CGGGTCC -CGGGTCG -CGGGTCT -CGGGTGA -CGGGTGC -CGGGTGG -CGGGTGT -CGGGTTA -CGGGTTC -CGGGTTG -CGGGTTT -CGGTAAA -CGGTAAC -CGGTAAG -CGGTAAT -CGGTACA -CGGTACC -CGGTACG -CGGTACT -CGGTAGA -CGGTAGC -CGGTAGG -CGGTAGT -CGGTATA -CGGTATC -CGGTATG -CGGTATT -CGGTCAA -CGGTCAC -CGGTCAG -CGGTCAT -CGGTCCA -CGGTCCC -CGGTCCG -CGGTCCT -CGGTCGA -CGGTCGC -CGGTCGG -CGGTCGT -CGGTCTA -CGGTCTC -CGGTCTG -CGGTCTT -CGGTGAA -CGGTGAC -CGGTGAG -CGGTGAT -CGGTGCA -CGGTGCC -CGGTGCG -CGGTGCT -CGGTGGA -CGGTGGC -CGGTGGG -CGGTGGT -CGGTGTA -CGGTGTC -CGGTGTG -CGGTGTT -CGGTTAA -CGGTTAC -CGGTTAG -CGGTTAT -CGGTTCA -CGGTTCC -CGGTTCG -CGGTTCT -CGGTTGA -CGGTTGC -CGGTTGG -CGGTTGT -CGGTTTA -CGGTTTC -CGGTTTG -CGGTTTT -CGTAAAA -CGTAAAC -CGTAAAG -CGTAAAT -CGTAACA -CGTAACC -CGTAACG -CGTAACT -CGTAAGA -CGTAAGC -CGTAAGG -CGTAAGT -CGTAATA -CGTAATC -CGTAATG -CGTAATT -CGTACAA -CGTACAC -CGTACAG -CGTACAT -CGTACCA -CGTACCC -CGTACCG -CGTACCT -CGTACGA -CGTACGC -CGTACGG -CGTACGT -CGTACTA -CGTACTC -CGTACTG -CGTACTT -CGTAGAA -CGTAGAC -CGTAGAG -CGTAGAT -CGTAGCA -CGTAGCC -CGTAGCG -CGTAGCT -CGTAGGA -CGTAGGC -CGTAGGG -CGTAGGT -CGTAGTA -CGTAGTC -CGTAGTG -CGTAGTT -CGTATAA -CGTATAC -CGTATAG -CGTATAT -CGTATCA -CGTATCC -CGTATCG -CGTATCT -CGTATGA -CGTATGC -CGTATGG -CGTATGT -CGTATTA -CGTATTC -CGTATTG -CGTATTT -CGTCAAA -CGTCAAC -CGTCAAG -CGTCAAT -CGTCACA -CGTCACC -CGTCACG -CGTCACT -CGTCAGA -CGTCAGC -CGTCAGG -CGTCAGT -CGTCATA -CGTCATC -CGTCATG -CGTCATT -CGTCCAA -CGTCCAC -CGTCCAG -CGTCCAT -CGTCCCA -CGTCCCC -CGTCCCG -CGTCCCT -CGTCCGA -CGTCCGC -CGTCCGG -CGTCCGT -CGTCCTA -CGTCCTC -CGTCCTG -CGTCCTT -CGTCGAA -CGTCGAC -CGTCGAG -CGTCGAT -CGTCGCA -CGTCGCC -CGTCGCG -CGTCGCT -CGTCGGA -CGTCGGC -CGTCGGG -CGTCGGT -CGTCGTA -CGTCGTC -CGTCGTG -CGTCGTT -CGTCTAA -CGTCTAC -CGTCTAG -CGTCTAT -CGTCTCA -CGTCTCC -CGTCTCG -CGTCTCT -CGTCTGA -CGTCTGC -CGTCTGG -CGTCTGT -CGTCTTA -CGTCTTC -CGTCTTG -CGTCTTT -CGTGAAA -CGTGAAC -CGTGAAG -CGTGAAT -CGTGACA -CGTGACC -CGTGACG -CGTGACT -CGTGAGA -CGTGAGC -CGTGAGG -CGTGAGT -CGTGATA -CGTGATC -CGTGATG -CGTGATT -CGTGCAA -CGTGCAC -CGTGCAG -CGTGCAT -CGTGCCA -CGTGCCC -CGTGCCG -CGTGCCT -CGTGCGA -CGTGCGC -CGTGCGG -CGTGCGT -CGTGCTA -CGTGCTC -CGTGCTG -CGTGCTT -CGTGGAA -CGTGGAC -CGTGGAG -CGTGGAT -CGTGGCA -CGTGGCC -CGTGGCG -CGTGGCT -CGTGGGA -CGTGGGC -CGTGGGG -CGTGGGT -CGTGGTA -CGTGGTC -CGTGGTG -CGTGGTT -CGTGTAA -CGTGTAC -CGTGTAG -CGTGTAT -CGTGTCA -CGTGTCC -CGTGTCG -CGTGTCT -CGTGTGA -CGTGTGC -CGTGTGG -CGTGTGT -CGTGTTA -CGTGTTC -CGTGTTG -CGTGTTT -CGTTAAA -CGTTAAC -CGTTAAG -CGTTAAT -CGTTACA -CGTTACC -CGTTACG -CGTTACT -CGTTAGA -CGTTAGC -CGTTAGG -CGTTAGT -CGTTATA -CGTTATC -CGTTATG -CGTTATT -CGTTCAA -CGTTCAC -CGTTCAG -CGTTCAT -CGTTCCA -CGTTCCC -CGTTCCG -CGTTCCT -CGTTCGA -CGTTCGC -CGTTCGG -CGTTCGT -CGTTCTA -CGTTCTC -CGTTCTG -CGTTCTT -CGTTGAA -CGTTGAC -CGTTGAG -CGTTGAT -CGTTGCA -CGTTGCC -CGTTGCG -CGTTGCT -CGTTGGA -CGTTGGC -CGTTGGG -CGTTGGT -CGTTGTA -CGTTGTC -CGTTGTG -CGTTGTT -CGTTTAA -CGTTTAC -CGTTTAG -CGTTTAT -CGTTTCA -CGTTTCC -CGTTTCG -CGTTTCT -CGTTTGA -CGTTTGC -CGTTTGG -CGTTTGT -CGTTTTA -CGTTTTC -CGTTTTG -CGTTTTT -CTAAAAA -CTAAAAC -CTAAAAG -CTAAAAT -CTAAACA -CTAAACC -CTAAACG -CTAAACT -CTAAAGA -CTAAAGC -CTAAAGG -CTAAAGT -CTAAATA -CTAAATC -CTAAATG -CTAAATT -CTAACAA -CTAACAC -CTAACAG -CTAACAT -CTAACCA -CTAACCC -CTAACCG -CTAACCT -CTAACGA -CTAACGC -CTAACGG -CTAACGT -CTAACTA -CTAACTC -CTAACTG -CTAACTT -CTAAGAA -CTAAGAC -CTAAGAG -CTAAGAT -CTAAGCA -CTAAGCC -CTAAGCG -CTAAGCT -CTAAGGA -CTAAGGC -CTAAGGG -CTAAGGT -CTAAGTA -CTAAGTC -CTAAGTG -CTAAGTT -CTAATAA -CTAATAC -CTAATAG -CTAATAT -CTAATCA -CTAATCC -CTAATCG -CTAATCT -CTAATGA -CTAATGC -CTAATGG -CTAATGT -CTAATTA -CTAATTC -CTAATTG -CTAATTT -CTACAAA -CTACAAC -CTACAAG -CTACAAT -CTACACA -CTACACC -CTACACG -CTACACT -CTACAGA -CTACAGC -CTACAGG -CTACAGT -CTACATA -CTACATC -CTACATG -CTACATT -CTACCAA -CTACCAC -CTACCAG -CTACCAT -CTACCCA -CTACCCC -CTACCCG -CTACCCT -CTACCGA -CTACCGC -CTACCGG -CTACCGT -CTACCTA -CTACCTC -CTACCTG -CTACCTT -CTACGAA -CTACGAC -CTACGAG -CTACGAT -CTACGCA -CTACGCC -CTACGCG -CTACGCT -CTACGGA -CTACGGC -CTACGGG -CTACGGT -CTACGTA -CTACGTC -CTACGTG -CTACGTT -CTACTAA -CTACTAC -CTACTAG -CTACTAT -CTACTCA -CTACTCC -CTACTCG -CTACTCT -CTACTGA -CTACTGC -CTACTGG -CTACTGT -CTACTTA -CTACTTC -CTACTTG -CTACTTT -CTAGAAA -CTAGAAC -CTAGAAG -CTAGAAT -CTAGACA -CTAGACC -CTAGACG -CTAGACT -CTAGAGA -CTAGAGC -CTAGAGG -CTAGAGT -CTAGATA -CTAGATC -CTAGATG -CTAGATT -CTAGCAA -CTAGCAC -CTAGCAG -CTAGCAT -CTAGCCA -CTAGCCC -CTAGCCG -CTAGCCT -CTAGCGA -CTAGCGC -CTAGCGG -CTAGCGT -CTAGCTA -CTAGCTC -CTAGCTG -CTAGCTT -CTAGGAA -CTAGGAC -CTAGGAG -CTAGGAT -CTAGGCA -CTAGGCC -CTAGGCG -CTAGGCT -CTAGGGA -CTAGGGC -CTAGGGG -CTAGGGT -CTAGGTA -CTAGGTC -CTAGGTG -CTAGGTT -CTAGTAA -CTAGTAC -CTAGTAG -CTAGTAT -CTAGTCA -CTAGTCC -CTAGTCG -CTAGTCT -CTAGTGA -CTAGTGC -CTAGTGG -CTAGTGT -CTAGTTA -CTAGTTC -CTAGTTG -CTAGTTT -CTATAAA -CTATAAC -CTATAAG -CTATAAT -CTATACA -CTATACC -CTATACG -CTATACT -CTATAGA -CTATAGC -CTATAGG -CTATAGT -CTATATA -CTATATC -CTATATG -CTATATT -CTATCAA -CTATCAC -CTATCAG -CTATCAT -CTATCCA -CTATCCC -CTATCCG -CTATCCT -CTATCGA -CTATCGC -CTATCGG -CTATCGT -CTATCTA -CTATCTC -CTATCTG -CTATCTT -CTATGAA -CTATGAC -CTATGAG -CTATGAT -CTATGCA -CTATGCC -CTATGCG -CTATGCT -CTATGGA -CTATGGC -CTATGGG -CTATGGT -CTATGTA -CTATGTC -CTATGTG -CTATGTT -CTATTAA -CTATTAC -CTATTAG -CTATTAT -CTATTCA -CTATTCC -CTATTCG -CTATTCT -CTATTGA -CTATTGC -CTATTGG -CTATTGT -CTATTTA -CTATTTC -CTATTTG -CTATTTT -CTCAAAA -CTCAAAC -CTCAAAG -CTCAAAT -CTCAACA -CTCAACC -CTCAACG -CTCAACT -CTCAAGA -CTCAAGC -CTCAAGG -CTCAAGT -CTCAATA -CTCAATC -CTCAATG -CTCAATT -CTCACAA -CTCACAC -CTCACAG -CTCACAT -CTCACCA -CTCACCC -CTCACCG -CTCACCT -CTCACGA -CTCACGC -CTCACGG -CTCACGT -CTCACTA -CTCACTC -CTCACTG -CTCACTT -CTCAGAA -CTCAGAC -CTCAGAG -CTCAGAT -CTCAGCA -CTCAGCC -CTCAGCG -CTCAGCT -CTCAGGA -CTCAGGC -CTCAGGG -CTCAGGT -CTCAGTA -CTCAGTC -CTCAGTG -CTCAGTT -CTCATAA -CTCATAC -CTCATAG -CTCATAT -CTCATCA -CTCATCC -CTCATCG -CTCATCT -CTCATGA -CTCATGC -CTCATGG -CTCATGT -CTCATTA -CTCATTC -CTCATTG -CTCATTT -CTCCAAA -CTCCAAC -CTCCAAG -CTCCAAT -CTCCACA -CTCCACC -CTCCACG -CTCCACT -CTCCAGA -CTCCAGC -CTCCAGG -CTCCAGT -CTCCATA -CTCCATC -CTCCATG -CTCCATT -CTCCCAA -CTCCCAC -CTCCCAG -CTCCCAT -CTCCCCA -CTCCCCC -CTCCCCG -CTCCCCT -CTCCCGA -CTCCCGC -CTCCCGG -CTCCCGT -CTCCCTA -CTCCCTC -CTCCCTG -CTCCCTT -CTCCGAA -CTCCGAC -CTCCGAG -CTCCGAT -CTCCGCA -CTCCGCC -CTCCGCG -CTCCGCT -CTCCGGA -CTCCGGC -CTCCGGG -CTCCGGT -CTCCGTA -CTCCGTC -CTCCGTG -CTCCGTT -CTCCTAA -CTCCTAC -CTCCTAG -CTCCTAT -CTCCTCA -CTCCTCC -CTCCTCG -CTCCTCT -CTCCTGA -CTCCTGC -CTCCTGG -CTCCTGT -CTCCTTA -CTCCTTC -CTCCTTG -CTCCTTT -CTCGAAA -CTCGAAC -CTCGAAG -CTCGAAT -CTCGACA -CTCGACC -CTCGACG -CTCGACT -CTCGAGA -CTCGAGC -CTCGAGG -CTCGAGT -CTCGATA -CTCGATC -CTCGATG -CTCGATT -CTCGCAA -CTCGCAC -CTCGCAG -CTCGCAT -CTCGCCA -CTCGCCC -CTCGCCG -CTCGCCT -CTCGCGA -CTCGCGC -CTCGCGG -CTCGCGT -CTCGCTA -CTCGCTC -CTCGCTG -CTCGCTT -CTCGGAA -CTCGGAC -CTCGGAG -CTCGGAT -CTCGGCA -CTCGGCC -CTCGGCG -CTCGGCT -CTCGGGA -CTCGGGC -CTCGGGG -CTCGGGT -CTCGGTA -CTCGGTC -CTCGGTG -CTCGGTT -CTCGTAA -CTCGTAC -CTCGTAG -CTCGTAT -CTCGTCA -CTCGTCC -CTCGTCG -CTCGTCT -CTCGTGA -CTCGTGC -CTCGTGG -CTCGTGT -CTCGTTA -CTCGTTC -CTCGTTG -CTCGTTT -CTCTAAA -CTCTAAC -CTCTAAG -CTCTAAT -CTCTACA -CTCTACC -CTCTACG -CTCTACT -CTCTAGA -CTCTAGC -CTCTAGG -CTCTAGT -CTCTATA -CTCTATC -CTCTATG -CTCTATT -CTCTCAA -CTCTCAC -CTCTCAG -CTCTCAT -CTCTCCA -CTCTCCC -CTCTCCG -CTCTCCT -CTCTCGA -CTCTCGC -CTCTCGG -CTCTCGT -CTCTCTA -CTCTCTC -CTCTCTG -CTCTCTT -CTCTGAA -CTCTGAC -CTCTGAG -CTCTGAT -CTCTGCA -CTCTGCC -CTCTGCG -CTCTGCT -CTCTGGA -CTCTGGC -CTCTGGG -CTCTGGT -CTCTGTA -CTCTGTC -CTCTGTG -CTCTGTT -CTCTTAA -CTCTTAC -CTCTTAG -CTCTTAT -CTCTTCA -CTCTTCC -CTCTTCG -CTCTTCT -CTCTTGA -CTCTTGC -CTCTTGG -CTCTTGT -CTCTTTA -CTCTTTC -CTCTTTG -CTCTTTT -CTGAAAA -CTGAAAC -CTGAAAG -CTGAAAT -CTGAACA -CTGAACC -CTGAACG -CTGAACT -CTGAAGA -CTGAAGC -CTGAAGG -CTGAAGT -CTGAATA -CTGAATC -CTGAATG -CTGAATT -CTGACAA -CTGACAC -CTGACAG -CTGACAT -CTGACCA -CTGACCC -CTGACCG -CTGACCT -CTGACGA -CTGACGC -CTGACGG -CTGACGT -CTGACTA -CTGACTC -CTGACTG -CTGACTT -CTGAGAA -CTGAGAC -CTGAGAG -CTGAGAT -CTGAGCA -CTGAGCC -CTGAGCG -CTGAGCT -CTGAGGA -CTGAGGC -CTGAGGG -CTGAGGT -CTGAGTA -CTGAGTC -CTGAGTG -CTGAGTT -CTGATAA -CTGATAC -CTGATAG -CTGATAT -CTGATCA -CTGATCC -CTGATCG -CTGATCT -CTGATGA -CTGATGC -CTGATGG -CTGATGT -CTGATTA -CTGATTC -CTGATTG -CTGATTT -CTGCAAA -CTGCAAC -CTGCAAG -CTGCAAT -CTGCACA -CTGCACC -CTGCACG -CTGCACT -CTGCAGA -CTGCAGC -CTGCAGG -CTGCAGT -CTGCATA -CTGCATC -CTGCATG -CTGCATT -CTGCCAA -CTGCCAC -CTGCCAG -CTGCCAT -CTGCCCA -CTGCCCC -CTGCCCG -CTGCCCT -CTGCCGA -CTGCCGC -CTGCCGG -CTGCCGT -CTGCCTA -CTGCCTC -CTGCCTG -CTGCCTT -CTGCGAA -CTGCGAC -CTGCGAG -CTGCGAT -CTGCGCA -CTGCGCC -CTGCGCG -CTGCGCT -CTGCGGA -CTGCGGC -CTGCGGG -CTGCGGT -CTGCGTA -CTGCGTC -CTGCGTG -CTGCGTT -CTGCTAA -CTGCTAC -CTGCTAG -CTGCTAT -CTGCTCA -CTGCTCC -CTGCTCG -CTGCTCT -CTGCTGA -CTGCTGC -CTGCTGG -CTGCTGT -CTGCTTA -CTGCTTC -CTGCTTG -CTGCTTT -CTGGAAA -CTGGAAC -CTGGAAG -CTGGAAT -CTGGACA -CTGGACC -CTGGACG -CTGGACT -CTGGAGA -CTGGAGC -CTGGAGG -CTGGAGT -CTGGATA -CTGGATC -CTGGATG -CTGGATT -CTGGCAA -CTGGCAC -CTGGCAG -CTGGCAT -CTGGCCA -CTGGCCC -CTGGCCG -CTGGCCT -CTGGCGA -CTGGCGC -CTGGCGG -CTGGCGT -CTGGCTA -CTGGCTC -CTGGCTG -CTGGCTT -CTGGGAA -CTGGGAC -CTGGGAG -CTGGGAT -CTGGGCA -CTGGGCC -CTGGGCG -CTGGGCT -CTGGGGA -CTGGGGC -CTGGGGG -CTGGGGT -CTGGGTA -CTGGGTC -CTGGGTG -CTGGGTT -CTGGTAA -CTGGTAC -CTGGTAG -CTGGTAT -CTGGTCA -CTGGTCC -CTGGTCG -CTGGTCT -CTGGTGA -CTGGTGC -CTGGTGG -CTGGTGT -CTGGTTA -CTGGTTC -CTGGTTG -CTGGTTT -CTGTAAA -CTGTAAC -CTGTAAG -CTGTAAT -CTGTACA -CTGTACC -CTGTACG -CTGTACT -CTGTAGA -CTGTAGC -CTGTAGG -CTGTAGT -CTGTATA -CTGTATC -CTGTATG -CTGTATT -CTGTCAA -CTGTCAC -CTGTCAG -CTGTCAT -CTGTCCA -CTGTCCC -CTGTCCG -CTGTCCT -CTGTCGA -CTGTCGC -CTGTCGG -CTGTCGT -CTGTCTA -CTGTCTC -CTGTCTG -CTGTCTT -CTGTGAA -CTGTGAC -CTGTGAG -CTGTGAT -CTGTGCA -CTGTGCC -CTGTGCG -CTGTGCT -CTGTGGA -CTGTGGC -CTGTGGG -CTGTGGT -CTGTGTA -CTGTGTC -CTGTGTG -CTGTGTT -CTGTTAA -CTGTTAC -CTGTTAG -CTGTTAT -CTGTTCA -CTGTTCC -CTGTTCG -CTGTTCT -CTGTTGA -CTGTTGC -CTGTTGG -CTGTTGT -CTGTTTA -CTGTTTC -CTGTTTG -CTGTTTT -CTTAAAA -CTTAAAC -CTTAAAG -CTTAAAT -CTTAACA -CTTAACC -CTTAACG -CTTAACT -CTTAAGA -CTTAAGC -CTTAAGG -CTTAAGT -CTTAATA -CTTAATC -CTTAATG -CTTAATT -CTTACAA -CTTACAC -CTTACAG -CTTACAT -CTTACCA -CTTACCC -CTTACCG -CTTACCT -CTTACGA -CTTACGC -CTTACGG -CTTACGT -CTTACTA -CTTACTC -CTTACTG -CTTACTT -CTTAGAA -CTTAGAC -CTTAGAG -CTTAGAT -CTTAGCA -CTTAGCC -CTTAGCG -CTTAGCT -CTTAGGA -CTTAGGC -CTTAGGG -CTTAGGT -CTTAGTA -CTTAGTC -CTTAGTG -CTTAGTT -CTTATAA -CTTATAC -CTTATAG -CTTATAT -CTTATCA -CTTATCC -CTTATCG -CTTATCT -CTTATGA -CTTATGC -CTTATGG -CTTATGT -CTTATTA -CTTATTC -CTTATTG -CTTATTT -CTTCAAA -CTTCAAC -CTTCAAG -CTTCAAT -CTTCACA -CTTCACC -CTTCACG -CTTCACT -CTTCAGA -CTTCAGC -CTTCAGG -CTTCAGT -CTTCATA -CTTCATC -CTTCATG -CTTCATT -CTTCCAA -CTTCCAC -CTTCCAG -CTTCCAT -CTTCCCA -CTTCCCC -CTTCCCG -CTTCCCT -CTTCCGA -CTTCCGC -CTTCCGG -CTTCCGT -CTTCCTA -CTTCCTC -CTTCCTG -CTTCCTT -CTTCGAA -CTTCGAC -CTTCGAG -CTTCGAT -CTTCGCA -CTTCGCC -CTTCGCG -CTTCGCT -CTTCGGA -CTTCGGC -CTTCGGG -CTTCGGT -CTTCGTA -CTTCGTC -CTTCGTG -CTTCGTT -CTTCTAA -CTTCTAC -CTTCTAG -CTTCTAT -CTTCTCA -CTTCTCC -CTTCTCG -CTTCTCT -CTTCTGA -CTTCTGC -CTTCTGG -CTTCTGT -CTTCTTA -CTTCTTC -CTTCTTG -CTTCTTT -CTTGAAA -CTTGAAC -CTTGAAG -CTTGAAT -CTTGACA -CTTGACC -CTTGACG -CTTGACT -CTTGAGA -CTTGAGC -CTTGAGG -CTTGAGT -CTTGATA -CTTGATC -CTTGATG -CTTGATT -CTTGCAA -CTTGCAC -CTTGCAG -CTTGCAT -CTTGCCA -CTTGCCC -CTTGCCG -CTTGCCT -CTTGCGA -CTTGCGC -CTTGCGG -CTTGCGT -CTTGCTA -CTTGCTC -CTTGCTG -CTTGCTT -CTTGGAA -CTTGGAC -CTTGGAG -CTTGGAT -CTTGGCA -CTTGGCC -CTTGGCG -CTTGGCT -CTTGGGA -CTTGGGC -CTTGGGG -CTTGGGT -CTTGGTA -CTTGGTC -CTTGGTG -CTTGGTT -CTTGTAA -CTTGTAC -CTTGTAG -CTTGTAT -CTTGTCA -CTTGTCC -CTTGTCG -CTTGTCT -CTTGTGA -CTTGTGC -CTTGTGG -CTTGTGT -CTTGTTA -CTTGTTC -CTTGTTG -CTTGTTT -CTTTAAA -CTTTAAC -CTTTAAG -CTTTAAT -CTTTACA -CTTTACC -CTTTACG -CTTTACT -CTTTAGA -CTTTAGC -CTTTAGG -CTTTAGT -CTTTATA -CTTTATC -CTTTATG -CTTTATT -CTTTCAA -CTTTCAC -CTTTCAG -CTTTCAT -CTTTCCA -CTTTCCC -CTTTCCG -CTTTCCT -CTTTCGA -CTTTCGC -CTTTCGG -CTTTCGT -CTTTCTA -CTTTCTC -CTTTCTG -CTTTCTT -CTTTGAA -CTTTGAC -CTTTGAG -CTTTGAT -CTTTGCA -CTTTGCC -CTTTGCG -CTTTGCT -CTTTGGA -CTTTGGC -CTTTGGG -CTTTGGT -CTTTGTA -CTTTGTC -CTTTGTG -CTTTGTT -CTTTTAA -CTTTTAC -CTTTTAG -CTTTTAT -CTTTTCA -CTTTTCC -CTTTTCG -CTTTTCT -CTTTTGA -CTTTTGC -CTTTTGG -CTTTTGT -CTTTTTA -CTTTTTC -CTTTTTG -CTTTTTT -GAAAAAA -GAAAAAC -GAAAAAG -GAAAAAT -GAAAACA -GAAAACC -GAAAACG -GAAAACT -GAAAAGA -GAAAAGC -GAAAAGG -GAAAAGT -GAAAATA -GAAAATC -GAAAATG -GAAAATT -GAAACAA -GAAACAC -GAAACAG -GAAACAT -GAAACCA -GAAACCC -GAAACCG -GAAACCT -GAAACGA -GAAACGC -GAAACGG -GAAACGT -GAAACTA -GAAACTC -GAAACTG -GAAACTT -GAAAGAA -GAAAGAC -GAAAGAG -GAAAGAT -GAAAGCA -GAAAGCC -GAAAGCG -GAAAGCT -GAAAGGA -GAAAGGC -GAAAGGG -GAAAGGT -GAAAGTA -GAAAGTC -GAAAGTG -GAAAGTT -GAAATAA -GAAATAC -GAAATAG -GAAATAT -GAAATCA -GAAATCC -GAAATCG -GAAATCT -GAAATGA -GAAATGC -GAAATGG -GAAATGT -GAAATTA -GAAATTC -GAAATTG -GAAATTT -GAACAAA -GAACAAC -GAACAAG -GAACAAT -GAACACA -GAACACC -GAACACG -GAACACT -GAACAGA -GAACAGC -GAACAGG -GAACAGT -GAACATA -GAACATC -GAACATG -GAACATT -GAACCAA -GAACCAC -GAACCAG -GAACCAT -GAACCCA -GAACCCC -GAACCCG -GAACCCT -GAACCGA -GAACCGC -GAACCGG -GAACCGT -GAACCTA -GAACCTC -GAACCTG -GAACCTT -GAACGAA -GAACGAC -GAACGAG -GAACGAT -GAACGCA -GAACGCC -GAACGCG -GAACGCT -GAACGGA -GAACGGC -GAACGGG -GAACGGT -GAACGTA -GAACGTC -GAACGTG -GAACGTT -GAACTAA -GAACTAC -GAACTAG -GAACTAT -GAACTCA -GAACTCC -GAACTCG -GAACTCT -GAACTGA -GAACTGC -GAACTGG -GAACTGT -GAACTTA -GAACTTC -GAACTTG -GAACTTT -GAAGAAA -GAAGAAC -GAAGAAG -GAAGAAT -GAAGACA -GAAGACC -GAAGACG -GAAGACT -GAAGAGA -GAAGAGC -GAAGAGG -GAAGAGT -GAAGATA -GAAGATC -GAAGATG -GAAGATT -GAAGCAA -GAAGCAC -GAAGCAG -GAAGCAT -GAAGCCA -GAAGCCC -GAAGCCG -GAAGCCT -GAAGCGA -GAAGCGC -GAAGCGG -GAAGCGT -GAAGCTA -GAAGCTC -GAAGCTG -GAAGCTT -GAAGGAA -GAAGGAC -GAAGGAG -GAAGGAT -GAAGGCA -GAAGGCC -GAAGGCG -GAAGGCT -GAAGGGA -GAAGGGC -GAAGGGG -GAAGGGT -GAAGGTA -GAAGGTC -GAAGGTG -GAAGGTT -GAAGTAA -GAAGTAC -GAAGTAG -GAAGTAT -GAAGTCA -GAAGTCC -GAAGTCG -GAAGTCT -GAAGTGA -GAAGTGC -GAAGTGG -GAAGTGT -GAAGTTA -GAAGTTC -GAAGTTG -GAAGTTT -GAATAAA -GAATAAC -GAATAAG -GAATAAT -GAATACA -GAATACC -GAATACG -GAATACT -GAATAGA -GAATAGC -GAATAGG -GAATAGT -GAATATA -GAATATC -GAATATG -GAATATT -GAATCAA -GAATCAC -GAATCAG -GAATCAT -GAATCCA -GAATCCC -GAATCCG -GAATCCT -GAATCGA -GAATCGC -GAATCGG -GAATCGT -GAATCTA -GAATCTC -GAATCTG -GAATCTT -GAATGAA -GAATGAC -GAATGAG -GAATGAT -GAATGCA -GAATGCC -GAATGCG -GAATGCT -GAATGGA -GAATGGC -GAATGGG -GAATGGT -GAATGTA -GAATGTC -GAATGTG -GAATGTT -GAATTAA -GAATTAC -GAATTAG -GAATTAT -GAATTCA -GAATTCC -GAATTCG -GAATTCT -GAATTGA -GAATTGC -GAATTGG -GAATTGT -GAATTTA -GAATTTC -GAATTTG -GAATTTT -GACAAAA -GACAAAC -GACAAAG -GACAAAT -GACAACA -GACAACC -GACAACG -GACAACT -GACAAGA -GACAAGC -GACAAGG -GACAAGT -GACAATA -GACAATC -GACAATG -GACAATT -GACACAA -GACACAC -GACACAG -GACACAT -GACACCA -GACACCC -GACACCG -GACACCT -GACACGA -GACACGC -GACACGG -GACACGT -GACACTA -GACACTC -GACACTG -GACACTT -GACAGAA -GACAGAC -GACAGAG -GACAGAT -GACAGCA -GACAGCC -GACAGCG -GACAGCT -GACAGGA -GACAGGC -GACAGGG -GACAGGT -GACAGTA -GACAGTC -GACAGTG -GACAGTT -GACATAA -GACATAC -GACATAG -GACATAT -GACATCA -GACATCC -GACATCG -GACATCT -GACATGA -GACATGC -GACATGG -GACATGT -GACATTA -GACATTC -GACATTG -GACATTT -GACCAAA -GACCAAC -GACCAAG -GACCAAT -GACCACA -GACCACC -GACCACG -GACCACT -GACCAGA -GACCAGC -GACCAGG -GACCAGT -GACCATA -GACCATC -GACCATG -GACCATT -GACCCAA -GACCCAC -GACCCAG -GACCCAT -GACCCCA -GACCCCC -GACCCCG -GACCCCT -GACCCGA -GACCCGC -GACCCGG -GACCCGT -GACCCTA -GACCCTC -GACCCTG -GACCCTT -GACCGAA -GACCGAC -GACCGAG -GACCGAT -GACCGCA -GACCGCC -GACCGCG -GACCGCT -GACCGGA -GACCGGC -GACCGGG -GACCGGT -GACCGTA -GACCGTC -GACCGTG -GACCGTT -GACCTAA -GACCTAC -GACCTAG -GACCTAT -GACCTCA -GACCTCC -GACCTCG -GACCTCT -GACCTGA -GACCTGC -GACCTGG -GACCTGT -GACCTTA -GACCTTC -GACCTTG -GACCTTT -GACGAAA -GACGAAC -GACGAAG -GACGAAT -GACGACA -GACGACC -GACGACG -GACGACT -GACGAGA -GACGAGC -GACGAGG -GACGAGT -GACGATA -GACGATC -GACGATG -GACGATT -GACGCAA -GACGCAC -GACGCAG -GACGCAT -GACGCCA -GACGCCC -GACGCCG -GACGCCT -GACGCGA -GACGCGC -GACGCGG -GACGCGT -GACGCTA -GACGCTC -GACGCTG -GACGCTT -GACGGAA -GACGGAC -GACGGAG -GACGGAT -GACGGCA -GACGGCC -GACGGCG -GACGGCT -GACGGGA -GACGGGC -GACGGGG -GACGGGT -GACGGTA -GACGGTC -GACGGTG -GACGGTT -GACGTAA -GACGTAC -GACGTAG -GACGTAT -GACGTCA -GACGTCC -GACGTCG -GACGTCT -GACGTGA -GACGTGC -GACGTGG -GACGTGT -GACGTTA -GACGTTC -GACGTTG -GACGTTT -GACTAAA -GACTAAC -GACTAAG -GACTAAT -GACTACA -GACTACC -GACTACG -GACTACT -GACTAGA -GACTAGC -GACTAGG -GACTAGT -GACTATA -GACTATC -GACTATG -GACTATT -GACTCAA -GACTCAC -GACTCAG -GACTCAT -GACTCCA -GACTCCC -GACTCCG -GACTCCT -GACTCGA -GACTCGC -GACTCGG -GACTCGT -GACTCTA -GACTCTC -GACTCTG -GACTCTT -GACTGAA -GACTGAC -GACTGAG -GACTGAT -GACTGCA -GACTGCC -GACTGCG -GACTGCT -GACTGGA -GACTGGC -GACTGGG -GACTGGT -GACTGTA -GACTGTC -GACTGTG -GACTGTT -GACTTAA -GACTTAC -GACTTAG -GACTTAT -GACTTCA -GACTTCC -GACTTCG -GACTTCT -GACTTGA -GACTTGC -GACTTGG -GACTTGT -GACTTTA -GACTTTC -GACTTTG -GACTTTT -GAGAAAA -GAGAAAC -GAGAAAG -GAGAAAT -GAGAACA -GAGAACC -GAGAACG -GAGAACT -GAGAAGA -GAGAAGC -GAGAAGG -GAGAAGT -GAGAATA -GAGAATC -GAGAATG -GAGAATT -GAGACAA -GAGACAC -GAGACAG -GAGACAT -GAGACCA -GAGACCC -GAGACCG -GAGACCT -GAGACGA -GAGACGC -GAGACGG -GAGACGT -GAGACTA -GAGACTC -GAGACTG -GAGACTT -GAGAGAA -GAGAGAC -GAGAGAG -GAGAGAT -GAGAGCA -GAGAGCC -GAGAGCG -GAGAGCT -GAGAGGA -GAGAGGC -GAGAGGG -GAGAGGT -GAGAGTA -GAGAGTC -GAGAGTG -GAGAGTT -GAGATAA -GAGATAC -GAGATAG -GAGATAT -GAGATCA -GAGATCC -GAGATCG -GAGATCT -GAGATGA -GAGATGC -GAGATGG -GAGATGT -GAGATTA -GAGATTC -GAGATTG -GAGATTT -GAGCAAA -GAGCAAC -GAGCAAG -GAGCAAT -GAGCACA -GAGCACC -GAGCACG -GAGCACT -GAGCAGA -GAGCAGC -GAGCAGG -GAGCAGT -GAGCATA -GAGCATC -GAGCATG -GAGCATT -GAGCCAA -GAGCCAC -GAGCCAG -GAGCCAT -GAGCCCA -GAGCCCC -GAGCCCG -GAGCCCT -GAGCCGA -GAGCCGC -GAGCCGG -GAGCCGT -GAGCCTA -GAGCCTC -GAGCCTG -GAGCCTT -GAGCGAA -GAGCGAC -GAGCGAG -GAGCGAT -GAGCGCA -GAGCGCC -GAGCGCG -GAGCGCT -GAGCGGA -GAGCGGC -GAGCGGG -GAGCGGT -GAGCGTA -GAGCGTC -GAGCGTG -GAGCGTT -GAGCTAA -GAGCTAC -GAGCTAG -GAGCTAT -GAGCTCA -GAGCTCC -GAGCTCG -GAGCTCT -GAGCTGA -GAGCTGC -GAGCTGG -GAGCTGT -GAGCTTA -GAGCTTC -GAGCTTG -GAGCTTT -GAGGAAA -GAGGAAC -GAGGAAG -GAGGAAT -GAGGACA -GAGGACC -GAGGACG -GAGGACT -GAGGAGA -GAGGAGC -GAGGAGG -GAGGAGT -GAGGATA -GAGGATC -GAGGATG -GAGGATT -GAGGCAA -GAGGCAC -GAGGCAG -GAGGCAT -GAGGCCA -GAGGCCC -GAGGCCG -GAGGCCT -GAGGCGA -GAGGCGC -GAGGCGG -GAGGCGT -GAGGCTA -GAGGCTC -GAGGCTG -GAGGCTT -GAGGGAA -GAGGGAC -GAGGGAG -GAGGGAT -GAGGGCA -GAGGGCC -GAGGGCG -GAGGGCT -GAGGGGA -GAGGGGC -GAGGGGG -GAGGGGT -GAGGGTA -GAGGGTC -GAGGGTG -GAGGGTT -GAGGTAA -GAGGTAC -GAGGTAG -GAGGTAT -GAGGTCA -GAGGTCC -GAGGTCG -GAGGTCT -GAGGTGA -GAGGTGC -GAGGTGG -GAGGTGT -GAGGTTA -GAGGTTC -GAGGTTG -GAGGTTT -GAGTAAA -GAGTAAC -GAGTAAG -GAGTAAT -GAGTACA -GAGTACC -GAGTACG -GAGTACT -GAGTAGA -GAGTAGC -GAGTAGG -GAGTAGT -GAGTATA -GAGTATC -GAGTATG -GAGTATT -GAGTCAA -GAGTCAC -GAGTCAG -GAGTCAT -GAGTCCA -GAGTCCC -GAGTCCG -GAGTCCT -GAGTCGA -GAGTCGC -GAGTCGG -GAGTCGT -GAGTCTA -GAGTCTC -GAGTCTG -GAGTCTT -GAGTGAA -GAGTGAC -GAGTGAG -GAGTGAT -GAGTGCA -GAGTGCC -GAGTGCG -GAGTGCT -GAGTGGA -GAGTGGC -GAGTGGG -GAGTGGT -GAGTGTA -GAGTGTC -GAGTGTG -GAGTGTT -GAGTTAA -GAGTTAC -GAGTTAG -GAGTTAT -GAGTTCA -GAGTTCC -GAGTTCG -GAGTTCT -GAGTTGA -GAGTTGC -GAGTTGG -GAGTTGT -GAGTTTA -GAGTTTC -GAGTTTG -GAGTTTT -GATAAAA -GATAAAC -GATAAAG -GATAAAT -GATAACA -GATAACC -GATAACG -GATAACT -GATAAGA -GATAAGC -GATAAGG -GATAAGT -GATAATA -GATAATC -GATAATG -GATAATT -GATACAA -GATACAC -GATACAG -GATACAT -GATACCA -GATACCC -GATACCG -GATACCT -GATACGA -GATACGC -GATACGG -GATACGT -GATACTA -GATACTC -GATACTG -GATACTT -GATAGAA -GATAGAC -GATAGAG -GATAGAT -GATAGCA -GATAGCC -GATAGCG -GATAGCT -GATAGGA -GATAGGC -GATAGGG -GATAGGT -GATAGTA -GATAGTC -GATAGTG -GATAGTT -GATATAA -GATATAC -GATATAG -GATATAT -GATATCA -GATATCC -GATATCG -GATATCT -GATATGA -GATATGC -GATATGG -GATATGT -GATATTA -GATATTC -GATATTG -GATATTT -GATCAAA -GATCAAC -GATCAAG -GATCAAT -GATCACA -GATCACC -GATCACG -GATCACT -GATCAGA -GATCAGC -GATCAGG -GATCAGT -GATCATA -GATCATC -GATCATG -GATCATT -GATCCAA -GATCCAC -GATCCAG -GATCCAT -GATCCCA -GATCCCC -GATCCCG -GATCCCT -GATCCGA -GATCCGC -GATCCGG -GATCCGT -GATCCTA -GATCCTC -GATCCTG -GATCCTT -GATCGAA -GATCGAC -GATCGAG -GATCGAT -GATCGCA -GATCGCC -GATCGCG -GATCGCT -GATCGGA -GATCGGC -GATCGGG -GATCGGT -GATCGTA -GATCGTC -GATCGTG -GATCGTT -GATCTAA -GATCTAC -GATCTAG -GATCTAT -GATCTCA -GATCTCC -GATCTCG -GATCTCT -GATCTGA -GATCTGC -GATCTGG -GATCTGT -GATCTTA -GATCTTC -GATCTTG -GATCTTT -GATGAAA -GATGAAC -GATGAAG -GATGAAT -GATGACA -GATGACC -GATGACG -GATGACT -GATGAGA -GATGAGC -GATGAGG -GATGAGT -GATGATA -GATGATC -GATGATG -GATGATT -GATGCAA -GATGCAC -GATGCAG -GATGCAT -GATGCCA -GATGCCC -GATGCCG -GATGCCT -GATGCGA -GATGCGC -GATGCGG -GATGCGT -GATGCTA -GATGCTC -GATGCTG -GATGCTT -GATGGAA -GATGGAC -GATGGAG -GATGGAT -GATGGCA -GATGGCC -GATGGCG -GATGGCT -GATGGGA -GATGGGC -GATGGGG -GATGGGT -GATGGTA -GATGGTC -GATGGTG -GATGGTT -GATGTAA -GATGTAC -GATGTAG -GATGTAT -GATGTCA -GATGTCC -GATGTCG -GATGTCT -GATGTGA -GATGTGC -GATGTGG -GATGTGT -GATGTTA -GATGTTC -GATGTTG -GATGTTT -GATTAAA -GATTAAC -GATTAAG -GATTAAT -GATTACA -GATTACC -GATTACG -GATTACT -GATTAGA -GATTAGC -GATTAGG -GATTAGT -GATTATA -GATTATC -GATTATG -GATTATT -GATTCAA -GATTCAC -GATTCAG -GATTCAT -GATTCCA -GATTCCC -GATTCCG -GATTCCT -GATTCGA -GATTCGC -GATTCGG -GATTCGT -GATTCTA -GATTCTC -GATTCTG -GATTCTT -GATTGAA -GATTGAC -GATTGAG -GATTGAT -GATTGCA -GATTGCC -GATTGCG -GATTGCT -GATTGGA -GATTGGC -GATTGGG -GATTGGT -GATTGTA -GATTGTC -GATTGTG -GATTGTT -GATTTAA -GATTTAC -GATTTAG -GATTTAT -GATTTCA -GATTTCC -GATTTCG -GATTTCT -GATTTGA -GATTTGC -GATTTGG -GATTTGT -GATTTTA -GATTTTC -GATTTTG -GATTTTT -GCAAAAA -GCAAAAC -GCAAAAG -GCAAAAT -GCAAACA -GCAAACC -GCAAACG -GCAAACT -GCAAAGA -GCAAAGC -GCAAAGG -GCAAAGT -GCAAATA -GCAAATC -GCAAATG -GCAAATT -GCAACAA -GCAACAC -GCAACAG -GCAACAT -GCAACCA -GCAACCC -GCAACCG -GCAACCT -GCAACGA -GCAACGC -GCAACGG -GCAACGT -GCAACTA -GCAACTC -GCAACTG -GCAACTT -GCAAGAA -GCAAGAC -GCAAGAG -GCAAGAT -GCAAGCA -GCAAGCC -GCAAGCG -GCAAGCT -GCAAGGA -GCAAGGC -GCAAGGG -GCAAGGT -GCAAGTA -GCAAGTC -GCAAGTG -GCAAGTT -GCAATAA -GCAATAC -GCAATAG -GCAATAT -GCAATCA -GCAATCC -GCAATCG -GCAATCT -GCAATGA -GCAATGC -GCAATGG -GCAATGT -GCAATTA -GCAATTC -GCAATTG -GCAATTT -GCACAAA -GCACAAC -GCACAAG -GCACAAT -GCACACA -GCACACC -GCACACG -GCACACT -GCACAGA -GCACAGC -GCACAGG -GCACAGT -GCACATA -GCACATC -GCACATG -GCACATT -GCACCAA -GCACCAC -GCACCAG -GCACCAT -GCACCCA -GCACCCC -GCACCCG -GCACCCT -GCACCGA -GCACCGC -GCACCGG -GCACCGT -GCACCTA -GCACCTC -GCACCTG -GCACCTT -GCACGAA -GCACGAC -GCACGAG -GCACGAT -GCACGCA -GCACGCC -GCACGCG -GCACGCT -GCACGGA -GCACGGC -GCACGGG -GCACGGT -GCACGTA -GCACGTC -GCACGTG -GCACGTT -GCACTAA -GCACTAC -GCACTAG -GCACTAT -GCACTCA -GCACTCC -GCACTCG -GCACTCT -GCACTGA -GCACTGC -GCACTGG -GCACTGT -GCACTTA -GCACTTC -GCACTTG -GCACTTT -GCAGAAA -GCAGAAC -GCAGAAG -GCAGAAT -GCAGACA -GCAGACC -GCAGACG -GCAGACT -GCAGAGA -GCAGAGC -GCAGAGG -GCAGAGT -GCAGATA -GCAGATC -GCAGATG -GCAGATT -GCAGCAA -GCAGCAC -GCAGCAG -GCAGCAT -GCAGCCA -GCAGCCC -GCAGCCG -GCAGCCT -GCAGCGA -GCAGCGC -GCAGCGG -GCAGCGT -GCAGCTA -GCAGCTC -GCAGCTG -GCAGCTT -GCAGGAA -GCAGGAC -GCAGGAG -GCAGGAT -GCAGGCA -GCAGGCC -GCAGGCG -GCAGGCT -GCAGGGA -GCAGGGC -GCAGGGG -GCAGGGT -GCAGGTA -GCAGGTC -GCAGGTG -GCAGGTT -GCAGTAA -GCAGTAC -GCAGTAG -GCAGTAT -GCAGTCA -GCAGTCC -GCAGTCG -GCAGTCT -GCAGTGA -GCAGTGC -GCAGTGG -GCAGTGT -GCAGTTA -GCAGTTC -GCAGTTG -GCAGTTT -GCATAAA -GCATAAC -GCATAAG -GCATAAT -GCATACA -GCATACC -GCATACG -GCATACT -GCATAGA -GCATAGC -GCATAGG -GCATAGT -GCATATA -GCATATC -GCATATG -GCATATT -GCATCAA -GCATCAC -GCATCAG -GCATCAT -GCATCCA -GCATCCC -GCATCCG -GCATCCT -GCATCGA -GCATCGC -GCATCGG -GCATCGT -GCATCTA -GCATCTC -GCATCTG -GCATCTT -GCATGAA -GCATGAC -GCATGAG -GCATGAT -GCATGCA -GCATGCC -GCATGCG -GCATGCT -GCATGGA -GCATGGC -GCATGGG -GCATGGT -GCATGTA -GCATGTC -GCATGTG -GCATGTT -GCATTAA -GCATTAC -GCATTAG -GCATTAT -GCATTCA -GCATTCC -GCATTCG -GCATTCT -GCATTGA -GCATTGC -GCATTGG -GCATTGT -GCATTTA -GCATTTC -GCATTTG -GCATTTT -GCCAAAA -GCCAAAC -GCCAAAG -GCCAAAT -GCCAACA -GCCAACC -GCCAACG -GCCAACT -GCCAAGA -GCCAAGC -GCCAAGG -GCCAAGT -GCCAATA -GCCAATC -GCCAATG -GCCAATT -GCCACAA -GCCACAC -GCCACAG -GCCACAT -GCCACCA -GCCACCC -GCCACCG -GCCACCT -GCCACGA -GCCACGC -GCCACGG -GCCACGT -GCCACTA -GCCACTC -GCCACTG -GCCACTT -GCCAGAA -GCCAGAC -GCCAGAG -GCCAGAT -GCCAGCA -GCCAGCC -GCCAGCG -GCCAGCT -GCCAGGA -GCCAGGC -GCCAGGG -GCCAGGT -GCCAGTA -GCCAGTC -GCCAGTG -GCCAGTT -GCCATAA -GCCATAC -GCCATAG -GCCATAT -GCCATCA -GCCATCC -GCCATCG -GCCATCT -GCCATGA -GCCATGC -GCCATGG -GCCATGT -GCCATTA -GCCATTC -GCCATTG -GCCATTT -GCCCAAA -GCCCAAC -GCCCAAG -GCCCAAT -GCCCACA -GCCCACC -GCCCACG -GCCCACT -GCCCAGA -GCCCAGC -GCCCAGG -GCCCAGT -GCCCATA -GCCCATC -GCCCATG -GCCCATT -GCCCCAA -GCCCCAC -GCCCCAG -GCCCCAT -GCCCCCA -GCCCCCC -GCCCCCG -GCCCCCT -GCCCCGA -GCCCCGC -GCCCCGG -GCCCCGT -GCCCCTA -GCCCCTC -GCCCCTG -GCCCCTT -GCCCGAA -GCCCGAC -GCCCGAG -GCCCGAT -GCCCGCA -GCCCGCC -GCCCGCG -GCCCGCT -GCCCGGA -GCCCGGC -GCCCGGG -GCCCGGT -GCCCGTA -GCCCGTC -GCCCGTG -GCCCGTT -GCCCTAA -GCCCTAC -GCCCTAG -GCCCTAT -GCCCTCA -GCCCTCC -GCCCTCG -GCCCTCT -GCCCTGA -GCCCTGC -GCCCTGG -GCCCTGT -GCCCTTA -GCCCTTC -GCCCTTG -GCCCTTT -GCCGAAA -GCCGAAC -GCCGAAG -GCCGAAT -GCCGACA -GCCGACC -GCCGACG -GCCGACT -GCCGAGA -GCCGAGC -GCCGAGG -GCCGAGT -GCCGATA -GCCGATC -GCCGATG -GCCGATT -GCCGCAA -GCCGCAC -GCCGCAG -GCCGCAT -GCCGCCA -GCCGCCC -GCCGCCG -GCCGCCT -GCCGCGA -GCCGCGC -GCCGCGG -GCCGCGT -GCCGCTA -GCCGCTC -GCCGCTG -GCCGCTT -GCCGGAA -GCCGGAC -GCCGGAG -GCCGGAT -GCCGGCA -GCCGGCC -GCCGGCG -GCCGGCT -GCCGGGA -GCCGGGC -GCCGGGG -GCCGGGT -GCCGGTA -GCCGGTC -GCCGGTG -GCCGGTT -GCCGTAA -GCCGTAC -GCCGTAG -GCCGTAT -GCCGTCA -GCCGTCC -GCCGTCG -GCCGTCT -GCCGTGA -GCCGTGC -GCCGTGG -GCCGTGT -GCCGTTA -GCCGTTC -GCCGTTG -GCCGTTT -GCCTAAA -GCCTAAC -GCCTAAG -GCCTAAT -GCCTACA -GCCTACC -GCCTACG -GCCTACT -GCCTAGA -GCCTAGC -GCCTAGG -GCCTAGT -GCCTATA -GCCTATC -GCCTATG -GCCTATT -GCCTCAA -GCCTCAC -GCCTCAG -GCCTCAT -GCCTCCA -GCCTCCC -GCCTCCG -GCCTCCT -GCCTCGA -GCCTCGC -GCCTCGG -GCCTCGT -GCCTCTA -GCCTCTC -GCCTCTG -GCCTCTT -GCCTGAA -GCCTGAC -GCCTGAG -GCCTGAT -GCCTGCA -GCCTGCC -GCCTGCG -GCCTGCT -GCCTGGA -GCCTGGC -GCCTGGG -GCCTGGT -GCCTGTA -GCCTGTC -GCCTGTG -GCCTGTT -GCCTTAA -GCCTTAC -GCCTTAG -GCCTTAT -GCCTTCA -GCCTTCC -GCCTTCG -GCCTTCT -GCCTTGA -GCCTTGC -GCCTTGG -GCCTTGT -GCCTTTA -GCCTTTC -GCCTTTG -GCCTTTT -GCGAAAA -GCGAAAC -GCGAAAG -GCGAAAT -GCGAACA -GCGAACC -GCGAACG -GCGAACT -GCGAAGA -GCGAAGC -GCGAAGG -GCGAAGT -GCGAATA -GCGAATC -GCGAATG -GCGAATT -GCGACAA -GCGACAC -GCGACAG -GCGACAT -GCGACCA -GCGACCC -GCGACCG -GCGACCT -GCGACGA -GCGACGC -GCGACGG -GCGACGT -GCGACTA -GCGACTC -GCGACTG -GCGACTT -GCGAGAA -GCGAGAC -GCGAGAG -GCGAGAT -GCGAGCA -GCGAGCC -GCGAGCG -GCGAGCT -GCGAGGA -GCGAGGC -GCGAGGG -GCGAGGT -GCGAGTA -GCGAGTC -GCGAGTG -GCGAGTT -GCGATAA -GCGATAC -GCGATAG -GCGATAT -GCGATCA -GCGATCC -GCGATCG -GCGATCT -GCGATGA -GCGATGC -GCGATGG -GCGATGT -GCGATTA -GCGATTC -GCGATTG -GCGATTT -GCGCAAA -GCGCAAC -GCGCAAG -GCGCAAT -GCGCACA -GCGCACC -GCGCACG -GCGCACT -GCGCAGA -GCGCAGC -GCGCAGG -GCGCAGT -GCGCATA -GCGCATC -GCGCATG -GCGCATT -GCGCCAA -GCGCCAC -GCGCCAG -GCGCCAT -GCGCCCA -GCGCCCC -GCGCCCG -GCGCCCT -GCGCCGA -GCGCCGC -GCGCCGG -GCGCCGT -GCGCCTA -GCGCCTC -GCGCCTG -GCGCCTT -GCGCGAA -GCGCGAC -GCGCGAG -GCGCGAT -GCGCGCA -GCGCGCC -GCGCGCG -GCGCGCT -GCGCGGA -GCGCGGC -GCGCGGG -GCGCGGT -GCGCGTA -GCGCGTC -GCGCGTG -GCGCGTT -GCGCTAA -GCGCTAC -GCGCTAG -GCGCTAT -GCGCTCA -GCGCTCC -GCGCTCG -GCGCTCT -GCGCTGA -GCGCTGC -GCGCTGG -GCGCTGT -GCGCTTA -GCGCTTC -GCGCTTG -GCGCTTT -GCGGAAA -GCGGAAC -GCGGAAG -GCGGAAT -GCGGACA -GCGGACC -GCGGACG -GCGGACT -GCGGAGA -GCGGAGC -GCGGAGG -GCGGAGT -GCGGATA -GCGGATC -GCGGATG -GCGGATT -GCGGCAA -GCGGCAC -GCGGCAG -GCGGCAT -GCGGCCA -GCGGCCC -GCGGCCG -GCGGCCT -GCGGCGA -GCGGCGC -GCGGCGG -GCGGCGT -GCGGCTA -GCGGCTC -GCGGCTG -GCGGCTT -GCGGGAA -GCGGGAC -GCGGGAG -GCGGGAT -GCGGGCA -GCGGGCC -GCGGGCG -GCGGGCT -GCGGGGA -GCGGGGC -GCGGGGG -GCGGGGT -GCGGGTA -GCGGGTC -GCGGGTG -GCGGGTT -GCGGTAA -GCGGTAC -GCGGTAG -GCGGTAT -GCGGTCA -GCGGTCC -GCGGTCG -GCGGTCT -GCGGTGA -GCGGTGC -GCGGTGG -GCGGTGT -GCGGTTA -GCGGTTC -GCGGTTG -GCGGTTT -GCGTAAA -GCGTAAC -GCGTAAG -GCGTAAT -GCGTACA -GCGTACC -GCGTACG -GCGTACT -GCGTAGA -GCGTAGC -GCGTAGG -GCGTAGT -GCGTATA -GCGTATC -GCGTATG -GCGTATT -GCGTCAA -GCGTCAC -GCGTCAG -GCGTCAT -GCGTCCA -GCGTCCC -GCGTCCG -GCGTCCT -GCGTCGA -GCGTCGC -GCGTCGG -GCGTCGT -GCGTCTA -GCGTCTC -GCGTCTG -GCGTCTT -GCGTGAA -GCGTGAC -GCGTGAG -GCGTGAT -GCGTGCA -GCGTGCC -GCGTGCG -GCGTGCT -GCGTGGA -GCGTGGC -GCGTGGG -GCGTGGT -GCGTGTA -GCGTGTC -GCGTGTG -GCGTGTT -GCGTTAA -GCGTTAC -GCGTTAG -GCGTTAT -GCGTTCA -GCGTTCC -GCGTTCG -GCGTTCT -GCGTTGA -GCGTTGC -GCGTTGG -GCGTTGT -GCGTTTA -GCGTTTC -GCGTTTG -GCGTTTT -GCTAAAA -GCTAAAC -GCTAAAG -GCTAAAT -GCTAACA -GCTAACC -GCTAACG -GCTAACT -GCTAAGA -GCTAAGC -GCTAAGG -GCTAAGT -GCTAATA -GCTAATC -GCTAATG -GCTAATT -GCTACAA -GCTACAC -GCTACAG -GCTACAT -GCTACCA -GCTACCC -GCTACCG -GCTACCT -GCTACGA -GCTACGC -GCTACGG -GCTACGT -GCTACTA -GCTACTC -GCTACTG -GCTACTT -GCTAGAA -GCTAGAC -GCTAGAG -GCTAGAT -GCTAGCA -GCTAGCC -GCTAGCG -GCTAGCT -GCTAGGA -GCTAGGC -GCTAGGG -GCTAGGT -GCTAGTA -GCTAGTC -GCTAGTG -GCTAGTT -GCTATAA -GCTATAC -GCTATAG -GCTATAT -GCTATCA -GCTATCC -GCTATCG -GCTATCT -GCTATGA -GCTATGC -GCTATGG -GCTATGT -GCTATTA -GCTATTC -GCTATTG -GCTATTT -GCTCAAA -GCTCAAC -GCTCAAG -GCTCAAT -GCTCACA -GCTCACC -GCTCACG -GCTCACT -GCTCAGA -GCTCAGC -GCTCAGG -GCTCAGT -GCTCATA -GCTCATC -GCTCATG -GCTCATT -GCTCCAA -GCTCCAC -GCTCCAG -GCTCCAT -GCTCCCA -GCTCCCC -GCTCCCG -GCTCCCT -GCTCCGA -GCTCCGC -GCTCCGG -GCTCCGT -GCTCCTA -GCTCCTC -GCTCCTG -GCTCCTT -GCTCGAA -GCTCGAC -GCTCGAG -GCTCGAT -GCTCGCA -GCTCGCC -GCTCGCG -GCTCGCT -GCTCGGA -GCTCGGC -GCTCGGG -GCTCGGT -GCTCGTA -GCTCGTC -GCTCGTG -GCTCGTT -GCTCTAA -GCTCTAC -GCTCTAG -GCTCTAT -GCTCTCA -GCTCTCC -GCTCTCG -GCTCTCT -GCTCTGA -GCTCTGC -GCTCTGG -GCTCTGT -GCTCTTA -GCTCTTC -GCTCTTG -GCTCTTT -GCTGAAA -GCTGAAC -GCTGAAG -GCTGAAT -GCTGACA -GCTGACC -GCTGACG -GCTGACT -GCTGAGA -GCTGAGC -GCTGAGG -GCTGAGT -GCTGATA -GCTGATC -GCTGATG -GCTGATT -GCTGCAA -GCTGCAC -GCTGCAG -GCTGCAT -GCTGCCA -GCTGCCC -GCTGCCG -GCTGCCT -GCTGCGA -GCTGCGC -GCTGCGG -GCTGCGT -GCTGCTA -GCTGCTC -GCTGCTG -GCTGCTT -GCTGGAA -GCTGGAC -GCTGGAG -GCTGGAT -GCTGGCA -GCTGGCC -GCTGGCG -GCTGGCT -GCTGGGA -GCTGGGC -GCTGGGG -GCTGGGT -GCTGGTA -GCTGGTC -GCTGGTG -GCTGGTT -GCTGTAA -GCTGTAC -GCTGTAG -GCTGTAT -GCTGTCA -GCTGTCC -GCTGTCG -GCTGTCT -GCTGTGA -GCTGTGC -GCTGTGG -GCTGTGT -GCTGTTA -GCTGTTC -GCTGTTG -GCTGTTT -GCTTAAA -GCTTAAC -GCTTAAG -GCTTAAT -GCTTACA -GCTTACC -GCTTACG -GCTTACT -GCTTAGA -GCTTAGC -GCTTAGG -GCTTAGT -GCTTATA -GCTTATC -GCTTATG -GCTTATT -GCTTCAA -GCTTCAC -GCTTCAG -GCTTCAT -GCTTCCA -GCTTCCC -GCTTCCG -GCTTCCT -GCTTCGA -GCTTCGC -GCTTCGG -GCTTCGT -GCTTCTA -GCTTCTC -GCTTCTG -GCTTCTT -GCTTGAA -GCTTGAC -GCTTGAG -GCTTGAT -GCTTGCA -GCTTGCC -GCTTGCG -GCTTGCT -GCTTGGA -GCTTGGC -GCTTGGG -GCTTGGT -GCTTGTA -GCTTGTC -GCTTGTG -GCTTGTT -GCTTTAA -GCTTTAC -GCTTTAG -GCTTTAT -GCTTTCA -GCTTTCC -GCTTTCG -GCTTTCT -GCTTTGA -GCTTTGC -GCTTTGG -GCTTTGT -GCTTTTA -GCTTTTC -GCTTTTG -GCTTTTT -GGAAAAA -GGAAAAC -GGAAAAG -GGAAAAT -GGAAACA -GGAAACC -GGAAACG -GGAAACT -GGAAAGA -GGAAAGC -GGAAAGG -GGAAAGT -GGAAATA -GGAAATC -GGAAATG -GGAAATT -GGAACAA -GGAACAC -GGAACAG -GGAACAT -GGAACCA -GGAACCC -GGAACCG -GGAACCT -GGAACGA -GGAACGC -GGAACGG -GGAACGT -GGAACTA -GGAACTC -GGAACTG -GGAACTT -GGAAGAA -GGAAGAC -GGAAGAG -GGAAGAT -GGAAGCA -GGAAGCC -GGAAGCG -GGAAGCT -GGAAGGA -GGAAGGC -GGAAGGG -GGAAGGT -GGAAGTA -GGAAGTC -GGAAGTG -GGAAGTT -GGAATAA -GGAATAC -GGAATAG -GGAATAT -GGAATCA -GGAATCC -GGAATCG -GGAATCT -GGAATGA -GGAATGC -GGAATGG -GGAATGT -GGAATTA -GGAATTC -GGAATTG -GGAATTT -GGACAAA -GGACAAC -GGACAAG -GGACAAT -GGACACA -GGACACC -GGACACG -GGACACT -GGACAGA -GGACAGC -GGACAGG -GGACAGT -GGACATA -GGACATC -GGACATG -GGACATT -GGACCAA -GGACCAC -GGACCAG -GGACCAT -GGACCCA -GGACCCC -GGACCCG -GGACCCT -GGACCGA -GGACCGC -GGACCGG -GGACCGT -GGACCTA -GGACCTC -GGACCTG -GGACCTT -GGACGAA -GGACGAC -GGACGAG -GGACGAT -GGACGCA -GGACGCC -GGACGCG -GGACGCT -GGACGGA -GGACGGC -GGACGGG -GGACGGT -GGACGTA -GGACGTC -GGACGTG -GGACGTT -GGACTAA -GGACTAC -GGACTAG -GGACTAT -GGACTCA -GGACTCC -GGACTCG -GGACTCT -GGACTGA -GGACTGC -GGACTGG -GGACTGT -GGACTTA -GGACTTC -GGACTTG -GGACTTT -GGAGAAA -GGAGAAC -GGAGAAG -GGAGAAT -GGAGACA -GGAGACC -GGAGACG -GGAGACT -GGAGAGA -GGAGAGC -GGAGAGG -GGAGAGT -GGAGATA -GGAGATC -GGAGATG -GGAGATT -GGAGCAA -GGAGCAC -GGAGCAG -GGAGCAT -GGAGCCA -GGAGCCC -GGAGCCG -GGAGCCT -GGAGCGA -GGAGCGC -GGAGCGG -GGAGCGT -GGAGCTA -GGAGCTC -GGAGCTG -GGAGCTT -GGAGGAA -GGAGGAC -GGAGGAG -GGAGGAT -GGAGGCA -GGAGGCC -GGAGGCG -GGAGGCT -GGAGGGA -GGAGGGC -GGAGGGG -GGAGGGT -GGAGGTA -GGAGGTC -GGAGGTG -GGAGGTT -GGAGTAA -GGAGTAC -GGAGTAG -GGAGTAT -GGAGTCA -GGAGTCC -GGAGTCG -GGAGTCT -GGAGTGA -GGAGTGC -GGAGTGG -GGAGTGT -GGAGTTA -GGAGTTC -GGAGTTG -GGAGTTT -GGATAAA -GGATAAC -GGATAAG -GGATAAT -GGATACA -GGATACC -GGATACG -GGATACT -GGATAGA -GGATAGC -GGATAGG -GGATAGT -GGATATA -GGATATC -GGATATG -GGATATT -GGATCAA -GGATCAC -GGATCAG -GGATCAT -GGATCCA -GGATCCC -GGATCCG -GGATCCT -GGATCGA -GGATCGC -GGATCGG -GGATCGT -GGATCTA -GGATCTC -GGATCTG -GGATCTT -GGATGAA -GGATGAC -GGATGAG -GGATGAT -GGATGCA -GGATGCC -GGATGCG -GGATGCT -GGATGGA -GGATGGC -GGATGGG -GGATGGT -GGATGTA -GGATGTC -GGATGTG -GGATGTT -GGATTAA -GGATTAC -GGATTAG -GGATTAT -GGATTCA -GGATTCC -GGATTCG -GGATTCT -GGATTGA -GGATTGC -GGATTGG -GGATTGT -GGATTTA -GGATTTC -GGATTTG -GGATTTT -GGCAAAA -GGCAAAC -GGCAAAG -GGCAAAT -GGCAACA -GGCAACC -GGCAACG -GGCAACT -GGCAAGA -GGCAAGC -GGCAAGG -GGCAAGT -GGCAATA -GGCAATC -GGCAATG -GGCAATT -GGCACAA -GGCACAC -GGCACAG -GGCACAT -GGCACCA -GGCACCC -GGCACCG -GGCACCT -GGCACGA -GGCACGC -GGCACGG -GGCACGT -GGCACTA -GGCACTC -GGCACTG -GGCACTT -GGCAGAA -GGCAGAC -GGCAGAG -GGCAGAT -GGCAGCA -GGCAGCC -GGCAGCG -GGCAGCT -GGCAGGA -GGCAGGC -GGCAGGG -GGCAGGT -GGCAGTA -GGCAGTC -GGCAGTG -GGCAGTT -GGCATAA -GGCATAC -GGCATAG -GGCATAT -GGCATCA -GGCATCC -GGCATCG -GGCATCT -GGCATGA -GGCATGC -GGCATGG -GGCATGT -GGCATTA -GGCATTC -GGCATTG -GGCATTT -GGCCAAA -GGCCAAC -GGCCAAG -GGCCAAT -GGCCACA -GGCCACC -GGCCACG -GGCCACT -GGCCAGA -GGCCAGC -GGCCAGG -GGCCAGT -GGCCATA -GGCCATC -GGCCATG -GGCCATT -GGCCCAA -GGCCCAC -GGCCCAG -GGCCCAT -GGCCCCA -GGCCCCC -GGCCCCG -GGCCCCT -GGCCCGA -GGCCCGC -GGCCCGG -GGCCCGT -GGCCCTA -GGCCCTC -GGCCCTG -GGCCCTT -GGCCGAA -GGCCGAC -GGCCGAG -GGCCGAT -GGCCGCA -GGCCGCC -GGCCGCG -GGCCGCT -GGCCGGA -GGCCGGC -GGCCGGG -GGCCGGT -GGCCGTA -GGCCGTC -GGCCGTG -GGCCGTT -GGCCTAA -GGCCTAC -GGCCTAG -GGCCTAT -GGCCTCA -GGCCTCC -GGCCTCG -GGCCTCT -GGCCTGA -GGCCTGC -GGCCTGG -GGCCTGT -GGCCTTA -GGCCTTC -GGCCTTG -GGCCTTT -GGCGAAA -GGCGAAC -GGCGAAG -GGCGAAT -GGCGACA -GGCGACC -GGCGACG -GGCGACT -GGCGAGA -GGCGAGC -GGCGAGG -GGCGAGT -GGCGATA -GGCGATC -GGCGATG -GGCGATT -GGCGCAA -GGCGCAC -GGCGCAG -GGCGCAT -GGCGCCA -GGCGCCC -GGCGCCG -GGCGCCT -GGCGCGA -GGCGCGC -GGCGCGG -GGCGCGT -GGCGCTA -GGCGCTC -GGCGCTG -GGCGCTT -GGCGGAA -GGCGGAC -GGCGGAG -GGCGGAT -GGCGGCA -GGCGGCC -GGCGGCG -GGCGGCT -GGCGGGA -GGCGGGC -GGCGGGG -GGCGGGT -GGCGGTA -GGCGGTC -GGCGGTG -GGCGGTT -GGCGTAA -GGCGTAC -GGCGTAG -GGCGTAT -GGCGTCA -GGCGTCC -GGCGTCG -GGCGTCT -GGCGTGA -GGCGTGC -GGCGTGG -GGCGTGT -GGCGTTA -GGCGTTC -GGCGTTG -GGCGTTT -GGCTAAA -GGCTAAC -GGCTAAG -GGCTAAT -GGCTACA -GGCTACC -GGCTACG -GGCTACT -GGCTAGA -GGCTAGC -GGCTAGG -GGCTAGT -GGCTATA -GGCTATC -GGCTATG -GGCTATT -GGCTCAA -GGCTCAC -GGCTCAG -GGCTCAT -GGCTCCA -GGCTCCC -GGCTCCG -GGCTCCT -GGCTCGA -GGCTCGC -GGCTCGG -GGCTCGT -GGCTCTA -GGCTCTC -GGCTCTG -GGCTCTT -GGCTGAA -GGCTGAC -GGCTGAG -GGCTGAT -GGCTGCA -GGCTGCC -GGCTGCG -GGCTGCT -GGCTGGA -GGCTGGC -GGCTGGG -GGCTGGT -GGCTGTA -GGCTGTC -GGCTGTG -GGCTGTT -GGCTTAA -GGCTTAC -GGCTTAG -GGCTTAT -GGCTTCA -GGCTTCC -GGCTTCG -GGCTTCT -GGCTTGA -GGCTTGC -GGCTTGG -GGCTTGT -GGCTTTA -GGCTTTC -GGCTTTG -GGCTTTT -GGGAAAA -GGGAAAC -GGGAAAG -GGGAAAT -GGGAACA -GGGAACC -GGGAACG -GGGAACT -GGGAAGA -GGGAAGC -GGGAAGG -GGGAAGT -GGGAATA -GGGAATC -GGGAATG -GGGAATT -GGGACAA -GGGACAC -GGGACAG -GGGACAT -GGGACCA -GGGACCC -GGGACCG -GGGACCT -GGGACGA -GGGACGC -GGGACGG -GGGACGT -GGGACTA -GGGACTC -GGGACTG -GGGACTT -GGGAGAA -GGGAGAC -GGGAGAG -GGGAGAT -GGGAGCA -GGGAGCC -GGGAGCG -GGGAGCT -GGGAGGA -GGGAGGC -GGGAGGG -GGGAGGT -GGGAGTA -GGGAGTC -GGGAGTG -GGGAGTT -GGGATAA -GGGATAC -GGGATAG -GGGATAT -GGGATCA -GGGATCC -GGGATCG -GGGATCT -GGGATGA -GGGATGC -GGGATGG -GGGATGT -GGGATTA -GGGATTC -GGGATTG -GGGATTT -GGGCAAA -GGGCAAC -GGGCAAG -GGGCAAT -GGGCACA -GGGCACC -GGGCACG -GGGCACT -GGGCAGA -GGGCAGC -GGGCAGG -GGGCAGT -GGGCATA -GGGCATC -GGGCATG -GGGCATT -GGGCCAA -GGGCCAC -GGGCCAG -GGGCCAT -GGGCCCA -GGGCCCC -GGGCCCG -GGGCCCT -GGGCCGA -GGGCCGC -GGGCCGG -GGGCCGT -GGGCCTA -GGGCCTC -GGGCCTG -GGGCCTT -GGGCGAA -GGGCGAC -GGGCGAG -GGGCGAT -GGGCGCA -GGGCGCC -GGGCGCG -GGGCGCT -GGGCGGA -GGGCGGC -GGGCGGG -GGGCGGT -GGGCGTA -GGGCGTC -GGGCGTG -GGGCGTT -GGGCTAA -GGGCTAC -GGGCTAG -GGGCTAT -GGGCTCA -GGGCTCC -GGGCTCG -GGGCTCT -GGGCTGA -GGGCTGC -GGGCTGG -GGGCTGT -GGGCTTA -GGGCTTC -GGGCTTG -GGGCTTT -GGGGAAA -GGGGAAC -GGGGAAG -GGGGAAT -GGGGACA -GGGGACC -GGGGACG -GGGGACT -GGGGAGA -GGGGAGC -GGGGAGG -GGGGAGT -GGGGATA -GGGGATC -GGGGATG -GGGGATT -GGGGCAA -GGGGCAC -GGGGCAG -GGGGCAT -GGGGCCA -GGGGCCC -GGGGCCG -GGGGCCT -GGGGCGA -GGGGCGC -GGGGCGG -GGGGCGT -GGGGCTA -GGGGCTC -GGGGCTG -GGGGCTT -GGGGGAA -GGGGGAC -GGGGGAG -GGGGGAT -GGGGGCA -GGGGGCC -GGGGGCG -GGGGGCT -GGGGGGA -GGGGGGC -GGGGGGG -GGGGGGT -GGGGGTA -GGGGGTC -GGGGGTG -GGGGGTT -GGGGTAA -GGGGTAC -GGGGTAG -GGGGTAT -GGGGTCA -GGGGTCC -GGGGTCG -GGGGTCT -GGGGTGA -GGGGTGC -GGGGTGG -GGGGTGT -GGGGTTA -GGGGTTC -GGGGTTG -GGGGTTT -GGGTAAA -GGGTAAC -GGGTAAG -GGGTAAT -GGGTACA -GGGTACC -GGGTACG -GGGTACT -GGGTAGA -GGGTAGC -GGGTAGG -GGGTAGT -GGGTATA -GGGTATC -GGGTATG -GGGTATT -GGGTCAA -GGGTCAC -GGGTCAG -GGGTCAT -GGGTCCA -GGGTCCC -GGGTCCG -GGGTCCT -GGGTCGA -GGGTCGC -GGGTCGG -GGGTCGT -GGGTCTA -GGGTCTC -GGGTCTG -GGGTCTT -GGGTGAA -GGGTGAC -GGGTGAG -GGGTGAT -GGGTGCA -GGGTGCC -GGGTGCG -GGGTGCT -GGGTGGA -GGGTGGC -GGGTGGG -GGGTGGT -GGGTGTA -GGGTGTC -GGGTGTG -GGGTGTT -GGGTTAA -GGGTTAC -GGGTTAG -GGGTTAT -GGGTTCA -GGGTTCC -GGGTTCG -GGGTTCT -GGGTTGA -GGGTTGC -GGGTTGG -GGGTTGT -GGGTTTA -GGGTTTC -GGGTTTG -GGGTTTT -GGTAAAA -GGTAAAC -GGTAAAG -GGTAAAT -GGTAACA -GGTAACC -GGTAACG -GGTAACT -GGTAAGA -GGTAAGC -GGTAAGG -GGTAAGT -GGTAATA -GGTAATC -GGTAATG -GGTAATT -GGTACAA -GGTACAC -GGTACAG -GGTACAT -GGTACCA -GGTACCC -GGTACCG -GGTACCT -GGTACGA -GGTACGC -GGTACGG -GGTACGT -GGTACTA -GGTACTC -GGTACTG -GGTACTT -GGTAGAA -GGTAGAC -GGTAGAG -GGTAGAT -GGTAGCA -GGTAGCC -GGTAGCG -GGTAGCT -GGTAGGA -GGTAGGC -GGTAGGG -GGTAGGT -GGTAGTA -GGTAGTC -GGTAGTG -GGTAGTT -GGTATAA -GGTATAC -GGTATAG -GGTATAT -GGTATCA -GGTATCC -GGTATCG -GGTATCT -GGTATGA -GGTATGC -GGTATGG -GGTATGT -GGTATTA -GGTATTC -GGTATTG -GGTATTT -GGTCAAA -GGTCAAC -GGTCAAG -GGTCAAT -GGTCACA -GGTCACC -GGTCACG -GGTCACT -GGTCAGA -GGTCAGC -GGTCAGG -GGTCAGT -GGTCATA -GGTCATC -GGTCATG -GGTCATT -GGTCCAA -GGTCCAC -GGTCCAG -GGTCCAT -GGTCCCA -GGTCCCC -GGTCCCG -GGTCCCT -GGTCCGA -GGTCCGC -GGTCCGG -GGTCCGT -GGTCCTA -GGTCCTC -GGTCCTG -GGTCCTT -GGTCGAA -GGTCGAC -GGTCGAG -GGTCGAT -GGTCGCA -GGTCGCC -GGTCGCG -GGTCGCT -GGTCGGA -GGTCGGC -GGTCGGG -GGTCGGT -GGTCGTA -GGTCGTC -GGTCGTG -GGTCGTT -GGTCTAA -GGTCTAC -GGTCTAG -GGTCTAT -GGTCTCA -GGTCTCC -GGTCTCG -GGTCTCT -GGTCTGA -GGTCTGC -GGTCTGG -GGTCTGT -GGTCTTA -GGTCTTC -GGTCTTG -GGTCTTT -GGTGAAA -GGTGAAC -GGTGAAG -GGTGAAT -GGTGACA -GGTGACC -GGTGACG -GGTGACT -GGTGAGA -GGTGAGC -GGTGAGG -GGTGAGT -GGTGATA -GGTGATC -GGTGATG -GGTGATT -GGTGCAA -GGTGCAC -GGTGCAG -GGTGCAT -GGTGCCA -GGTGCCC -GGTGCCG -GGTGCCT -GGTGCGA -GGTGCGC -GGTGCGG -GGTGCGT -GGTGCTA -GGTGCTC -GGTGCTG -GGTGCTT -GGTGGAA -GGTGGAC -GGTGGAG -GGTGGAT -GGTGGCA -GGTGGCC -GGTGGCG -GGTGGCT -GGTGGGA -GGTGGGC -GGTGGGG -GGTGGGT -GGTGGTA -GGTGGTC -GGTGGTG -GGTGGTT -GGTGTAA -GGTGTAC -GGTGTAG -GGTGTAT -GGTGTCA -GGTGTCC -GGTGTCG -GGTGTCT -GGTGTGA -GGTGTGC -GGTGTGG -GGTGTGT -GGTGTTA -GGTGTTC -GGTGTTG -GGTGTTT -GGTTAAA -GGTTAAC -GGTTAAG -GGTTAAT -GGTTACA -GGTTACC -GGTTACG -GGTTACT -GGTTAGA -GGTTAGC -GGTTAGG -GGTTAGT -GGTTATA -GGTTATC -GGTTATG -GGTTATT -GGTTCAA -GGTTCAC -GGTTCAG -GGTTCAT -GGTTCCA -GGTTCCC -GGTTCCG -GGTTCCT -GGTTCGA -GGTTCGC -GGTTCGG -GGTTCGT -GGTTCTA -GGTTCTC -GGTTCTG -GGTTCTT -GGTTGAA -GGTTGAC -GGTTGAG -GGTTGAT -GGTTGCA -GGTTGCC -GGTTGCG -GGTTGCT -GGTTGGA -GGTTGGC -GGTTGGG -GGTTGGT -GGTTGTA -GGTTGTC -GGTTGTG -GGTTGTT -GGTTTAA -GGTTTAC -GGTTTAG -GGTTTAT -GGTTTCA -GGTTTCC -GGTTTCG -GGTTTCT -GGTTTGA -GGTTTGC -GGTTTGG -GGTTTGT -GGTTTTA -GGTTTTC -GGTTTTG -GGTTTTT -GTAAAAA -GTAAAAC -GTAAAAG -GTAAAAT -GTAAACA -GTAAACC -GTAAACG -GTAAACT -GTAAAGA -GTAAAGC -GTAAAGG -GTAAAGT -GTAAATA -GTAAATC -GTAAATG -GTAAATT -GTAACAA -GTAACAC -GTAACAG -GTAACAT -GTAACCA -GTAACCC -GTAACCG -GTAACCT -GTAACGA -GTAACGC -GTAACGG -GTAACGT -GTAACTA -GTAACTC -GTAACTG -GTAACTT -GTAAGAA -GTAAGAC -GTAAGAG -GTAAGAT -GTAAGCA -GTAAGCC -GTAAGCG -GTAAGCT -GTAAGGA -GTAAGGC -GTAAGGG -GTAAGGT -GTAAGTA -GTAAGTC -GTAAGTG -GTAAGTT -GTAATAA -GTAATAC -GTAATAG -GTAATAT -GTAATCA -GTAATCC -GTAATCG -GTAATCT -GTAATGA -GTAATGC -GTAATGG -GTAATGT -GTAATTA -GTAATTC -GTAATTG -GTAATTT -GTACAAA -GTACAAC -GTACAAG -GTACAAT -GTACACA -GTACACC -GTACACG -GTACACT -GTACAGA -GTACAGC -GTACAGG -GTACAGT -GTACATA -GTACATC -GTACATG -GTACATT -GTACCAA -GTACCAC -GTACCAG -GTACCAT -GTACCCA -GTACCCC -GTACCCG -GTACCCT -GTACCGA -GTACCGC -GTACCGG -GTACCGT -GTACCTA -GTACCTC -GTACCTG -GTACCTT -GTACGAA -GTACGAC -GTACGAG -GTACGAT -GTACGCA -GTACGCC -GTACGCG -GTACGCT -GTACGGA -GTACGGC -GTACGGG -GTACGGT -GTACGTA -GTACGTC -GTACGTG -GTACGTT -GTACTAA -GTACTAC -GTACTAG -GTACTAT -GTACTCA -GTACTCC -GTACTCG -GTACTCT -GTACTGA -GTACTGC -GTACTGG -GTACTGT -GTACTTA -GTACTTC -GTACTTG -GTACTTT -GTAGAAA -GTAGAAC -GTAGAAG -GTAGAAT -GTAGACA -GTAGACC -GTAGACG -GTAGACT -GTAGAGA -GTAGAGC -GTAGAGG -GTAGAGT -GTAGATA -GTAGATC -GTAGATG -GTAGATT -GTAGCAA -GTAGCAC -GTAGCAG -GTAGCAT -GTAGCCA -GTAGCCC -GTAGCCG -GTAGCCT -GTAGCGA -GTAGCGC -GTAGCGG -GTAGCGT -GTAGCTA -GTAGCTC -GTAGCTG -GTAGCTT -GTAGGAA -GTAGGAC -GTAGGAG -GTAGGAT -GTAGGCA -GTAGGCC -GTAGGCG -GTAGGCT -GTAGGGA -GTAGGGC -GTAGGGG -GTAGGGT -GTAGGTA -GTAGGTC -GTAGGTG -GTAGGTT -GTAGTAA -GTAGTAC -GTAGTAG -GTAGTAT -GTAGTCA -GTAGTCC -GTAGTCG -GTAGTCT -GTAGTGA -GTAGTGC -GTAGTGG -GTAGTGT -GTAGTTA -GTAGTTC -GTAGTTG -GTAGTTT -GTATAAA -GTATAAC -GTATAAG -GTATAAT -GTATACA -GTATACC -GTATACG -GTATACT -GTATAGA -GTATAGC -GTATAGG -GTATAGT -GTATATA -GTATATC -GTATATG -GTATATT -GTATCAA -GTATCAC -GTATCAG -GTATCAT -GTATCCA -GTATCCC -GTATCCG -GTATCCT -GTATCGA -GTATCGC -GTATCGG -GTATCGT -GTATCTA -GTATCTC -GTATCTG -GTATCTT -GTATGAA -GTATGAC -GTATGAG -GTATGAT -GTATGCA -GTATGCC -GTATGCG -GTATGCT -GTATGGA -GTATGGC -GTATGGG -GTATGGT -GTATGTA -GTATGTC -GTATGTG -GTATGTT -GTATTAA -GTATTAC -GTATTAG -GTATTAT -GTATTCA -GTATTCC -GTATTCG -GTATTCT -GTATTGA -GTATTGC -GTATTGG -GTATTGT -GTATTTA -GTATTTC -GTATTTG -GTATTTT -GTCAAAA -GTCAAAC -GTCAAAG -GTCAAAT -GTCAACA -GTCAACC -GTCAACG -GTCAACT -GTCAAGA -GTCAAGC -GTCAAGG -GTCAAGT -GTCAATA -GTCAATC -GTCAATG -GTCAATT -GTCACAA -GTCACAC -GTCACAG -GTCACAT -GTCACCA -GTCACCC -GTCACCG -GTCACCT -GTCACGA -GTCACGC -GTCACGG -GTCACGT -GTCACTA -GTCACTC -GTCACTG -GTCACTT -GTCAGAA -GTCAGAC -GTCAGAG -GTCAGAT -GTCAGCA -GTCAGCC -GTCAGCG -GTCAGCT -GTCAGGA -GTCAGGC -GTCAGGG -GTCAGGT -GTCAGTA -GTCAGTC -GTCAGTG -GTCAGTT -GTCATAA -GTCATAC -GTCATAG -GTCATAT -GTCATCA -GTCATCC -GTCATCG -GTCATCT -GTCATGA -GTCATGC -GTCATGG -GTCATGT -GTCATTA -GTCATTC -GTCATTG -GTCATTT -GTCCAAA -GTCCAAC -GTCCAAG -GTCCAAT -GTCCACA -GTCCACC -GTCCACG -GTCCACT -GTCCAGA -GTCCAGC -GTCCAGG -GTCCAGT -GTCCATA -GTCCATC -GTCCATG -GTCCATT -GTCCCAA -GTCCCAC -GTCCCAG -GTCCCAT -GTCCCCA -GTCCCCC -GTCCCCG -GTCCCCT -GTCCCGA -GTCCCGC -GTCCCGG -GTCCCGT -GTCCCTA -GTCCCTC -GTCCCTG -GTCCCTT -GTCCGAA -GTCCGAC -GTCCGAG -GTCCGAT -GTCCGCA -GTCCGCC -GTCCGCG -GTCCGCT -GTCCGGA -GTCCGGC -GTCCGGG -GTCCGGT -GTCCGTA -GTCCGTC -GTCCGTG -GTCCGTT -GTCCTAA -GTCCTAC -GTCCTAG -GTCCTAT -GTCCTCA -GTCCTCC -GTCCTCG -GTCCTCT -GTCCTGA -GTCCTGC -GTCCTGG -GTCCTGT -GTCCTTA -GTCCTTC -GTCCTTG -GTCCTTT -GTCGAAA -GTCGAAC -GTCGAAG -GTCGAAT -GTCGACA -GTCGACC -GTCGACG -GTCGACT -GTCGAGA -GTCGAGC -GTCGAGG -GTCGAGT -GTCGATA -GTCGATC -GTCGATG -GTCGATT -GTCGCAA -GTCGCAC -GTCGCAG -GTCGCAT -GTCGCCA -GTCGCCC -GTCGCCG -GTCGCCT -GTCGCGA -GTCGCGC -GTCGCGG -GTCGCGT -GTCGCTA -GTCGCTC -GTCGCTG -GTCGCTT -GTCGGAA -GTCGGAC -GTCGGAG -GTCGGAT -GTCGGCA -GTCGGCC -GTCGGCG -GTCGGCT -GTCGGGA -GTCGGGC -GTCGGGG -GTCGGGT -GTCGGTA -GTCGGTC -GTCGGTG -GTCGGTT -GTCGTAA -GTCGTAC -GTCGTAG -GTCGTAT -GTCGTCA -GTCGTCC -GTCGTCG -GTCGTCT -GTCGTGA -GTCGTGC -GTCGTGG -GTCGTGT -GTCGTTA -GTCGTTC -GTCGTTG -GTCGTTT -GTCTAAA -GTCTAAC -GTCTAAG -GTCTAAT -GTCTACA -GTCTACC -GTCTACG -GTCTACT -GTCTAGA -GTCTAGC -GTCTAGG -GTCTAGT -GTCTATA -GTCTATC -GTCTATG -GTCTATT -GTCTCAA -GTCTCAC -GTCTCAG -GTCTCAT -GTCTCCA -GTCTCCC -GTCTCCG -GTCTCCT -GTCTCGA -GTCTCGC -GTCTCGG -GTCTCGT -GTCTCTA -GTCTCTC -GTCTCTG -GTCTCTT -GTCTGAA -GTCTGAC -GTCTGAG -GTCTGAT -GTCTGCA -GTCTGCC -GTCTGCG -GTCTGCT -GTCTGGA -GTCTGGC -GTCTGGG -GTCTGGT -GTCTGTA -GTCTGTC -GTCTGTG -GTCTGTT -GTCTTAA -GTCTTAC -GTCTTAG -GTCTTAT -GTCTTCA -GTCTTCC -GTCTTCG -GTCTTCT -GTCTTGA -GTCTTGC -GTCTTGG -GTCTTGT -GTCTTTA -GTCTTTC -GTCTTTG -GTCTTTT -GTGAAAA -GTGAAAC -GTGAAAG -GTGAAAT -GTGAACA -GTGAACC -GTGAACG -GTGAACT -GTGAAGA -GTGAAGC -GTGAAGG -GTGAAGT -GTGAATA -GTGAATC -GTGAATG -GTGAATT -GTGACAA -GTGACAC -GTGACAG -GTGACAT -GTGACCA -GTGACCC -GTGACCG -GTGACCT -GTGACGA -GTGACGC -GTGACGG -GTGACGT -GTGACTA -GTGACTC -GTGACTG -GTGACTT -GTGAGAA -GTGAGAC -GTGAGAG -GTGAGAT -GTGAGCA -GTGAGCC -GTGAGCG -GTGAGCT -GTGAGGA -GTGAGGC -GTGAGGG -GTGAGGT -GTGAGTA -GTGAGTC -GTGAGTG -GTGAGTT -GTGATAA -GTGATAC -GTGATAG -GTGATAT -GTGATCA -GTGATCC -GTGATCG -GTGATCT -GTGATGA -GTGATGC -GTGATGG -GTGATGT -GTGATTA -GTGATTC -GTGATTG -GTGATTT -GTGCAAA -GTGCAAC -GTGCAAG -GTGCAAT -GTGCACA -GTGCACC -GTGCACG -GTGCACT -GTGCAGA -GTGCAGC -GTGCAGG -GTGCAGT -GTGCATA -GTGCATC -GTGCATG -GTGCATT -GTGCCAA -GTGCCAC -GTGCCAG -GTGCCAT -GTGCCCA -GTGCCCC -GTGCCCG -GTGCCCT -GTGCCGA -GTGCCGC -GTGCCGG -GTGCCGT -GTGCCTA -GTGCCTC -GTGCCTG -GTGCCTT -GTGCGAA -GTGCGAC -GTGCGAG -GTGCGAT -GTGCGCA -GTGCGCC -GTGCGCG -GTGCGCT -GTGCGGA -GTGCGGC -GTGCGGG -GTGCGGT -GTGCGTA -GTGCGTC -GTGCGTG -GTGCGTT -GTGCTAA -GTGCTAC -GTGCTAG -GTGCTAT -GTGCTCA -GTGCTCC -GTGCTCG -GTGCTCT -GTGCTGA -GTGCTGC -GTGCTGG -GTGCTGT -GTGCTTA -GTGCTTC -GTGCTTG -GTGCTTT -GTGGAAA -GTGGAAC -GTGGAAG -GTGGAAT -GTGGACA -GTGGACC -GTGGACG -GTGGACT -GTGGAGA -GTGGAGC -GTGGAGG -GTGGAGT -GTGGATA -GTGGATC -GTGGATG -GTGGATT -GTGGCAA -GTGGCAC -GTGGCAG -GTGGCAT -GTGGCCA -GTGGCCC -GTGGCCG -GTGGCCT -GTGGCGA -GTGGCGC -GTGGCGG -GTGGCGT -GTGGCTA -GTGGCTC -GTGGCTG -GTGGCTT -GTGGGAA -GTGGGAC -GTGGGAG -GTGGGAT -GTGGGCA -GTGGGCC -GTGGGCG -GTGGGCT -GTGGGGA -GTGGGGC -GTGGGGG -GTGGGGT -GTGGGTA -GTGGGTC -GTGGGTG -GTGGGTT -GTGGTAA -GTGGTAC -GTGGTAG -GTGGTAT -GTGGTCA -GTGGTCC -GTGGTCG -GTGGTCT -GTGGTGA -GTGGTGC -GTGGTGG -GTGGTGT -GTGGTTA -GTGGTTC -GTGGTTG -GTGGTTT -GTGTAAA -GTGTAAC -GTGTAAG -GTGTAAT -GTGTACA -GTGTACC -GTGTACG -GTGTACT -GTGTAGA -GTGTAGC -GTGTAGG -GTGTAGT -GTGTATA -GTGTATC -GTGTATG -GTGTATT -GTGTCAA -GTGTCAC -GTGTCAG -GTGTCAT -GTGTCCA -GTGTCCC -GTGTCCG -GTGTCCT -GTGTCGA -GTGTCGC -GTGTCGG -GTGTCGT -GTGTCTA -GTGTCTC -GTGTCTG -GTGTCTT -GTGTGAA -GTGTGAC -GTGTGAG -GTGTGAT -GTGTGCA -GTGTGCC -GTGTGCG -GTGTGCT -GTGTGGA -GTGTGGC -GTGTGGG -GTGTGGT -GTGTGTA -GTGTGTC -GTGTGTG -GTGTGTT -GTGTTAA -GTGTTAC -GTGTTAG -GTGTTAT -GTGTTCA -GTGTTCC -GTGTTCG -GTGTTCT -GTGTTGA -GTGTTGC -GTGTTGG -GTGTTGT -GTGTTTA -GTGTTTC -GTGTTTG -GTGTTTT -GTTAAAA -GTTAAAC -GTTAAAG -GTTAAAT -GTTAACA -GTTAACC -GTTAACG -GTTAACT -GTTAAGA -GTTAAGC -GTTAAGG -GTTAAGT -GTTAATA -GTTAATC -GTTAATG -GTTAATT -GTTACAA -GTTACAC -GTTACAG -GTTACAT -GTTACCA -GTTACCC -GTTACCG -GTTACCT -GTTACGA -GTTACGC -GTTACGG -GTTACGT -GTTACTA -GTTACTC -GTTACTG -GTTACTT -GTTAGAA -GTTAGAC -GTTAGAG -GTTAGAT -GTTAGCA -GTTAGCC -GTTAGCG -GTTAGCT -GTTAGGA -GTTAGGC -GTTAGGG -GTTAGGT -GTTAGTA -GTTAGTC -GTTAGTG -GTTAGTT -GTTATAA -GTTATAC -GTTATAG -GTTATAT -GTTATCA -GTTATCC -GTTATCG -GTTATCT -GTTATGA -GTTATGC -GTTATGG -GTTATGT -GTTATTA -GTTATTC -GTTATTG -GTTATTT -GTTCAAA -GTTCAAC -GTTCAAG -GTTCAAT -GTTCACA -GTTCACC -GTTCACG -GTTCACT -GTTCAGA -GTTCAGC -GTTCAGG -GTTCAGT -GTTCATA -GTTCATC -GTTCATG -GTTCATT -GTTCCAA -GTTCCAC -GTTCCAG -GTTCCAT -GTTCCCA -GTTCCCC -GTTCCCG -GTTCCCT -GTTCCGA -GTTCCGC -GTTCCGG -GTTCCGT -GTTCCTA -GTTCCTC -GTTCCTG -GTTCCTT -GTTCGAA -GTTCGAC -GTTCGAG -GTTCGAT -GTTCGCA -GTTCGCC -GTTCGCG -GTTCGCT -GTTCGGA -GTTCGGC -GTTCGGG -GTTCGGT -GTTCGTA -GTTCGTC -GTTCGTG -GTTCGTT -GTTCTAA -GTTCTAC -GTTCTAG -GTTCTAT -GTTCTCA -GTTCTCC -GTTCTCG -GTTCTCT -GTTCTGA -GTTCTGC -GTTCTGG -GTTCTGT -GTTCTTA -GTTCTTC -GTTCTTG -GTTCTTT -GTTGAAA -GTTGAAC -GTTGAAG -GTTGAAT -GTTGACA -GTTGACC -GTTGACG -GTTGACT -GTTGAGA -GTTGAGC -GTTGAGG -GTTGAGT -GTTGATA -GTTGATC -GTTGATG -GTTGATT -GTTGCAA -GTTGCAC -GTTGCAG -GTTGCAT -GTTGCCA -GTTGCCC -GTTGCCG -GTTGCCT -GTTGCGA -GTTGCGC -GTTGCGG -GTTGCGT -GTTGCTA -GTTGCTC -GTTGCTG -GTTGCTT -GTTGGAA -GTTGGAC -GTTGGAG -GTTGGAT -GTTGGCA -GTTGGCC -GTTGGCG -GTTGGCT -GTTGGGA -GTTGGGC -GTTGGGG -GTTGGGT -GTTGGTA -GTTGGTC -GTTGGTG -GTTGGTT -GTTGTAA -GTTGTAC -GTTGTAG -GTTGTAT -GTTGTCA -GTTGTCC -GTTGTCG -GTTGTCT -GTTGTGA -GTTGTGC -GTTGTGG -GTTGTGT -GTTGTTA -GTTGTTC -GTTGTTG -GTTGTTT -GTTTAAA -GTTTAAC -GTTTAAG -GTTTAAT -GTTTACA -GTTTACC -GTTTACG -GTTTACT -GTTTAGA -GTTTAGC -GTTTAGG -GTTTAGT -GTTTATA -GTTTATC -GTTTATG -GTTTATT -GTTTCAA -GTTTCAC -GTTTCAG -GTTTCAT -GTTTCCA -GTTTCCC -GTTTCCG -GTTTCCT -GTTTCGA -GTTTCGC -GTTTCGG -GTTTCGT -GTTTCTA -GTTTCTC -GTTTCTG -GTTTCTT -GTTTGAA -GTTTGAC -GTTTGAG -GTTTGAT -GTTTGCA -GTTTGCC -GTTTGCG -GTTTGCT -GTTTGGA -GTTTGGC -GTTTGGG -GTTTGGT -GTTTGTA -GTTTGTC -GTTTGTG -GTTTGTT -GTTTTAA -GTTTTAC -GTTTTAG -GTTTTAT -GTTTTCA -GTTTTCC -GTTTTCG -GTTTTCT -GTTTTGA -GTTTTGC -GTTTTGG -GTTTTGT -GTTTTTA -GTTTTTC -GTTTTTG -GTTTTTT -TAAAAAA -TAAAAAC -TAAAAAG -TAAAAAT -TAAAACA -TAAAACC -TAAAACG -TAAAACT -TAAAAGA -TAAAAGC -TAAAAGG -TAAAAGT -TAAAATA -TAAAATC -TAAAATG -TAAAATT -TAAACAA -TAAACAC -TAAACAG -TAAACAT -TAAACCA -TAAACCC -TAAACCG -TAAACCT -TAAACGA -TAAACGC -TAAACGG -TAAACGT -TAAACTA -TAAACTC -TAAACTG -TAAACTT -TAAAGAA -TAAAGAC -TAAAGAG -TAAAGAT -TAAAGCA -TAAAGCC -TAAAGCG -TAAAGCT -TAAAGGA -TAAAGGC -TAAAGGG -TAAAGGT -TAAAGTA -TAAAGTC -TAAAGTG -TAAAGTT -TAAATAA -TAAATAC -TAAATAG -TAAATAT -TAAATCA -TAAATCC -TAAATCG -TAAATCT -TAAATGA -TAAATGC -TAAATGG -TAAATGT -TAAATTA -TAAATTC -TAAATTG -TAAATTT -TAACAAA -TAACAAC -TAACAAG -TAACAAT -TAACACA -TAACACC -TAACACG -TAACACT -TAACAGA -TAACAGC -TAACAGG -TAACAGT -TAACATA -TAACATC -TAACATG -TAACATT -TAACCAA -TAACCAC -TAACCAG -TAACCAT -TAACCCA -TAACCCC -TAACCCG -TAACCCT -TAACCGA -TAACCGC -TAACCGG -TAACCGT -TAACCTA -TAACCTC -TAACCTG -TAACCTT -TAACGAA -TAACGAC -TAACGAG -TAACGAT -TAACGCA -TAACGCC -TAACGCG -TAACGCT -TAACGGA -TAACGGC -TAACGGG -TAACGGT -TAACGTA -TAACGTC -TAACGTG -TAACGTT -TAACTAA -TAACTAC -TAACTAG -TAACTAT -TAACTCA -TAACTCC -TAACTCG -TAACTCT -TAACTGA -TAACTGC -TAACTGG -TAACTGT -TAACTTA -TAACTTC -TAACTTG -TAACTTT -TAAGAAA -TAAGAAC -TAAGAAG -TAAGAAT -TAAGACA -TAAGACC -TAAGACG -TAAGACT -TAAGAGA -TAAGAGC -TAAGAGG -TAAGAGT -TAAGATA -TAAGATC -TAAGATG -TAAGATT -TAAGCAA -TAAGCAC -TAAGCAG -TAAGCAT -TAAGCCA -TAAGCCC -TAAGCCG -TAAGCCT -TAAGCGA -TAAGCGC -TAAGCGG -TAAGCGT -TAAGCTA -TAAGCTC -TAAGCTG -TAAGCTT -TAAGGAA -TAAGGAC -TAAGGAG -TAAGGAT -TAAGGCA -TAAGGCC -TAAGGCG -TAAGGCT -TAAGGGA -TAAGGGC -TAAGGGG -TAAGGGT -TAAGGTA -TAAGGTC -TAAGGTG -TAAGGTT -TAAGTAA -TAAGTAC -TAAGTAG -TAAGTAT -TAAGTCA -TAAGTCC -TAAGTCG -TAAGTCT -TAAGTGA -TAAGTGC -TAAGTGG -TAAGTGT -TAAGTTA -TAAGTTC -TAAGTTG -TAAGTTT -TAATAAA -TAATAAC -TAATAAG -TAATAAT -TAATACA -TAATACC -TAATACG -TAATACT -TAATAGA -TAATAGC -TAATAGG -TAATAGT -TAATATA -TAATATC -TAATATG -TAATATT -TAATCAA -TAATCAC -TAATCAG -TAATCAT 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-TACGTAG -TACGTAT -TACGTCA -TACGTCC -TACGTCG -TACGTCT -TACGTGA -TACGTGC -TACGTGG -TACGTGT -TACGTTA -TACGTTC -TACGTTG -TACGTTT -TACTAAA -TACTAAC -TACTAAG -TACTAAT -TACTACA -TACTACC -TACTACG -TACTACT -TACTAGA -TACTAGC -TACTAGG -TACTAGT -TACTATA -TACTATC -TACTATG -TACTATT -TACTCAA -TACTCAC -TACTCAG -TACTCAT -TACTCCA -TACTCCC -TACTCCG -TACTCCT -TACTCGA -TACTCGC -TACTCGG -TACTCGT -TACTCTA -TACTCTC -TACTCTG -TACTCTT -TACTGAA -TACTGAC -TACTGAG -TACTGAT -TACTGCA -TACTGCC -TACTGCG -TACTGCT -TACTGGA -TACTGGC -TACTGGG -TACTGGT -TACTGTA -TACTGTC -TACTGTG -TACTGTT -TACTTAA -TACTTAC -TACTTAG -TACTTAT -TACTTCA -TACTTCC -TACTTCG -TACTTCT -TACTTGA -TACTTGC -TACTTGG -TACTTGT -TACTTTA -TACTTTC -TACTTTG -TACTTTT -TAGAAAA -TAGAAAC -TAGAAAG -TAGAAAT -TAGAACA -TAGAACC -TAGAACG -TAGAACT -TAGAAGA -TAGAAGC -TAGAAGG -TAGAAGT -TAGAATA -TAGAATC -TAGAATG -TAGAATT -TAGACAA -TAGACAC -TAGACAG -TAGACAT -TAGACCA -TAGACCC -TAGACCG -TAGACCT -TAGACGA -TAGACGC -TAGACGG -TAGACGT -TAGACTA -TAGACTC -TAGACTG -TAGACTT -TAGAGAA 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-TAGGCAA -TAGGCAC -TAGGCAG -TAGGCAT -TAGGCCA -TAGGCCC -TAGGCCG -TAGGCCT -TAGGCGA -TAGGCGC -TAGGCGG -TAGGCGT -TAGGCTA -TAGGCTC -TAGGCTG -TAGGCTT -TAGGGAA -TAGGGAC -TAGGGAG -TAGGGAT -TAGGGCA -TAGGGCC -TAGGGCG -TAGGGCT -TAGGGGA -TAGGGGC -TAGGGGG -TAGGGGT -TAGGGTA -TAGGGTC -TAGGGTG -TAGGGTT -TAGGTAA -TAGGTAC -TAGGTAG -TAGGTAT -TAGGTCA -TAGGTCC -TAGGTCG -TAGGTCT -TAGGTGA -TAGGTGC -TAGGTGG -TAGGTGT -TAGGTTA -TAGGTTC -TAGGTTG -TAGGTTT -TAGTAAA -TAGTAAC -TAGTAAG -TAGTAAT -TAGTACA -TAGTACC -TAGTACG -TAGTACT -TAGTAGA -TAGTAGC -TAGTAGG -TAGTAGT -TAGTATA -TAGTATC -TAGTATG -TAGTATT -TAGTCAA -TAGTCAC -TAGTCAG -TAGTCAT -TAGTCCA -TAGTCCC -TAGTCCG -TAGTCCT -TAGTCGA -TAGTCGC -TAGTCGG -TAGTCGT -TAGTCTA -TAGTCTC -TAGTCTG -TAGTCTT -TAGTGAA -TAGTGAC -TAGTGAG -TAGTGAT -TAGTGCA -TAGTGCC -TAGTGCG -TAGTGCT -TAGTGGA -TAGTGGC -TAGTGGG -TAGTGGT -TAGTGTA -TAGTGTC -TAGTGTG -TAGTGTT -TAGTTAA -TAGTTAC -TAGTTAG -TAGTTAT -TAGTTCA -TAGTTCC -TAGTTCG -TAGTTCT -TAGTTGA -TAGTTGC -TAGTTGG -TAGTTGT -TAGTTTA -TAGTTTC -TAGTTTG -TAGTTTT -TATAAAA -TATAAAC -TATAAAG -TATAAAT -TATAACA -TATAACC -TATAACG -TATAACT -TATAAGA -TATAAGC -TATAAGG -TATAAGT -TATAATA -TATAATC -TATAATG -TATAATT -TATACAA -TATACAC -TATACAG -TATACAT -TATACCA -TATACCC -TATACCG -TATACCT -TATACGA -TATACGC -TATACGG -TATACGT -TATACTA -TATACTC -TATACTG -TATACTT -TATAGAA -TATAGAC -TATAGAG -TATAGAT -TATAGCA -TATAGCC -TATAGCG -TATAGCT -TATAGGA -TATAGGC -TATAGGG -TATAGGT -TATAGTA -TATAGTC -TATAGTG -TATAGTT -TATATAA -TATATAC -TATATAG -TATATAT -TATATCA -TATATCC -TATATCG -TATATCT -TATATGA -TATATGC -TATATGG -TATATGT -TATATTA -TATATTC -TATATTG -TATATTT -TATCAAA -TATCAAC -TATCAAG -TATCAAT -TATCACA -TATCACC -TATCACG -TATCACT -TATCAGA -TATCAGC -TATCAGG -TATCAGT -TATCATA -TATCATC -TATCATG -TATCATT -TATCCAA -TATCCAC -TATCCAG -TATCCAT -TATCCCA -TATCCCC -TATCCCG -TATCCCT -TATCCGA -TATCCGC -TATCCGG -TATCCGT -TATCCTA -TATCCTC -TATCCTG -TATCCTT -TATCGAA -TATCGAC -TATCGAG -TATCGAT -TATCGCA -TATCGCC -TATCGCG -TATCGCT -TATCGGA -TATCGGC -TATCGGG -TATCGGT -TATCGTA -TATCGTC -TATCGTG -TATCGTT -TATCTAA -TATCTAC -TATCTAG -TATCTAT -TATCTCA -TATCTCC -TATCTCG -TATCTCT -TATCTGA -TATCTGC -TATCTGG -TATCTGT -TATCTTA -TATCTTC -TATCTTG -TATCTTT -TATGAAA -TATGAAC -TATGAAG -TATGAAT -TATGACA -TATGACC -TATGACG -TATGACT -TATGAGA -TATGAGC -TATGAGG -TATGAGT -TATGATA -TATGATC -TATGATG -TATGATT -TATGCAA -TATGCAC -TATGCAG -TATGCAT -TATGCCA -TATGCCC -TATGCCG -TATGCCT -TATGCGA -TATGCGC -TATGCGG -TATGCGT -TATGCTA -TATGCTC -TATGCTG -TATGCTT -TATGGAA -TATGGAC -TATGGAG -TATGGAT -TATGGCA -TATGGCC -TATGGCG -TATGGCT -TATGGGA -TATGGGC -TATGGGG -TATGGGT -TATGGTA -TATGGTC -TATGGTG -TATGGTT -TATGTAA -TATGTAC -TATGTAG -TATGTAT -TATGTCA -TATGTCC -TATGTCG -TATGTCT -TATGTGA -TATGTGC -TATGTGG -TATGTGT -TATGTTA -TATGTTC -TATGTTG -TATGTTT -TATTAAA -TATTAAC -TATTAAG -TATTAAT -TATTACA -TATTACC -TATTACG -TATTACT -TATTAGA -TATTAGC -TATTAGG -TATTAGT -TATTATA -TATTATC -TATTATG -TATTATT -TATTCAA -TATTCAC -TATTCAG -TATTCAT -TATTCCA -TATTCCC -TATTCCG -TATTCCT -TATTCGA -TATTCGC -TATTCGG -TATTCGT -TATTCTA -TATTCTC -TATTCTG -TATTCTT -TATTGAA -TATTGAC -TATTGAG -TATTGAT -TATTGCA -TATTGCC -TATTGCG -TATTGCT -TATTGGA -TATTGGC -TATTGGG -TATTGGT -TATTGTA -TATTGTC -TATTGTG -TATTGTT -TATTTAA -TATTTAC -TATTTAG -TATTTAT -TATTTCA -TATTTCC -TATTTCG -TATTTCT -TATTTGA -TATTTGC -TATTTGG -TATTTGT -TATTTTA -TATTTTC -TATTTTG -TATTTTT -TCAAAAA -TCAAAAC -TCAAAAG -TCAAAAT -TCAAACA -TCAAACC -TCAAACG -TCAAACT -TCAAAGA -TCAAAGC -TCAAAGG -TCAAAGT -TCAAATA -TCAAATC -TCAAATG -TCAAATT -TCAACAA -TCAACAC -TCAACAG -TCAACAT -TCAACCA -TCAACCC -TCAACCG -TCAACCT -TCAACGA -TCAACGC -TCAACGG -TCAACGT -TCAACTA -TCAACTC -TCAACTG -TCAACTT -TCAAGAA -TCAAGAC -TCAAGAG -TCAAGAT -TCAAGCA -TCAAGCC -TCAAGCG -TCAAGCT -TCAAGGA -TCAAGGC -TCAAGGG -TCAAGGT -TCAAGTA -TCAAGTC -TCAAGTG -TCAAGTT -TCAATAA -TCAATAC -TCAATAG -TCAATAT -TCAATCA -TCAATCC -TCAATCG -TCAATCT -TCAATGA -TCAATGC -TCAATGG -TCAATGT -TCAATTA -TCAATTC -TCAATTG -TCAATTT -TCACAAA -TCACAAC -TCACAAG -TCACAAT -TCACACA -TCACACC -TCACACG -TCACACT -TCACAGA -TCACAGC -TCACAGG -TCACAGT -TCACATA -TCACATC -TCACATG -TCACATT -TCACCAA -TCACCAC -TCACCAG -TCACCAT -TCACCCA -TCACCCC -TCACCCG -TCACCCT -TCACCGA -TCACCGC -TCACCGG -TCACCGT -TCACCTA -TCACCTC -TCACCTG -TCACCTT -TCACGAA -TCACGAC -TCACGAG -TCACGAT -TCACGCA -TCACGCC -TCACGCG -TCACGCT -TCACGGA -TCACGGC -TCACGGG -TCACGGT -TCACGTA -TCACGTC -TCACGTG -TCACGTT -TCACTAA -TCACTAC -TCACTAG -TCACTAT -TCACTCA -TCACTCC -TCACTCG -TCACTCT -TCACTGA -TCACTGC -TCACTGG -TCACTGT -TCACTTA -TCACTTC -TCACTTG -TCACTTT -TCAGAAA -TCAGAAC -TCAGAAG -TCAGAAT -TCAGACA -TCAGACC -TCAGACG -TCAGACT -TCAGAGA -TCAGAGC -TCAGAGG -TCAGAGT -TCAGATA -TCAGATC -TCAGATG -TCAGATT -TCAGCAA -TCAGCAC -TCAGCAG -TCAGCAT -TCAGCCA -TCAGCCC -TCAGCCG -TCAGCCT -TCAGCGA -TCAGCGC -TCAGCGG -TCAGCGT -TCAGCTA -TCAGCTC -TCAGCTG -TCAGCTT -TCAGGAA -TCAGGAC -TCAGGAG -TCAGGAT -TCAGGCA -TCAGGCC -TCAGGCG -TCAGGCT -TCAGGGA -TCAGGGC -TCAGGGG -TCAGGGT -TCAGGTA -TCAGGTC -TCAGGTG -TCAGGTT -TCAGTAA -TCAGTAC -TCAGTAG -TCAGTAT -TCAGTCA -TCAGTCC -TCAGTCG -TCAGTCT -TCAGTGA -TCAGTGC -TCAGTGG -TCAGTGT -TCAGTTA -TCAGTTC -TCAGTTG -TCAGTTT -TCATAAA -TCATAAC -TCATAAG -TCATAAT -TCATACA -TCATACC -TCATACG -TCATACT -TCATAGA -TCATAGC -TCATAGG -TCATAGT -TCATATA -TCATATC -TCATATG -TCATATT -TCATCAA -TCATCAC -TCATCAG -TCATCAT -TCATCCA -TCATCCC -TCATCCG -TCATCCT -TCATCGA -TCATCGC -TCATCGG -TCATCGT -TCATCTA -TCATCTC -TCATCTG -TCATCTT -TCATGAA -TCATGAC -TCATGAG -TCATGAT -TCATGCA -TCATGCC -TCATGCG -TCATGCT -TCATGGA -TCATGGC -TCATGGG -TCATGGT -TCATGTA -TCATGTC -TCATGTG -TCATGTT -TCATTAA -TCATTAC -TCATTAG -TCATTAT -TCATTCA -TCATTCC -TCATTCG -TCATTCT -TCATTGA -TCATTGC -TCATTGG -TCATTGT -TCATTTA -TCATTTC -TCATTTG -TCATTTT -TCCAAAA -TCCAAAC -TCCAAAG -TCCAAAT -TCCAACA -TCCAACC -TCCAACG -TCCAACT -TCCAAGA -TCCAAGC -TCCAAGG -TCCAAGT -TCCAATA -TCCAATC -TCCAATG -TCCAATT -TCCACAA -TCCACAC -TCCACAG -TCCACAT -TCCACCA -TCCACCC -TCCACCG -TCCACCT -TCCACGA -TCCACGC -TCCACGG -TCCACGT -TCCACTA -TCCACTC -TCCACTG -TCCACTT -TCCAGAA -TCCAGAC -TCCAGAG -TCCAGAT -TCCAGCA -TCCAGCC -TCCAGCG -TCCAGCT -TCCAGGA -TCCAGGC -TCCAGGG -TCCAGGT -TCCAGTA -TCCAGTC -TCCAGTG -TCCAGTT -TCCATAA -TCCATAC -TCCATAG -TCCATAT -TCCATCA -TCCATCC -TCCATCG -TCCATCT -TCCATGA -TCCATGC -TCCATGG -TCCATGT -TCCATTA -TCCATTC -TCCATTG -TCCATTT -TCCCAAA -TCCCAAC -TCCCAAG -TCCCAAT -TCCCACA -TCCCACC -TCCCACG -TCCCACT -TCCCAGA -TCCCAGC -TCCCAGG -TCCCAGT -TCCCATA -TCCCATC -TCCCATG -TCCCATT -TCCCCAA -TCCCCAC -TCCCCAG -TCCCCAT -TCCCCCA -TCCCCCC -TCCCCCG -TCCCCCT -TCCCCGA -TCCCCGC -TCCCCGG -TCCCCGT -TCCCCTA -TCCCCTC -TCCCCTG -TCCCCTT -TCCCGAA -TCCCGAC -TCCCGAG -TCCCGAT -TCCCGCA -TCCCGCC -TCCCGCG -TCCCGCT -TCCCGGA -TCCCGGC -TCCCGGG -TCCCGGT -TCCCGTA -TCCCGTC -TCCCGTG -TCCCGTT -TCCCTAA -TCCCTAC -TCCCTAG -TCCCTAT -TCCCTCA -TCCCTCC -TCCCTCG -TCCCTCT -TCCCTGA -TCCCTGC -TCCCTGG -TCCCTGT -TCCCTTA -TCCCTTC -TCCCTTG -TCCCTTT -TCCGAAA -TCCGAAC -TCCGAAG -TCCGAAT -TCCGACA -TCCGACC -TCCGACG -TCCGACT -TCCGAGA -TCCGAGC -TCCGAGG -TCCGAGT -TCCGATA -TCCGATC -TCCGATG -TCCGATT -TCCGCAA -TCCGCAC -TCCGCAG -TCCGCAT -TCCGCCA -TCCGCCC -TCCGCCG -TCCGCCT -TCCGCGA -TCCGCGC -TCCGCGG -TCCGCGT -TCCGCTA -TCCGCTC -TCCGCTG -TCCGCTT -TCCGGAA -TCCGGAC -TCCGGAG -TCCGGAT -TCCGGCA -TCCGGCC -TCCGGCG -TCCGGCT -TCCGGGA -TCCGGGC -TCCGGGG -TCCGGGT -TCCGGTA -TCCGGTC -TCCGGTG -TCCGGTT -TCCGTAA -TCCGTAC -TCCGTAG -TCCGTAT -TCCGTCA -TCCGTCC -TCCGTCG -TCCGTCT -TCCGTGA -TCCGTGC -TCCGTGG -TCCGTGT -TCCGTTA -TCCGTTC -TCCGTTG -TCCGTTT -TCCTAAA -TCCTAAC -TCCTAAG -TCCTAAT -TCCTACA -TCCTACC -TCCTACG -TCCTACT -TCCTAGA -TCCTAGC -TCCTAGG -TCCTAGT -TCCTATA -TCCTATC -TCCTATG -TCCTATT -TCCTCAA -TCCTCAC -TCCTCAG -TCCTCAT -TCCTCCA -TCCTCCC -TCCTCCG -TCCTCCT -TCCTCGA -TCCTCGC -TCCTCGG -TCCTCGT -TCCTCTA -TCCTCTC -TCCTCTG -TCCTCTT -TCCTGAA -TCCTGAC -TCCTGAG -TCCTGAT -TCCTGCA -TCCTGCC -TCCTGCG -TCCTGCT -TCCTGGA -TCCTGGC -TCCTGGG -TCCTGGT -TCCTGTA -TCCTGTC -TCCTGTG -TCCTGTT -TCCTTAA -TCCTTAC -TCCTTAG -TCCTTAT -TCCTTCA -TCCTTCC -TCCTTCG -TCCTTCT -TCCTTGA -TCCTTGC -TCCTTGG -TCCTTGT -TCCTTTA -TCCTTTC -TCCTTTG -TCCTTTT -TCGAAAA -TCGAAAC -TCGAAAG -TCGAAAT -TCGAACA -TCGAACC -TCGAACG -TCGAACT -TCGAAGA -TCGAAGC -TCGAAGG -TCGAAGT -TCGAATA -TCGAATC -TCGAATG -TCGAATT -TCGACAA -TCGACAC -TCGACAG -TCGACAT -TCGACCA -TCGACCC -TCGACCG -TCGACCT -TCGACGA -TCGACGC -TCGACGG -TCGACGT -TCGACTA -TCGACTC -TCGACTG -TCGACTT -TCGAGAA -TCGAGAC -TCGAGAG -TCGAGAT -TCGAGCA -TCGAGCC -TCGAGCG -TCGAGCT -TCGAGGA -TCGAGGC -TCGAGGG -TCGAGGT -TCGAGTA -TCGAGTC -TCGAGTG -TCGAGTT -TCGATAA -TCGATAC -TCGATAG -TCGATAT -TCGATCA -TCGATCC -TCGATCG -TCGATCT -TCGATGA -TCGATGC -TCGATGG -TCGATGT -TCGATTA -TCGATTC -TCGATTG -TCGATTT -TCGCAAA -TCGCAAC -TCGCAAG -TCGCAAT -TCGCACA -TCGCACC -TCGCACG -TCGCACT -TCGCAGA -TCGCAGC -TCGCAGG -TCGCAGT -TCGCATA -TCGCATC -TCGCATG -TCGCATT -TCGCCAA -TCGCCAC -TCGCCAG -TCGCCAT -TCGCCCA -TCGCCCC -TCGCCCG -TCGCCCT -TCGCCGA -TCGCCGC -TCGCCGG -TCGCCGT -TCGCCTA -TCGCCTC -TCGCCTG -TCGCCTT -TCGCGAA -TCGCGAC -TCGCGAG -TCGCGAT -TCGCGCA -TCGCGCC -TCGCGCG -TCGCGCT -TCGCGGA -TCGCGGC -TCGCGGG -TCGCGGT -TCGCGTA -TCGCGTC -TCGCGTG -TCGCGTT -TCGCTAA -TCGCTAC -TCGCTAG -TCGCTAT -TCGCTCA -TCGCTCC -TCGCTCG -TCGCTCT -TCGCTGA -TCGCTGC -TCGCTGG -TCGCTGT -TCGCTTA -TCGCTTC -TCGCTTG -TCGCTTT -TCGGAAA -TCGGAAC -TCGGAAG -TCGGAAT -TCGGACA -TCGGACC -TCGGACG -TCGGACT -TCGGAGA -TCGGAGC -TCGGAGG -TCGGAGT -TCGGATA -TCGGATC -TCGGATG -TCGGATT -TCGGCAA -TCGGCAC -TCGGCAG -TCGGCAT -TCGGCCA -TCGGCCC -TCGGCCG -TCGGCCT -TCGGCGA -TCGGCGC -TCGGCGG -TCGGCGT -TCGGCTA -TCGGCTC -TCGGCTG -TCGGCTT -TCGGGAA -TCGGGAC -TCGGGAG -TCGGGAT -TCGGGCA -TCGGGCC -TCGGGCG -TCGGGCT -TCGGGGA -TCGGGGC -TCGGGGG -TCGGGGT -TCGGGTA -TCGGGTC -TCGGGTG -TCGGGTT -TCGGTAA -TCGGTAC -TCGGTAG -TCGGTAT -TCGGTCA -TCGGTCC -TCGGTCG -TCGGTCT -TCGGTGA -TCGGTGC -TCGGTGG -TCGGTGT -TCGGTTA -TCGGTTC -TCGGTTG -TCGGTTT -TCGTAAA -TCGTAAC -TCGTAAG -TCGTAAT -TCGTACA -TCGTACC -TCGTACG -TCGTACT -TCGTAGA -TCGTAGC -TCGTAGG -TCGTAGT -TCGTATA -TCGTATC -TCGTATG -TCGTATT -TCGTCAA -TCGTCAC -TCGTCAG -TCGTCAT -TCGTCCA -TCGTCCC -TCGTCCG -TCGTCCT -TCGTCGA -TCGTCGC -TCGTCGG -TCGTCGT -TCGTCTA -TCGTCTC -TCGTCTG -TCGTCTT -TCGTGAA -TCGTGAC -TCGTGAG -TCGTGAT -TCGTGCA -TCGTGCC -TCGTGCG -TCGTGCT -TCGTGGA -TCGTGGC -TCGTGGG -TCGTGGT -TCGTGTA -TCGTGTC -TCGTGTG -TCGTGTT -TCGTTAA -TCGTTAC -TCGTTAG -TCGTTAT -TCGTTCA -TCGTTCC -TCGTTCG -TCGTTCT -TCGTTGA -TCGTTGC -TCGTTGG -TCGTTGT -TCGTTTA -TCGTTTC -TCGTTTG -TCGTTTT -TCTAAAA -TCTAAAC -TCTAAAG -TCTAAAT -TCTAACA -TCTAACC -TCTAACG -TCTAACT -TCTAAGA -TCTAAGC -TCTAAGG -TCTAAGT -TCTAATA -TCTAATC -TCTAATG -TCTAATT -TCTACAA -TCTACAC -TCTACAG -TCTACAT -TCTACCA -TCTACCC -TCTACCG -TCTACCT -TCTACGA -TCTACGC -TCTACGG -TCTACGT -TCTACTA -TCTACTC -TCTACTG -TCTACTT -TCTAGAA -TCTAGAC -TCTAGAG -TCTAGAT -TCTAGCA -TCTAGCC -TCTAGCG -TCTAGCT -TCTAGGA -TCTAGGC -TCTAGGG -TCTAGGT -TCTAGTA -TCTAGTC -TCTAGTG -TCTAGTT -TCTATAA -TCTATAC -TCTATAG -TCTATAT -TCTATCA -TCTATCC -TCTATCG -TCTATCT -TCTATGA -TCTATGC -TCTATGG -TCTATGT -TCTATTA -TCTATTC -TCTATTG -TCTATTT -TCTCAAA -TCTCAAC -TCTCAAG -TCTCAAT -TCTCACA -TCTCACC -TCTCACG -TCTCACT -TCTCAGA -TCTCAGC -TCTCAGG -TCTCAGT -TCTCATA -TCTCATC -TCTCATG -TCTCATT -TCTCCAA -TCTCCAC -TCTCCAG -TCTCCAT -TCTCCCA -TCTCCCC -TCTCCCG -TCTCCCT -TCTCCGA -TCTCCGC -TCTCCGG -TCTCCGT -TCTCCTA -TCTCCTC -TCTCCTG -TCTCCTT -TCTCGAA -TCTCGAC -TCTCGAG -TCTCGAT -TCTCGCA -TCTCGCC -TCTCGCG -TCTCGCT -TCTCGGA -TCTCGGC -TCTCGGG -TCTCGGT -TCTCGTA -TCTCGTC -TCTCGTG -TCTCGTT -TCTCTAA -TCTCTAC -TCTCTAG -TCTCTAT -TCTCTCA -TCTCTCC -TCTCTCG -TCTCTCT -TCTCTGA -TCTCTGC -TCTCTGG -TCTCTGT -TCTCTTA -TCTCTTC -TCTCTTG -TCTCTTT -TCTGAAA -TCTGAAC -TCTGAAG -TCTGAAT -TCTGACA -TCTGACC -TCTGACG -TCTGACT -TCTGAGA -TCTGAGC -TCTGAGG -TCTGAGT -TCTGATA -TCTGATC -TCTGATG -TCTGATT -TCTGCAA -TCTGCAC -TCTGCAG -TCTGCAT -TCTGCCA -TCTGCCC -TCTGCCG -TCTGCCT -TCTGCGA -TCTGCGC -TCTGCGG -TCTGCGT -TCTGCTA -TCTGCTC -TCTGCTG -TCTGCTT -TCTGGAA -TCTGGAC -TCTGGAG -TCTGGAT -TCTGGCA -TCTGGCC -TCTGGCG -TCTGGCT -TCTGGGA -TCTGGGC -TCTGGGG -TCTGGGT -TCTGGTA -TCTGGTC -TCTGGTG -TCTGGTT -TCTGTAA -TCTGTAC -TCTGTAG -TCTGTAT -TCTGTCA -TCTGTCC -TCTGTCG -TCTGTCT -TCTGTGA -TCTGTGC -TCTGTGG -TCTGTGT -TCTGTTA -TCTGTTC -TCTGTTG -TCTGTTT -TCTTAAA -TCTTAAC -TCTTAAG -TCTTAAT -TCTTACA -TCTTACC -TCTTACG -TCTTACT -TCTTAGA -TCTTAGC -TCTTAGG -TCTTAGT -TCTTATA -TCTTATC -TCTTATG -TCTTATT -TCTTCAA -TCTTCAC -TCTTCAG -TCTTCAT -TCTTCCA -TCTTCCC -TCTTCCG -TCTTCCT -TCTTCGA -TCTTCGC -TCTTCGG -TCTTCGT -TCTTCTA -TCTTCTC -TCTTCTG -TCTTCTT -TCTTGAA -TCTTGAC -TCTTGAG -TCTTGAT -TCTTGCA -TCTTGCC -TCTTGCG -TCTTGCT -TCTTGGA -TCTTGGC -TCTTGGG -TCTTGGT -TCTTGTA -TCTTGTC -TCTTGTG -TCTTGTT -TCTTTAA -TCTTTAC -TCTTTAG -TCTTTAT -TCTTTCA -TCTTTCC -TCTTTCG -TCTTTCT -TCTTTGA -TCTTTGC -TCTTTGG -TCTTTGT -TCTTTTA -TCTTTTC -TCTTTTG -TCTTTTT -TGAAAAA -TGAAAAC -TGAAAAG -TGAAAAT -TGAAACA -TGAAACC -TGAAACG -TGAAACT -TGAAAGA -TGAAAGC -TGAAAGG -TGAAAGT -TGAAATA -TGAAATC -TGAAATG -TGAAATT -TGAACAA -TGAACAC -TGAACAG -TGAACAT -TGAACCA -TGAACCC -TGAACCG -TGAACCT -TGAACGA -TGAACGC -TGAACGG -TGAACGT -TGAACTA -TGAACTC -TGAACTG -TGAACTT -TGAAGAA -TGAAGAC -TGAAGAG -TGAAGAT -TGAAGCA -TGAAGCC -TGAAGCG -TGAAGCT -TGAAGGA -TGAAGGC -TGAAGGG -TGAAGGT -TGAAGTA -TGAAGTC -TGAAGTG -TGAAGTT -TGAATAA -TGAATAC -TGAATAG -TGAATAT -TGAATCA -TGAATCC -TGAATCG -TGAATCT -TGAATGA -TGAATGC -TGAATGG -TGAATGT -TGAATTA -TGAATTC -TGAATTG -TGAATTT -TGACAAA -TGACAAC -TGACAAG -TGACAAT -TGACACA -TGACACC -TGACACG -TGACACT -TGACAGA -TGACAGC -TGACAGG -TGACAGT -TGACATA -TGACATC -TGACATG -TGACATT -TGACCAA -TGACCAC -TGACCAG -TGACCAT -TGACCCA -TGACCCC -TGACCCG -TGACCCT -TGACCGA -TGACCGC -TGACCGG -TGACCGT -TGACCTA -TGACCTC -TGACCTG -TGACCTT -TGACGAA -TGACGAC -TGACGAG -TGACGAT -TGACGCA -TGACGCC -TGACGCG -TGACGCT -TGACGGA -TGACGGC -TGACGGG -TGACGGT -TGACGTA -TGACGTC -TGACGTG -TGACGTT -TGACTAA -TGACTAC -TGACTAG -TGACTAT -TGACTCA -TGACTCC -TGACTCG -TGACTCT -TGACTGA -TGACTGC -TGACTGG -TGACTGT -TGACTTA -TGACTTC -TGACTTG -TGACTTT -TGAGAAA -TGAGAAC -TGAGAAG -TGAGAAT -TGAGACA -TGAGACC -TGAGACG -TGAGACT -TGAGAGA -TGAGAGC -TGAGAGG -TGAGAGT -TGAGATA -TGAGATC -TGAGATG -TGAGATT -TGAGCAA -TGAGCAC -TGAGCAG -TGAGCAT -TGAGCCA -TGAGCCC -TGAGCCG -TGAGCCT -TGAGCGA -TGAGCGC -TGAGCGG -TGAGCGT -TGAGCTA -TGAGCTC -TGAGCTG -TGAGCTT -TGAGGAA -TGAGGAC -TGAGGAG -TGAGGAT -TGAGGCA -TGAGGCC -TGAGGCG -TGAGGCT -TGAGGGA -TGAGGGC -TGAGGGG -TGAGGGT -TGAGGTA -TGAGGTC -TGAGGTG -TGAGGTT -TGAGTAA -TGAGTAC -TGAGTAG -TGAGTAT -TGAGTCA -TGAGTCC -TGAGTCG -TGAGTCT -TGAGTGA -TGAGTGC -TGAGTGG -TGAGTGT -TGAGTTA -TGAGTTC -TGAGTTG -TGAGTTT -TGATAAA -TGATAAC -TGATAAG -TGATAAT -TGATACA -TGATACC -TGATACG -TGATACT -TGATAGA -TGATAGC -TGATAGG -TGATAGT -TGATATA -TGATATC -TGATATG -TGATATT -TGATCAA -TGATCAC -TGATCAG -TGATCAT -TGATCCA -TGATCCC -TGATCCG -TGATCCT -TGATCGA -TGATCGC -TGATCGG -TGATCGT -TGATCTA -TGATCTC -TGATCTG -TGATCTT -TGATGAA -TGATGAC -TGATGAG -TGATGAT -TGATGCA -TGATGCC -TGATGCG -TGATGCT -TGATGGA -TGATGGC -TGATGGG -TGATGGT -TGATGTA -TGATGTC -TGATGTG -TGATGTT -TGATTAA -TGATTAC -TGATTAG -TGATTAT -TGATTCA -TGATTCC -TGATTCG -TGATTCT -TGATTGA -TGATTGC -TGATTGG -TGATTGT -TGATTTA -TGATTTC -TGATTTG -TGATTTT -TGCAAAA -TGCAAAC -TGCAAAG -TGCAAAT -TGCAACA -TGCAACC -TGCAACG -TGCAACT -TGCAAGA -TGCAAGC -TGCAAGG -TGCAAGT -TGCAATA -TGCAATC -TGCAATG -TGCAATT -TGCACAA -TGCACAC -TGCACAG -TGCACAT -TGCACCA -TGCACCC -TGCACCG -TGCACCT -TGCACGA -TGCACGC -TGCACGG -TGCACGT -TGCACTA -TGCACTC -TGCACTG -TGCACTT -TGCAGAA -TGCAGAC -TGCAGAG -TGCAGAT -TGCAGCA -TGCAGCC -TGCAGCG -TGCAGCT -TGCAGGA -TGCAGGC -TGCAGGG -TGCAGGT -TGCAGTA -TGCAGTC -TGCAGTG -TGCAGTT -TGCATAA -TGCATAC -TGCATAG -TGCATAT -TGCATCA -TGCATCC -TGCATCG -TGCATCT -TGCATGA -TGCATGC -TGCATGG -TGCATGT -TGCATTA -TGCATTC -TGCATTG -TGCATTT -TGCCAAA -TGCCAAC -TGCCAAG -TGCCAAT -TGCCACA -TGCCACC -TGCCACG -TGCCACT -TGCCAGA -TGCCAGC -TGCCAGG -TGCCAGT -TGCCATA -TGCCATC -TGCCATG -TGCCATT -TGCCCAA -TGCCCAC -TGCCCAG -TGCCCAT -TGCCCCA -TGCCCCC -TGCCCCG -TGCCCCT -TGCCCGA -TGCCCGC -TGCCCGG -TGCCCGT -TGCCCTA -TGCCCTC -TGCCCTG -TGCCCTT -TGCCGAA -TGCCGAC -TGCCGAG -TGCCGAT -TGCCGCA -TGCCGCC -TGCCGCG -TGCCGCT -TGCCGGA -TGCCGGC -TGCCGGG -TGCCGGT -TGCCGTA -TGCCGTC -TGCCGTG -TGCCGTT -TGCCTAA -TGCCTAC -TGCCTAG -TGCCTAT -TGCCTCA -TGCCTCC -TGCCTCG -TGCCTCT -TGCCTGA -TGCCTGC -TGCCTGG -TGCCTGT -TGCCTTA -TGCCTTC -TGCCTTG -TGCCTTT -TGCGAAA -TGCGAAC -TGCGAAG -TGCGAAT -TGCGACA -TGCGACC -TGCGACG -TGCGACT -TGCGAGA -TGCGAGC -TGCGAGG -TGCGAGT -TGCGATA -TGCGATC -TGCGATG -TGCGATT -TGCGCAA -TGCGCAC -TGCGCAG -TGCGCAT -TGCGCCA -TGCGCCC -TGCGCCG -TGCGCCT -TGCGCGA -TGCGCGC -TGCGCGG -TGCGCGT -TGCGCTA -TGCGCTC -TGCGCTG -TGCGCTT -TGCGGAA -TGCGGAC -TGCGGAG -TGCGGAT -TGCGGCA -TGCGGCC -TGCGGCG -TGCGGCT -TGCGGGA -TGCGGGC -TGCGGGG -TGCGGGT -TGCGGTA -TGCGGTC -TGCGGTG -TGCGGTT -TGCGTAA -TGCGTAC -TGCGTAG -TGCGTAT -TGCGTCA -TGCGTCC -TGCGTCG -TGCGTCT -TGCGTGA -TGCGTGC -TGCGTGG -TGCGTGT -TGCGTTA -TGCGTTC -TGCGTTG -TGCGTTT -TGCTAAA -TGCTAAC -TGCTAAG -TGCTAAT -TGCTACA -TGCTACC -TGCTACG -TGCTACT -TGCTAGA -TGCTAGC -TGCTAGG -TGCTAGT -TGCTATA -TGCTATC -TGCTATG -TGCTATT -TGCTCAA -TGCTCAC -TGCTCAG -TGCTCAT -TGCTCCA -TGCTCCC -TGCTCCG -TGCTCCT -TGCTCGA -TGCTCGC -TGCTCGG -TGCTCGT -TGCTCTA -TGCTCTC -TGCTCTG -TGCTCTT -TGCTGAA -TGCTGAC -TGCTGAG -TGCTGAT -TGCTGCA -TGCTGCC -TGCTGCG -TGCTGCT -TGCTGGA -TGCTGGC -TGCTGGG -TGCTGGT -TGCTGTA -TGCTGTC -TGCTGTG -TGCTGTT -TGCTTAA -TGCTTAC -TGCTTAG -TGCTTAT -TGCTTCA -TGCTTCC -TGCTTCG -TGCTTCT -TGCTTGA -TGCTTGC -TGCTTGG -TGCTTGT -TGCTTTA -TGCTTTC -TGCTTTG -TGCTTTT -TGGAAAA -TGGAAAC -TGGAAAG -TGGAAAT -TGGAACA -TGGAACC -TGGAACG -TGGAACT -TGGAAGA -TGGAAGC -TGGAAGG -TGGAAGT -TGGAATA -TGGAATC -TGGAATG -TGGAATT -TGGACAA -TGGACAC -TGGACAG -TGGACAT -TGGACCA -TGGACCC -TGGACCG -TGGACCT -TGGACGA -TGGACGC -TGGACGG -TGGACGT -TGGACTA -TGGACTC -TGGACTG -TGGACTT -TGGAGAA -TGGAGAC -TGGAGAG -TGGAGAT -TGGAGCA -TGGAGCC -TGGAGCG -TGGAGCT -TGGAGGA -TGGAGGC -TGGAGGG -TGGAGGT -TGGAGTA -TGGAGTC -TGGAGTG -TGGAGTT -TGGATAA -TGGATAC -TGGATAG -TGGATAT -TGGATCA -TGGATCC -TGGATCG -TGGATCT -TGGATGA -TGGATGC -TGGATGG -TGGATGT -TGGATTA -TGGATTC -TGGATTG -TGGATTT -TGGCAAA -TGGCAAC -TGGCAAG -TGGCAAT -TGGCACA -TGGCACC -TGGCACG -TGGCACT -TGGCAGA -TGGCAGC -TGGCAGG -TGGCAGT -TGGCATA -TGGCATC -TGGCATG -TGGCATT -TGGCCAA -TGGCCAC -TGGCCAG -TGGCCAT -TGGCCCA -TGGCCCC -TGGCCCG -TGGCCCT -TGGCCGA -TGGCCGC -TGGCCGG -TGGCCGT -TGGCCTA -TGGCCTC -TGGCCTG -TGGCCTT -TGGCGAA -TGGCGAC -TGGCGAG -TGGCGAT -TGGCGCA -TGGCGCC -TGGCGCG -TGGCGCT -TGGCGGA -TGGCGGC -TGGCGGG -TGGCGGT -TGGCGTA -TGGCGTC -TGGCGTG -TGGCGTT -TGGCTAA -TGGCTAC -TGGCTAG -TGGCTAT -TGGCTCA -TGGCTCC -TGGCTCG -TGGCTCT -TGGCTGA -TGGCTGC -TGGCTGG -TGGCTGT -TGGCTTA -TGGCTTC -TGGCTTG -TGGCTTT -TGGGAAA -TGGGAAC -TGGGAAG -TGGGAAT -TGGGACA -TGGGACC -TGGGACG -TGGGACT -TGGGAGA -TGGGAGC -TGGGAGG -TGGGAGT -TGGGATA -TGGGATC -TGGGATG -TGGGATT -TGGGCAA -TGGGCAC -TGGGCAG -TGGGCAT -TGGGCCA -TGGGCCC -TGGGCCG -TGGGCCT -TGGGCGA -TGGGCGC -TGGGCGG -TGGGCGT -TGGGCTA -TGGGCTC -TGGGCTG -TGGGCTT -TGGGGAA -TGGGGAC -TGGGGAG -TGGGGAT -TGGGGCA -TGGGGCC -TGGGGCG -TGGGGCT -TGGGGGA -TGGGGGC -TGGGGGG -TGGGGGT -TGGGGTA -TGGGGTC -TGGGGTG -TGGGGTT -TGGGTAA -TGGGTAC -TGGGTAG -TGGGTAT -TGGGTCA -TGGGTCC -TGGGTCG -TGGGTCT -TGGGTGA -TGGGTGC -TGGGTGG -TGGGTGT -TGGGTTA -TGGGTTC -TGGGTTG -TGGGTTT -TGGTAAA -TGGTAAC -TGGTAAG -TGGTAAT -TGGTACA -TGGTACC -TGGTACG -TGGTACT -TGGTAGA -TGGTAGC -TGGTAGG -TGGTAGT -TGGTATA -TGGTATC -TGGTATG -TGGTATT -TGGTCAA -TGGTCAC -TGGTCAG -TGGTCAT -TGGTCCA -TGGTCCC -TGGTCCG -TGGTCCT -TGGTCGA -TGGTCGC -TGGTCGG -TGGTCGT -TGGTCTA -TGGTCTC -TGGTCTG -TGGTCTT -TGGTGAA -TGGTGAC -TGGTGAG -TGGTGAT -TGGTGCA -TGGTGCC -TGGTGCG -TGGTGCT -TGGTGGA -TGGTGGC -TGGTGGG -TGGTGGT -TGGTGTA -TGGTGTC -TGGTGTG -TGGTGTT -TGGTTAA -TGGTTAC -TGGTTAG -TGGTTAT -TGGTTCA -TGGTTCC -TGGTTCG -TGGTTCT -TGGTTGA -TGGTTGC -TGGTTGG -TGGTTGT -TGGTTTA -TGGTTTC -TGGTTTG -TGGTTTT -TGTAAAA -TGTAAAC -TGTAAAG -TGTAAAT -TGTAACA -TGTAACC -TGTAACG -TGTAACT -TGTAAGA -TGTAAGC -TGTAAGG -TGTAAGT -TGTAATA -TGTAATC -TGTAATG -TGTAATT -TGTACAA -TGTACAC -TGTACAG -TGTACAT -TGTACCA -TGTACCC -TGTACCG -TGTACCT -TGTACGA -TGTACGC -TGTACGG -TGTACGT -TGTACTA -TGTACTC -TGTACTG -TGTACTT -TGTAGAA -TGTAGAC -TGTAGAG -TGTAGAT -TGTAGCA -TGTAGCC -TGTAGCG -TGTAGCT -TGTAGGA -TGTAGGC -TGTAGGG -TGTAGGT -TGTAGTA -TGTAGTC -TGTAGTG -TGTAGTT -TGTATAA -TGTATAC -TGTATAG -TGTATAT -TGTATCA -TGTATCC -TGTATCG -TGTATCT -TGTATGA -TGTATGC -TGTATGG -TGTATGT -TGTATTA -TGTATTC -TGTATTG -TGTATTT -TGTCAAA -TGTCAAC -TGTCAAG -TGTCAAT -TGTCACA -TGTCACC -TGTCACG -TGTCACT -TGTCAGA -TGTCAGC -TGTCAGG -TGTCAGT -TGTCATA -TGTCATC -TGTCATG -TGTCATT -TGTCCAA -TGTCCAC -TGTCCAG -TGTCCAT -TGTCCCA -TGTCCCC -TGTCCCG -TGTCCCT -TGTCCGA -TGTCCGC -TGTCCGG -TGTCCGT -TGTCCTA -TGTCCTC -TGTCCTG -TGTCCTT -TGTCGAA -TGTCGAC -TGTCGAG -TGTCGAT -TGTCGCA -TGTCGCC -TGTCGCG -TGTCGCT -TGTCGGA -TGTCGGC -TGTCGGG -TGTCGGT -TGTCGTA -TGTCGTC -TGTCGTG -TGTCGTT -TGTCTAA -TGTCTAC -TGTCTAG -TGTCTAT -TGTCTCA -TGTCTCC -TGTCTCG -TGTCTCT -TGTCTGA -TGTCTGC -TGTCTGG -TGTCTGT -TGTCTTA -TGTCTTC -TGTCTTG -TGTCTTT -TGTGAAA -TGTGAAC -TGTGAAG -TGTGAAT -TGTGACA -TGTGACC -TGTGACG -TGTGACT -TGTGAGA -TGTGAGC -TGTGAGG -TGTGAGT -TGTGATA -TGTGATC -TGTGATG -TGTGATT -TGTGCAA -TGTGCAC -TGTGCAG -TGTGCAT -TGTGCCA -TGTGCCC -TGTGCCG -TGTGCCT -TGTGCGA -TGTGCGC -TGTGCGG -TGTGCGT -TGTGCTA -TGTGCTC -TGTGCTG -TGTGCTT -TGTGGAA -TGTGGAC -TGTGGAG -TGTGGAT -TGTGGCA -TGTGGCC -TGTGGCG -TGTGGCT -TGTGGGA -TGTGGGC -TGTGGGG -TGTGGGT -TGTGGTA -TGTGGTC -TGTGGTG -TGTGGTT -TGTGTAA -TGTGTAC -TGTGTAG -TGTGTAT -TGTGTCA -TGTGTCC -TGTGTCG -TGTGTCT -TGTGTGA -TGTGTGC -TGTGTGG -TGTGTGT -TGTGTTA -TGTGTTC -TGTGTTG -TGTGTTT -TGTTAAA -TGTTAAC -TGTTAAG -TGTTAAT -TGTTACA -TGTTACC -TGTTACG -TGTTACT -TGTTAGA -TGTTAGC -TGTTAGG -TGTTAGT -TGTTATA -TGTTATC -TGTTATG -TGTTATT -TGTTCAA -TGTTCAC -TGTTCAG -TGTTCAT -TGTTCCA -TGTTCCC -TGTTCCG -TGTTCCT -TGTTCGA -TGTTCGC -TGTTCGG -TGTTCGT -TGTTCTA -TGTTCTC -TGTTCTG -TGTTCTT -TGTTGAA -TGTTGAC -TGTTGAG -TGTTGAT -TGTTGCA -TGTTGCC -TGTTGCG -TGTTGCT -TGTTGGA -TGTTGGC -TGTTGGG -TGTTGGT -TGTTGTA -TGTTGTC -TGTTGTG -TGTTGTT -TGTTTAA -TGTTTAC -TGTTTAG -TGTTTAT -TGTTTCA -TGTTTCC -TGTTTCG -TGTTTCT -TGTTTGA -TGTTTGC -TGTTTGG -TGTTTGT -TGTTTTA -TGTTTTC -TGTTTTG -TGTTTTT -TTAAAAA -TTAAAAC -TTAAAAG -TTAAAAT -TTAAACA -TTAAACC -TTAAACG -TTAAACT -TTAAAGA -TTAAAGC -TTAAAGG -TTAAAGT -TTAAATA -TTAAATC -TTAAATG -TTAAATT -TTAACAA -TTAACAC -TTAACAG -TTAACAT -TTAACCA -TTAACCC -TTAACCG -TTAACCT -TTAACGA -TTAACGC -TTAACGG -TTAACGT -TTAACTA -TTAACTC -TTAACTG -TTAACTT -TTAAGAA -TTAAGAC -TTAAGAG -TTAAGAT -TTAAGCA -TTAAGCC -TTAAGCG -TTAAGCT -TTAAGGA -TTAAGGC -TTAAGGG -TTAAGGT -TTAAGTA -TTAAGTC -TTAAGTG -TTAAGTT -TTAATAA -TTAATAC -TTAATAG -TTAATAT -TTAATCA -TTAATCC -TTAATCG -TTAATCT -TTAATGA -TTAATGC -TTAATGG -TTAATGT -TTAATTA -TTAATTC -TTAATTG -TTAATTT -TTACAAA -TTACAAC -TTACAAG -TTACAAT -TTACACA -TTACACC -TTACACG -TTACACT -TTACAGA -TTACAGC -TTACAGG -TTACAGT -TTACATA -TTACATC -TTACATG -TTACATT -TTACCAA -TTACCAC -TTACCAG -TTACCAT -TTACCCA -TTACCCC -TTACCCG -TTACCCT -TTACCGA -TTACCGC -TTACCGG -TTACCGT -TTACCTA -TTACCTC -TTACCTG -TTACCTT -TTACGAA -TTACGAC -TTACGAG -TTACGAT -TTACGCA -TTACGCC -TTACGCG -TTACGCT -TTACGGA -TTACGGC -TTACGGG -TTACGGT -TTACGTA -TTACGTC -TTACGTG -TTACGTT -TTACTAA -TTACTAC -TTACTAG -TTACTAT -TTACTCA -TTACTCC -TTACTCG -TTACTCT -TTACTGA -TTACTGC -TTACTGG -TTACTGT -TTACTTA -TTACTTC -TTACTTG -TTACTTT -TTAGAAA -TTAGAAC -TTAGAAG -TTAGAAT -TTAGACA -TTAGACC -TTAGACG -TTAGACT -TTAGAGA -TTAGAGC -TTAGAGG -TTAGAGT -TTAGATA -TTAGATC -TTAGATG -TTAGATT -TTAGCAA -TTAGCAC -TTAGCAG -TTAGCAT -TTAGCCA -TTAGCCC -TTAGCCG -TTAGCCT -TTAGCGA -TTAGCGC -TTAGCGG -TTAGCGT -TTAGCTA -TTAGCTC -TTAGCTG -TTAGCTT -TTAGGAA -TTAGGAC -TTAGGAG -TTAGGAT -TTAGGCA -TTAGGCC -TTAGGCG -TTAGGCT -TTAGGGA -TTAGGGC -TTAGGGG -TTAGGGT -TTAGGTA -TTAGGTC -TTAGGTG -TTAGGTT -TTAGTAA -TTAGTAC -TTAGTAG -TTAGTAT -TTAGTCA -TTAGTCC -TTAGTCG -TTAGTCT -TTAGTGA -TTAGTGC -TTAGTGG -TTAGTGT -TTAGTTA -TTAGTTC -TTAGTTG -TTAGTTT -TTATAAA -TTATAAC -TTATAAG -TTATAAT -TTATACA -TTATACC -TTATACG -TTATACT -TTATAGA -TTATAGC -TTATAGG -TTATAGT -TTATATA -TTATATC -TTATATG -TTATATT -TTATCAA -TTATCAC -TTATCAG -TTATCAT -TTATCCA -TTATCCC -TTATCCG -TTATCCT -TTATCGA -TTATCGC -TTATCGG -TTATCGT -TTATCTA -TTATCTC -TTATCTG -TTATCTT -TTATGAA -TTATGAC -TTATGAG -TTATGAT -TTATGCA -TTATGCC -TTATGCG -TTATGCT -TTATGGA -TTATGGC -TTATGGG -TTATGGT -TTATGTA -TTATGTC -TTATGTG -TTATGTT -TTATTAA -TTATTAC -TTATTAG -TTATTAT -TTATTCA -TTATTCC -TTATTCG -TTATTCT -TTATTGA -TTATTGC -TTATTGG -TTATTGT -TTATTTA -TTATTTC -TTATTTG -TTATTTT -TTCAAAA -TTCAAAC -TTCAAAG -TTCAAAT -TTCAACA -TTCAACC -TTCAACG -TTCAACT -TTCAAGA -TTCAAGC -TTCAAGG -TTCAAGT -TTCAATA -TTCAATC -TTCAATG -TTCAATT -TTCACAA -TTCACAC -TTCACAG -TTCACAT -TTCACCA -TTCACCC -TTCACCG -TTCACCT -TTCACGA -TTCACGC -TTCACGG -TTCACGT -TTCACTA -TTCACTC -TTCACTG -TTCACTT -TTCAGAA -TTCAGAC -TTCAGAG -TTCAGAT -TTCAGCA -TTCAGCC -TTCAGCG -TTCAGCT -TTCAGGA -TTCAGGC -TTCAGGG -TTCAGGT -TTCAGTA -TTCAGTC -TTCAGTG -TTCAGTT -TTCATAA -TTCATAC -TTCATAG -TTCATAT -TTCATCA -TTCATCC -TTCATCG -TTCATCT -TTCATGA -TTCATGC -TTCATGG -TTCATGT -TTCATTA -TTCATTC -TTCATTG -TTCATTT -TTCCAAA -TTCCAAC -TTCCAAG -TTCCAAT -TTCCACA -TTCCACC -TTCCACG -TTCCACT -TTCCAGA -TTCCAGC -TTCCAGG -TTCCAGT -TTCCATA -TTCCATC -TTCCATG -TTCCATT -TTCCCAA -TTCCCAC -TTCCCAG -TTCCCAT -TTCCCCA -TTCCCCC -TTCCCCG -TTCCCCT -TTCCCGA -TTCCCGC -TTCCCGG -TTCCCGT -TTCCCTA -TTCCCTC -TTCCCTG -TTCCCTT -TTCCGAA -TTCCGAC -TTCCGAG -TTCCGAT -TTCCGCA -TTCCGCC -TTCCGCG -TTCCGCT -TTCCGGA -TTCCGGC -TTCCGGG -TTCCGGT -TTCCGTA -TTCCGTC -TTCCGTG -TTCCGTT -TTCCTAA -TTCCTAC -TTCCTAG -TTCCTAT -TTCCTCA -TTCCTCC -TTCCTCG -TTCCTCT -TTCCTGA -TTCCTGC -TTCCTGG -TTCCTGT -TTCCTTA -TTCCTTC -TTCCTTG -TTCCTTT -TTCGAAA -TTCGAAC -TTCGAAG -TTCGAAT -TTCGACA -TTCGACC -TTCGACG -TTCGACT -TTCGAGA -TTCGAGC -TTCGAGG -TTCGAGT -TTCGATA -TTCGATC -TTCGATG -TTCGATT -TTCGCAA -TTCGCAC -TTCGCAG -TTCGCAT -TTCGCCA -TTCGCCC -TTCGCCG -TTCGCCT -TTCGCGA -TTCGCGC -TTCGCGG -TTCGCGT -TTCGCTA -TTCGCTC -TTCGCTG -TTCGCTT -TTCGGAA -TTCGGAC -TTCGGAG -TTCGGAT -TTCGGCA -TTCGGCC -TTCGGCG -TTCGGCT -TTCGGGA -TTCGGGC -TTCGGGG -TTCGGGT -TTCGGTA -TTCGGTC -TTCGGTG -TTCGGTT -TTCGTAA -TTCGTAC -TTCGTAG -TTCGTAT -TTCGTCA -TTCGTCC -TTCGTCG -TTCGTCT -TTCGTGA -TTCGTGC -TTCGTGG -TTCGTGT -TTCGTTA -TTCGTTC -TTCGTTG -TTCGTTT -TTCTAAA -TTCTAAC -TTCTAAG -TTCTAAT -TTCTACA -TTCTACC -TTCTACG -TTCTACT -TTCTAGA -TTCTAGC -TTCTAGG -TTCTAGT -TTCTATA -TTCTATC -TTCTATG -TTCTATT -TTCTCAA -TTCTCAC -TTCTCAG -TTCTCAT -TTCTCCA -TTCTCCC -TTCTCCG -TTCTCCT -TTCTCGA -TTCTCGC -TTCTCGG -TTCTCGT -TTCTCTA -TTCTCTC -TTCTCTG -TTCTCTT -TTCTGAA -TTCTGAC -TTCTGAG -TTCTGAT -TTCTGCA -TTCTGCC -TTCTGCG -TTCTGCT -TTCTGGA -TTCTGGC -TTCTGGG -TTCTGGT -TTCTGTA -TTCTGTC -TTCTGTG -TTCTGTT -TTCTTAA -TTCTTAC -TTCTTAG -TTCTTAT -TTCTTCA -TTCTTCC -TTCTTCG -TTCTTCT -TTCTTGA -TTCTTGC -TTCTTGG -TTCTTGT -TTCTTTA -TTCTTTC -TTCTTTG -TTCTTTT -TTGAAAA -TTGAAAC -TTGAAAG -TTGAAAT -TTGAACA -TTGAACC -TTGAACG -TTGAACT -TTGAAGA -TTGAAGC -TTGAAGG -TTGAAGT -TTGAATA -TTGAATC -TTGAATG -TTGAATT -TTGACAA -TTGACAC -TTGACAG -TTGACAT -TTGACCA -TTGACCC -TTGACCG -TTGACCT -TTGACGA -TTGACGC -TTGACGG -TTGACGT -TTGACTA -TTGACTC -TTGACTG -TTGACTT -TTGAGAA -TTGAGAC -TTGAGAG -TTGAGAT -TTGAGCA -TTGAGCC -TTGAGCG -TTGAGCT -TTGAGGA -TTGAGGC -TTGAGGG -TTGAGGT -TTGAGTA -TTGAGTC -TTGAGTG -TTGAGTT -TTGATAA -TTGATAC -TTGATAG -TTGATAT -TTGATCA -TTGATCC -TTGATCG -TTGATCT -TTGATGA -TTGATGC -TTGATGG -TTGATGT -TTGATTA -TTGATTC -TTGATTG -TTGATTT -TTGCAAA -TTGCAAC -TTGCAAG -TTGCAAT -TTGCACA -TTGCACC -TTGCACG -TTGCACT -TTGCAGA -TTGCAGC -TTGCAGG -TTGCAGT -TTGCATA -TTGCATC -TTGCATG -TTGCATT -TTGCCAA -TTGCCAC -TTGCCAG -TTGCCAT -TTGCCCA -TTGCCCC -TTGCCCG -TTGCCCT -TTGCCGA -TTGCCGC -TTGCCGG -TTGCCGT -TTGCCTA -TTGCCTC -TTGCCTG -TTGCCTT -TTGCGAA -TTGCGAC -TTGCGAG -TTGCGAT -TTGCGCA -TTGCGCC -TTGCGCG -TTGCGCT -TTGCGGA -TTGCGGC -TTGCGGG -TTGCGGT -TTGCGTA -TTGCGTC -TTGCGTG -TTGCGTT -TTGCTAA -TTGCTAC -TTGCTAG -TTGCTAT -TTGCTCA -TTGCTCC -TTGCTCG -TTGCTCT -TTGCTGA -TTGCTGC -TTGCTGG -TTGCTGT -TTGCTTA -TTGCTTC -TTGCTTG -TTGCTTT -TTGGAAA -TTGGAAC -TTGGAAG -TTGGAAT -TTGGACA -TTGGACC -TTGGACG -TTGGACT -TTGGAGA -TTGGAGC -TTGGAGG -TTGGAGT -TTGGATA -TTGGATC -TTGGATG -TTGGATT -TTGGCAA -TTGGCAC -TTGGCAG -TTGGCAT -TTGGCCA -TTGGCCC -TTGGCCG -TTGGCCT -TTGGCGA -TTGGCGC -TTGGCGG -TTGGCGT -TTGGCTA -TTGGCTC -TTGGCTG -TTGGCTT -TTGGGAA -TTGGGAC -TTGGGAG -TTGGGAT -TTGGGCA -TTGGGCC -TTGGGCG -TTGGGCT -TTGGGGA -TTGGGGC -TTGGGGG -TTGGGGT -TTGGGTA -TTGGGTC -TTGGGTG -TTGGGTT -TTGGTAA -TTGGTAC -TTGGTAG -TTGGTAT -TTGGTCA -TTGGTCC -TTGGTCG -TTGGTCT -TTGGTGA -TTGGTGC -TTGGTGG -TTGGTGT -TTGGTTA -TTGGTTC -TTGGTTG -TTGGTTT -TTGTAAA -TTGTAAC -TTGTAAG -TTGTAAT -TTGTACA -TTGTACC -TTGTACG -TTGTACT -TTGTAGA -TTGTAGC -TTGTAGG -TTGTAGT -TTGTATA -TTGTATC -TTGTATG -TTGTATT -TTGTCAA -TTGTCAC -TTGTCAG -TTGTCAT -TTGTCCA -TTGTCCC -TTGTCCG -TTGTCCT -TTGTCGA -TTGTCGC -TTGTCGG -TTGTCGT -TTGTCTA -TTGTCTC -TTGTCTG -TTGTCTT -TTGTGAA -TTGTGAC -TTGTGAG -TTGTGAT -TTGTGCA -TTGTGCC -TTGTGCG -TTGTGCT -TTGTGGA -TTGTGGC -TTGTGGG -TTGTGGT -TTGTGTA -TTGTGTC -TTGTGTG -TTGTGTT -TTGTTAA -TTGTTAC -TTGTTAG -TTGTTAT -TTGTTCA -TTGTTCC -TTGTTCG -TTGTTCT -TTGTTGA -TTGTTGC -TTGTTGG -TTGTTGT -TTGTTTA -TTGTTTC -TTGTTTG -TTGTTTT -TTTAAAA -TTTAAAC -TTTAAAG -TTTAAAT -TTTAACA -TTTAACC -TTTAACG -TTTAACT -TTTAAGA -TTTAAGC -TTTAAGG -TTTAAGT -TTTAATA -TTTAATC -TTTAATG -TTTAATT -TTTACAA -TTTACAC -TTTACAG -TTTACAT -TTTACCA -TTTACCC -TTTACCG -TTTACCT -TTTACGA -TTTACGC -TTTACGG -TTTACGT -TTTACTA -TTTACTC -TTTACTG -TTTACTT -TTTAGAA -TTTAGAC -TTTAGAG -TTTAGAT -TTTAGCA -TTTAGCC -TTTAGCG -TTTAGCT -TTTAGGA -TTTAGGC -TTTAGGG -TTTAGGT -TTTAGTA -TTTAGTC -TTTAGTG -TTTAGTT -TTTATAA -TTTATAC -TTTATAG -TTTATAT -TTTATCA -TTTATCC -TTTATCG -TTTATCT -TTTATGA -TTTATGC -TTTATGG -TTTATGT -TTTATTA -TTTATTC -TTTATTG -TTTATTT -TTTCAAA -TTTCAAC -TTTCAAG -TTTCAAT -TTTCACA -TTTCACC -TTTCACG -TTTCACT -TTTCAGA -TTTCAGC -TTTCAGG -TTTCAGT -TTTCATA -TTTCATC -TTTCATG -TTTCATT -TTTCCAA -TTTCCAC -TTTCCAG -TTTCCAT -TTTCCCA -TTTCCCC -TTTCCCG -TTTCCCT -TTTCCGA -TTTCCGC -TTTCCGG -TTTCCGT -TTTCCTA -TTTCCTC -TTTCCTG -TTTCCTT -TTTCGAA -TTTCGAC -TTTCGAG -TTTCGAT -TTTCGCA -TTTCGCC -TTTCGCG -TTTCGCT -TTTCGGA -TTTCGGC -TTTCGGG -TTTCGGT -TTTCGTA -TTTCGTC -TTTCGTG -TTTCGTT -TTTCTAA -TTTCTAC -TTTCTAG -TTTCTAT -TTTCTCA -TTTCTCC -TTTCTCG -TTTCTCT -TTTCTGA -TTTCTGC -TTTCTGG -TTTCTGT -TTTCTTA -TTTCTTC -TTTCTTG -TTTCTTT -TTTGAAA -TTTGAAC -TTTGAAG -TTTGAAT -TTTGACA -TTTGACC -TTTGACG -TTTGACT -TTTGAGA -TTTGAGC -TTTGAGG -TTTGAGT -TTTGATA -TTTGATC -TTTGATG -TTTGATT -TTTGCAA -TTTGCAC -TTTGCAG -TTTGCAT -TTTGCCA -TTTGCCC -TTTGCCG -TTTGCCT -TTTGCGA -TTTGCGC -TTTGCGG -TTTGCGT -TTTGCTA -TTTGCTC -TTTGCTG -TTTGCTT -TTTGGAA -TTTGGAC -TTTGGAG -TTTGGAT -TTTGGCA -TTTGGCC -TTTGGCG -TTTGGCT -TTTGGGA -TTTGGGC -TTTGGGG -TTTGGGT -TTTGGTA -TTTGGTC -TTTGGTG -TTTGGTT -TTTGTAA -TTTGTAC -TTTGTAG -TTTGTAT -TTTGTCA -TTTGTCC -TTTGTCG -TTTGTCT -TTTGTGA -TTTGTGC -TTTGTGG -TTTGTGT -TTTGTTA -TTTGTTC -TTTGTTG -TTTGTTT -TTTTAAA -TTTTAAC -TTTTAAG -TTTTAAT -TTTTACA -TTTTACC -TTTTACG -TTTTACT -TTTTAGA -TTTTAGC -TTTTAGG -TTTTAGT -TTTTATA -TTTTATC -TTTTATG -TTTTATT -TTTTCAA -TTTTCAC -TTTTCAG -TTTTCAT -TTTTCCA -TTTTCCC -TTTTCCG -TTTTCCT -TTTTCGA -TTTTCGC -TTTTCGG -TTTTCGT -TTTTCTA -TTTTCTC -TTTTCTG -TTTTCTT -TTTTGAA -TTTTGAC -TTTTGAG -TTTTGAT -TTTTGCA -TTTTGCC -TTTTGCG -TTTTGCT -TTTTGGA -TTTTGGC -TTTTGGG -TTTTGGT -TTTTGTA -TTTTGTC -TTTTGTG -TTTTGTT -TTTTTAA -TTTTTAC -TTTTTAG -TTTTTAT -TTTTTCA -TTTTTCC -TTTTTCG -TTTTTCT -TTTTTGA -TTTTTGC -TTTTTGG -TTTTTGT -TTTTTTA -TTTTTTC -TTTTTTG -TTTTTTT diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/splicesitescore/test3 --- a/tools/mytools/splicesitescore/test3 Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,1 +0,0 @@ -ctctactactatctatctagatc diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/splicesitescore/test3.fa --- a/tools/mytools/splicesitescore/test3.fa Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,4 +0,0 @@ ->1 -ctctactactatctatctagatc ->2 -gatgctagcta diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/splicesitescore/test5 --- a/tools/mytools/splicesitescore/test5 Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,2 +0,0 @@ -acggtaagt -caggtaagt diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/splicesitescore/test5.fa --- a/tools/mytools/splicesitescore/test5.fa Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,4 +0,0 @@ ->1 -acggtaagt ->2 -caggtaagt diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/stats.txt --- a/tools/mytools/stats.txt Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,36 +0,0 @@ -#! /usr/bin/python -# stats.py -# P. Clote - -import sys,os,tempfile,string,math - - -def getStats(L): - #L is list - if L==[]: - return (0,0,0,0) - max = -sys.maxint - min = sys.maxint - - count = 0 - sum = 0.0 - sumSquares = 0.0 - for value in L: - x = float(value) - if xmax: max=x - count = count+1 - sum = sum+x - sumSquares = sumSquares+x**2 - mean = sum/count - variance = sumSquares/count - mean**2 - stdev = math.sqrt(variance) - #print "Mean:%f\tStDev:%f\tMax:%f\tMin:%f" % (mean,stdev,max,min) - return (mean,stdev,max,min) - - -if __name__ == '__main__': - L = sys.argv[1:] - (mean,stdev,max,min) = getStats(L) - print "Mean:%f\tStDev:%f\tMax:%f\tMin:%f" % (mean,stdev,max,min) - diff -r 33c067c3ae34 -r 3b1e54dc14d4 tools/mytools/venn.xml --- a/tools/mytools/venn.xml Fri Mar 09 19:47:53 2012 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,82 +0,0 @@ - - from summary counts - $script_file $labels $counts $output $script - - - - - - -import os -labels = '${labels}'.replace(' ','_').split(',') -counts = '${counts}'.replace(' ','').split(',') -counts = map(int,counts) -rscript = open('${script}','w') -rscript.write("options(warn=-1)\n") -rscript.write("pdf('"+"${output}"+"')\n") -rscript.write("library(grid)\n") -rscript.write("library(VennDiagram)\n") -if len(labels)==2: - for i in range(2): - counts[i+1] = counts[i+1]+counts[i] - rscript.write("venn =venn.diagram(\n\tx=list(\n\t\t"+labels[0]+"=c(1:"+str(counts[0])+","+str(counts[1]+1)+":"+str(counts[2])+"),\n\t\t"+labels[1]+"="+str(counts[0]+1)+":"+str(counts[2])+"),\n\tfilename=NULL,\n\tfill=c('red','blue'),\n\tcol='transparent',\n\talpha=0.5,\n\tlabel.col='black',\n\tcex=2,\n\tlwd=0,\n\tfontfamily='serif',\n\tfontface='bold',\n\tcat.col = c('red', 'blue'),\n\tcat.cex=2,\n\tcat.fontfamily='serif',\n\tcat.fontface='bold')\n") -else: - for i in range(6): - counts[i+1] = counts[i+1]+counts[i] - rscript.write("venn =venn.diagram(\n\tx=list(\n\t\t"+labels[0]+"=c(1:"+str(counts[0])+","+str(counts[2]+1)+":"+str(counts[3])+","+str(counts[4]+1)+":"+str(counts[6])+"),\n\t\t"+labels[1]+"=c("+str(counts[0]+1)+":"+str(counts[1])+","+str(counts[2]+1)+":"+str(counts[4])+","+str(counts[5]+1)+":"+str(counts[6])+"),\n\t\t"+labels[2]+"=c("+str(counts[1]+1)+":"+str(counts[2])+","+str(counts[3]+1)+":"+str(counts[6])+")),\n\tfilename=NULL,\n\tfill=c('red','blue','green'),\n\tcol='transparent',\n\talpha=0.5,\n\tlabel.col='black',\n\tcex=2,\n\tlwd=0,\n\tfontfamily='serif',\n\tfontface='bold',\n\tcat.col = c('red', 'blue','green'),\n\tcat.cex=2,\n\tcat.fontfamily='serif',\n\tcat.fontface='bold')\n") -rscript.write("grid.draw(venn)\n") -rscript.write("dev.off()\n") -rscript.close() -os.system("cat "+"${script}"+" | R --vanilla --slave") - - - - - - - - - - -.. class:: infomark - -This is a wrapper for R package VennDiagram. It allows you to plot two-set or three-set venn diagrams based on counts. The R script used to generate the plot is also in the output. - -Input: labels for sets and counts for each region in the diagram. - -A: A-only - -B: B-only - -C: C-only - -AB: in A and B but not C - -BC: in B and C but not A - -AC: in A and C but not B - -ABC: in A, B, and C - ------ - -**Example** - -Labels: X,Y - -Counts: 30,10,20 - - -.. image:: ./static/images/venn2.png - - -Labels: A,B,C - -Counts: 10,20,30,40,50,60,70 - - -.. image:: ./static/images/venn3.png - - - -