From 100f2258e0960f1b54a86c38e70c9b2860b7a8dc Mon Sep 17 00:00:00 2001 From: Ed Date: Tue, 7 Nov 2017 16:17:51 -0500 Subject: [PATCH] big fixes, most important are 1) adding trna and rrna names, and 2) fixing an indel detection bug that prevented detection at very high depth --- analysis/MTvariantpipeline.py | 49 +- analysis/igv_batch_screenshots_Ed.R | 8 +- data/GenePositions_imported.csv | 16570 +++++++++++++++++++++++++ import/.Rhistory | 512 + import/Yoruba2rCRS.txt | 16572 ++++++++++++++++++++++++++ import/convert_Yoruba2rCRS.R | 42 + 6 files changed, 33742 insertions(+), 11 deletions(-) create mode 100644 data/GenePositions_imported.csv create mode 100644 import/.Rhistory create mode 100644 import/Yoruba2rCRS.txt create mode 100644 import/convert_Yoruba2rCRS.R diff --git a/analysis/MTvariantpipeline.py b/analysis/MTvariantpipeline.py index fb2cfbb..87555ef 100644 --- a/analysis/MTvariantpipeline.py +++ b/analysis/MTvariantpipeline.py @@ -37,10 +37,28 @@ fasta = '/ifs/depot/resources/dmp/data/pubdata/hg-fasta/VERSIONS/hg19/Homo_sapiens_assembly19.fasta' mtchrom = 'MT' ncbibuild = 'GRCh37' + maf2maf_fasta = fasta + bcfploidy_genome = 'GRCh37' elif genome == 'GRCh38': fasta = '/ifs/depot/assemblies/H.sapiens/GRCh38_GDC/GRCh38.d1.vd1.fa' mtchrom = 'chrM' ncbibuild = 'GRCh38' + maf2maf_fasta = fasta + bcfploidy_genome = 'GRCh38' +elif genome == 'hg19': + # this is the bona fide hg19, with chrM of length 16571 + fasta = '/ifs/depot/assemblies/H.sapiens/hg19/hg19.fasta' + mtchrom = 'chrM' + ncbibuild = 'GRCh38' + + # we need the mapping from yoruba to rcrs + rcrsmapping = pd.read_csv('../import/Yoruba2rCRS.txt',header = 0,index_col = 0) + + # we also need to make sure maf2maf uses the correct hg38 fasta + maf2maf_fasta = '/ifs/depot/assemblies/H.sapiens/GRCh38_GDC/GRCh38.d1.vd1.fa' + + # ploidy for bcftools same as GRCh37 + bcfploidy_genome = 'GRCh37' else: print('The genome build you entered is not supported.') sys.exit(0) @@ -72,6 +90,9 @@ # These are the "bad" mutations we automatically call pathogenic badmuts = ['Nonsense_Mutation','Nonstop_Mutation','Frame_Shift_Del','Frame_Shift_Ins'] +# Read in the gene positions +genepos = pd.read_csv('../data/GenePositions_imported.csv',header = 0,index_col = 0) + # Read in the paired BAM files bamfiles = pd.read_csv(args.bamfiles,header = None,sep = '\t') fs = bamfiles.ix[:,0] @@ -118,20 +139,18 @@ if normalflag: # We have a normal bam - countcall = ' '.join(["/opt/common/CentOS_6-dev/bin/current/samtools mpileup --region", mtchrom, "--count-orphans --no-BAQ --min-MQ ",str(minmapq), "--min-BQ", str(minbq), "--ignore-RG --excl-flags UNMAP,SECONDARY,QCFAIL,DUP --BCF --output-tags DP,AD,ADF,ADR --gap-frac 0.005 --tandem-qual 80 --fasta-ref", fasta, datadir + f, datadir + normalbam + "| bcftools call --multiallelic-caller --ploidy", genome, "--keep-alts | bcftools norm --do-not-normalize --multiallelics -any | bcftools query --format '%CHROM\t%POS\t%REF\t%ALT[\t%AD\t%DP\t%ADF\t%ADR]\n'", ">", vcfdir + f + "_temp.maf"]) + countcall = ' '.join(["/opt/common/CentOS_6-dev/bin/current/samtools mpileup --region", mtchrom, "--count-orphans --no-BAQ --min-MQ ",str(minmapq), "--min-BQ", str(minbq), "--ignore-RG --excl-flags UNMAP,SECONDARY,QCFAIL,DUP --BCF --output-tags DP,AD,ADF,ADR --gap-frac 0.005 --tandem-qual 80 -L 1000000 -d 1000000 --open-prob 30 --fasta-ref", fasta, datadir + f, datadir + normalbam + "| bcftools call --multiallelic-caller --ploidy", bcfploidy_genome, "--keep-alts | bcftools norm --do-not-normalize --multiallelics -any | bcftools query --format '%CHROM\t%POS\t%REF\t%ALT[\t%AD\t%DP\t%ADF\t%ADR]\n'", ">", vcfdir + f + "_temp.maf"]) - mafcall = ' '.join( ["cmo_maf2maf --version develop --input-maf", vcfdir + f + "_temp2.maf","--output-maf", outdir + f + ".maf","--retain-cols",retaincols, "--ncbi-build", ncbibuild, '--ref-fasta',fasta] ) + mafcall = ' '.join( ["cmo_maf2maf --version develop --input-maf", vcfdir + f + "_temp2.maf","--output-maf", outdir + f + ".maf","--retain-cols",retaincols, "--ncbi-build", ncbibuild, '--ref-fasta',maf2maf_fasta] ) else: # We don't have a normal bam print('We do not have a normal bam file for ' + f) - countcall = ' '.join(["/opt/common/CentOS_6-dev/bin/current/samtools mpileup --region", mtchrom, "--count-orphans --no-BAQ --min-MQ ",str(minmapq), "--min-BQ", str(minbq), "--ignore-RG --excl-flags UNMAP,SECONDARY,QCFAIL,DUP --BCF --output-tags DP,AD,ADF,ADR --gap-frac 0.005 --tandem-qual 80 --fasta-ref", fasta, datadir + f + "| bcftools call --multiallelic-caller --ploidy", genome, "--keep-alts | bcftools norm --do-not-normalize --multiallelics -any | bcftools query --format '%CHROM\t%POS\t%REF\t%ALT[\t%AD\t%DP\t%ADF\t%ADR]\n'", ">", vcfdir + f + "_temp.maf"]) + countcall = ' '.join(["/opt/common/CentOS_6-dev/bin/current/samtools mpileup --region", mtchrom, "--count-orphans --no-BAQ --min-MQ ",str(minmapq), "--min-BQ", str(minbq), "--ignore-RG --excl-flags UNMAP,SECONDARY,QCFAIL,DUP --BCF --output-tags DP,AD,ADF,ADR --gap-frac 0.005 --tandem-qual 80 -L 1000000 -d 1000000 --open-prob 30 --fasta-ref", fasta, datadir + f + "| bcftools call --multiallelic-caller --ploidy", bcfploidy_genome, "--keep-alts | bcftools norm --do-not-normalize --multiallelics -any | bcftools query --format '%CHROM\t%POS\t%REF\t%ALT[\t%AD\t%DP\t%ADF\t%ADR]\n'", ">", vcfdir + f + "_temp.maf"]) mafcall = ' '.join( ["cmo_maf2maf --version develop --input-maf", vcfdir + f + "_temp2.maf","--output-maf", outdir + f + ".maf","--retain-cols",retaincols, "--ncbi-build", ncbibuild, '--ref-fasta',fasta] ) - - # Make the VCF file #print(countcall) os.system(countcall) @@ -171,6 +190,16 @@ tempmaf = tempmaf[ tempmaf['t_alt_fwd'].map(int) >= 2 ] tempmaf = tempmaf[ tempmaf['t_alt_rev'].map(int) >= 2 ] + # If we are using hg19 with the 16571 long MT chromosome, change the mapping so that we can call variants correctly. + if genome == 'hg19': + tempmaf['YorubaPosition'] = tempmaf['Start_Position'].copy() + newstarts = rcrsmapping.ix[ 'Position:' + tempmaf['YorubaPosition'].map(int).map(str),0 ].reset_index(drop = True) + + tempmaf['Start_Position'] = newstarts.tolist() + tempmaf = tempmaf[ tempmaf['Start_Position'].notnull() ] + + tempmaf['Start_Position'] = tempmaf['Start_Position'].map(int) + # Write out to a second temporary MAF file, and then call maf2maf tempmaf.to_csv(vcfdir + f + "_temp2.maf",index = None,sep = '\t') if tempmaf.shape[0] == 0: @@ -235,8 +264,16 @@ #################################################################################### #################################################################################### - # Part 3: Write out file + # Part 4: Modify the gene names to include rRNA and tRNA + #pdb.set_trace() + maf['Hugo_Symbol'] = genepos.ix[ maf['Start_Position'].map(int), 'Gene'].reset_index(drop = True) + + # Also change the control region symbols + maf.ix[ (maf['Start_Position'].map(int) <= 576) | (maf['Start_Position'].map(int) >= 16024), 'Hugo_Symbol'] = 'ControlRegion' + + # Part 5: Write out file maf.to_csv(outdir + f + '.maf',index = None,sep = '\t') + #pdb.set_trace() # Write out the counts file as well mtcounts.to_csv(outdir + args.bamfiles.split('/')[-1] + 'Counts.txt') diff --git a/analysis/igv_batch_screenshots_Ed.R b/analysis/igv_batch_screenshots_Ed.R index 534fcdf..c5c5484 100644 --- a/analysis/igv_batch_screenshots_Ed.R +++ b/analysis/igv_batch_screenshots_Ed.R @@ -6,8 +6,7 @@ # Note the options for selecting all non-synonymous mutations, or only LOF mutations. # Example usage: -# Rscript igv_batch_screenshots_Ed.r -m MergedMAF_TCGATHCA.maf -f T -b /Users/ereznik/Documents/luna/ifs/e63data/makarovv/HCC/rawbam/ -# -o /Users/ereznik/Documents/mtimpact/results/hurthle/IGVscreenshots/IGVscript.txt -d /Users/ereznik/Documents/mtimpact/results/hurthle/IGVscreenshots/ -g b37 +# Rscript igv_batch_screenshots_Ed.r -m MergedMAF_TCGATHCA.maf -f T -b /Users/ereznik/Documents/luna/ifs/e63data/makarovv/HCC/rawbam/ -o /Users/ereznik/Documents/mtimpact/results/SPN/IGVscreenshots/IGVscript.txt -d /Users/ereznik/Documents/mtimpact/results/SPN/IGVscreenshots/ -g b37 catverbose <- function(...) { cat(format(Sys.time(), "%Y%m%d %H:%M:%S |"), ..., "\n") @@ -20,9 +19,8 @@ write_batch_script <- function(samples, out, dir, genome, squish=T) { cat('new') # cat(paste0('\ngenome ', genome)) dat <- samples[which(samples$patient == id),] - bams_to_load <- paste(dat$tumor, - dat$normal, - sep = ",") + #bams_to_load <- paste(dat$tumor,dat$normal,sep = ",") + bams_to_load <- dat$tumor # for normal only cat(paste0('\nload ', bams_to_load)) cat(paste0('\nsnapshotDirectory ', dir)) cat('\nmaxPanelHeight 600\n') diff --git a/data/GenePositions_imported.csv b/data/GenePositions_imported.csv new file mode 100644 index 0000000..c975a83 --- /dev/null +++ b/data/GenePositions_imported.csv @@ -0,0 +1,16570 @@ +"","Position","Gene" +"1",1,"None" +"2",2,"None" +"3",3,"None" +"4",4,"None" +"5",5,"None" +"6",6,"None" +"7",7,"None" 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0000000..28d46fd --- /dev/null +++ b/import/.Rhistory @@ -0,0 +1,512 @@ +fc = matrix(0,dim(alldata)[1],length(s2use)) +colnames(p) = s2use;colnames(fc) = s2use +rownames(p) = rownames(alldata); rownames(fc) = rownames(alldata) +for (s in s2use){ +whichdata = which(tissuetype == s) +tempdata = alldata[,whichdata] +highlac = which(tempdata[midx,] > 1) +lowlac = which(tempdata[midx,] < 1) +if (length(lowlac)<3|length(highlac)<3){next} +for (i in 1:dim(tempdata)[1]){ +if (length(which(is.na(as.numeric(tempdata[i,]))))>0){next} +p[i,s] = wilcox.test(as.numeric(tempdata[i,highlac]),as.numeric( tempdata[i,lowlac]) )$p.value +if (is.nan(p[i,s])){next} +if (p[i,s]<0.05){fc[i,s] = mean(as.numeric(tempdata[i,highlac])) - mean(as.numeric( tempdata[i,lowlac]) )} +} +ctr = ctr + 1 +} +signfc = sign(fc) +msums = rowSums(abs(signfc)) +# Plot the results +notna = which(!is.na(alldata[midx,])) +plotdata = log2(alldata[which(msums>=3),notna]) +sortidx = order(alldata[midx,notna]) +annCol = tissuetype[notna] +aheatmap(plotdata,color = diverge_hsv(n=250,p=0.5), breaks = 0, +Rowv = NA, Colv = sortidx,annCol = annCol) +shiny::runApp('pancanmet/inst/shinyApp') +shiny::runApp('pancanmet/inst/shinyApp') +shiny::runApp('pancanmet/inst/shinyApp') +shiny::runApp('pancanmet/inst/shinyApp') +shiny::runApp('pancanmet/inst/shinyApp') +shiny::runApp('pancanmet/inst/shinyApp') +shinyapps::setAccountInfo(name='edreznik', +token='4CA468246EDEF0641BE5A1B7D309CFC1', +secret='') +shinyapps::setAccountInfo(name='edreznik', token='4CA468246EDEF0641BE5A1B7D309CFC1', secret='bUXeK2gr/X7ObI0lOFTkL+haVXTMU1rITu1XkQ7A') +library(shinyapps) +shinyapps:deployApp('/Users/ereznik/pancanmet/') +shinyapps::deployApp('/Users/ereznik/pancanmet/') +shinyapps::deployApp('/Users/ereznik/pancanmet/inst/shinyApp/') +shinyapps::deployApp('/Users/ereznik/pancanmet/inst/shinyApp/') +shinyapps::deployApp('/Users/ereznik/pancanmet/inst/shinyApp/') +shinyapps::deployApp('/Users/ereznik/pancanmet/inst/shinyApp/') +shinyapps::setAccountInfo(name='edreznik', token='4CA468246EDEF0641BE5A1B7D309CFC1', secret='bUXeK2gr/X7ObI0lOFTkL+haVXTMU1rITu1XkQ7A') +shinyapps::setAccountInfo(name='edreznik', token='4CA468246EDEF0641BE5A1B7D309CFC1', secret='bUXeK2gr/X7ObI0lOFTkL+haVXTMU1rITu1XkQ7A') +shinyapps::deployApp('/Users/ereznik/pancanmet/inst/shinyApp/') +shinyapps::deployApp('/Users/ereznik/pancanmet/inst/shinyApp/') +shinyapps::deployApp('/Users/ereznik/pancanmet/inst/shinyApp/') +shiny::runApp('kidney_metab_project/inst/shinyApp') +shiny::runApp('kidney_metab_project/inst/shinyApp') +shiny::runApp('kidney_metab_project/inst/shinyApp') +shiny::runApp('kidney_metab_project/inst/shinyApp') +shiny::runApp('kidney_metab_project/inst/shinyApp') +shiny::runApp('kidney_metab_project/inst/shinyApp') +shiny::runApp('kidney_metab_project/inst/shinyApp') +shiny::runApp('pancanmet/inst/shinyApp') +shiny::runApp('pancanmet/inst/shinyApp') +shiny::runApp('kidney_metab_project/inst/shinyApp') +# First, read every file to get the number of patients, and exclude those files which have less than 20 +findir_pats = list.files('/Users/ereznik/Documents/mt/data/idxpats_mt_rna') +numpats = vector() +for (i in 1:length(findir_pats)){ +temp = read.csv(paste('/Users/ereznik/Documents/mt/data/idxpats_mt_rna/',findir_pats[i],sep=''),row.names = 1) +numpats[i] = dim(temp)[1] +} +names(numpats) = findir_pats +f2keep = findir_pats[which(numpats >= 20)] +f2keep +numpats +source('~/.active-rstudio-document', echo=TRUE) +d +qplot(d[,1],d[,3]) +source('~/Downloads/glutathionanalysis.R', echo=TRUE) +d +source('~/Downloads/glutathionanalysis.R', echo=TRUE) +source('~/Downloads/glutathionanalysis.R', echo=TRUE) +qplot(d[,2],d[,4]) +source('~/Downloads/glutathionanalysis.R', echo=TRUE) +source('~/Downloads/glutathionanalysis.R', echo=TRUE) +update.packages(checkBuilt=TRUE) +library(ggplot2) +library(limma) +library(gskb) +source("https://bioconductor.org/biocLite.R") +remove.packages("BiocInstaller") +source("http://bioconductor.org/biocLite.R") +source("http://bioconductor.org/biocLite.R") +debugSource('~/Documents/mt/analysis/removeBatch.R', echo=TRUE) +kruskal.test(plotdata$X0,plotdata$PlateID) +kruskal.test(plotdata$X0,plotdata$PlateID)$p.value +f +source('~/Documents/mt/analysis/removeBatch.R', echo=TRUE) +kw +source('~/Documents/mt/analysis/removeBatch.R', echo=TRUE) +which(kw[,1] < 5e-2 & kw[,2] == 'WGS') +which(kw[,1] > 5e-2 & kw[,2] == 'WGS') +which(kw[,1] > 5e-2 & kw[,2] == 'WXS') +which(kw[,1] < 5e-2 & kw[,2] == 'WXS') +source('~/Documents/mt/analysis/removeBatch.R', echo=TRUE) +source('~/Documents/mt/analysis/removeBatch.R', echo=TRUE) +shiny::runApp('kidney_metab_project/inst/shinyApp') +shiny::runApp('kidney_metab_project/inst/shinyApp') +shiny::runApp('kidney_metab_project/inst/shinyApp') +source('~/Documents/mt/analysis/removeBatch.R', echo=TRUE) +source('~/Documents/mt/analysis/removeBatch.R', echo=TRUE) +source('~/Documents/mt/analysis/removeBatch.R', echo=TRUE) +source('~/Documents/mt/analysis/removeBatch.R', echo=TRUE) +source('~/Documents/mt/analysis/removeBatch.R', echo=TRUE) +source('~/Documents/mt/analysis/removeBatch.R', echo=TRUE) +source('~/Documents/mt/analysis/removeBatch.R', echo=TRUE) +maxdiff +platecoef +names(coef) +coef +source('~/Documents/mt/checks/batch/Rversion_check_removebatch.R', echo=TRUE) +res +coef(mtdna) +a = 'asdfasdf' +substr(a,4,6) +names(allcoef) = unlist(lapply(names(allcoef,function(x){substr(x,3,length(x))}))) +names(allcoef) = unlist(lapply(names(allcoef),function(x){substr(x,3,length(x))})) +allcoef = coef(mtdna) +names(allcoef) = unlist(lapply(names(allcoef),function(x){substr(x,3,length(x))})) +allcoef +allcoef = coef(mtdna) +allcoef +unlist(lapply(names(allcoef),function(x){substr(x,3,length(x))})) +allcoef = coef(mtdna) +a = names(allcoef)[1] +a +substr(a,3,length(a)) +allcoef = coef(mtdna) +names(allcoef) = unlist(lapply(names(allcoef),function(x){substr(x,3,nchar(x))})) +allcoef +resid2 = d$X0 - allcoef[d$PlateID] +resid2 +diffval2 = resid2 - d2[names(resid2),'Corrected'] +diffval2 +names(resid2) +allcoef[d$PlateID] +resid2 = d$X0 - allcoef[d$PlateID] +resid2 +resid2 = d$X0 - allcoef[d$PlateID] +names(resid2) = rownames(d2) +diffval2 = resid2 - d2[names(resid2),'Corrected'] +diffval2 +source('~/Documents/mt/checks/batch/Rversion_check_removebatch.R', echo=TRUE) +res2 +diffval2 +max(abs(diffval2)) +res +diffval2 +t(diffval2) +data.frame(diffval2) +a=data.frame(diffval2) +which(abs(a[,1]>1e-5)) +which(abs(a[,1])>1e-5) +resid2$Plate = d$PlateID +resid2 = d$X0 - allcoef[d$PlateID] +resid2$Plate = d$PlateID +resid2 = data.frame( d$X0 - allcoef[d$PlateID] ) +resid2$Plate = d$PlateID +rownames(resid2) = rownames(d2) +diffval2 = resid2[,1] - d2[names(resid2),'Corrected'] +rownames(resid2) = rownames(d2) +diffval2 = resid2[,1] - d2[names(resid2),'Corrected'] +dim(resid2) +diffval2 = resid2[,1] - d2[rownames(resid2),'Corrected'] +a = which(abs(diffval2)>1e-5) +a +resid2[a,] +source('~/Documents/mt/checks/batch/Rversion_check_removebatch.R', echo=TRUE) +res +res2 +resid2 +allcoef['WUGSC=A10B'] +allcoef +allcoef = coef(mtdna) +names(allcoef) = unlist(lapply(names(allcoef),function(x){substr(x,10,nchar(x))})) +allcoef +names(allcoef) = as.character( unlist(lapply(names(allcoef),function(x){substr(x,10,nchar(x))}))) +allcoef +allcoef = coef(mtdna) +names(allcoef) = unlist(lapply(names(allcoef),function(x){substr(x,10,nchar(x))})) +names(allcoef)[1] +names(allcoef)[2] +source('~/Documents/mt/checks/batch/Rversion_check_removebatch.R', echo=TRUE) +res2 +d$PlateID +source('~/Documents/mt/checks/batch/Rversion_check_removebatch.R', echo=TRUE) +resid2 +res2 +allcoef[d$PlateID] +plate2subtract = matrix(0,dim(d)[1],1) +plate2subtract = allcoef[d$PlateID] +d$PlateID = as.character(d$PlateID) +plate2subtract = allcoef[d$PlateID] +plate2subtract[is.na(plate2subtract)] = 0 +resid2 = data.frame( d$X0 - plate2subtract ) +resid2 +dim(d) +d$X0 +resid2 = data.frame( d$X0 - plate2subtract ) +resid2$Plate = d$PlateID +rownames(resid2) = rownames(d2) +diffval2 = resid2[,1] - d2[rownames(resid2),'Corrected'] +diffval2 +max(diffval2) +min(diffval2) +source('~/Documents/mt/checks/batch/Rversion_check_removebatch.R', echo=TRUE) +res2 +max(res2) +max(res) +source('~/Documents/mt/checks/batch/Rversion_check_removebatch.R', echo=TRUE) +tiscoef +allcoef +d$PlateID +d$PlateID = as.character(d$PlateID) +plate2subtract = allcoef[d$PlateID] +plate2subtract +is.na(plate2subtract) +source('~/Documents/mt/checks/batch/Rversion_check_removebatch.R', echo=TRUE) +source('~/Documents/mt/checks/batch/Rversion_check_removebatch.R', echo=TRUE) +notatissue = which(is.na(d$Type)) +notattissue +NAtissue = which(is.na(d$Type)) +NAtissue +source('~/Documents/mt/checks/batch/Rversion_check_removebatch.R', echo=TRUE) +source('~/Documents/mt/checks/batch/Rversion_check_removebatch.R', echo=TRUE) +source('~/Documents/mt/checks/batch/Rversion_check_removebatch.R', echo=TRUE) +source('~/Documents/mt/checks/batch/Rversion_check_removebatch.R', echo=TRUE) +source('~/Documents/mt/checks/batch/Rversion_check_removebatch.R', echo=TRUE) +?read.csv +f1 = read.csv( '/Users/ereznik/Documents/papillary/data/WGS/maf/T6--N6.union.v5.annotated.maf',sep = '\t',header = TRUE, skip = 1) +head(f1) +f2 = read.csv( '/Users/ereznik/Documents/papillary/data/WGS/maf/284--285.union.v5.annotated.maf',sep = '\t',header = TRUE, skip = 1) +head(f2) +colnames(f2) +source('~/Documents/papillary/oldcode/compareranges_MAFs.R', echo=TRUE) +head(r1) +head(r2) +ranges <- merge(r1,r2,by="chrom",suffixes=c("r1","r2")) +ranges <- merge(r1,r2,suffixes=c("r1","r2")) +head(ranges) +source("http://bioconductor.org/biocLite.R") +biocLite("IRanges") +source('~/Documents/papillary/oldcode/compareranges_MAFs.R', echo=TRUE) +ov = countOverlaps(r2, r1, type="within")>0 +ov +head(ov) +length(ov) +a = ov[[1]] +a +a = ov[[2]] +a +a = ov[[3]] +a +source('~/Documents/papillary/oldcode/compareranges_MAFs.R', echo=TRUE) +ovids +length(r1) +r1[[7]] +r1[[7]][76,] +source('~/Documents/papillary/oldcode/compareranges_MAFs.R', echo=TRUE) +ovids +r1[[7]][1,] +source('~/Documents/papillary/oldcode/compareranges_MAFs.R', echo=TRUE) +starts +ii +ii = r2[[i]][ which(ov[[i]]), ] +starts = ii$start +ends = ii$end +ii[,1] +ii +ii[1] +class() +class(ii) +start(ii) +ends = ends(ii) +ends = end(ii) +ends +starts +ii = r2[[i]][ which(ov[[i]]), ] +starts = start(ii) +ends = end(ii) +# Find the relevant information in the f2 file +ix = which(f2$Start_Position %in% starts & f2$End_Position %in% ends) +ovids[[i]] = f2[ix,1] +ix +ovids +source('~/Documents/papillary/oldcode/compareranges_MAFs.R', echo=TRUE) +dim(ii) +length(ii) +source('~/Documents/papillary/oldcode/compareranges_MAFs.R', echo=TRUE) +ovids +source('~/Documents/papillary/oldcode/compareranges_MAFs.R', echo=TRUE) +ovids +ii +length(ii) +ii = c() +length(ii) +source('~/Documents/papillary/oldcode/compareranges_MAFs.R', echo=TRUE) +ii +ovids +i = 15 +ii = r2[[i]][ which(ov[[i]]), ] +ii +length(ii) +if (length(ii)==0){next} +source('~/Documents/papillary/oldcode/compareranges_MAFs.R', echo=TRUE) +ovids +colnames(f1) +source('~/Documents/papillary/oldcode/compareranges_MAFs.R', echo=TRUE) +ovids +lp = 5 +lp:1L +p = seq(0.1,0.5,5) +p +p = seq(0,0.5,5) +p +?seq +p = seq(0,0.5,.1) +p +p = seq(0.1,0.6,.1) +i <- lp:1L +i +o <- order(p, decreasing = TRUE) +o +p +lp = 5 +lp = 6 +i <- lp:1L +i +p +o +o <- order(p, decreasing = TRUE) +o +?rand +o +order(o) +p = c(0.2,0.1,0.05,0.4,0.6,0.7) +p +o <- order(p, decreasing = TRUE) +o +ro <- order(o) +ro +n = 6 +pmin(1, cummin(n/i * p[o]))[ro] +?cummin +?pmin +p = c(0.2,0.1,0.07,0.4,0.6,0.7) +pmin(1, cummin(n/i * p[o]))[ro] +p +i <- lp:1L # lp is the number of p-values +o <- order(p, decreasing = TRUE) # "o" will reverse sort the p-values +ro <- order(o) +pmin(1, cummin(n/i * p[o]))[ro] +p +o +ro +pmin(1, cummin(n/i * p[o]))[ro] +i +o +ro +pmin(1, cummin(n/i * p[o]))[ro] +p +order(p) +p[3] = 0.001 +pmin(1, cummin(n/i * p[o]))[ro] +p +pmin(1, cummin(n/i * p[o]))[ro] +.6*6/5 +source("https://bioconductor.org/biocLite.R") +biocLite("ComplexHeatmap") +source("https://bioconductor.org/biocLite.R") +biocLite("paxtoolsr") +source("https://bioconductor.org/biocLite.R") +biocLite("paxtoolsr") +library(taxize) +?classification +library(RTCGAToolbox) +RTCGAToolbox:::::getDiffExpressedGenes() +RTCGAToolbox:::getDiffExpressedGenes() +RTCGAToolbox:::getDiffExpressedGenes +shiny::runApp('pancanmet/inst/shinyApp') +colourpicker:::colourPickerAddin() +ggExtra:::ggMarginalGadgetAddin () +d = read.csv('/Users/ereznik/Documents/small-molecule-regulation/res/ecoli_interactions.csv',header = TRUE,row.names = 1) +colnames(d) +d2 = d[,2:3] +d3 = d2[-duplicated(d2),] +dim(d2) +dim(d3) +duplicated(d2) +d3 = d2[-which(duplicated(d2)),] +dim(d3) +d3 +colnames(d) +d2 = d[,c(2,3,9,10)] +d3 = d2[-which(duplicated(d2)),] +head(d3) +head(d3,10) +tail(d3,10) +d4 = d3[order(d3$EC_number),] +tail(d3) +tail(d4) +tail(d4) +tail(d3,10) +colnames(d) +d2 = d[,c(7,3,2,9,10)] +d3 = d2[-which(duplicated(d2)),] +d4 = d3[order(d3$EC_number),] +tail(d4,20) +d3 = d2[-which(duplicated(d2[,2:3])),] +dim(d3) +tail(d4,20) +d4 = d3[order(d3$EC_number),] +tail(d4,20) +dim(d4) +d4[100:110,] +d[65164,] +d[65165,] +d4[120:140,] +d4[140:150,] +d4[340:360,] +d4[340:360,] +d4[440:460,] +colnames(d) +d2 = d[,c(7,3,2,9,10,12)] +d2 = d[,c(7,3,2,9,12)] +d3 = d2[-which(duplicated(d2[,2:3])),] +d4 = d3[order(d3$EC_number),] +d4[440:460,] +d4[540:560,] +d4[540:560,] +d['66343',] +d['23418',] +d4[610:660,] +d4[710:760,] +d4[810:860,] +d4[810:860,] +d4[910:960,] +d4['65241',] +d['65241',] +binom.test(3,2,0.5) +binom.test(2,3,0.5) +d = read.csv('/Users/ereznik/Downloads/gene_level_binomial_impact (1).txt',header = TRUE,sep = '\t',stringsAsFactors = FALSE) +head(d) +library(ggplot2) +d2 = read.csv('/Users/ereznik/Downloads/gene_level_binomial_impact.txt',header = TRUE,sep = '\t',stringsAsFactors = FALSE) +head(d2) +d2 = read.csv('/Users/ereznik/Downloads/gene_level_binomial_impact.txt',header = TRUE,sep = '\t',stringsAsFactors = FALSE,row.names = 1) +d = read.csv('/Users/ereznik/Downloads/gene_level_binomial_impact (1).txt',header = TRUE,sep = '\t',stringsAsFactors = FALSE,row.names = 1) +qplot(d$q.val,d2[rownames(d),'q.val']) +qplot(d$q.val,d2[rownames(d),'q.val'],label = rownames(d)) + geom_text() +qplot(d$q.val,d2[rownames(d),'q.val'],label = rownames(d)) + geom_text() + ggsave('/Users/ereznik/Downloads/genetest.pdf',height = 8,width = 8) +qplot(log10(d$q.val),log10(d2[rownames(d),'q.val']),label = rownames(d)) + geom_text() + ggsave('/Users/ereznik/Downloads/genetest.pdf',height = 8,width = 8) +qplot(log10(d$q.val),log10(d2[rownames(d),'q.val']),label = rownames(d)) + geom_text() + xlim(0,-10) + ylim(0,-10) + ggsave('/Users/ereznik/Downloads/genetest.pdf',height = 8,width = 8) +d['KMT2A',] +d2['KMT2A',] +d2['ZFHX3',] +d['ZFHX3',] +qplot(log10(d$p.val),log10(d2[rownames(d),'p.val.uncorrected']),label = rownames(d)) + geom_text() + xlim(0,-10) + ylim(0,-10) + ggsave('/Users/ereznik/Downloads/genetest.pdf',height = 8,width = 8) +qplot(log10(d$p.val),log10(d[rownames(d),'p.val.uncorrected']),label = rownames(d)) + geom_text() + xlim(0,-10) + ylim(0,-10) + ggsave('/Users/ereznik/Downloads/genetest.pdf',height = 8,width = 8) +d['SETD2',] +d['TSC2',] +library(XLConnect) +d = readWorksheetFromFile('/Users/ereznik/Downloads/16-199_MetsPattern_24Sept17.xlsx',sheet = 'Mets Sites') +dim(d) +table(d) +table(d$PatientId) +a = order(d$PatientId) +a[order(a)] +a[order(a)]a +a +a = d$PatientId +a[order(a)] +a +a = table(d$PatientId) +a[order(a)] +length(which(a>1)) +length(which(a>2)) +length(which(a>3)) +length(which(a>5)) +d[which(d$PatientId == 49727)] +d[which(d$PatientId == 49727),] +d[which(d$PatientId == 28863),] +d[which(d$PatientId == 12201),] +d[which(d$PatientId == 13494),] +length(unique(d$PatientId)) +a +length(a) 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+res[startix:endix,1] = res[startix:endix,1] - 2 + +# subtract 1 from 3109 to 16194 +startix = which(rownames(res) == 'Position:3109') +endix = which(rownames(res) == 'Position:16194') +res[startix:endix,1] = res[startix:endix,1] - 1 + +# drop 16195 +res['Position:16195',1] = NA + +# subtract 2 from 16196 to 16571 +startix = which(rownames(res) == 'Position:16196') +endix = which(rownames(res) == 'Position:16571') +res[startix:endix,1] = res[startix:endix,1] - 2 + +colnames(res) = 'Mapping' +write.csv(res,'Yoruba2rCRS.txt')