Mercurial > repos > lecorguille > camera_annotate
changeset 16:a2c49996603e draft
planemo upload commit e440674afa3e58c46100b0ac7c305a6f46ecbbdc
| author | lecorguille |
|---|---|
| date | Wed, 19 Sep 2018 03:22:21 -0400 |
| parents | 6139bfcc95cb |
| children | 73d82de36369 |
| files | CAMERA.r README.rst abims_CAMERA_annotateDiffreport.xml lib.r macros.xml repository_dependencies.xml test-data/.RData test-data/CMD.mac.sh test-data/Rplots.pdf test-data/dataMatrixOutput.txt test-data/faahKO-single.xset.merged.group.retcor.group.fillpeaks-xcms3.RData test-data/faahKO.xset.group.retcor.group.fillPeaks.annotate.dataMatrix-xcms3.tsv test-data/faahKO.xset.group.retcor.group.fillPeaks.annotate.variableMetadata-xcms3.tsv |
| diffstat | 13 files changed, 19352 insertions(+), 26 deletions(-) [+] |
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--- a/CAMERA.r Thu Mar 01 08:29:32 2018 -0500 +++ b/CAMERA.r Wed Sep 19 03:22:21 2018 -0400 @@ -4,16 +4,18 @@ # ----- PACKAGE ----- -cat("\tPACKAGE INFO\n") +cat("\tSESSION INFO\n") -setRepositories(graphics=F, ind=31) +pkgs=c("CAMERA","multtest","batch") +for(pkg in pkgs) suppressPackageStartupMessages( stopifnot( library(pkg, quietly=TRUE, logical.return=TRUE, character.only=TRUE))) -#pkgs=c("xcms","batch") -pkgs=c("parallel","BiocGenerics", "Biobase", "Rcpp", "mzR", "xcms","snow","igraph","CAMERA","multtest","batch") -for(p in pkgs) { - suppressPackageStartupMessages(suppressWarnings(library(p, quietly=TRUE, logical.return=TRUE, character.only=TRUE))) - cat(p,"\t",as.character(packageVersion(p)),"\n",sep="") -} +sessioninfo = sessionInfo() +cat(sessioninfo$R.version$version.string,"\n") +cat("Main packages:\n") +for (pkg in names(sessioninfo$otherPkgs)) { cat(paste(pkg,packageVersion(pkg)),"\t") }; cat("\n") +cat("Other loaded packages:\n") +for (pkg in names(sessioninfo$loadedOnly)) { cat(paste(pkg,packageVersion(pkg)),"\t") }; cat("\n") + source_local <- function(fname){ argv <- commandArgs(trailingOnly = FALSE); base_dir <- dirname(substring(argv[grep("--file=", argv)], 8)); source(paste(base_dir, fname, sep="/")) } cat("\n\n"); @@ -105,9 +107,13 @@ directory = retrieveRawfileInTheWorkingDirectory(singlefile, zipfile) } +# Because so far CAMERA isn't compatible with the new XCMSnExp object +if (exists("xdata")){ + xset <- getxcmsSetObject(xdata) +} -#addition of xset object to the list of arguments in the first position -if (exists("xset") != 0){ +# addition of xset object to the list of arguments in the first position +if (exists("xset")){ listArguments=append(list(xset), listArguments) } @@ -122,7 +128,6 @@ #change the default display settings pdf(file=rplotspdf, width=16, height=12) - if (thefunction %in% c("annotatediff")) { results_list=annotatediff(xset=xset,listArguments=listArguments,variableMetadataOutput=variableMetadataOutput,dataMatrixOutput=dataMatrixOutput) xa=results_list[["xa"]]
--- a/README.rst Thu Mar 01 08:29:32 2018 -0500 +++ b/README.rst Wed Sep 19 03:22:21 2018 -0400 @@ -2,6 +2,10 @@ Changelog/News -------------- +**Version 2.2.3 - 30/04/2018** + +- NEW: support the new xcms 3.0.0 wrapper + **Version 2.2.2 - 01/03/2018** - UPGRADE: upgrate the CAMERA version from 1.26.0 to 1.32.0
--- a/abims_CAMERA_annotateDiffreport.xml Thu Mar 01 08:29:32 2018 -0500 +++ b/abims_CAMERA_annotateDiffreport.xml Wed Sep 19 03:22:21 2018 -0400 @@ -1,4 +1,4 @@ -<tool id="abims_CAMERA_annotateDiffreport" name="CAMERA.annotate" version="2.2.2"> +<tool id="abims_CAMERA_annotateDiffreport" name="CAMERA.annotate" version="2.2.3"> <description>CAMERA annotate function. Returns annotation results (isotope peaks, adducts and fragments) and a diffreport if more than one condition.</description> @@ -191,14 +191,14 @@ </outputs> <tests> - <test> + <!--<test> <param name="image" value="faahKO.xset.group.retcor.group.fillpeaks.RData"/> <expand macro="test_annotate_diffreport"/> <expand macro="test_annotate_quick_true"/> <expand macro="test_file_load_zip"/> <output name="variableMetadata" file="faahKO.xset.group.retcor.group.fillPeaks.annotate.variableMetadata.tsv" /> <output name="datamatrix" file="faahKO.xset.group.retcor.group.fillPeaks.annotate.dataMatrix.tsv" /> - </test> + </test>--> <test> <param name="image" value="faahKO-single.xset.merged.group.retcor.group.fillpeaks.RData"/> <expand macro="test_annotate_diffreport"/> @@ -208,6 +208,14 @@ <output name="datamatrix" file="faahKO.xset.group.retcor.group.fillPeaks.annotate.dataMatrix.tsv" /> </test> <test> + <param name="image" value="faahKO-single.xset.merged.group.retcor.group.fillpeaks-xcms3.RData"/> + <expand macro="test_annotate_diffreport"/> + <expand macro="test_annotate_quick_true"/> + <expand macro="test_file_load_single"/> + <output name="variableMetadata" file="faahKO.xset.group.retcor.group.fillPeaks.annotate.variableMetadata-xcms3.tsv" /> + <output name="datamatrix" file="faahKO.xset.group.retcor.group.fillPeaks.annotate.dataMatrix-xcms3.tsv" /> + </test> + <test> <param name="image" value="faahKO-single.xset.merged.group.retcor.group.fillpeaks.RData"/> <expand macro="test_annotate_diffreport"/> <conditional name="quick_block"> @@ -424,6 +432,10 @@ Changelog/News -------------- +**Version 2.2.3 - 30/04/2018** + +- NEW: support the new xcms 3.0.0 wrapper + **Version 2.2.2 - 01/03/2018** - UPGRADE: upgrate the CAMERA version from 1.26.0 to 1.32.0
--- a/lib.r Thu Mar 01 08:29:32 2018 -0500 +++ b/lib.r Wed Sep 19 03:22:21 2018 -0400 @@ -1,5 +1,25 @@ # lib.r +# This function retrieve a xset like object +#@author Gildas Le Corguille lecorguille@sb-roscoff.fr +getxcmsSetObject <- function(xobject) { + # XCMS 1.x + if (class(xobject) == "xcmsSet") + return (xobject) + # XCMS 3.x + if (class(xobject) == "XCMSnExp") { + # Get the legacy xcmsSet object + suppressWarnings(xset <- as(xobject, 'xcmsSet')) + if (is.null(xset@phenoData$sample_group)) + sampclass(xset) = "." + else + sampclass(xset) <- xset@phenoData$sample_group + if (!is.null(xset@phenoData$sample_name)) + rownames(xset@phenoData) = xset@phenoData$sample_name + return (xset) + } +} + #@author G. Le Corguille #The function create a pdf from the different png generated by diffreport diffreport_png2pdf <- function(filebase) { @@ -105,29 +125,29 @@ for (n in seq(along=y)){ if(i+n <= length(classes)){ filebase=paste(classes[i],class2=classes[i+n],sep="-vs-") - - diffrep=diffreport(object=xset,class1=classes[i],class2=classes[i+n],filebase=filebase,eicmax=listArguments[["eicmax"]],eicwidth=listArguments[["eicwidth"]],sortpval=TRUE,value=listArguments[["value"]],h=listArguments[["h"]],w=listArguments[["w"]],mzdec=listArguments[["mzdec"]]) - + + diffrep=diffreport(object=xset,class1=classes[i],class2=classes[i+n],filebase=filebase,eicmax=listArguments[["eicmax"]],eicwidth=listArguments[["eicwidth"]],sortpval=TRUE,value=listArguments[["value"]],h=listArguments[["h"]],w=listArguments[["w"]],mzdec=listArguments[["mzdec"]],missing=0) + diffrepOri = diffrep - + # renamming of the column rtmed to rt to fit with camera peaklist function output colnames(diffrep)[colnames(diffrep)=="rtmed"] <- "rt" colnames(diffrep)[colnames(diffrep)=="mzmed"] <- "mz" - + # combines results and reorder columns diffrep = merge(peakList, diffrep[,c("name","fold","tstat","pvalue")], by.x="name", by.y="name", sort=F) diffrep = cbind(diffrep[,!(colnames(diffrep) %in% c(sampnames(xa@xcmsSet)))],diffrep[,(colnames(diffrep) %in% c(sampnames(xa@xcmsSet)))]) - + diffrep = RTSecondToMinute(diffrep, listArguments[["convertRTMinute"]]) diffrep = formatIonIdentifiers(diffrep, numDigitsRT=listArguments[["numDigitsRT"]], numDigitsMZ=listArguments[["numDigitsMZ"]]) - + if(listArguments[["sortpval"]]){ diffrep=diffrep[order(diffrep$pvalue), ] } - + dir.create("tabular") write.table(diffrep, sep="\t", quote=FALSE, row.names=FALSE, file=paste("tabular/",filebase,"_tsv.tabular",sep="")) - + if (listArguments[["eicmax"]] != 0) { diffreport_png2pdf(filebase) } @@ -136,7 +156,6 @@ } } - # --- variableMetadata --- variableMetadata=peakList[,!(make.names(colnames(peakList)) %in% c(make.names(sampnames(xa@xcmsSet))))] variableMetadata = RTSecondToMinute(variableMetadata, listArguments[["convertRTMinute"]]) @@ -302,3 +321,288 @@ } return (directory) } + +#@TODO: remove this function as soon as we can use xcms 3.x.x from Bioconductor 3.7 +# https://github.com/sneumann/CAMERA/issues/33#issuecomment-405168524 +# https://github.com/sneumann/xcms/commit/950a3fe794cdb6b0fda88696e31aab3d97a3b7dd +############################################################ +## getEIC +getEIC <- function(object, mzrange, rtrange = 200, + groupidx, sampleidx = sampnames(object), + rt = c("corrected", "raw")) { + + files <- filepaths(object) + grp <- groups(object) + samp <- sampnames(object) + prof <- profinfo(object) + + rt <- match.arg(rt) + + if (is.numeric(sampleidx)) + sampleidx <- sampnames(object)[sampleidx] + sampidx <- match(sampleidx, sampnames(object)) + + if (!missing(groupidx)) { + if (is.numeric(groupidx)) + groupidx <- groupnames(object)[unique(as.integer(groupidx))] + grpidx <- match(groupidx, groupnames(object, template = groupidx)) + } + + if (missing(mzrange)) { + if (missing(groupidx)) + stop("No m/z range or groups specified") + if (any(is.na(groupval(object, value = "mz")))) + warning( + "`NA` values in xcmsSet. Use fillPeaks() on the object to fill", + "-in missing peak values. Note however that this will also ", + "insert intensities of 0 for peaks that can not be filled in.") + mzmin <- apply(groupval(object, value = "mzmin"), 1, min, na.rm = TRUE) + mzmax <- apply(groupval(object, value = "mzmax"), 1, max, na.rm = TRUE) + mzrange <- matrix(c(mzmin[grpidx], mzmax[grpidx]), ncol = 2) + ## if (any(is.na(groupval(object, value = "mz")))) + ## stop('Please use fillPeaks() to fill up NA values !') + ## mzmin <- -rowMax(-groupval(object, value = "mzmin")) + ## mzmax <- rowMax(groupval(object, value = "mzmax")) + ## mzrange <- matrix(c(mzmin[grpidx], mzmax[grpidx]), ncol = 2) + } else if (all(c("mzmin","mzmax") %in% colnames(mzrange))) + mzrange <- mzrange[,c("mzmin", "mzmax"),drop=FALSE] + else if (is.null(dim(mzrange))) + stop("mzrange must be a matrix") + colnames(mzrange) <- c("mzmin", "mzmax") + + if (length(rtrange) == 1) { + if (missing(groupidx)) + rtrange <- matrix(rep(range(object@rt[[rt]][sampidx]), nrow(mzrange)), + ncol = 2, byrow = TRUE) + else { + rtrange <- retexp(grp[grpidx,c("rtmin","rtmax"),drop=FALSE], rtrange) + } + } else if (is.null(dim(rtrange))) + stop("rtrange must be a matrix or single number") + colnames(rtrange) <- c("rtmin", "rtmax") + + ## Ensure that we've got corrected retention time if requested. + if (is.null(object@rt[[rt]])) + stop(rt, " retention times not present in 'object'!") + + ## Ensure that the defined retention time range is within the rtrange of the + ## object: we're using the max minimal rt of all files and the min maximal rt + rtrs <- lapply(object@rt[[rt]], range) + rtr <- c(max(unlist(lapply(rtrs, "[", 1))), + min(unlist(lapply(rtrs, "[", 2)))) + ## Check if we've got a range which is completely off: + if (any(rtrange[, "rtmin"] >= rtr[2] | rtrange[, "rtmax"] <= rtr[1])) { + outs <- which(rtrange[, "rtmin"] >= rtr[2] | + rtrange[, "rtmax"] <= rtr[1]) + stop(length(outs), " of the specified 'rtrange' are completely outside ", + "of the retention time range of 'object' which is (", rtr[1], ", ", + rtr[2], "). The first was: (", rtrange[outs[1], "rtmin"], ", ", + rtrange[outs[1], "rtmax"], "!") + } + lower_rt_outside <- rtrange[, "rtmin"] < rtr[1] + upper_rt_outside <- rtrange[, "rtmax"] > rtr[2] + if (any(lower_rt_outside) | any(upper_rt_outside)) { + ## Silently fix these ranges. + rtrange[lower_rt_outside, "rtmin"] <- rtr[1] + rtrange[upper_rt_outside, "rtmax"] <- rtr[2] + } + + if (missing(groupidx)) + gnames <- character(0) + else + gnames <- groupidx + + eic <- vector("list", length(sampleidx)) + names(eic) <- sampleidx + + for (i in seq(along = sampidx)) { + + ## cat(sampleidx[i], "") + flush.console() + ## getXcmsRaw takes care of rt correction, susetting to scanrage and other + ## stuff. + lcraw <- getXcmsRaw(object, sampleidx = sampidx[i], rt=rt) + currenteic <- xcms::getEIC(lcraw, mzrange, rtrange, step = prof$step) + eic[[i]] <- currenteic@eic[[1]] + rm(lcraw) + gc() + } + ## cat("\n") + + invisible(new("xcmsEIC", eic = eic, mzrange = mzrange, rtrange = rtrange, + rt = rt, groupnames = gnames)) +} + +#@TODO: remove this function as soon as we can use xcms 3.x.x from Bioconductor 3.7 +# https://github.com/sneumann/CAMERA/issues/33#issuecomment-405168524 +# https://github.com/sneumann/xcms/commit/950a3fe794cdb6b0fda88696e31aab3d97a3b7dd +############################################################ +## diffreport +diffreport = function(object, + class1 = levels(sampclass(object))[1], + class2 = levels(sampclass(object))[2], + filebase = character(), + eicmax = 0, eicwidth = 200, + sortpval = TRUE, + classeic = c(class1,class2), + value = c("into","maxo","intb"), + metlin = FALSE, + h = 480, w = 640, mzdec=2, + missing = numeric(), ...) { + + if ( nrow(object@groups)<1 || length(object@groupidx) <1) { + stop("No group information. Use group().") + } + + if (!is.numeric(w) || !is.numeric(h)) + stop("'h' and 'w' have to be numeric") + ## require(multtest) || stop("Couldn't load multtest") + + value <- match.arg(value) + groupmat <- groups(object) + if (length(groupmat) == 0) + stop("No group information found") + samples <- sampnames(object) + n <- length(samples) + classlabel <- sampclass(object) + classlabel <- levels(classlabel)[as.vector(unclass(classlabel))] + + values <- groupval(object, "medret", value=value) + indecies <- groupval(object, "medret", value = "index") + + if (!all(c(class1,class2) %in% classlabel)) + stop("Incorrect Class Labels") + + ## c1 and c2 are column indices of class1 and class2 resp. + c1 <- which(classlabel %in% class1) + c2 <- which(classlabel %in% class2) + ceic <- which(classlabel %in% classeic) + if (length(intersect(c1, c2)) > 0) + stop("Intersecting Classes") + + ## Optionally replace NA values with the value provided with missing + if (length(missing)) { + if (is.numeric(missing)) { + ## handles NA, Inf and -Inf + values[, c(c1, c2)][!is.finite(values[, c(c1, c2)])] <- missing[1] + } else + stop("'missing' should be numeric") + } + ## Check against missing Values + if (any(is.na(values[, c(c1, c2)]))) + warning("`NA` values in xcmsSet. Use fillPeaks() on the object to fill", + "-in missing peak values. Note however that this will also ", + "insert intensities of 0 for peaks that can not be filled in.") + + mean1 <- rowMeans(values[,c1,drop=FALSE], na.rm = TRUE) + mean2 <- rowMeans(values[,c2,drop=FALSE], na.rm = TRUE) + + ## Calculate fold change. + ## For foldchange <1 set fold to 1/fold + ## See tstat to check which was higher + fold <- mean2 / mean1 + fold[!is.na(fold) & fold < 1] <- 1/fold[!is.na(fold) & fold < 1] + + testval <- values[,c(c1,c2)] + ## Replace eventual infinite values with NA (CAMERA issue #33) + testval[is.infinite(testval)] <- NA + testclab <- c(rep(0,length(c1)),rep(1,length(c2))) + + if (min(length(c1), length(c2)) >= 2) { + tstat <- mt.teststat(testval, testclab, ...) + pvalue <- xcms:::pval(testval, testclab, tstat) + } else { + message("Too few samples per class, skipping t-test.") + tstat <- pvalue <- rep(NA,nrow(testval)) + } + stat <- data.frame(fold = fold, tstat = tstat, pvalue = pvalue) + if (length(levels(sampclass(object))) >2) { + pvalAnova<-c() + for(i in 1:nrow(values)){ + var<-as.numeric(values[i,]) + ano<-summary(aov(var ~ sampclass(object)) ) + pvalAnova<-append(pvalAnova, unlist(ano)["Pr(>F)1"]) + } + stat<-cbind(stat, anova= pvalAnova) + } + if (metlin) { + neutralmass <- groupmat[,"mzmed"] + ifelse(metlin < 0, 1, -1) + metlin <- abs(metlin) + digits <- ceiling(-log10(metlin))+1 + metlinurl <- + paste("http://metlin.scripps.edu/simple_search_result.php?mass_min=", + round(neutralmass - metlin, digits), "&mass_max=", + round(neutralmass + metlin, digits), sep="") + values <- cbind(metlin = metlinurl, values) + } + twosamp <- cbind(name = groupnames(object), stat, groupmat, values) + if (sortpval) { + tsidx <- order(twosamp[,"pvalue"]) + twosamp <- twosamp[tsidx,] + rownames(twosamp) <- 1:nrow(twosamp) + values<-values[tsidx,] + } else + tsidx <- 1:nrow(values) + + if (length(filebase)) + write.table(twosamp, paste(filebase, ".tsv", sep = ""), quote = FALSE, sep = "\t", col.names = NA) + + if (eicmax > 0) { + if (length(unique(peaks(object)[,"rt"])) > 1) { + ## This looks like "normal" LC data + + eicmax <- min(eicmax, length(tsidx)) + eics <- getEIC(object, rtrange = eicwidth*1.1, sampleidx = ceic, + groupidx = tsidx[seq(length = eicmax)]) + + if (length(filebase)) { + eicdir <- paste(filebase, "_eic", sep="") + boxdir <- paste(filebase, "_box", sep="") + dir.create(eicdir) + dir.create(boxdir) + if (capabilities("png")){ + xcms:::xcmsBoxPlot(values[seq(length = eicmax),], + sampclass(object), dirpath=boxdir, pic="png", width=w, height=h) + png(file.path(eicdir, "%003d.png"), width = w, height = h) + } else { + xcms:::xcmsBoxPlot(values[seq(length = eicmax),], + sampclass(object), dirpath=boxdir, pic="pdf", width=w, height=h) + pdf(file.path(eicdir, "%003d.pdf"), width = w/72, + height = h/72, onefile = FALSE) + } + } + plot(eics, object, rtrange = eicwidth, mzdec=mzdec) + + if (length(filebase)) + dev.off() + } else { + ## This looks like a direct-infusion single spectrum + if (length(filebase)) { + eicdir <- paste(filebase, "_eic", sep="") + boxdir <- paste(filebase, "_box", sep="") + dir.create(eicdir) + dir.create(boxdir) + if (capabilities("png")){ + xcmsBoxPlot(values[seq(length = eicmax),], + sampclass(object), dirpath=boxdir, pic="png", + width=w, height=h) + png(file.path(eicdir, "%003d.png"), width = w, height = h, + units = "px") + } else { + xcmsBoxPlot(values[seq(length = eicmax),], + sampclass(object), dirpath=boxdir, pic="pdf", + width=w, height=h) + pdf(file.path(eicdir, "%003d.pdf"), width = w/72, + height = h/72, onefile = FALSE) + } + } + + plotSpecWindow(object, gidxs = tsidx[seq(length = eicmax)], borderwidth=1) + + if (length(filebase)) + dev.off() + } + } + + invisible(twosamp) +}
--- a/macros.xml Thu Mar 01 08:29:32 2018 -0500 +++ b/macros.xml Wed Sep 19 03:22:21 2018 -0400 @@ -3,7 +3,8 @@ <xml name="requirements"> <requirements> <requirement type="package" version="0.4_2">r-snow</requirement> - <requirement type="package" version="1.32.0">bioconductor-camera</requirement> + <requirement type="package" version="3.0.0">bioconductor-xcms</requirement> + <requirement type="package" version="1.34.0">bioconductor-camera</requirement> <requirement type="package" version="2.28.0">bioconductor-multtest</requirement> <requirement type="package" version="1.1_4">r-batch</requirement> <requirement type="package" version="1.3.23">graphicsmagick</requirement>
--- a/repository_dependencies.xml Thu Mar 01 08:29:32 2018 -0500 +++ b/repository_dependencies.xml Wed Sep 19 03:22:21 2018 -0400 @@ -1,5 +1,5 @@ <?xml version="1.0"?> <repositories> <repository changeset_revision="4a51ab3d8ecf" name="rdata_camera_datatypes" owner="lecorguille" toolshed="https://toolshed.g2.bx.psu.edu" /> - <repository changeset_revision="d64562a4ebb3" name="rdata_xcms_datatypes" owner="lecorguille" toolshed="https://toolshed.g2.bx.psu.edu" /> + <repository changeset_revision="544f6d2329ac" name="rdata_xcms_datatypes" owner="lecorguille" toolshed="https://toolshed.g2.bx.psu.edu" /> </repositories>
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/CMD.mac.sh Wed Sep 19 03:22:21 2018 -0400 @@ -0,0 +1,1 @@ +LC_ALL=C Rscript ../CAMERA.r xfunction annotatediff image 'faahKO-single.xset.merged.group.retcor.group.fillpeaks-xcms3.RData' nSlaves ${GALAXY_SLOTS:-1} variableMetadataOutput variableMetadataOutput.txt dataMatrixOutput dataMatrixOutput.txt sigma 6 perfwhm 0.6 ppm 5 mzabs 0.015 maxcharge 3 maxiso 4 minfrac 0.5 quick TRUE xsetRdataOutput '/tmp/tmpT41cRC/files/000/dataset_20.dat' runDiffreport TRUE eicmax 200 eicwidth 200 value into sortpval FALSE h 480 w 640 mzdec 2 convertRTMinute TRUE numDigitsMZ 4 numDigitsRT 1 intval into singlefile_galaxyPath 'wt15.CDF,ko16.CDF,ko15.CDF,wt16.CDF' singlefile_sampleName 'wt15.CDF,ko16.CDF,ko15.CDF,wt16.CDF'
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/dataMatrixOutput.txt Wed Sep 19 03:22:21 2018 -0400 @@ -0,0 +1,6333 @@ +name ..ko15.CDF ..ko16.CDF ..wt15.CDF ..wt16.CDF +M200T3488 6029.94499999992 1646.69331417609 NA NA +M200T3544 NA NA 4586.52650000006 NA +M200T3882 1144.01499999999 1716.38461192716 1449.84316738066 NA +M200T3822 NA NA 1018.81499999998 NA +M200T3184 NA 4333.4849999999 NA NA +M200T2867 76879.3654931277 506848.884266667 53985.4351594335 76607.9704340259 +M200T3978 1324.38867325921 NA 495.468308772648 1242.61000000004 +M200T3681 NA 645.622409362349 5108.15999999988 1576.85791107837 +M201T3788 NA NA 1680.81000000006 NA +M201T3536 NA 2863.6449999999 NA 1106.33802122178 +M201T4052 318.548929605957 205.380230930156 1339.64000000005 689.071631937096 +M201T3276 NA 1497.96219436021 4090.91000000014 1027.56552966783 +M201T3630 NA NA 2121.84236212046 2931.24499999993 +M201T2590 NA 14307.2299999999 NA NA +M201T3985 NA NA 1657.33500000006 NA +M201T3138 27830.0354581329 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Binary file test-data/faahKO-single.xset.merged.group.retcor.group.fillpeaks-xcms3.RData has changed
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