Created
March 14, 2016 16:31
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## TODO: | |
## study-variable , separated -> DONE | |
## assay[1]-assay[2]-assay[3]-assay[4]-assay[5]-assay[6] | |
## link sample - assay: | |
## | |
## MTD sample[1]-description KO15 | |
## MTD assay[1]-sample_ref sample[1] | |
library(plyr) ## for rbind.fill | |
library(faahKO) | |
## utility function, combining different length objects into a dataframe | |
## padding short columns with NA | |
rbind.ragged <- function(x, y) { | |
x <- as.data.frame(x) | |
y <- as.data.frame(y) | |
colnames(x) <- seq(1:ncol(x)) | |
colnames(y) <- seq(1:ncol(y)) | |
rbind.fill(x,y) | |
} | |
cvTerm <- function(CV, accession, name, value) { | |
paste("[", paste(CV, accession, name, value, sep=", "), "]", sep="") | |
} | |
#cvTerm("MS", "MS:1000443", "Mass Analyzer Type", "Orbitrap") | |
mzFileType <- function(paths) { | |
result <- character(length(paths)) | |
idx <- grepl("([Cc][Dd][Ff]$)|([Nn][Cc]$)", paths) | |
result[idx] <- "netCDF" | |
idx <- grepl("([Mm][Zz])?[Xx][Mm][Ll]$", paths) | |
result[idx] <- "mzXML" | |
idx <- grepl("[Mm][Zz][Dd][Aa][Tt][Aa]$", paths) | |
result[idx] <- "mzData" | |
idx <- grepl("[Mm][Zz][Mm][Ll]$", paths) | |
result[idx] <- cvTerm("MS", "MS:1000584", "Proteomics Standards Inititative mzML file format", "mzML file") | |
result | |
} | |
## paths <- c("bla.cdf", "foo.nc", "blub.mzdata", "blub.mzXML", "blub.XmL", | |
## "foo/bar.bar/baz.mzML", "mzData/careful.mzML") | |
## cbind(paths, mzFileType(paths)) | |
mzTabHeader <- function(mztab, version, mode, type, description, xset) { | |
runs <- filepaths(xset) | |
names(runs) <- paste("ms_run[", 1:length(runs), "]-location", sep="") | |
samples <- paste("sample[", 1:length(runs), "]", sep="") | |
names(samples) <- paste("assay[", 1:length(runs), "]-sample_ref", sep="") | |
sampleDesc <- sampnames(xset) | |
names(sampleDesc) <- paste("sample[", 1:length(runs), "]-description", sep="") | |
filetypes <- mzFileType(runs) | |
names(runs) <- paste("ms_run[", 1:length(filetypes), "]-format", sep="") | |
assays <- paste("ms_run[", seq(along=runs), "]", sep="") | |
names(assays) <- paste("assay[", seq(along=runs), "]-ms_run_ref", sep="") | |
variableAssays <- unlist(tapply(seq(along=sampclass(xset)), sampclass(xset), function(x) | |
paste(paste("assay[",x,"]", sep=""), collapse=","))) | |
names(variableAssays) <- paste("study_variable[", seq(along=variableAssays), "]-assay_refs", sep="") | |
variableDescriptions <- unique(as.character(sampclass(xset))) | |
names(variableDescriptions) <- paste("study_variable[", seq(along=variableDescriptions), "]-description", sep="") | |
mztab <- rbind.ragged(mztab, mzTabAddComment("Meta data section")) | |
mztab <- rbind.ragged(mztab, mzTabAddTagValue("MTD", | |
c("mzTab-version"=version, | |
"mzTab-mode"=mode, | |
"mzTab-type"=type, | |
"description"=description))) | |
mztab <- rbind.ragged(mztab, mzTabAddTagValue("MTD", runs)) | |
mztab <- rbind.ragged(mztab, mzTabAddTagValue("MTD", samples)) | |
mztab <- rbind.ragged(mztab, mzTabAddTagValue("MTD", sampleDesc)) | |
mztab <- rbind.ragged(mztab, mzTabAddTagValue("MTD", assays)) | |
mztab <- rbind.ragged(mztab, mzTabAddTagValue("MTD", variableAssays)) | |
mztab <- rbind.ragged(mztab, mzTabAddTagValue("MTD", variableDescriptions)) | |
} | |
mzTabAddComment <- function(comments) { | |
cbind.data.frame("COM", comments, stringsAsFactors=FALSE) | |
} | |
mzTabAddTagValue <- function(section, values) { | |
cbind.data.frame(section, names(values), values, stringsAsFactors=FALSE) | |
} | |
mzTabAddValues <- function(mztab, headers, section, values) { | |
h <- cbind.data.frame(headers, t(names(values)), stringsAsFactors=FALSE) | |
v <- cbind.data.frame(section, values, stringsAsFactors=FALSE) | |
mztab <- rbind.ragged(mztab, h) | |
mztab <- rbind.ragged(mztab, v) | |
} | |
mzTabAddSME <- function(mztab, xset) { | |
runs <- seq(along=sampnames(xset)) | |
variables <- seq(along=levels(sampclass(xset))) | |
idHeaders <- c("identifier", "description", "chemical_formula", | |
"smiles", "inchi_key", "database", "database_version") | |
searchHeaders1 <- c("search_engine", "best_search_engine_score") | |
searchHeaders2 <- paste("search_engine_score_ms_run[", runs, "]", sep="") | |
searchHeaders3 <- c("reliability", "modifications") | |
featureHeaders <- c("charge", "adduct_ion", "exp_mass_to_charge", | |
"calc_mass_to_charge", "calc_neutral_mass", "retention_time", | |
"retention_time_window", "uri", "spectra_ref") | |
abundanceAssayHeaders <- paste("smallmolecule_abundance_assay[", runs, "]", sep="") | |
abundanceVariableHeaders <- unlist(lapply(variables, FUN=function(v) c(paste("smallmolecule_abundance_study_variable[", v,"]", sep=""), | |
paste("smallmolecule_abundance_stddev_study_variable[", v,"]", sep=""), | |
paste("smallmolecule_abundance_std_error_study_variable[", v,"]", sep="")))) | |
optHeaders <- "opt_global_cv_isotopic_mass_trace" | |
headers <- c(idHeaders, | |
searchHeaders1, searchHeaders2, searchHeaders3, | |
featureHeaders, abundanceAssayHeaders, abundanceVariableHeaders, optHeaders) | |
g <- groups(xset) | |
v <- groupval(xset, value="into") | |
result <- as.data.frame(matrix(character(0), ncol=length(headers), nrow=nrow(g))) | |
colnames(result) <- headers | |
# Calculate median/mean per study variable | |
#variableAssays <- unlist(tapply(seq(along=sampclass(xset)), sampclass(xset), function(x) | |
# paste(paste("assay[",x,"]", sep=""), collapse=","))) | |
#names(variableAssays) <- paste("study_variable[", seq(along=variableAssays), "]-assay_refs", sep="") | |
result[,"retention_time"] <- g[,"rtmed"] | |
result[,"exp_mass_to_charge"] <- g[,"mzmed"] | |
result[, grepl("smallmolecule_abundance_assay", colnames(result))] <- v | |
mztab <- mzTabAddValues(mztab, "SEH", "SME", result) | |
} | |
writeMzTab <- function(object, filename) { | |
write.table(object, file=filename, | |
row.names=FALSE, col.names=FALSE, | |
quote=TRUE, sep="\t", na="\"\"") | |
} | |
######################## | |
## Example for faahKO | |
## | |
if(! exists("xs")) { | |
xs <- group(faahko) | |
} | |
mzt <- data.frame(character(0)) | |
mzt <- mzTabHeader(mzt, | |
version="1.1.0", mode="Complete", type="Quantification", | |
description="faahKO", | |
xset=xs) | |
mzt <- mzTabAddSME(mzt, xs) | |
#mzt | |
writeMzTab(mzt, "faahKO.mzTab") | |
############################# | |
if (FALSE) { | |
library(MSnbase) | |
m <- readMzTabData("faahKO.mzTab") | |
} | |
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