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Import a table of MetaPhlAn taxonomic abundances into phyloseq
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metaphlanToPhyloseq <- function( | |
metaphlandir, | |
metadat=NULL, | |
simplify=TRUE){ | |
## tax is a matrix or data.frame with the table of taxonomic abundances, rows are taxa, columns are samples | |
## metadat is an optional data.frame of specimen metadata, rows are samples, columns are variables | |
## if simplify=TRUE, use only the most detailed level of taxa names in the final object | |
## metaphlanToPhyloseq("~/Downloads/metaphlan_bugs_list") | |
.getMetaphlanTree <- function(removeGCF=TRUE, simplify=TRUE){ | |
if (!requireNamespace("ape")) { | |
stop("Please install the ape package to read Newick trees") | |
} | |
nwkfile <- bzfile(system.file("extdata/metaphlan2_selected.tree.reroot.nwk.bz2", | |
package="curatedMetagenomicData")) | |
tree <- ape::read.tree(nwkfile) | |
close(nwkfile) | |
if(removeGCF) | |
tree$tip.label <- sub("\\|GCF_[0-9]+$", "", tree$tip.label) | |
if(simplify) | |
tree$tip.label <- gsub(".+\\|", "", tree$tip.label) | |
return(tree) | |
} | |
.joinListOfMatrices <- function(obj) { | |
rnames <- Reduce(union, lapply(obj, rownames)) | |
cnames <- names(obj) | |
if (!all(isUnique(cnames))) { | |
stop("Column names are not unique.") | |
} | |
output <- matrix(0, | |
nrow = length(rnames), | |
ncol = length(cnames), | |
dimnames = list(rnames, cnames) | |
) | |
for (i in seq_along(obj)) { | |
output[match(rownames(obj[[i]]), rownames(output)), i] <- obj[[i]][, 1] | |
} | |
return(output) | |
} | |
fnames <- list.files(metaphlandir) | |
bug.l <- lapply(fnames, function(x){ | |
res <- read.delim(file.path(metaphlandir, x), stringsAsFactors = FALSE, row.names = 1) | |
colnames(res) <- x | |
return(res) | |
}) | |
names(bug.l) <- fnames | |
tax <- .joinListOfMatrices(bug.l) | |
xnames = rownames(tax) | |
shortnames = gsub(".+\\|", "", xnames) | |
if(simplify){ | |
rownames(tax) = shortnames | |
} | |
x2 = strsplit(xnames, split="|", fixed=TRUE) | |
taxmat = matrix(NA, ncol=max(sapply(x2, length)), nrow=length(x2)) | |
colnames(taxmat) = c("Kingdom", "Phylum", "Class", "Order", "Family", "Genus", "Species", "Strain")[1:ncol(taxmat)] | |
rownames(taxmat) = rownames(tax) | |
for (i in 1:nrow(taxmat)){ | |
taxmat[i, 1:length(x2[[i]])] <- x2[[i]] | |
} | |
taxmat = gsub("[a-z]__", "", taxmat) | |
taxmat = phyloseq::tax_table(taxmat) | |
otutab = phyloseq::otu_table(tax, taxa_are_rows=TRUE) | |
tree <- .getMetaphlanTree(simplify=simplify) | |
if(is.null(metadat)){ | |
metadat <- data.frame(file=fnames, row.names=fnames, stringsAsFactors = FALSE) | |
} | |
res = phyloseq::phyloseq(taxmat, otutab, phyloseq::sample_data(metadat), tree) | |
return(res) | |
} |
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