#' Process the DAF analysis through the ALDEx2 package
#'
#' @inheritParams process_DESeq2
#' @return a list countaining the raw output of ALDEx2 analysis and a curated version
#'
process_ALDEx2 <- function(data, ... ) {
if (!require(ALDEx2)) {
if (!requireNamespace("BiocManager", quietly = TRUE))
install.packages("BiocManager")
BiocManager::install("ALDEx2", version = "3.8")
}
library(ALDEx2)
param <- list(...)
if ("test" %in% names(param)) {
data_clr <- aldex.clr(reads = data$count_table,
conditions = data$metadata$group,
mc.samples = 1000)
if (param$test == "t") {
raw_output <- aldex.ttest(data_clr,
conditions = as.character(data$metadata$group), ...)
} else if (param$test == "glm") {
raw_output <- aldex.glm(data_clr,
conditions = as.character(data$metadata$group), ...)
}
} else {
raw_output <- aldex(reads = data$count_table,
conditions = as.character(data$metadata$group), ...)
}
keep <- grep(pattern = "[.ep|.eBH]$", x = colnames(raw_output) )
# Keep the 2 last matchs, correspond to wilcoxon or glm test pval + BH pval
curated_output <- raw_output[ , tail(keep, 2) ]
OUT <- list(raw = raw_output,
curated = curated_output)
return(OUT)
}
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