#' Process the DAF analysis through a wilcoxon test
#'
#' @param data the ouput of the \code{\link{build_DAF_data}} function
#' @param ... additionnal parameters of the method
#' @return the output of the wilcox test for each feature
#'
process_wilcox <- function( data, ... ) {
raw_output <- data.frame(feat = rownames(data$count_table),
pvalue = NA)
grp <- data$metadata$group[1]
pvals <- apply(data$count_table, 1, function(x){
grp1 <- x[which(data$metadata$group == grp)]
grp2 <- x[which(data$metadata$group != grp)]
out <- wilcox.test(grp1, grp2, alternative = "two.sided")
out$p.value
})
pvals_adj <- p.adjust(pvals, method = "BH")
raw_output$pvalue <- pvals
raw_output$padj <- pvals_adj
curated_output <- raw_output %>% dplyr::select(-feat)
rownames(curated_output) <- raw_output$feat
OUT <- list(raw = raw_output,
curated = as.data.frame(curated_output))
return(OUT)
}
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