Boxplot comparison of metric distributions across methods
Source:R/Benchmarking_Multiple.R
bm_plot_metrics_comparison.RdFaceted boxplot showing the distribution of each metric across comparisons for every method.
Examples
data(nadia_dia)
sp <- utils::read.delim(system.file("extdata", "nadia_dia_spikein.tsv.gz",
package = "NADIA"))
ev <- data.frame(Comparison = rep(c("B-A", "D-A"), each = 2),
Species = c("ECOLI", "YEAST"),
expected_logFC = c(1, -0.58, 2, -3.3))
opdea_all <- do.call(rbind, lapply(c("cycloess", "quantile"), function(nm) {
de <- process_proteomics(nadia_dia, norm_method = nm,
verbose = FALSE)$DEPs_results
de$Species <- sp$PG.OrganismId[match(de$Protein.IDs, sp$PG.ProteinGroups)]
cbind(compute_opdea_metrics(de, ev), Assay = nm)
}))
bm_plot_metrics_comparison(opdea_all)