## ----include = FALSE---------------------------------------------------------- knitr::opts_chunk$set( collapse = TRUE, comment = "#>" ) ## ----eval = FALSE------------------------------------------------------------- # if (!require("BiocManager", quietly = TRUE)) { # install.packages("BiocManager") # } # # BiocManager::install("MSstatsBioNet") ## ----------------------------------------------------------------------------- input = data.table::fread(system.file( "extdata/msstats.csv", package = "MSstatsBioNet" )) ## ----------------------------------------------------------------------------- library(MSstatsConvert) msstats_imported = FragPipetoMSstatsFormat(input, use_log_file = FALSE) head(msstats_imported) ## ----------------------------------------------------------------------------- library(MSstats) QuantData <- dataProcess(msstats_imported, use_log_file = FALSE) model <- groupComparison( contrast.matrix = "pairwise", data = QuantData, use_log_file = FALSE ) head(model$ComparisonResult) ## ----------------------------------------------------------------------------- library(MSstatsBioNet) annotated_df = annotateProteinInfoFromIndra(model$ComparisonResult, "Uniprot") head(annotated_df) ## ----------------------------------------------------------------------------- subnetwork <- getSubnetworkFromIndra(annotated_df, pvalueCutoff = 0.05) head(subnetwork$nodes) head(subnetwork$edges) ## ----------------------------------------------------------------------------- visualizeNetworks(subnetwork$nodes, subnetwork$edges) ## ----------------------------------------------------------------------------- sessionInfo()