calES: Calculate effect size of differential abundance of metabolic...

View source: R/calES.R

calESR Documentation

Calculate effect size of differential abundance of metabolic features.

Description

Effect size of a metabolic feature is the difference in mean log2 transformed abundances in test and control (reference) samples. For the specified metadata variable, effect size is calculated for all test categories against the reference category.

Usage

calES(se, mac.qval)

Arguments

se

SummarizedExperiment object created using Macarron::prepInput().

mac.qval

the output of Macarron::calQval().

Value

mac.es effect sizes of metabolic features in phenotypes of interest.

Examples

prism_abundances = system.file("extdata", "demo_abundances.csv", package="Macarron")
abundances_df = read.csv(file = prism_abundances, row.names = 1)
prism_annotations = system.file("extdata", "demo_annotations.csv", package="Macarron")
annotations_df = read.csv(file = prism_annotations, row.names = 1)
prism_metadata = system.file("extdata", "demo_metadata.csv", package="Macarron")
metadata_df = read.csv(file = prism_metadata, row.names = 1)
met_taxonomy = system.file("extdata", "demo_taxonomy.csv", package="Macarron")
taxonomy_df = read.csv(file = met_taxonomy)
mbx <- Macarron::prepInput(input_abundances = abundances_df,
                            input_annotations = annotations_df,
                            input_metadata = metadata_df)
w <- Macarron::makeDisMat(se = mbx)
modules.assn <- Macarron::findMacMod(se = mbx, 
                                     w = w,
                                     input_taxonomy = taxonomy_df)
mets.qval <- Macarron::calQval(se = mbx,
                               mod.assn = modules.assn)
mets.es <- Macarron::calES(se = mbx,
                           mac.qval = mets.qval)                               


biobakery/MACARRoN documentation built on July 1, 2024, 10:01 p.m.