Of note, the strength of the associations between percent emphysema and the ABC transporters, the β-alanine metabolism, the neuroactive ligand-receptor interaction, the glycine, serine and threonine metabolism, and the histidine metabolism metabolite subsets increased dramatically when using PaIRKAT vs. ignoring pathway information. This evidence concerns the gene ABCG2 and pulmonary emphysema.