Functional enrichment testing methods can reduce data comprising hundreds of altered biomolecules to smaller sets of altered biological concepts that help generate testable hypotheses. This study leveraged differential network enrichment analysis methodology to identify and validate lipid subnetworks that potentially differentiate chronic kidney disease (CKD) by severity or progression.