The genes from these pathways were constructed into a topological network, which when overlaid with the ‘diseases and functions’ module revealed endocrine system disorders, renal tubular injury, and decreased levels of albumin as relevant functions during DKD. This evidence concerns the gene ALB and endocrine system disorder.