In summary, the current study identified Hmgcs2, Angptl4, and Slco1a1 as critical genes in the pathogenesis of two DKD animal models, which are of significance in the understanding of the underlying mechanisms of DKD and may serve as promising targets for DKD clinical management. The gene discussed is HMGCS2; the disease is diabetic kidney disease.