In the GSE30122 dataset, several genes-including MMP9, HSP90AA1, BCL2, MMP2, AGTR1, and HMGCR-were upregulated in DKD, whereas ACE, HNF4A, CYP3A43, and AGTR2 were downregulated. Here, ACE is linked to diabetic kidney disease.