In the present study, we elucidated the novel anti‐diabetic nephropathy mechanism of ZGP and YGP through PPARA and HIF1A transcriptional regulatory networks and their specific downstream genes CA9, PDK1, and PDK4. Here, PDK4 is linked to diabetic kidney disease.