The targets of metformin involved in protecting DKD distributed in the FOXO, AMPK, and longevity regulating signaling pathways, while those of vildagliptin were enriched in neuroactive ligand-receptor interaction, the cAMP signaling pathway, and insulin secretion (Figure 1a-c). This evidence concerns the gene INS and diabetic kidney disease.