Further network pharmacological predictions and experimental validation studies revealed that Quercetin, Methyl rosmarinate, Kaempferol, Diosmetin and Acacetin were effective small molecule drugs that inhibited the expression of DPP4 and delayed the proliferation of podocytes for the treatment of DKD. The gene discussed is DPP4; the disease is diabetic kidney disease.