In conclusion, in the high-glucose and high-lipid induced HK2 cell model and the kidney tissue of HFD/STZ-induced DKD mice, CA reduces renal lipid accumulation by inhibiting the activation of Notch1 and stat3 signaling pathways, thereby improving DKD renal fibrosis (Figure 7). The gene discussed is STAT3; the disease is diabetic kidney disease.