Therefore, we speculate that EMPA improves mitochondrial dysfunction and alleviates the metabolic reprogramming of the kidneys in DKD by promoting DHODH-mediated de novo synthesis of pyrimidine to increase mitochondrial electron transport. The gene discussed is DHODH; the disease is diabetic kidney disease.