These pathways mainly include pathways in cancer, the AGE-RAGE signaling pathway in diabetic complications, lipids and atherosclerosis, and the most relevant pathway in DF disease is the AGE-RAGE signaling pathway in diabetic complications. The gene discussed is RENBP; the disease is atherosclerosis.