In turn, it exerts a holistic and complex regulatory effect on multiple signaling pathways, including the AGE-RAGE signaling pathway, PI3K-Akt signaling pathway, and HIF-1 signaling pathway in lipid and atherosclerosis diabetes complications. Here, HIF1A is linked to diabetes mellitus.