In this review article, we featured notable underlying mechanisms for pancreatic β-cell dysfunction found in diabetes and the development of atherosclerosis, the first stage of diabetic macroangiopathy leading to cardiovascular events, especially focusing on the pleiotropic role of incretin and insulin signaling in various situations. This evidence concerns the gene GCG and diabetes mellitus.