Notably, individuals with CHIP and atherosclerosis or CHD often lack traditional risk factors such as hypercholesterolemia, type 2 diabetes (T2D), hypertension, or smoking (67, 68). The gene discussed is STUB1; the disease is type 2 diabetes mellitus.