APOB and Hyperglycemia: Atherosclerosis, a chronic inflammatory disease characterized by the retention of plasma apolipoprotein B (apoB)-containing lipoproteins in focal areas of the arterial tree, serves as the primary pathological basis for CVDs, with risk factors such as hypertension, smoking, hyperglycemia, and hyperlipidemia contributing to its progression2,3.