Future studies are urgently needed to explore the specific functions of SUZ12 in the cardiovascular and metabolic systems, the mechanisms regulating its expression, and its translational clinical value as a potential therapeutic target for CHD/T2D.In this context, translating these mechanistic insights into clinical applications could hold substantial diagnostic and preventive value. The gene discussed is SUZ12; the disease is coronary artery disorder.