By examining surrogate markers like the TyG index, researchers revealed a U-shaped association with coronary artery disease in type 2 diabetes. Using clinical data and machine learning, the study shows that extreme TyG levels increase risk. Endocrinologists from Tehran University recommend monitoring these values closely to improve cardiovascular outcomes.