Our findings suggest that high-fat diets may exacerbate CAD risk in APOA5 rs651821 carriers by overwhelming the lipid-clearing capacity of LPL, leading to triglyceride accumulation, impaired HDL metabolism, and chronic inflammatory responses. Here, LPL is linked to coronary artery disorder.