Our findings indicated that elevated AIP levels were significantly correlated with an increased risk of overall CVD, coronary heart disease, and heart attack, demonstrating a consistent upward trend across quartiles (p for trend < 0.05). This evidence concerns the gene AIP and myocardial infarction.