Moreover, it remains unclear whether TyG-AIP interacts synergistically with hypertension to improve stroke risk prediction.<h4>Methods</h4>This prospective cohort study included 5786 participants, categorized into dysglycemia (PDM, n = 3,490) and normoglycemia (NDM, n = 2,296) groups. The gene discussed is AIP; the disease is Hypertension.