The restricted cubic splines analysis showed a notable increase in the risk of stroke in individuals with Pre-DM and DM as baseline AIP rises, demonstrating a linear relationship (Pre-DM: P for nonlinear = 0.1193; DM: P for nonlinear = 0.3121) (Fig. 3C–D). The gene discussed is AIP; the disease is stroke disorder.