Second, our results suggest that the nomogram risk prediction model, which incorporates large artery atherosclerosis LAA, T2DM, age, and Lp-PLA2, demonstrates high predictive performance for PIS in AIS patients. The gene discussed is PLA2G7; the disease is type 2 diabetes mellitus.