A substantial body of research has consistently demonstrated that a higher AIP is significantly correlated with an elevated risk of cardiovascular events across various cohorts, including the general population, individuals with coronary heart disease, and those suffering from diabetes (Fu et al., 2021; Zheng et al., 2022; Wu et al., 2021). The gene discussed is AIP; the disease is diabetes mellitus.