Finally, the robustness of the results was evaluated through extensive sensitivity analyses, which involved modeling continuous covariates as smooth terms with GAM, employing competing risk models, and reanalyzing the AIP–pre-DM association after excluding participants with BMI exceeding 28 kg/m2, those with HTN, or individuals with a history of alcohol use. This evidence concerns the gene AIP and hypertensive disorder.