The TyG index showed intermediate predictive performance, whereas AIP consistently exhibited the lowest predictive power at all intervals.<h4>Conclusion</h4>The CHG index demonstrated the most independent association with incident hypertension, better than the AIP, TyG, and METS-IR indices in predictive accuracy. This evidence concerns the gene AIP and hypertensive disorder.