AIP and Hypertension: 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.