This nationwide prospective cohort study of 4,051 baseline normotensive Chinese adults (≥45 years) demonstrated that elevated baseline METS-IR—a non-insulin metric integrating BMI, TG, HDL-C, and FBG—independently predicted incident HTN over 9 years. Here, INS is linked to hypertensive disorder.