Subgroup analyses revealed particularly pronounced associations in older patients, females, and those with hypertension.<h4>Conclusions</h4>The combination of the TyG index or TyG-BMI with BNP provides enhanced prognostic stratification for predicting MACEs in STEMI patients, offering superior discriminatory capacity compared with that of individual biomarkers. Here, NPPB is linked to hypertensive disorder.