BRI might be a more reliable predictor of cardiovascular outcomes and mortality in MetS patients than BMI. The identified threshold value of BRI can assist clinicians in making accurate prognostic evaluations. However, findings may vary by age and gender, underscoring the need for further research in diverse populations.