To ascertain the optimal predictor of mortality risk in individuals with MetS, we conducted further analyses to explore the correlation between various body fat AIs (ABSI, BRI, CMI, VAI, WTI, LAP, AIP, and TyG) and prognosis among MetS patients. Here, AIP is linked to metabolic syndrome.