Our study focused on assessing the ability of specific parameters (AIP, TG/HDLc, CMI, WHtR, CRR, %BF, and TyG-WHtR) to track the progression of MetS in patients with PreDM and T2DM through the receiver operating characteristic (ROC) curve analysis. Here, AIP is linked to metabolic syndrome.