Consequently, the LR and RF models identified key anthropometric variables, such as BRI, DAI, HOMA-IR, QUICKI, sdLDL-C, high-molecular-weight adiponectin, and age, as the most critical factors in diagnosing MetS. This evidence concerns the gene ADIPOQ and metabolic syndrome.