After analyzing the four models, key variables included age, anthropometric indices (BRI and DAI), insulin resistance measures (HOMA-IR), lipid profiles (sdLDL-C and LDL-C), and high-molecular-weight adiponectin were identified as better predictors of MetS. This evidence concerns the gene ADIPOQ and metabolic syndrome.