While our findings align with APOA5, BUD13, and CETP associations in most studies, disparities regarding APOB variants, ZPR1, TGF-β pathway genes and circadian rhythm genes might arise from differing MetS definitions, adjusted covariates, study designs, and methodologies. This evidence concerns the gene TGFB1 and metabolic syndrome.