<b>Conclusions</b>: Despite clear clinical and metabolic differences between MetS and non-MetS groups, neither eating behavior patterns nor ADIPOQ and MC4R variants were associated with metabolic measures among MetS group. This evidence concerns the gene MC4R and metabolic syndrome.