No significant associations were found for rs7206790 and rs11644943 with diet preference (meat-dominant, balanced or vegetable-dominant), salt preference, and sweet preference (all P>0.05), and no combined effects were observed for other FTO SNPs and dietary behaviors on obesity. This evidence concerns the gene FTO and obesity due to melanocortin 4 receptor deficiency.