In addition, this study is one of the first to investigate gene–gene and gene–environment interactions between NFKB1, IKBKB, SOCS3 and macronutrient intakes on human and their effect on obesity-related phenotypes. This evidence concerns the gene NFKB1 and obesity due to melanocortin 4 receptor deficiency.