However, this study is the first to investigate gene–gene and gene–environment interactions between polymorphism in NFKB1, IKBKB, SOCS3, macronutrient and alcohol intakes, in the association between overnutrition and obesity-related phenotypes in human subjects. Here, IKBKB is linked to obesity due to melanocortin 4 receptor deficiency.