These results emphasize the need to use alternative statistical methods to investigate high-order interactions and suggest that variants in the nutrient-responsive hypothalamic IKKB/NF-kB signaling pathway may be involved in obesity pathogenesis. Here, NFKB1 is linked to obesity due to melanocortin 4 receptor deficiency.