Conclusion: Genome-wide pairwise SNP-SNP interaction and pathway analyses suggest that EXOC4 and TOB1-related pathways may contribute to the development of obesity. The gene discussed is EXOC4; the disease is obesity due to melanocortin 4 receptor deficiency.