In our study, the results of GMDR revealed that INSIG2 rs9308762, SCAP rs12487736, and SREBP2 rs1883205 of INSIG-SCAP-SREBP pathway have gene-gene interaction on obesity. This evidence concerns the gene SREBF2 and obesity due to melanocortin 4 receptor deficiency.