NUGGC and obesity due to melanocortin 4 receptor deficiency: Among these obesity-associated genes, three genes (NUGGC, EFR3B, and SOX4) were found to be upregulated or downregulated according to the presence of obesity both in the literature and in the current study70,71,77.