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. The gene discussed is SOX4; the disease is obesity due to melanocortin 4 receptor deficiency.