Since there was a high level of heterogeneity among the included studies, we subsequently performed subgroup analyses by all characteristics to assess whether they can explore the potential source of heterogeneity between circulating betatrophin levels and obesity. The gene discussed is ANGPTL8; the disease is obesity due to melanocortin 4 receptor deficiency.