These associations were diverse between groups; for example, albumin was in positive association with TG in individuals with obesity and MetS and combination analysis, while serum urea and uric acid were positively associated with WC in individuals with obesity and without MetS and in combination analysis. The gene discussed is ALB; the disease is obesity due to melanocortin 4 receptor deficiency.