As baseline and trajectory of body composition, especially obesity, were identified as key factors for survival in dialysis patients41,42, this suggests these factors are likely merely proxies of ZAG expression. The gene discussed is AZGP1; the disease is obesity due to melanocortin 4 receptor deficiency.