Results of the analysis stratified by obesity status, showed that high levels of both adiponectin and medium level of leptin were significantly associated with development of CKD among non-obese participants but not among obese participants. The gene discussed is ADIPOQ; the disease is obesity due to melanocortin 4 receptor deficiency.