Further, in the current cohort, circulating HHIP levels were significantly associated with glucose and lipid metabolism disorders, obesity, IR and PCOS, and were significantly negatively correlated with serum adipoq levels and the M-value of EHC. The gene discussed is HHIP; the disease is obesity due to melanocortin 4 receptor deficiency.