The findings of this study suggest that obesity may have a certain protective effect against osteoporosis, potentially mediated by EHMT2 in plasma proteins and alanine in blood metabolites. This evidence concerns the gene EHMT2 and obesity due to melanocortin 4 receptor deficiency.