GPT and obesity due to melanocortin 4 receptor deficiency: As pre-obesity often occurs in parallel with MS, to further determine whether high-risk status in obesity-related measures has different associations with MS, we also checked for longitudinal interaction between serum measures, i.e., ALT, AST, hemoglobin, and urea related to MS score in females.