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. The gene discussed is GPT; the disease is Obesity.