Notably, interaction analyses demonstrated that older age strengthened the inverse insulin–HGS association, while higher BMI attenuated it, especially among individuals with obesity (BMI > 25 kg/m2). The gene discussed is INS; the disease is obesity due to melanocortin 4 receptor deficiency.