BMI-stratified analyses revealed that the inverse association between fasting insulin and HGS persisted in both sexes, regardless of obesity status, with a more substantial effect observed in the lower BMI group (Table 4). This evidence concerns the gene INS and obesity due to melanocortin 4 receptor deficiency.