HGF and obesity due to melanocortin 4 receptor deficiency: No associations were found with HbA1c levels after accounting for multiple testing.<h4>Conclusions</h4>These findings suggest HGF may contribute to the metabolic effects of different obesity measures on post-load glucose regulation, providing insights into obesity-related glucose dysregulation and potential targets for early intervention.