While these findings suggest a potential mechanistic link between BCAA metabolism and insulin resistance, further research is needed to clarify whether BCAA directly drive insulin resistance or if their metabolites primarily contribute to metabolic dysregulation, as well as to disentangle their roles as causative agents versus biomarkers of impaired insulin action. This evidence concerns the gene INS and Insulin resistance.