Although the direct effects of GDF-15 on muscle insulin resistance are not fully understood, elevated GDF-15 levels have been associated with insulin resistance in various tissues, suggesting a potential indirect influence on muscle insulin sensitivity [42]. Here, INS is linked to Insulin resistance.