This bidirectional relationship highlights the complexity of metabolic disorder development, where hyperinsulinemia may initiate or exacerbate insulin resistance, particularly when insulin receptors are dysfunctional or when the secreted insulin exhibits reduced biological activity [11,12]. The gene discussed is INS; the disease is Other metabolic disease.