This review systematically summarizes the pathophysiological network of DOP, encompassing core mechanisms such as insulin/IGF-1 deficiency, advanced glycation end products (AGEs) accumulation, oxidative stress, and vascular damage. The gene discussed is INS; the disease is hyperinsulinemic hypoglycemia, familial, 4.