These findings demonstrate the influence of specific APOE genotypes, particularly E2 and E3, on lipid profiles and their contrasting impacts on DN, thereby highlighting the genetic complexities underlying DN pathophysiology. The gene discussed is APOE; the disease is liver dysplastic nodule.