Obesity leads to CKD through multiple mechanisms: hemodynamic changes cause abnormal pressure within the kidneys, metabolic disorders trigger insulin and lipid metabolism disorders, and imbalances in adipocytokines, along with oxidative stress and inflammatory responses, exacerbate kidney damage (22, 23). The gene discussed is INS; the disease is obesity disorder.