Stratified analyses further revealed that current smokers faced the highest NAFLD risk, implying that sustained and active exposure to cigarette smoke may exert more pronounced pathogenic effects, potentially via mechanisms such as oxidative stress, insulin resistance, lipid metabolism dysregulation, and pro-inflammatory cytokine activation (12, 18–21). The gene discussed is INS; the disease is metabolic dysfunction-associated steatotic liver disease.