Liver function-related indicators showed differential associations: patients in the first tertile of ALT (lowest level) had a 4.38-fold higher risk of fatty liver (P = 0.047), while the third tertile of AST had the highest risk (HR = 3.80, P = 0.006). The gene discussed is GPT; the disease is fatty liver disease.