The results of our study identified four systemic inflammatory markers—Eotaxin, LIF, OPG and TNFRSF9—with distinct causal effects in the pathogenesis of NAFLD. The gene discussed is LIF; the disease is metabolic dysfunction-associated steatotic liver disease.