Elevated levels of eotaxin, OPG and TNFRSF9 were identified as causally associated with heightened susceptibility to NAFLD, while elevated LIF levels demonstrated a protective effect against NAFLD onset. This evidence concerns the gene LIF and metabolic dysfunction-associated steatotic liver disease.