Studies showed that caffeine could improved fatty liver in ApoE KO mice with NAFLD in vivo (47) and NSAID-activated gene-1 (NAG-1), or growth differentiation factor-15 (GDF15), is associated with NAFLD (48). The gene discussed is APOE; the disease is metabolic dysfunction-associated steatotic liver disease.