Quercetin, kaempferol, stigmasterol, diosgenin, and tetrahydroalstonine were the major active ingredients and AKT1, TNF, MAPK8, IL-6, and VEGFA were the key target proteins against NAFLD. The gene discussed is AKT1; the disease is metabolic dysfunction-associated steatotic liver disease.