the enrichment of key metabolites and their corresponding metabolic pathways after supplementation with probiotics may lower lipid levels in patients with fatty liver disease. The lipid-lowering effect of probiotics and provide a foundation for investigating the mechanism of lipid reduction in individuals with fatty liver disease.