Positive correlations of increased Firmicutes and Proteobacteria with pro-inflammatory (IL-6, TNF-α, IL-1β, IL-18 and LPS) as well as metabolic indicators (TG, TC, AST and ALT), demonstrated that these pathogenic bacteria contributed to the progression of NAFLD. This evidence concerns the gene IL6 and metabolic dysfunction-associated steatotic liver disease.