• 20 differential bacterial taxa (mainly belonged to Firmicutes) were identified in AD. • Differential bacterial taxa were closely involved in amino acid metabolism . • Differential microbial metabolites were closely involved in amino acid metabolism. • Six potential metabolic biomarkers for diagnosing AD from HC were identified.