Abstract
Dietary protein plays a crucial role in shaping the gut microbiome and modulating intestinal amino acid metabolism. Gut microbiome is recognized as a reservoir for carrying antimicrobial resistance genes. However, the relationship between amino acids metabolism and antibiotic resistome remains poorly understood. Here, a pig model was used to study this relationship by comparing the impact of dietary casein hydrolysate diet with those of an intact casein diet. Metabolomics analysis revealed that casein hydrolysate supplementation primarily altered amino acid metabolism, characterized by significantly reduced levels of several amino acids, including tyrosine and glutamine, accompanied by increased levels of amino acid–derived metabolites. Metagenomics analyses indicated that these metabolic shifts were closely associated with microbial changes in the gut, particularly the genera Escherichia and Bifidobacterium. Consistently, microbial genes related to amino acid transport and metabolism exhibited higher abundances. Notably, the abundances of antibiotic resistance genes (ARGs) and mobile genetic elements (MGEs) were significantly enriched in response to casein hydrolysate supplementation. Integrated metabolome–resistome correlation analyses revealed significant associations between multiple amino acids, including tyrosine and glutamine, and distinct ARG subtypes, indicating a tight coupling between amino acid metabolism and antibiotic resistance potential. Metagenomics binning and assembly further resolved the taxonomic origins of these functional traits. Specifically, in Escherichia fergusonii and Bifidobacterium thermophilum, genes related to amino acid metabolism, ARGs, and MGEs were co-localized on the same contigs with close genomic proximity. Together, these findings highlight a strong link between microbial amino acid metabolism and the resistome, suggesting that dietary casein hydrolysate reshapes both microbial metabolic functions and antibiotic resistance potential within the intestinal ecosystem. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s42523-026-00542-z.