ABCG2 and Werner syndrome: distasonis</i> were significantly associated with ABC transporters, alanine aspartate and glutamate metabolism, and negatively correlated with 3-sulfinoalanine, suggesting potential regulatory roles in metabolic pathways.<h4>Interpretation</h4>KD induces significant shifts in GM composition and metabolic pathways, which may contribute to its therapeutic efficacy in WS.