Specific taxa (e.g., Lachnospiraceae, Ruminococcaceae) enhance anti-PD-1 efficacy in BTC and HCC by mediating antitumor immunity through SCFAs and BA metabolic pathways (52). Here, PDCD1 is linked to hepatocellular carcinoma.