NR1H4 and neoplasm: This review synthesizes recent advances in understanding how key microbial metabolites—such as bile acids, short-chain fatty acids, and polyamines—remodel the tumor immune microenvironment through mechanisms including immunometabolic reprogramming, epigenetic modification, and regulation of signaling pathways (e.g., FXR, TLR, and mTOR).