Tryptophan (Trp) metabolism sits at the intersection of nutrition, the microbiome, mucosal immunity, and tumor adaptation. The broad observation that microbial indoles can support barrier function, whereas tumors exploit kynurenine-pathway metabolism to suppress immunity, is already established in publications. The specific contribution of this review is to organize that literature into a context- and network-based translational framework. Rather than treating indoleamine 2,3-dioxygenase 1 (IDO1) as a single bottleneck, we frame tumor Trp metabolism as a compensatory system linking IDO1, tryptophan 2,3-dioxygenase (TDO2), interleukin-4-induced gene 1 (IL4I1), amino-acid transport, amino-acid stress sensing, and downstream aryl hydrocarbon receptor (AHR) signaling. In healthy tissue, especially the gut, dietary Trp and microbiota-derived indoles can promote epithelial integrity, interleukin-22 (IL-22)-associated programs, and mucosal restraint. In tumors, the same substrate pool is redirected toward Kynurenine, kynurenic acid, indole-3-pyruvate, and related catabolites that impair cytotoxic lymphocytes, expand regulatory T-cell (Treg) and suppressive myeloid compartments, and reinforce invasion and treatment resistance. We also argue that the potential metabolite biomarker interpretation should be context-dependent. Finally, we propose a clinical-context-specific framework for intervention. Dietary and microbiome-based strategies may be most effective in prevention, premalignant states, or supportive care, whereas established cancers are more likely to require biomarker-guided targeting of tumor-associated catabolic pathways and convergent signaling mechanisms. The "paradox" is therefore not that Trp changes chemistry across settings, but that the same nutrient is routed through different cellular contexts, enzymes, ligands, and cell states.
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