Background:
Tissue-resident macrophages (TRMs) exhibit dual roles in tumor progression, yet their functional reprogramming within the tumor microenvironment (TME) remains a critical unresolved question.
Methods:
We integrated single-cell and spatial transcriptomics from a pan-cancer atlas of 1.39 million cells across five malignancies with 2,318 bulk RNA-seq samples to investigate macrophage states. A TRM inflammatory remodeling signature (TIR-Sig) was developed for clinical biomarker validation.
Results:
We identified a conserved inflammatory TRM subtype (iTRM) characterized by CXCL8/IL1B/IL6 co-expression that correlates with poor clinical outcomes. Crucially, both TRMs and monocyte-derived tumor-associated macrophages (Mono-TAMs) underwent convergent differentiation into functionally similar inflammatory phenotypes, establishing iTRM as a universal tumor-educated state. Further integration analysis revealed an iTRM-enriched TME subtype which featured coordinated infiltration of neutrophils and cancer-associated fibroblasts (CAFs), forming a ‘cold tumor’ ecosystem associated with immune checkpoint blockade (ICB) resistance and poor prognosis. The derived TRM inflammatory remodeling signature (TIR-Sig) demonstrated dual clinical utility: it predicted patient survival (HR = 19.86, p < .001) and stratified ICB responders (AUC = .706).
Conclusion:
This study establishes phenotypic links between tissue-resident and recruited macrophages through inflammatory reprogramming within TME, provides a unifying framework for pan-cancer macrophage plasticity in TME, delivers a clinically actionable biomarker suite (TIR-Sig), and provides potential therapeutic targets for TME remodeling.
Key points:
Cross-tissue single-cell atlas of tissue-resident macrophages (TRMs). Identification of conserved inflammatory TRM phenotype (iTRM) in pan-cancer. Dynamic convergence of TRM and monocyte-derived macrophage lineages. TRM inflammatory remodelling signature (TIR-Sig) with clinical potential.
Keywords:
machine learning; pan‐cancer; single‐cell RNA sequencing; spatial transcriptome sequencing; tissue‐resident macrophages; tumour microenvironment.
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