Aug 2026· Cancer Immunology and Immunotherapy· 0 citations
TL;DR
Findings highlight Angio-Mac as a macrophage subset in HCC characterized by prominent expression of genes associated with angiogenesis and immunosuppression and its signature genes represent valuable candidates for further mechanistic investigation and clinical validation.
Abstract
Hepatocellular carcinoma (HCC) is the most prevalent form of liver cancer and remains a global health challenge due to its complexity and limited therapeutic options. Within the HCC tumor microenvironment, tumor-associated macrophages (TAMs) are the most abundant immune cells and critical mediators of immunosuppression and angiogenesis, but their heterogeneity and clinical relevance remain incompletely characterized. In this study, we investigated TAMs in clinical HCC by integrative analysis of single-cell RNA-sequencing (scRNA-seq) data from 46 HCC and 13 adjacent liver samples across five independent cohorts (256,236 cells). The resulting unified macrophage atlas identified eight subsets based on functional gene modules, with monocyte-derived angiogenesis-associated macrophages (Angio-Mac) emerging as the most clinically significant subset. Crucially, the identification of this cluster was robustly reproduced by a cross-platform validation using an independent human HCC single-nucleus RNA-sequencing (snRNA-seq) dataset and a sensitivity re-analysis with a strict 20% mitochondrial filtration cutoff. Angio-Mac expanded in advanced HCC, correlated with poor prognosis, and exhibited pro-tumorigenic transcriptomic features, including enhanced mTORC1 signaling and suppressed antigen presentation. Angio-Mac overexpressed
SPP1
and was suggested to promote interactions with T/NK cells via the SPP1-CD44 axis. Unbiased risk analysis further revealed
ERO1A
as an Angio-Mac-specific marker linked to advanced HCC and poor prognosis. In contrast, Kupffer cell-derived TAMs displayed a “stalled” phenotype with limited pro-tumor activity. These findings highlight Angio-Mac as a macrophage subset in HCC characterized by prominent expression of genes associated with angiogenesis and immunosuppression. Consequently, this macrophage subset and its signature genes represent valuable candidates for further mechanistic investigation and clinical validation.
ABSTRACT Hepatocellular carcinoma (HCC) is a leading cause of cancer-related deaths, its progression and treatment heterogeneity are mainly influenced by driver gene and tumor micro-environment (TME) interactions. Nevertheless, the mechanisms of this process at the single-cell level remain unclear. This study integrate...
Alcohol-associated hepatocellular carcinoma (A-HCC) shows more aggressive progression and has a poorer prognosis than nonalcohol-associated HCC (NA-HCC), but the underlying tumor microenvironment (TME) heterogeneity remains poorly characterized. Here, we performed single-cell RNA sequencing (scRNA-seq) on tumor and adj...
Huan Huang, Hao-Tian Chen, Xutao Xu et al.· Frontiers in Immunology· 0 citations
Background Hepatocellular carcinoma (HCC) carries dismal prognosis, and the tumor immune microenvironment (TIME) critically determines the efficacy of SBRT-based radio-immunotherapy; yet its single-cell architecture remains undefined. Methods We analyzed scRNA-seq data (GEO: GSE149614; single patient HCC07, stage IIIB;...
Xiao-Fei Zhang, Xiao-Han Ma, Sheng Chen et al.· Frontiers in Cell and Develo...· 0 citations
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We performed an integrative analysis of 1,300 HCC transcrip...
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