Discover oncology · 2026
Single-cell profiling identifies a pro-tumoral VCAN positive macrophage subset and defines a prognostic signature in glioblastoma.
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Guo Jiaxin, Zhu Zhansheng, Tong Nanyang, Xu Dingding, Zhang Huan, Lin Chenshi, Wan Guiping, Wang Yamei, Zhou Qingqing, Xia Liang
Аннотация
Glioblastoma (GBM), the most aggressive primary brain tumor, develops within a tumor microenvironment (TME) dominated by tumor-associated macrophages (TAMs) that critically influence disease progression. Through single-cell RNA sequencing (scRNA-seq) and bioinformatic analysis, we delineated macrophage heterogeneity within the GBM TME and identified a distinct VCAN⁺ macrophage subpopulation. Pseudotime trajectory analysis revealed these cells at the terminal stage of macrophage differentiation, where they exhibit enhanced granulocyte migration and chemotaxis pathways and exhibit a pro-tumorigenic phenotype that diverges from classical M1/M2 polarization. These VCAN⁺ macrophages displayed a distinct polarization state driven by tumor necrosis factor-α (TNF-α), contributing to both a pro-inflammatory and an immunosuppressive TME. CellChat analysis demonstrated their pivotal role in intercellular communication-predominantly mediating crosstalk with GBM tumor cells, endothelial cells, and CD8⁺ T cells via SPP1 signaling: SPP1 binding to CD44 on tumor cells enhances their invasiveness, while its interaction with CD47 on CD8⁺ T cells inhibits anti-tumor immunity. Transcriptional regulatory network analysis identified that CDX2 and MXI1 serve as key transcription factors modulating VCAN⁺ macrophage function and maintaining their specific polarization and homeostasis. Through machine learning, we identified seven hub genes-C1QA, C1QC, C3, CCL4, CD44, SERPINE1, and TREM2 (all highly expressed in VCAN⁺ macrophages and involved in their polarization or intercellular communication)-and constructed an effective GBM prognostic model (AUC = 0.83 in validation cohort), underscoring their roles in immune regulation, extracellular matrix remodeling, and VCAN⁺ macrophage-mediated tumor progression. Further studies with larger cohorts and functional validation will clarify this subpopulation's therapeutic potential and spatial distribution patterns.