小胶质细胞衍生的脑巨噬细胞与胶质母细胞瘤干细胞相关:人工智能辅助分析揭示的肿瘤进展的潜在机制。

IF 5.1 2区 生物学 Q2 CELL BIOLOGY
Cells Pub Date : 2025-03-11 DOI:10.3390/cells14060413
Yuqi Zheng, Haneya Fuse, Islam Alzoubi, Manuel B Graeber
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引用次数: 0

摘要

背景:恶性胶质瘤,尤其是胶质母细胞瘤,是高度侵袭性的脑肿瘤。了解其发展背后的机制对于开发更有效的治疗方法至关重要。最近的研究强调了小胶质细胞和脑巨噬细胞在胶质母细胞瘤发展中的作用,但这些免疫细胞与胶质母细胞瘤干细胞(GSCs)之间的具体相互作用尚不清楚。方法:为了解决这个问题,我们利用ai辅助细胞识别分别研究了表达高水平CD276 (B7-H3)的GSCs与小胶质细胞和骨髓来源的脑巨噬细胞之间的空间关系。结果:使用我们之前开发的开源AI框架PathoFusion,我们能够在整个幻灯片图像的单细胞水平上绘制特定的免疫组织化学表型。这种方法使我们能够高特异性地选择性鉴定Iba1+和CD163+巨噬细胞以及CD276+ GSCs,并研究它们的共定位。我们的分析表明,在胶质母细胞瘤中,Iba1+巨噬细胞与GSCs的关系比CD163+巨噬细胞与GSCs的关系更密切。结论:我们的研究结果为胶质母细胞瘤中肿瘤免疫的空间背景提供了新的见解,并指出小胶质细胞- gsc相互作用是肿瘤进展的潜在机制,特别是在弥漫性组织浸润期间。这些发现对我们理解胶质母细胞瘤生物学具有重要意义,为全面分析胶质母细胞瘤发育过程中小胶质细胞的激活表型提供了基础。反过来,这可能导致针对胶质母细胞瘤免疫微环境早期阶段的新治疗策略。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Microglia-Derived Brain Macrophages Associate with Glioblastoma Stem Cells: A Potential Mechanism for Tumor Progression Revealed by AI-Assisted Analysis.

Background: Malignant gliomas, and notably glioblastoma, are highly aggressive brain tumors. Understanding the mechanisms underlying their progression is crucial for developing more effective treatments. Recent studies have highlighted the role of microglia and brain macrophages in glioblastoma development, but the specific interactions between these immune cells and glioblastoma stem cells (GSCs) remain unclear. Methods: To address this question, we have utilized AI-assisted cell recognition to investigate the spatial relationship between GSCs expressing high levels of CD276 (B7-H3) and microglia- and bone marrow-derived brain macrophages, respectively. Results: Using PathoFusion, our previously developed open-source AI framework, we were able to map specific immunohistochemical phenotypes at the single-cell level within whole-slide images. This approach enabled us to selectively identify Iba1+ and CD163+ macrophages as well as CD276+ GSCs with high specificity and to study their co-localization. Our analysis suggests a closer association of Iba1+ macrophages with GSCs than between CD163+ macrophages and GSCs in glioblastoma. Conclusions: Our findings provide novel insights into the spatial context of tumor immunity in glioblastoma and point to microglia-GSC interactions as a potential mechanism for tumor progression, especially during diffuse tissue infiltration. These findings have significant implications for our understanding of glioblastoma biology, providing a foundation for a comprehensive analysis of microglia activation phenotypes during glioma development. This, in turn, may lead to new therapeutic strategies targeting the early stages of the immune microenvironment of glioblastoma.

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来源期刊
Cells
Cells Biochemistry, Genetics and Molecular Biology-Biochemistry, Genetics and Molecular Biology (all)
CiteScore
9.90
自引率
5.00%
发文量
3472
审稿时长
16 days
期刊介绍: Cells (ISSN 2073-4409) is an international, peer-reviewed open access journal which provides an advanced forum for studies related to cell biology, molecular biology and biophysics. It publishes reviews, research articles, communications and technical notes. Our aim is to encourage scientists to publish their experimental and theoretical results in as much detail as possible. There is no restriction on the length of the papers. Full experimental and/or methodical details must be provided.
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