Suppr超能文献

肿瘤微环境在胶质母细胞瘤中的作用:一个数学模型

The Role of the Tumor Microenvironment in Glioblastoma: A Mathematical Model.

作者信息

Kim Yangjin, Jeon Hyejin, Othmer Hans

出版信息

IEEE Trans Biomed Eng. 2017 Mar;64(3):519-527. doi: 10.1109/TBME.2016.2637828. Epub 2016 Dec 8.

Abstract

Glioblastoma multiforme is one of the deadliest human cancers and is characterized by tumor cells that hijack immune system cells in a deadly symbiotic relationship. Microglia and glioma infiltrating macrophages, which in principle should mount an immune response to the tumor, are subverted by tumor cells to facilitate growth in several ways. In this study, we seek to understand the interactions between the tumor cells and the microglia that enhance tumor growth, and for this purpose, we develop a mathematical and computational model that involves reaction-diffusion equations for the important components in the interaction. These include the densities of tumor and microglial cells, and the concentrations of growth factors and other signaling molecules. We apply this model to a transwell assay used in the laboratory to demonstrate that microglia can stimulate tumor cell invasion by secreting the growth factor TGF- β. We show that the model can both replicate the major components of the experimental findings and make new predictions to guide future experiments aimed at the development of new therapeutic approaches. Sensitivity analysis is used to identify the most important parameters as an aid to future experimental work. This study is the first step in a program that involves development of detailed 3-D models of the mechanical and biochemical interactions between a glioblastoma and the tumor microenvironment.

摘要

多形性胶质母细胞瘤是最致命的人类癌症之一,其特征是肿瘤细胞与免疫系统细胞形成致命的共生关系。小胶质细胞和胶质瘤浸润巨噬细胞原则上应对肿瘤产生免疫反应,但却被肿瘤细胞以多种方式颠覆,从而促进肿瘤生长。在本研究中,我们试图了解肿瘤细胞与小胶质细胞之间增强肿瘤生长的相互作用,为此,我们开发了一个数学和计算模型,该模型涉及相互作用中重要成分的反应扩散方程。这些成分包括肿瘤细胞和小胶质细胞的密度,以及生长因子和其他信号分子的浓度。我们将该模型应用于实验室使用的Transwell实验,以证明小胶质细胞可通过分泌生长因子TGF-β刺激肿瘤细胞侵袭。我们表明,该模型既能复制实验结果的主要成分,又能做出新的预测,以指导旨在开发新治疗方法的未来实验。敏感性分析用于识别最重要的参数,以辅助未来的实验工作。本研究是一个项目的第一步,该项目涉及开发胶质母细胞瘤与肿瘤微环境之间机械和生化相互作用的详细三维模型。

相似文献

1
The Role of the Tumor Microenvironment in Glioblastoma: A Mathematical Model.
IEEE Trans Biomed Eng. 2017 Mar;64(3):519-527. doi: 10.1109/TBME.2016.2637828. Epub 2016 Dec 8.
2
When Immune Cells Turn Bad-Tumor-Associated Microglia/Macrophages in Glioma.
Int J Mol Sci. 2018 Feb 1;19(2):436. doi: 10.3390/ijms19020436.
3
Crosstalk Between Tumor-Associated Microglia/Macrophages and CD8-Positive T Cells Plays a Key Role in Glioblastoma.
Front Immunol. 2021 Jul 29;12:650105. doi: 10.3389/fimmu.2021.650105. eCollection 2021.
4
Macrophages/Microglia in the Glioblastoma Tumor Microenvironment.
Int J Mol Sci. 2021 May 28;22(11):5775. doi: 10.3390/ijms22115775.
5
The Dynamics of Interactions Among Immune and Glioblastoma Cells.
Neuromolecular Med. 2015 Dec;17(4):335-52. doi: 10.1007/s12017-015-8362-x. Epub 2015 Jul 30.
6
The Impact of Macrophage- and Microglia-Secreted TNFα on Oncolytic HSV-1 Therapy in the Glioblastoma Tumor Microenvironment.
Clin Cancer Res. 2015 Jul 15;21(14):3274-85. doi: 10.1158/1078-0432.CCR-14-3118. Epub 2015 Mar 31.
7
Immune Microenvironment in Glioblastoma Subtypes.
Front Immunol. 2018 May 8;9:1004. doi: 10.3389/fimmu.2018.01004. eCollection 2018.
8
Microglia in Cancer: For Good or for Bad?
Adv Exp Med Biol. 2016;949:245-261. doi: 10.1007/978-3-319-40764-7_12.

引用本文的文献

1
Mathematical model of tumor-macrophage dynamics in glioma to advance myeloid-targeted therapies.
bioRxiv. 2025 Jul 18:2025.07.14.664717. doi: 10.1101/2025.07.14.664717.
2
Overcoming barriers in glioblastoma: The potential of CAR T cell immunotherapy.
Theranostics. 2025 Jun 12;15(14):7090-7126. doi: 10.7150/thno.114257. eCollection 2025.
3
The self-organized structure of glioma oncostreams and the disruptive role of passive cells.
Sci Rep. 2024 Oct 25;14(1):25435. doi: 10.1038/s41598-024-74823-5.
4
The antitumor action of endocannabinoids in the tumor microenvironment of glioblastoma.
Front Pharmacol. 2024 Apr 24;15:1395156. doi: 10.3389/fphar.2024.1395156. eCollection 2024.
7
Macrophage's role in solid tumors: two edges of a sword.
Cancer Cell Int. 2023 Jul 31;23(1):150. doi: 10.1186/s12935-023-02999-3.
8
Immune-checkpoint inhibitor therapy response evaluation using oncophysics-based mathematical models.
Wiley Interdiscip Rev Nanomed Nanobiotechnol. 2023 Mar;15(2):e1855. doi: 10.1002/wnan.1855. Epub 2022 Sep 23.
9
Is a Prognostic Marker for Glioblastoma Associated with Tumor-Infiltrating Immune Cells and Oxidative Stress.
Oxid Med Cell Longev. 2022 Aug 24;2022:6711085. doi: 10.1155/2022/6711085. eCollection 2022.
10
Tumor Microenvironment in Glioma Invasion.
Brain Sci. 2022 Apr 15;12(4):505. doi: 10.3390/brainsci12040505.

本文引用的文献

1
The role of microglia and macrophages in glioma maintenance and progression.
Nat Neurosci. 2016 Jan;19(1):20-7. doi: 10.1038/nn.4185.
2
Tumor-associated macrophages: Potential therapeutic targets for anti-cancer therapy.
Adv Drug Deliv Rev. 2016 Apr 1;99(Pt B):180-185. doi: 10.1016/j.addr.2015.11.009. Epub 2015 Nov 24.
3
TGF-β signaling and its targeting for glioma treatment.
Am J Cancer Res. 2015 Feb 15;5(3):945-55. eCollection 2015.
4
Strategies of eradicating glioma cells: a multi-scale mathematical model with MiR-451-AMPK-mTOR control.
PLoS One. 2015 Jan 28;10(1):e0114370. doi: 10.1371/journal.pone.0114370. eCollection 2015.
6
CSF-1R inhibition alters macrophage polarization and blocks glioma progression.
Nat Med. 2013 Oct;19(10):1264-72. doi: 10.1038/nm.3337. Epub 2013 Sep 22.
7
Review: molecular mechanism of microglia stimulated glioblastoma invasion.
Matrix Biol. 2013 Oct-Nov;32(7-8):372-80. doi: 10.1016/j.matbio.2013.07.008. Epub 2013 Aug 7.
8
A hybrid model of tumor-stromal interactions in breast cancer.
Bull Math Biol. 2013 Aug;75(8):1304-50. doi: 10.1007/s11538-012-9787-0. Epub 2013 Jan 5.
9
Macrophage plasticity and polarization in tissue repair and remodelling.
J Pathol. 2013 Jan;229(2):176-85. doi: 10.1002/path.4133. Epub 2012 Nov 29.
10
Tumor-associated microglia/macrophages enhance the invasion of glioma stem-like cells via TGF-β1 signaling pathway.
J Immunol. 2012 Jul 1;189(1):444-53. doi: 10.4049/jimmunol.1103248. Epub 2012 Jun 4.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验