Kim Yangjin, Jeon Hyejin, Othmer Hans
IEEE Trans Biomed Eng. 2017 Mar;64(3):519-527. doi: 10.1109/TBME.2016.2637828. Epub 2016 Dec 8.
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.
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。