Chen Ying, Lowengrub John S
Department of Mathematics, University of California, Irvine, USA.
Department of Mathematics, Department of Biomedical Engineering, Center for Complex Biological Systems, University of California, Irvine, USA.
J Theor Biol. 2014 Nov 21;361:14-30. doi: 10.1016/j.jtbi.2014.06.024. Epub 2014 Jul 9.
We develop a mathematical model of tumor growth in complex, dynamic microenvironments with active, deformable membranes. Using a diffuse domain approach, the complex domain is captured implicitly using an auxiliary function and the governing equations are appropriately modified, extended and solved in a larger, regular domain. The diffuse domain method enables us to develop an efficient numerical implementation that does not depend on the space dimension or the microenvironmental geometry. We model homotypic cell-cell adhesion and heterotypic cell-basement membrane (BM) adhesion with the latter being implemented via a membrane energy that models cell-BM interactions. We incorporate simple models of elastic forces and the degradation of the BM and ECM by tumor-secreted matrix degrading enzymes. We investigate tumor progression and BM response as a function of cell-BM adhesion and the stiffness of the BM. We find tumor sizes tend to be positively correlated with cell-BM adhesion since increasing cell-BM adhesion results in thinner, more elongated tumors. Prior to invasion of the tumor into the stroma, we find a negative correlation between tumor size and BM stiffness as the elastic restoring forces tend to inhibit tumor growth. In order to model tumor invasion of the stroma, we find it necessary to downregulate cell-BM adhesiveness, which is consistent with experimental observations. A stiff BM promotes invasiveness because at early stages the opening in the BM created by MDE degradation from tumor cells tends to be narrower when the BM is stiffer. This requires invading cells to squeeze through the narrow opening and thus promotes fragmentation that then leads to enhanced growth and invasion. In three dimensions, the opening in the BM was found to increase in size even when the BM is stiff because of pressure induced by growing tumor clusters. A larger opening in the BM can increase the potential for further invasiveness by increasing the possibility that additional tumor cells could invade the stroma.
我们构建了一个肿瘤在具有活跃、可变形膜的复杂动态微环境中生长的数学模型。采用扩散域方法,利用辅助函数隐式捕获复杂域,并在更大的规则域中对控制方程进行适当修改、扩展和求解。扩散域方法使我们能够开发一种高效的数值实现方式,该方式不依赖于空间维度或微环境几何形状。我们对同型细胞 - 细胞黏附以及异型细胞 - 基底膜(BM)黏附进行建模,后者通过模拟细胞 - BM 相互作用的膜能量来实现。我们纳入了弹力的简单模型以及肿瘤分泌的基质降解酶对 BM 和细胞外基质(ECM)的降解模型。我们研究肿瘤进展和 BM 反应作为细胞 - BM 黏附以及 BM 刚度的函数。我们发现肿瘤大小往往与细胞 - BM 黏附呈正相关,因为增加细胞 - BM 黏附会导致肿瘤更薄、更细长。在肿瘤侵入基质之前,我们发现肿瘤大小与 BM 刚度呈负相关,因为弹性恢复力往往会抑制肿瘤生长。为了模拟肿瘤对基质的侵袭,我们发现有必要下调细胞 - BM 黏附性,这与实验观察结果一致。坚硬的 BM 会促进侵袭性,因为在早期,当 BM 更坚硬时,肿瘤细胞通过基质降解酶(MDE)降解在 BM 中形成的开口往往更窄。这要求侵袭细胞挤过狭窄开口,从而促进碎片化,进而导致生长和侵袭增强。在三维空间中,即使 BM 坚硬,由于肿瘤团簇生长产生的压力,BM 中的开口也会增大。BM 中更大的开口可以通过增加更多肿瘤细胞侵入基质的可能性来增加进一步侵袭的潜力。