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Multiscale modeling of glioma pseudopalisades: contributions from the tumor microenvironment

机译:胶质瘤假胶囊的多尺度建模:肿瘤微环境的贡献

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摘要

Gliomas are primary brain tumors with a high invasive potential and infiltrative spread. Among them, glioblastoma multiforme (GBM) exhibits microvascular hyperplasia and pronounced necrosis triggered by hypoxia. Histological samples showing garland-like hypercellular structures (so-called pseudopalisades) centered around the occlusion site of a capillary are typical for GBM and hint on poor prognosis of patient survival. We propose a multiscale modeling approach in the kinetic theory of active particles framework and deduce by an upscaling process a reaction-diffusion model with repellent pH-taxis. We prove existence of a unique global bounded classical solution for a version of the obtained macroscopic system and investigate the asymptotic behavior of the solution. Moreover, we study two different types of scaling and compare the behavior of the obtained macroscopic PDEs by way of simulations. These show that patterns (not necessarily of Turing type), including pseudopalisades, can be formed for some parameter ranges, in accordance with the tumor grade. This is true when the PDEs are obtained via parabolic scaling (undirected tissue), while no such patterns are observed for the PDEs arising by a hyperbolic limit (directed tissue). This suggests that brain tissue might be undirected - at least as far as glioma migration is concerned. We also investigate two different ways of including cell level descriptions of response to hypoxia and the way they are related .
机译:胶质瘤是原发性脑肿瘤,具有高侵袭性和浸润性扩散。其中,多形性胶质母细胞瘤(GBM)表现为微血管增生和缺氧引起的明显坏死。组织学样本显示围绕毛细血管闭塞部位的花环状超细胞结构(所谓的假栅栏)是GBM的典型表现,提示患者生存预后不良。我们在活性粒子动力学理论框架中提出了一种多尺度建模方法,并通过一个放大过程推导了一个具有排斥性pH趋同性的反应扩散模型。我们证明了所获得的宏观系统的一个版本存在唯一的全局有界经典解,并研究了该解的渐近行为。此外,我们还研究了两种不同的标度,并通过模拟比较了所得宏观偏微分方程的行为。这些结果表明,根据肿瘤分级,在某些参数范围内可以形成包括假栅栏在内的模式(不一定是图灵类型)。当通过抛物线标度(无向组织)获得偏微分方程时,这是正确的,而对于由双曲线极限(有向组织)产生的偏微分方程,没有观察到这种模式。这表明脑组织可能是无定向的——至少就胶质瘤迁移而言是这样。我们还研究了两种不同的方法,包括细胞水平的缺氧反应描述以及它们之间的关系。

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