A Genuinely Hybrid, Multiscale 3D Cancer Invasion and Metastasis Modelling Framework

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS
Dimitrios Katsaounis, Nicholas Harbour, Thomas Williams, Mark AJ Chaplain, Nikolaos Sfakianakis
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引用次数: 0

Abstract

We introduce in this paper substantial enhancements to a previously proposed hybrid multiscale cancer invasion modelling framework to better reflect the biological reality and dynamics of cancer. These model updates contribute to a more accurate representation of cancer dynamics, they provide deeper insights and enhance our predictive capabilities. Key updates include the integration of porous medium-like diffusion for the evolution of Epithelial-like Cancer Cells and other essential cellular constituents of the system, more realistic modelling of Epithelial–Mesenchymal Transition and Mesenchymal–Epithelial Transition models with the inclusion of Transforming Growth Factor beta within the tumour microenvironment, and the introduction of Compound Poisson Process in the Stochastic Differential Equations that describe the migration behaviour of the Mesenchymal-like Cancer Cells. Another innovative feature of the model is its extension into a multi-organ metastatic framework. This framework connects various organs through a circulatory network, enabling the study of how cancer cells spread to secondary sites.

Abstract Image

真正的混合、多尺度三维癌症侵袭和转移建模框架
我们在本文中介绍了对之前提出的混合多尺度癌症侵袭建模框架的实质性改进,以更好地反映癌症的生物学现实和动态。这些模型更新有助于更准确地反映癌症动态,提供更深刻的见解并增强我们的预测能力。主要的更新包括:为上皮样癌细胞和系统中其他重要细胞成分的演化整合了多孔介质样扩散;通过在肿瘤微环境中加入转化生长因子 beta,对上皮-间质转化和间质-上皮转化模型进行了更真实的建模;在描述间质样癌细胞迁移行为的随机微分方程中引入了复合泊松过程。该模型的另一个创新特点是扩展到多器官转移框架。该框架通过循环网络连接各个器官,从而能够研究癌细胞如何向次要部位扩散。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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