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The importance of grid size and boundary conditions in discrete tumor growth modeling

机译:网格大小和边界条件在离散肿瘤生长模型中的重要性

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摘要

Modeling tumour growth has proven a very challenging problem, mainly due to the fact that cancer is a very complex process that spans multiple scales both in time and space. The desire to describe interactions in multiple scales has given rise to modeling approaches that use both continuous and discrete variables, called hybrid. The biochemical processes occurring in tumour environment are usually described by continuous variables. Cancer cells tend to be described as discrete agents interacting with their local neighborhood, which is comprised of their extracellular environment and nearby cancer cells. These interactions shape the microenvironment, which in turn acts as a selective force on clonal emergence and evolution. In this work, we study the effects of grid size and boundary conditions of the continuous processes on the discrete populations. We perform various tests on a simplified hybrid model with the aim of achieving faster execution runtimes. We conclude that we can reduce the grid size while maintaining the same dynamics of a larger domain by manipulating the boundary conditions.
机译:对肿瘤生长进行建模已证明是一个非常具有挑战性的问题,主要是因为癌症是一个非常复杂的过程,在时间和空间上跨越多个尺度。渴望以多种尺度描述相互作用已引起使用连续和离散变量(称为混合)的建模方法。通常用连续变量描述在肿瘤环境中发生的生化过程。癌细胞往往被描述为与它们的局部邻域相​​互作用的离散物质,该局部邻域由其细胞外环境和附近的癌细胞组成。这些相互作用形成了微环境,而微环境又对克隆的出现和进化起选择性作用。在这项工作中,我们研究了网格大小和连续过程的边界条件对离散种群的影响。我们在简化的混合模型上执行各种测试,以期实现更快的执行时间。我们得出的结论是,可以通过操纵边界条件来减小网格大小,同时保持较大域的相同动态。

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