Collective Invasion: When does domain curvature matter?

Joseph J. Pollacco, Ruth E. Baker, Philip K. Maini
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Abstract

Real-world cellular invasion processes often take place in curved geometries. Such problems are frequently simplified in models to neglect the curved geometry in favour of computational simplicity, yet doing so risks inaccuracy in any model-based predictions. To quantify the conditions under which neglecting a curved geometry are justifiable, we examined solutions to the Fisher-Kolmogorov-Petrovsky-Piskunov (Fisher-KPP) model, a paradigm nonlinear reaction-diffusion equation typically used to model spatial invasion, on an annular geometry. Defining $\epsilon$ as the ratio of the annulus thickness $\delta$ and radius $r_0$ we derive, through an asymptotic expansion, the conditions under which it is appropriate to ignore the domain curvature, a result that generalises to other reaction-diffusion equations with constant diffusion coefficient. We further characterise the nature of the solutions through numerical simulation for different $r_0$ and $\delta$. Thus, we quantify the size of the deviation from an analogous simulation on the rectangle, and how this deviation changes across the width of the annulus. Our results grant insight into when it is appropriate to neglect the domain curvature in studying travelling wave behaviour in reaction-diffusion equations.
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集体入侵:域曲率何时重要?
现实世界中的细胞侵袭过程往往发生在弯曲的几何形状中。为了简化计算,这类问题经常被简化成忽略弯曲几何形状的模型,但这样做有可能导致任何基于模型的预测不准确。为了量化在什么条件下忽略弯曲几何是合理的,我们研究了Fisher-Kolmogorov-Petrovsky-Piskunov(Fisher-KPP)模型在环状几何上的解,这是一个典型的非线性反应-扩散方程,通常用于模拟空间入侵。将 $\epsilon$ 定义为环形厚度 $\delta$ 与半径 $r_0$ 的比值,我们通过渐近展开推导出在哪些条件下适合忽略域曲率,这一结果可推广到其他具有恒定扩散系数的反应扩散方程。我们通过数值模拟进一步描述了不同 $r_0$ 和 $\delta$ 的解的性质。因此,我们量化了与该角上类似模拟的偏差大小,以及这种偏差在环面宽度上的变化情况。我们的结果让我们了解到,在研究反应扩散方程中的行波行为时,何时忽略域曲率是合适的。
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