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在集体细胞迁移中的表型结构:数学模型和方法的教程
Tommaso Lorenzi1, Kevin J Painter2, Chiara Villa3,4
1Department of Mathematical Sciences "G. L. Lagrange", Politecnico di Torino, Corso Duca degli Abruzzi, 24, 10129, Torino, Italy.
Journal of mathematical biology
|May 16, 2025
概括
表型多样性显著影响人口动态. 本综述介绍了表型结构的部分微分方程 (PS-PDEs),以建模细胞系统和集体细胞迁移中的这种多样性.
科学领域:
- 数学生物学 数学生物学
- 计算生物学 计算生物学
- 人口动态 人口动态
背景情况:
- 现型多样性,人口内的特征范围,极大地影响了人口层面的动态.
- 信号传递,运动和生长等特征的细胞异质性影响癌症的进展和治疗反应.
研究的目的:
- 审查和扩展经典的部分微分方程 (PDE) 模型,以纳入表型结构.
- 引入表型结构的部分微分方程 (PS-PDEs) 用于建模复杂的人口动态.
主要方法:
- 审查将经典模型 (费舍尔-KPP,凯勒-塞格尔) 扩展到PS-PDEs.
- 介绍了从基于代理的模型中推导PS-PDEs的方法.
- 在PS-PDEs中分析移动波和度现象.
- 讨论PS-PDEs的数值模拟技术.
主要成果:
- PS-PDEs提供了一个复杂的框架,用于模拟具有表型多样性的种群.
- 现型结构可以在PS-PDE模型中通过移动波来推断.
- 数字方法,就像线的方法一样,可以模拟PS-PDEs.
结论:
- PS-PDEs为了解表型多样性如何塑造人口动态提供了一个强大的工具.
- 突出了未来的研究方向和PS-PDE建模中的数学挑战.
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