在基准流体几何学中比较集体细胞运动的基于个体模型
Carine Beatrici1,2, Cássio Kirch1, Silke Henkes3
1Instituto de Física, Universidade Federal do Rio Grande do Sul, Av. Bento Gonçalves 9500, C.P. 15051, 91501-970 Porto Alegre, RS, Brazil. leon@if.ufrgs.br.
Soft matter
|July 13, 2023
概括
这项研究比较了五种集体细胞迁移模型,从简单的粒子到详细的细胞,以了解模型假设如何影响生物模拟. 这些发现有助于选择适当的模型来研究各种生物过程中的细胞运动.
科学领域:
- 计算生物学 计算生物学
- 生物物理学的生物物理.
- 数学建模的数学建模
背景情况:
- 集体细胞迁移对于组织发育,癌症进展和愈合至关重要.
- 存在各种计算模型,从简单的基于粒子的模型到复杂的细胞形状模型.
- 将这些模型进行比较对于准确模拟生物过程至关重要.
研究的目的:
- 为了比较五种不同的集体细胞迁移模型,其细节水平越来越高.
- 在一个基准问题上评估模型性能:绕一个圆形障碍物流动.
- 为特定研究问题选择最合适的模型提供指导.
主要方法:
- 实施和分析了五种模型:Vicsek-Grégoire粒子,Szabó类粒子,自行车的Voronoi,细胞的Potts和多粒子细胞.
- 用一个环形障碍物周围的通道流作为基准,灵感来自斯托克斯的实验.
- 多种参数,如细胞密度,吸引力和对齐,以观察行为差异.
主要成果:
- 在相同的条件下为每个模型生成速度,密度和变形场.
- 确定不同的模型假设和抽象如何导致不同的集体行为.
- 评估每个模型模拟集体细胞迁移的优点和局限性.
结论:
- 该研究为选择适合集体细胞迁移研究的计算模型提供了一个框架.
- 它强调了基于粒子和基于细胞的模型在捕捉集体效应方面的相似之处和差异.
- 根据具体的生物学问题和所需的细节水平,提供了选择模型的建议.
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