用细胞外矩阵进行基于代理的建模的简单框架
John Metzcar1,2, Ben S Duggan3, Brandon Fischer1
1Intelligent Systems Engineering, Indiana University, 700 N. Woodlawn, Bloomington, IN, 47408, USA.
Bulletin of mathematical biology
|February 12, 2025
概括
这项研究引入了一个新的计算框架,用于模拟细胞-细胞外矩阵相互作用. 该模型捕捉了细胞如何重塑它们的环境,以及矩阵如何影响细胞行为,有助于理解复杂的生物过程.
科学领域:
- 计算生物学是一种计算生物学.
- 细胞微环境建模模型
- 多个尺度的生物系统.
背景情况:
- 细胞外基质 (ECM) 对细胞功能和疾病过程至关重要.
- 建模ECM和细胞-ECM相互作用是一个多尺度的挑战.
- 现有的计算框架往往缺乏中间细节或专注于单个ECM方面.
研究的目的:
- 开发基于PhysiCell的框架,用于模拟双向细胞-ECM相互作用.
- 为了表示ECM微观结构的变量,如异构,密度和纤维方向.
- 为了使细胞能够重塑ECM并受到它的影响.
主要方法:
- 使用了基于 PhysiCell 代理的建模平台.
- 开发了一个介质细节框架,将ECM表示为一系列元素.
- 纳入细胞介导的ECM重塑和ECM介导的细胞行为变化.
主要成果:
- 在细胞入侵,伤口愈合和集体迁移中证明了框架实用性.
- 展示了框架捕捉多种细胞-ECM相互作用的能力.
- 突出了ECM微观结构变量的可访问性,以便整合到细胞行为中.
结论:
- 开发的框架提供了一种简化但有效的方法来建模细胞-ECM动态.
- 它促进了各种细胞矩阵生物学场景的快速建模.
- 开源框架可用于更广泛的研究使用.
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