利用 FLAMEGPU2 建立基于代理的细胞微环境模拟模型

IF 7 2区 医学 Q1 BIOLOGY Computers in biology and medicine Pub Date : 2024-07-05 DOI:10.1016/j.compbiomed.2024.108831
C. Borau , R. Chisholm , P. Richmond , D. Walker
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引用次数: 0

摘要

这项工作展示了在 FLAMEGPU2 框架内开发的基于代理的高级模型,旨在模拟细胞微环境的复杂动态。我们的主要目的是展示 FLAMEGPU2 在模拟细胞-细胞和细胞-ECM 相互作用、物种扩散、血管形成、细胞迁移和/或细胞循环等关键特征方面的潜力。这样,我们就提供了一个多功能模板,作为研究人员模拟特定生物机制或过程的基础平台。我们强调了我们的方法作为多尺度框架中的微尺度组件的实用性。通过四个应用实例,我们展示了该模型在捕捉水凝胶的应变加固行为、水凝胶内的细胞迁移模式、球体形成和纤维重新定向以及血管化和可变形领域内的扩散过程模拟等现象方面的多功能性。这项工作旨在弥合计算效率与生物真实性之间的差距,提供一个可扩展的灵活平台,促进我们对组织生物学和工程学的理解。
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An agent-based model for cell microenvironment simulation using FLAMEGPU2

This work presents an advanced agent-based model developed within the FLAMEGPU2 framework, aimed at simulating the intricate dynamics of cell microenvironments. Our primary objective is to showcase FLAMEGPU2's potential in modelling critical features such as cell-cell and cell-ECM interactions, species diffusion, vascularisation, cell migration, and/or cell cycling. By doing so, we provide a versatile template that serves as a foundational platform for researchers to model specific biological mechanisms or processes. We highlight the utility of our approach as a microscale component within multiscale frameworks. Through four example applications, we demonstrate the model's versatility in capturing phenomena such as strain-stiffening behaviour of hydrogels, cell migration patterns within hydrogels, spheroid formation and fibre reorientation, and the simulation of diffusion processes within a vascularised and deformable domain. This work aims to bridge the gap between computational efficiency and biological fidelity, offering a scalable and flexible platform to advance our understanding of tissue biology and engineering.

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来源期刊
Computers in biology and medicine
Computers in biology and medicine 工程技术-工程:生物医学
CiteScore
11.70
自引率
10.40%
发文量
1086
审稿时长
74 days
期刊介绍: Computers in Biology and Medicine is an international forum for sharing groundbreaking advancements in the use of computers in bioscience and medicine. This journal serves as a medium for communicating essential research, instruction, ideas, and information regarding the rapidly evolving field of computer applications in these domains. By encouraging the exchange of knowledge, we aim to facilitate progress and innovation in the utilization of computers in biology and medicine.
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