Francis Emmet A, Laughlin Justin G, Dokken Jørgen S, Finsberg Henrik N T, Lee Christopher T, Rognes Marie E, Rangamani Padmini
Department of Pharmacology, University of California San Diego School of Medicine, La Jolla, CA, USA.
Department of Mechanical and Aerospace Engineering, University of California San Diego, La Jolla, CA, USA.
Nat Comput Sci. 2025 Jan;5(1):76-89. doi: 10.1038/s43588-024-00745-x. Epub 2024 Dec 19.
Biological cells rely on precise spatiotemporal coordination of biochemical reactions to control their functions. Such cell signaling networks have been a common focus for mathematical models, but they remain challenging to simulate, particularly in realistic cell geometries. Here we present Spatial Modeling Algorithms for Reactions and Transport (SMART), a software package that takes in high-level user specifications about cell signaling networks and then assembles and solves the associated mathematical systems. SMART uses state-of-the-art finite element analysis, via the FEniCS Project software, to efficiently and accurately resolve cell signaling events over discretized cellular and subcellular geometries. We demonstrate its application to several different biological systems, including yes-associated protein (YAP)/PDZ-binding motif (TAZ) mechanotransduction, calcium signaling in neurons and cardiomyocytes, and ATP generation in mitochondria. Throughout, we utilize experimentally derived realistic cellular geometries represented by well-conditioned tetrahedral meshes. These scenarios demonstrate the applicability, flexibility, accuracy and efficiency of SMART across a range of temporal and spatial scales.
生物细胞依靠生化反应精确的时空协调来控制其功能。此类细胞信号网络一直是数学模型的常见研究重点,但对其进行模拟仍具有挑战性,尤其是在实际的细胞几何形状中。在此,我们展示了用于反应和运输的空间建模算法(SMART),这是一个软件包,它接受用户关于细胞信号网络的高级规范,然后组装并求解相关的数学系统。SMART通过FEniCS项目软件使用最先进的有限元分析,以高效、准确地解析离散细胞和亚细胞几何形状上的细胞信号事件。我们展示了它在几种不同生物系统中的应用,包括Yes相关蛋白(YAP)/PDZ结合基序(TAZ)机械转导、神经元和心肌细胞中的钙信号传导以及线粒体中的ATP生成。在整个过程中,我们利用由条件良好的四面体网格表示的实验得出的实际细胞几何形状。这些场景展示了SMART在一系列时间和空间尺度上的适用性、灵活性、准确性和效率。