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Spatial Rule-Based Modeling: A Method and Its Application to the Human Mitotic Kinetochore

机译:基于空间规则的建模:一种方法及其在人类有丝分裂动粒中的应用

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摘要

A common problem in the analysis of biological systems is the combinatorial explosion that emerges from the complexity of multi-protein assemblies. Conventional formalisms, like differential equations, Boolean networks and Bayesian networks, are unsuitable for dealing with the combinatorial explosion, because they are designed for a restricted state space with fixed dimensionality. To overcome this problem, the rule-based modeling language, BioNetGen, and the spatial extension, SRSim, have been developed. Here, we describe how to apply rule-based modeling to integrate experimental data from different sources into a single spatial simulation model and how to analyze the output of that model. The starting point for this approach can be a combination of molecular interaction data, reaction network data, proximities, binding and diffusion kinetics and molecular geometries at different levels of detail. We describe the technique and then use it to construct a model of the human mitotic inner and outer kinetochore, including the spindle assembly checkpoint signaling pathway. This allows us to demonstrate the utility of the procedure, show how a novel perspective for understanding such complex systems becomes accessible and elaborate on challenges that arise in the formulation, simulation and analysis of spatial rule-based models.
机译:生物系统分析中的一个常见问题是组合爆炸,这种爆炸是由多蛋白组装的复杂性引起的。诸如微分方程,布尔网络和贝叶斯网络之类的常规形式主义不适合处理组合爆炸,因为它们是为具有固定维数的受限状态空间设计的。为了克服这个问题,已经开发了基于规则的建模语言BioNetGen和空间扩展SRSim。在这里,我们描述如何应用基于规则的建模将来自不同来源的实验数据集成到单个空间仿真模型中,以及如何分析该模型的输出。这种方法的起点可以是分子相互作用数据,反应网络数据,邻近度,结合和扩散动力学以及分子几何结构在不同细节级别的组合。我们描述了该技术,然后将其用于构建人类有丝分裂内部和外部动粒的模型,包括纺锤体装配检查点信号通路。这使我们能够演示该程序的实用性,展示如何理解这种复杂系统的新颖视角,并详细阐述基于空间规则的模型的制定,仿真和分析中出现的挑战。

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