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SIMULATION AND VERIFICATION FOR COMPUTATIONAL MODELLING OF SIGNALLING PATHWAYS

机译:信号通路计算建模的仿真与验证

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Modelling of the dynamics of biochemical reaction networks typically proceeds by solving ordinary differential equations or stochastic simulation via the Gillespie algorithm. More recently, computational methods such as process algebra techniques have been successfully applied to the analysis of signalling pathways. One advantage of these is that they enable automatic verification of the models, via model checking, against qualitative and quantitative temporal logic specifications, for example, "what is the probability that the protein eventually degrades?". Such verification is exhaustive, that is, the analysis is carried out over all paths, producing exact quantitative measures. In this paper, we give an overview of the simulation, verification and differential equation approaches to modelling biochemical reaction networks. We discuss the advantages and disadvantages of the respective methods, using as an illustration a fragment of the FGF signaling pathway.
机译:生物化学反应网络的动态建模通常通过通过Gillespie算法求解常微分方程或随机仿真来进行。最近,已成功地应用于过程代数技术的计算方法,以对信号通路的分析。其中一个优点是,它们能够通过模型检查来自动验证模型,反对定性和定量的时间逻辑规范,例如“蛋白质最终降低的可能性是什么?”。这种验证是详尽的,即,在所有路径上进行分析,产生精确的定量措施。在本文中,我们概述了模拟生化反应网络的模拟,验证和微分方程方法。我们讨论了各种方法的优点和缺点,用作FGF信号通路的片段。

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