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A graphical method for reducing and relating models in systems biology

机译:用于减少和关联系统生物学模型的图形方法

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摘要

Motivation: In Systems Biology, an increasing collection of models of various biological processes is currently developed and made available in publicly accessible repositories, such as biomodels.net for instance, through common exchange formats such as SBML. To date, however, there is no general method to relate different models to each other by abstraction or reduction relationships, and this task is left to the modeler for re-using and coupling models. In mathematical biology, model reduction techniques have been studied for a long time, mainly in the case where a model exhibits different time scales, or different spatial phases, which can be analyzed separately. These techniques are however far too restrictive to be applied on a large scale in systems biology, and do not take into account abstractions other than time or phase decompositions. Our purpose here is to propose a general computational method for relating models together, by considering primarily the structure of the interactions and abstracting from their dynamics in a first step.
机译:动机:在系统生物学中,目前正在开发越来越多的各种生物过程模型,并通过SBML等通用交换格式在可公开访问的存储库(例如biomodels.net)中提供。但是,到目前为止,还没有通用的方法可以通过抽象或简化关系将不同的模型彼此关联,并且该任务留给建模者来重用和耦合模型。在数学生物学中,模型简化技术已经研究了很长时间,主要是在模型表现出不同的时间尺度或不同的空间相位的情况下,可以单独进行分析。但是,这些技术的局限性太大,无法在系统生物学中大规模应用,并且没有考虑时间或相位分解以外的抽象概念。我们的目的是通过第一步主要考虑相互作用的结构并从其动力学中抽象出来,提出一种将模型关联在一起的通用计算方法。

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