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布尔模型的整合,以肝细胞信号转导为例。

Integration of Boolean models exemplified on hepatocyte signal transduction.

机构信息

Institute for System Dynamics, University of Stuttgart, Stuttgart, Germany.

出版信息

Brief Bioinform. 2012 May;13(3):365-76. doi: 10.1093/bib/bbr065. Epub 2011 Oct 20.

Abstract

The number of mathematical models for biological pathways is rapidly growing. In particular, Boolean modelling proved to be suited to describe large cellular signalling networks. Systems biology is at the threshold to holistic understanding of comprehensive networks. In order to reach this goal, connection and integration of existing models of parts of cellular networks into more comprehensive network models is necessary. We discuss model combination approaches for Boolean models. Boolean modelling is qualitative rather than quantitative and does not require detailed kinetic information. We show that these models are useful precursors for large-scale quantitative models and that they are comparatively easy to combine. We propose modelling standards for Boolean models as a prerequisite for smooth model integration. Using these standards, we demonstrate the coupling of two logical models on two different examples concerning cellular interactions in the liver. In the first example, we show the integration of two Boolean models of two cell types in order to describe their interaction. In the second example, we demonstrate the combination of two models describing different parts of the network of a single cell type. Combination of partial models into comprehensive network models will take systems biology to the next level of understanding. The combination of logical models facilitated by modelling standards is a valuable example for the next step towards this goal.

摘要

生物途径的数学模型数量正在迅速增加。特别是,布尔建模被证明适合描述大型细胞信号网络。系统生物学正处于全面理解综合网络的门槛上。为了达到这个目标,有必要将现有的细胞网络部分模型的连接和整合到更全面的网络模型中。我们讨论了布尔模型的模型组合方法。布尔建模是定性的,而不是定量的,不需要详细的动力学信息。我们表明,这些模型是大规模定量模型的有用前体,并且它们比较容易组合。我们提出了布尔模型的建模标准,作为顺利模型集成的前提。使用这些标准,我们在两个关于肝脏细胞相互作用的不同示例上演示了两个逻辑模型的耦合。在第一个示例中,我们展示了两个细胞类型的两个布尔模型的集成,以描述它们的相互作用。在第二个示例中,我们演示了描述单个细胞类型网络不同部分的两个模型的组合。将部分模型组合成综合网络模型将使系统生物学进入下一个理解水平。建模标准促进的逻辑模型组合是朝着这一目标迈出的下一步的一个有价值的例子。

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