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基于组件的遗传网络建模与可达性分析。

Component-based modeling and reachability analysis of genetic networks.

机构信息

INRIA Grenoble-Rhône-Alpes, 38334 Montbonnot St., Ismier, France.

出版信息

IEEE/ACM Trans Comput Biol Bioinform. 2011 May-Jun;8(3):672-82. doi: 10.1109/TCBB.2010.81.

Abstract

Genetic regulatory networks usually encompass a multitude of complex, interacting feedback loops. Being able to model and analyze their behavior is crucial for understanding their function. However, state space explosion is becoming a limiting factor in the formal analysis of genetic networks. This paper explores a modular approach for verification of reachability properties. A framework for component-based modeling of genetic regulatory networks, based on a modular discrete abstraction, is introduced. Then a compositional algorithm to efficiently analyze reachability properties of the model is proposed. A case study on embryonic cell differentiation involving several hundred cells shows the potential of this approach.

摘要

遗传调控网络通常包含许多复杂的、相互作用的反馈回路。能够对其行为进行建模和分析对于理解其功能至关重要。然而,状态空间爆炸在遗传网络的形式分析中成为了一个限制因素。本文探讨了一种用于验证可达性属性的模块化方法。引入了一种基于模块化离散抽象的遗传调控网络的基于组件的建模框架。然后提出了一种组合算法,以有效地分析模型的可达性属性。一个涉及数百个细胞的胚胎细胞分化的案例研究表明了这种方法的潜力。

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