Exhaustive analysis of dynamical properties of Biological Regulatory Networks with Answer Set Programming

Emna Ben Abdallah, M. Folschette, O. Roux, M. Magnin
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引用次数: 9

Abstract

The combination of numerous simple influences between the components of a Biological Regulatory Network (BRN) often leads to behaviors that cannot be grasped intuitively. They thus call for the development of proper mathematical methods to delineate their dynamical properties. As a consequence, formal methods and computer tools for the modeling and simulation of BRNs become essential. Our recently introduced discrete formalism called the Process Hitting (PH), a restriction of synchronous automata networks, is notably suitable to such study. In this paper, we propose a new logical approach to perform model-checking of dynamical properties of BRNs modeled in PH. Our work here focuses on state reachability properties on the one hand, and on the identification of fixed points on the other hand. The originality of our model-checking approach relies in the exhaustive enumeration of all possible simulations verifying the dynamical properties thanks to the use of Answer Set Programming.
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用答案集规划详尽分析生物调节网络的动态特性
生物调控网络(Biological Regulatory Network, BRN)的组成部分之间的众多简单影响的结合,往往会导致无法直观把握的行为。因此,它们要求发展适当的数学方法来描述它们的动力学性质。因此,brn建模和仿真的形式化方法和计算机工具变得至关重要。我们最近引入的称为过程碰撞(PH)的离散形式,是同步自动机网络的一种限制,特别适合于这种研究。在本文中,我们提出了一种新的逻辑方法来对ph中建模的brn的动态特性进行模型检查。我们的工作一方面集中在状态可达性特性上,另一方面集中在不动点的识别上。我们的模型检查方法的独创性依赖于穷尽枚举所有可能的模拟验证动态特性,这要归功于答案集规划的使用。
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