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通过布尔通道化实现分子网络控制

Molecular network control through boolean canalization.

作者信息

Murrugarra David, Dimitrova Elena S

机构信息

Department of Mathematics, University of Kentucky, Lexington, 40506-0027 KY USA.

Department of Mathematical Sciences, Clemson, 29634-0975 SC USA.

出版信息

EURASIP J Bioinform Syst Biol. 2015 Nov 4;2015(1):9. doi: 10.1186/s13637-015-0029-2. eCollection 2015 Dec.

Abstract

Boolean networks are an important class of computational models for molecular interaction networks. Boolean canalization, a type of hierarchical clustering of the inputs of a Boolean function, has been extensively studied in the context of network modeling where each layer of canalization adds a degree of stability in the dynamics of the network. Recently, dynamic network control approaches have been used for the design of new therapeutic interventions and for other applications such as stem cell reprogramming. This work studies the role of canalization in the control of Boolean molecular networks. It provides a method for identifying the potential edges to control in the wiring diagram of a network for avoiding undesirable state transitions. The method is based on identifying appropriate input-output combinations on undesirable transitions that can be modified using the edges in the wiring diagram of the network. Moreover, a method for estimating the number of changed transitions in the state space of the system as a result of an edge deletion in the wiring diagram is presented. The control methods of this paper were applied to a mutated cell-cycle model and to a model to identify potential control targets.

摘要

布尔网络是分子相互作用网络的一类重要计算模型。布尔通路化是布尔函数输入的一种层次聚类,在网络建模背景下已得到广泛研究,其中通路化的每一层都为网络动态增加一定程度的稳定性。最近,动态网络控制方法已用于设计新的治疗干预措施以及其他应用,如干细胞重编程。这项工作研究通路化在布尔分子网络控制中的作用。它提供了一种方法,用于在网络接线图中识别要控制的潜在边,以避免不期望的状态转换。该方法基于识别不期望转换上适当的输入 - 输出组合,这些组合可通过网络接线图中的边进行修改。此外,还提出了一种方法,用于估计由于接线图中的边删除而导致系统状态空间中变化转换的数量。本文的控制方法应用于一个突变的细胞周期模型和一个模型以识别潜在的控制目标。

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