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布尔网络的全局稳定性及其在生物分子网络控制中的应用

Global stabilization of Boolean networks with applications to biomolecular network control.

作者信息

Rafimanzelat Mohammad Reza

机构信息

Department of Electrical Engineering, Dolatabad Branch, Islamic Azad University, Isfahan, Iran.

出版信息

Sci Rep. 2025 Apr 30;15(1):15201. doi: 10.1038/s41598-025-97684-y.

DOI:10.1038/s41598-025-97684-y
PMID:40307350
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12043903/
Abstract

Boolean networks (BNs) are vital modeling tools in systems biology for biomolecular regulatory networks. After a transient phase, BNs converge to attractors that represent distinct cell types or conditions. Therefore, methods to control the long-term behavior of BNs have important implications for biological and genetic applications. In this paper, we propose a method to enforce convergence of a BN to a desired attractor from any initial state through a simple intervention: fixing a specific subset of network variables at definite values. We refer to this method as the global stabilization of a BN to a target attractor. Utilizing the algebraic state space representation of BNs, we introduce novel matrix tools to formulate this intervention method, as well as develop a foundation for analyzing the stabilizability of BNs. We derive necessary and sufficient conditions for the global stabilizability of BNs and utilize these criteria to identify a minimal subset of network variables-termed the global stabilizing kernel-whose regulation ensures that the BN converges to the desired attractor. Finally, we apply our proposed method to determine the stabilizing kernels of several biomolecular regulatory network models and demonstrate how they can be steered to their target attractors, showcasing the applicability of our approach. We also apply our method to identify the stabilizing kernels of 480 randomly generated BNs. Our experiments suggest that, on average, only a relatively small portion (approximately 25%) of the network nodes need to be manipulated for the networks to converge to their primary attractors.

摘要

布尔网络(BNs)是系统生物学中用于生物分子调控网络的重要建模工具。经过一个瞬态阶段后,布尔网络会收敛到代表不同细胞类型或状态的吸引子。因此,控制布尔网络长期行为的方法在生物学和遗传学应用中具有重要意义。在本文中,我们提出了一种方法,通过一种简单的干预措施,使布尔网络从任何初始状态收敛到期望的吸引子:将网络变量的特定子集固定为确定值。我们将这种方法称为布尔网络到目标吸引子的全局稳定化。利用布尔网络的代数状态空间表示,我们引入了新颖的矩阵工具来制定这种干预方法,并为分析布尔网络的可稳定化奠定基础。我们推导了布尔网络全局可稳定化的充要条件,并利用这些准则确定网络变量的最小子集——称为全局稳定核——其调控可确保布尔网络收敛到期望的吸引子。最后,我们应用我们提出的方法来确定几个生物分子调控网络模型的稳定核,并展示如何将它们引导到目标吸引子,展示了我们方法的适用性。我们还应用我们的方法来识别480个随机生成的布尔网络的稳定核。我们的实验表明,平均而言,对于网络收敛到其主要吸引子,只需要操纵相对较小比例(约25%)的网络节点。

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本文引用的文献

1
Distributed Pinning Control: Stabilizing Large Boolean Networks Subjected to Perturbations.分布式钉扎控制:稳定受扰动的大型布尔网络
IEEE Trans Cybern. 2024 Nov;54(11):7094-7102. doi: 10.1109/TCYB.2024.3404026. Epub 2024 Oct 30.
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Weak Stabilization of Boolean Networks Under State-Flipped Control.状态翻转控制下布尔网络的弱稳定性
IEEE Trans Neural Netw Learn Syst. 2023 May;34(5):2693-2700. doi: 10.1109/TNNLS.2021.3106918. Epub 2023 May 2.
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Attractor controllability of Boolean networks by flipping a subset of their nodes.
通过翻转布尔网络的一个节点子集实现布尔网络的吸引子可控性
Chaos. 2018 Apr;28(4):043120. doi: 10.1063/1.4999950.
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Inference of Gene Regulatory Network Based on Local Bayesian Networks.基于局部贝叶斯网络的基因调控网络推理
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Sci Rep. 2016 Apr 18;6:24456. doi: 10.1038/srep24456.
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Controllability of Boolean networks via input controls under Harvey's update scheme.在哈维更新方案下通过输入控制实现布尔网络的可控性
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Choosing the Right Tool for the Job: RNAi, TALEN, or CRISPR.为工作选择合适的工具:RNA干扰、转录激活样效应因子核酸酶还是规律成簇间隔短回文重复序列。
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Controllability and observability of Boolean networks arising from biology.源自生物学的布尔网络的可控性与可观测性
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