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miRNA 介导的 ERK 信号网络的随机性和稳健性分析。

Stochasticity and robustness analysis of microRNA-mediated ERK signaling network.

机构信息

Department of Allergy, The Third Affiliated Hospital of Shenzhen University, Shenzhen, 518020, China.

Musculoskeletal Research Laboratory, Department of Orthopaedics & Traumatology, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, 999077, Hong Kong Special Administrative Region.

出版信息

Comput Biol Chem. 2018 Oct;76:318-326. doi: 10.1016/j.compbiolchem.2018.07.018. Epub 2018 Jul 31.

DOI:10.1016/j.compbiolchem.2018.07.018
PMID:30144727
Abstract

MicroRNAs (miRNAs) play a critical role in regulating the signaling network such as the extracellular signal regulated kinase (ERK) pathway. However, the mechanisms of miRNA-mediated posttranscriptional regulations with regard to their impacts on signaling require further investigation from a systematic level. Therefore, we develop a mathematical model by analyzing the precise dynamic mechanisms with a bevy of miRNAs involved in the Ras/Raf/MEK/ERK pathway. A systems-based analysis approach is introduced into this model and the dynamics have been implemented deterministically and stochastically. Our analysis reveals that miRNAs are key participants regulating the gene expression of ERK network, and the cooperative actions of miRNAs are important in keeping the normal biological characteristics and amplification effects of the system. Meanwhile, the appearance of system disorder in the absence of miRNAs suggests that miRNAs may play a role in the pathological processes, such as tumor and inflammation. The sensitivity analysis and the kinetic parameter perturbation show that the binding of receptor (EGFR) and adaptor protein (Shc, Grb2 and Sos) under normal physiological conditions is crucial for the robustness of the whole pathway. In addition, the stochastic dynamic patterns are in a good agreement with the deterministic results, further demonstrating that the variability of the system due to the presence of some stochastic noise is low. All these will be helpful for a deeper understanding of the dynamic mechanism of miRNA-mediated ERK signal network, which might present a rich area of future research with the relevant regulatory roles of miRNAs in cell signaling pathway.

摘要

微小 RNA(miRNA)在调节细胞外信号调节激酶(ERK)信号通路等信号网络中起着至关重要的作用。然而,miRNA 介导的转录后调控机制及其对信号的影响需要从系统水平进一步研究。因此,我们通过分析涉及 Ras/Raf/MEK/ERK 通路的多种 miRNA 的精确动态机制,开发了一个数学模型。我们将系统分析方法引入到该模型中,并采用确定性和随机性方法来实现动力学。我们的分析表明,miRNA 是调节 ERK 网络基因表达的关键参与者,miRNA 的协同作用对于保持系统的正常生物学特性和放大效应非常重要。同时,在没有 miRNA 的情况下系统出现紊乱表明,miRNA 可能在肿瘤和炎症等病理过程中发挥作用。敏感性分析和动力学参数扰动表明,在正常生理条件下,受体(EGFR)和衔接蛋白(Shc、Grb2 和 Sos)的结合对于整个通路的鲁棒性至关重要。此外,随机动力学模式与确定性结果非常吻合,进一步证明了由于存在一些随机噪声,系统的可变性较低。所有这些都将有助于深入了解 miRNA 介导的 ERK 信号网络的动态机制,这可能为未来的研究提供一个丰富的领域,miRNA 在细胞信号通路中的相关调节作用。

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Stochasticity and robustness analysis of microRNA-mediated ERK signaling network.miRNA 介导的 ERK 信号网络的随机性和稳健性分析。
Comput Biol Chem. 2018 Oct;76:318-326. doi: 10.1016/j.compbiolchem.2018.07.018. Epub 2018 Jul 31.
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