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利用动态敏感性对表皮生长因子受体(ErbB)信号网络详细动力学模型进行稳健性分析。

Robustness analysis of the detailed kinetic model of an ErbB signaling network by using dynamic sensitivity.

作者信息

Masunaga Hiroyuki, Sugimoto Yurie, Magi Shigeyuki, Itasaki Ryunosuke, Okada-Hatakeyama Mariko, Kurata Hiroyuki

机构信息

Department of Bioscience and Bioinformatics, Kyushu Institute of Technology, Iizuka, Fukuoka, Japan.

Laboratory for Integrated Cellular Systems, RIKEN Center for Integrative Medical Sciences (IMS), Tsurumi-ku, Yokohama, Kanagawa, Japan.

出版信息

PLoS One. 2017 May 24;12(5):e0178250. doi: 10.1371/journal.pone.0178250. eCollection 2017.

Abstract

The ErbB receptor signaling pathway plays an important role in the regulation of cellular proliferation, survival and differentiation, and dysregulation of the pathway is linked to various types of human cancer. Mathematical models have been developed as a practical complementary approach to deciphering the complexity of ErbB receptor signaling and elucidating how the pathways discriminate between ligands to induce different cell fates. In this study, we developed a simulator to accurately calculate the dynamic sensitivity of extracellular-signal-regulated kinase (ERK) activity (ERK*) and Akt activity (Akt*), downstream of the ErbB receptors stimulated with epidermal growth factor (EGF) and heregulin (HRG). To demonstrate the feasibility of this simulator, we estimated how the reactions critically responsible for ERK* and Akt* change with time and in response to different doses of EGF and HRG, and predicted that only a small number of reactions determine ERK* and Akt*. ERK* increased steeply with increasing HRG dose until saturation, while showing a gently rising response to EGF. Akt* had a gradual wide-range response to HRG and a blunt response to EGF. Akt* was sensitive to perturbations of intracellular kinetics, while ERK* was more robust due to multiple, negative feedback loops. Overall, the simulator predicted reactions that were critically responsible for ERK* and Akt* in response to the dose of EGF and HRG, illustrated the response characteristics of ERK* and Akt*, and estimated mechanisms for generating robustness in the ErbB signaling network.

摘要

表皮生长因子受体(ErbB)信号通路在细胞增殖、存活和分化的调节中起着重要作用,该信号通路失调与多种人类癌症相关。数学模型已被开发出来,作为一种切实可行的补充方法,用于解读ErbB受体信号传导的复杂性,并阐明这些信号通路如何区分配体以诱导不同的细胞命运。在本研究中,我们开发了一种模拟器,用于精确计算在表皮生长因子(EGF)和神经调节蛋白(HRG)刺激下,ErbB受体下游的细胞外信号调节激酶(ERK)活性(ERK*)和蛋白激酶B(Akt)活性(Akt*)的动态敏感性。为了证明该模拟器的可行性,我们估计了对ERK和Akt起关键作用的反应如何随时间变化以及对不同剂量的EGF和HRG的反应,并预测只有少数反应决定ERK和Akt。ERK随着HRG剂量的增加而急剧上升直至饱和,而对EGF的反应则呈平缓上升。Akt对HRG有逐渐的广泛反应,对EGF则反应迟钝。Akt对细胞内动力学的扰动敏感,而ERK由于多个负反馈环而更具稳健性。总体而言,该模拟器预测了对EGF和HRG剂量起关键作用的ERK和Akt的反应,阐明了ERK和Akt的反应特征,并估计了在ErbB信号网络中产生稳健性的机制。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2688/5443533/6c06f6428223/pone.0178250.g001.jpg

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