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一种基于模型的策略,用于研究微小RNA调控在癌症信号网络中的作用。

A model-based strategy to investigate the role of microRNA regulation in cancer signalling networks.

作者信息

Nikolov Svetoslav, Vera Julio, Schmitz Ulf, Wolkenhauer Olaf

机构信息

Institute of Mechanics, Bulgarian Academy of Sciences, Acad. G. Bonchev Str., Bl. 4, 1113, Sofia, Bulgaria,

出版信息

Theory Biosci. 2011 Mar;130(1):55-69. doi: 10.1007/s12064-010-0109-5. Epub 2010 Aug 31.

DOI:10.1007/s12064-010-0109-5
PMID:20809366
Abstract

In this paper we present and discuss a model-based approach to link miRNA translational control with cell signalling networks. MicroRNAs are small regulatory RNAs that are able to regulate the activity and the stability of specific messenger RNA and have been implicated in tumour progression due to their ability to translationally regulate critical oncogenes and tumour suppressors. In our approach, data on protein-protein interactions and miRNA regulation, obtained from bioinformatics databases, are integrated with quantitative experimental data using mathematical modelling. Predictive computational simulations and qualitative (bifurcation) analyses of those mathematical models are employed to further support the investigation of such multifactorial networks in the context of cancer progression. We illustrate our approach with the C-Myc/E2F signalling network, involved in the progression of several tumour subtypes, including colorectal cancer.

摘要

在本文中,我们提出并讨论了一种基于模型的方法,用于将微小RNA(miRNA)的翻译控制与细胞信号网络联系起来。微小RNA是一类小的调节性RNA,能够调节特定信使RNA的活性和稳定性,并且由于其能够对关键癌基因和肿瘤抑制因子进行翻译调控,因而与肿瘤进展有关。在我们的方法中,从生物信息学数据库获得的蛋白质-蛋白质相互作用和miRNA调控数据,通过数学建模与定量实验数据整合在一起。利用这些数学模型的预测性计算模拟和定性(分岔)分析,进一步支持在癌症进展背景下对这种多因素网络的研究。我们以参与包括结直肠癌在内的几种肿瘤亚型进展的C-Myc/E2F信号网络为例来说明我们的方法。

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本文引用的文献

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Br J Cancer. 2009 Aug 18;101(4):707-14. doi: 10.1038/sj.bjc.6605037.
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A multi-level model accounting for the effects of JAK2-STAT5 signal modulation in erythropoiesis.一种考虑JAK2-STAT5信号调节在红细胞生成中作用的多层次模型。
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Emerging modelling methodologies in medicine and biology, Introduction to the special issue.医学与生物学中新兴的建模方法,特刊引言
Theory Biosci. 2011 Mar;130(1):1-3. doi: 10.1007/s12064-010-0104-x.
微小RNA-21作为致癌过程的关键调节因子。
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Structural and practical identifiability analysis of partially observed dynamical models by exploiting the profile likelihood.利用似然函数进行部分观测动态模型的结构和实际可识别性分析。
Bioinformatics. 2009 Aug 1;25(15):1923-9. doi: 10.1093/bioinformatics/btp358. Epub 2009 Jun 8.
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Role of inhibitory proteins as modulators of oscillations in NFB signalling.
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p53 represses c-Myc through induction of the tumor suppressor miR-145.p53通过诱导肿瘤抑制因子miR-145来抑制c-Myc。
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