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杜兴氏肌肉营养不良症基因调控的Petri网建模

Petri net modelling of gene regulation of the Duchenne muscular dystrophy.

作者信息

Grunwald Stefanie, Speer Astrid, Ackermann Jörg, Koch Ina

机构信息

Technical University of Applied Sciences Berlin, Department V/VI, Biotechnology/Bioinformatics, Seestr. 64, 13347 Berlin, Germany.

出版信息

Biosystems. 2008 May;92(2):189-205. doi: 10.1016/j.biosystems.2008.02.005. Epub 2008 Mar 10.

Abstract

UNLABELLED

Searching for therapeutic strategies for Duchenne muscular dystrophy, it is of great interest to understand the responsible molecular pathways down-stream of dystrophin completely. For this reason we have performed real-time PCR experiments to compare mRNA expression levels of relevant genes in tissues of affected patients and controls. To bring experimental data in context with the underlying pathway theoretical models are needed. Modelling of biological processes in the cell at higher description levels is still an open problem in the field of systems biology. In this paper, a new application of Petri net theory is presented to model gene regulatory processes of Duchenne muscular dystrophy. We have developed a Petri net model, which is based mainly on own experimental and literature data. We distinguish between up- and down-regulated states of gene expression. The analysis of the model comprises the computation of structural and dynamic properties with focus on a thorough T-invariant analysis, including clustering techniques and the decomposition of the network into maximal common transition sets (MCT-sets), which can be interpreted as functionally related building blocks. All possible pathways, which reflect the complex net behaviour in dependence of different gene expression patterns, are discussed. We introduce Mauritius maps of T-invariants, which enable, for example, theoretical knockout analysis. The resulted model serves as basis for a better understanding of pathological processes, and thereby for planning next experimental steps in searching for new therapeutic possibilities.

AVAILABILITY

Free availability of the Petri net editor and animator Snoopy and the clustering tool PInA via http://www-dssz.informatik.tu-cottbus.de/~ wwwdssz/. The Petri net models used can be accessed via http://www.tfh-berlin.de/bi/duchenne/.

摘要

未标注

在寻找杜兴氏肌营养不良症的治疗策略时,全面了解抗肌萎缩蛋白下游的相关分子途径非常重要。因此,我们进行了实时PCR实验,以比较受影响患者和对照组组织中相关基因的mRNA表达水平。为了将实验数据与潜在途径联系起来,需要理论模型。在系统生物学领域,在更高描述水平上对细胞内生物过程进行建模仍然是一个未解决的问题。本文提出了Petri网理论的一种新应用,用于对杜兴氏肌营养不良症的基因调控过程进行建模。我们开发了一个Petri网模型,该模型主要基于我们自己的实验和文献数据。我们区分基因表达的上调和下调状态。对模型的分析包括结构和动态特性的计算,重点是深入的T不变量分析,包括聚类技术以及将网络分解为最大公共转移集(MCT集),这些集可以解释为功能相关的构建块。讨论了所有可能反映不同基因表达模式下复杂网络行为的途径。我们引入了T不变量的毛里求斯图,例如,它可以用于理论敲除分析。所得模型为更好地理解病理过程提供了基础,从而为规划寻找新治疗可能性的下一步实验步骤提供了依据。

可用性

可通过http://www-dssz.informatik.tu-cottbus.de/~ wwwdssz/免费获取Petri网编辑器和动画制作工具Snoopy以及聚类工具PInA。所使用的Petri网模型可通过http://www.tfh-berlin.de/bi/duchenne/访问。

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