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Information theory in systems biology. Part I: Gene regulatory and metabolic networks

机译:系统生物学中的信息论。第一部分:基因调控和代谢网络

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摘要

"A Mathematical Theory of Communication", was published in 1948 by Claude Shannon to establish a framework that is now known as information theory. In recent decades, information theory has gained much attention in the area of systems biology. The aim of this paper is to provide a systematic review of those contributions that have applied information theory in inferring or understanding of biological systems. Based on the type of system components and the interactions between them, we classify the biological systems into 4 main classes: gene regulatory, metabolic, protein-protein interaction and signaling networks. In the first part of this review, we attempt to introduce most of the existing studies on two types of biological networks, including gene regulatory and metabolic networks, which are founded on the concepts of information theory. (C) 2015 Elsevier Ltd. All rights reserved.
机译:克劳德·香农(Claude Shannon)于1948年发表了“传播的数学理论”,以建立一个如今被称为信息论的框架。在最近的几十年中,信息理论在系统生物学领域引起了很多关注。本文的目的是对那些应用信息论推断或理解生物系统的贡献进行系统的综述。根据系统组件的类型及其之间的相互作用,我们将生物学系统分为4个主要类别:基因调节,代谢,蛋白质-蛋白质相互作用和信号网络。在这篇综述的第一部分中,我们试图介绍大多数关于两种类型的生物网络的现有研究,包括基于信息论概念的基因调控和代谢网络。 (C)2015 Elsevier Ltd.保留所有权利。

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