将生物化学浓缩为基因调控网络

A. Fuente
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引用次数: 1

摘要

基因调控网络是基因调控的模型。从全基因组的基因表达测量中推断出这样的模型是现代生物学的关键挑战之一,为此已经提出了大量的算法。由于目前文献中对于基因调控网络究竟是什么仍有很多困惑,因此提供一个尽可能明确的定义是很重要的。在本文中,作者提供了这样一个定义,并解释了什么是基因调控网络在潜在的生化过程。作者将对生化系统中潜在相互作用的一般非线性动力学使用线性近似,并展示生化系统如何被“浓缩”成更紧凑的描述,即基因调控网络。本文还讨论了已定义的基因调控网络与其他基因调控网络模型(即转录调控网络和共表达网络)之间的重要区别。
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Condensing Biochemistry into Gene Regulatory Networks
Gene Regulatory Networks are models of gene regulation. Inferring such model from genome-wide gene-expression measurements is one of the key challenges in modern biology, and a large number of algorithms have been proposed for this task. As there is still much confusion in the current literature as to what precisely Gene Regulatory Networks are, it is important to provide a definition that is as unambiguous as possible. In this paper the author provides such a definition and explain what Gene Regulatory Networks are in terms of the underlying biochemical processes. The author will use a linear approximation to the in general non-linear kinetics underlying interactions in biochemical systems and show how a biochemical system can be 'condensed' into a more compact description, i.e. Gene Regulatory Networks. Important differences between the defined Gene Regulatory Networks and other network models for gene regulation, i.e. Transcriptional Regulatory Networks and Co-Expression Networks, are also discussed.
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