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在异质数据中发现功能 miRNA-mRNA 调控模块。

Discovering functional microRNA-mRNA regulatory modules in heterogeneous data.

机构信息

University of New South Wales, Randwick, NSW, Australia.

出版信息

Adv Exp Med Biol. 2013;774:267-90. doi: 10.1007/978-94-007-5590-1_14.

Abstract

microRNAs (miRNAs) are small non-coding RNAs that cause mRNA degradation and translation inhibition. They are pivotal regulators of development and cellular homeostasis through their control of diverse processes. Recently, great efforts have been made to elucidate many targets that are affected by miRNAs, but the functions of most miRNAs and their precise regulatory mechanisms remain elusive. With more and more matched expression profiles of miRNAs and mRNAs having been made available, it is of great interest to utilize both expression profiles and sequence information to discover the functional regulatory networks of miRNAs and their target mRNAs for potential biological processes that they may participate in. In this chapter, we first briefly review the computational methods for discovering miRNA targets and miRNA-mRNA regulatory modules, and then focus on a method of identifying functional miRNA-mRNA regulatory modules by integrating multiple data sets from different sources.

摘要

微小 RNA(miRNAs)是一种小的非编码 RNA,可以导致 mRNA 降解和翻译抑制。通过控制各种过程,miRNAs 是发育和细胞内稳态的关键调节因子。最近,人们做出了巨大的努力来阐明受 miRNAs 影响的许多靶标,但大多数 miRNAs 的功能及其精确的调节机制仍然难以捉摸。随着越来越多的 miRNA 和 mRNAs 的匹配表达谱可用,利用表达谱和序列信息来发现 miRNA 和其靶标 mRNAs 的功能调节网络,以了解它们可能参与的潜在生物学过程,是非常有趣的。在本章中,我们首先简要回顾发现 miRNA 靶标和 miRNA-mRNA 调节模块的计算方法,然后重点介绍一种通过整合来自不同来源的多个数据集来识别功能 miRNA-mRNA 调节模块的方法。

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