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分析模块化RNA结构揭示了微小RNA序列中较低的全局结构熵。

Analyzing modular RNA structure reveals low global structural entropy in microRNA sequence.

作者信息

Shaw Timothy I, Manzour Amir, Wang Yingfeng, Malmberg Russell L, Cai Liming

机构信息

Institute of Bioinformatics, University of Georgia, Athens, GA 30602, USA.

出版信息

J Bioinform Comput Biol. 2011 Apr;9(2):283-98. doi: 10.1142/s0219720011005495.

Abstract

Secondary structure remains the most exploitable feature for noncoding RNA (ncRNA) gene finding in genomes. However, methods based on secondary structure prediction may generate superfluous amount of candidates for validation and have yet to deliver the desired performance that can complement experimental efforts in ncRNA gene finding. This paper investigates a novel method, unpaired structural entropy (USE) as a measurement for the structure fold stability of ncRNAs. USE proves to be effective in identifying from the genome background a class of ncRNAs, such as precursor microRNAs (pre-miRNAs) that contains a long stem hairpin loop. USE correlates well and performs better than other measures on pre-miRNAs, including the previously formulated structural entropy. As an SVM classifier, USE outperforms existing pre-miRNA classifiers. A long stem hairpin loop is common for a number of other functional RNAs including introns splicing hairpins loops and intrinsic termination hairpin loops. We believe USE can be further applied in developing ab initio prediction programs for a larger class of ncRNAs.

摘要

二级结构仍然是在基因组中寻找非编码RNA(ncRNA)基因时最可利用的特征。然而,基于二级结构预测的方法可能会产生大量多余的候选序列用于验证,并且尚未达到能够补充ncRNA基因发现实验工作的理想性能。本文研究了一种新方法,即未配对结构熵(USE),作为衡量ncRNA结构折叠稳定性的指标。事实证明,USE在从基因组背景中识别一类ncRNA方面是有效的,例如包含长茎环发夹结构的前体微小RNA(pre-miRNA)。USE与pre-miRNA的相关性良好,并且比其他指标表现更好,包括先前制定的结构熵。作为一种支持向量机分类器,USE优于现有的pre-miRNA分类器。长茎环发夹结构在许多其他功能性RNA中很常见,包括内含子剪接发夹环和固有终止发夹环。我们相信,USE可以进一步应用于开发针对更大类ncRNA的从头预测程序。

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