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RNA二级结构的玻尔兹曼系综特征:生物RNA序列与随机重排序列的比较分析

Boltzmann ensemble features of RNA secondary structures: a comparative analysis of biological RNA sequences and random shuffles.

作者信息

Chan Chi Yu, Ding Ye

机构信息

Department of Health, Wadsworth Center, New York State, Center for Medical Science, 150 New Scotland Avenue, Albany, NY 12208, USA.

出版信息

J Math Biol. 2008 Jan;56(1-2):93-105. doi: 10.1007/s00285-007-0129-z. Epub 2007 Oct 2.

Abstract

Ensemble-based approaches to RNA secondary structure prediction have become increasingly appreciated in recent years. Here, we utilize sampling and clustering of the Boltzmann ensemble of RNA secondary structures to investigate whether biological sequences exhibit ensemble features that are distinct from their random shuffles. Representative messenger RNAs (mRNAs), structural RNAs, and precursor microRNAs (miRNAs) are analyzed for nine ensemble features. These include structure clustering features, the energy gap between the minimum free energy (MFE) and the ensemble, the numbers of high-frequency base pairs in the ensemble and in clusters, the average base-pair distance between the MFE structure and the ensemble, and between-cluster and within-cluster sums of squares. For each of the features, we observe a lack of significant distinction between mRNAs and their random shuffles. For five features, significant differences are found between structural RNAs and random counterparts. For seven features including the five for structural RNAs, much greater differences are observed between precursor miRNAs and random shuffles. These findings reveal differences in the Boltzmann structure ensemble among different types of functional RNAs. In addition, for two ensemble features, we observe distinctive, non-overlapping distributions for precursor miRNAs and random shuffles. A distributional separation can be particularly useful for the prediction of miRNA genes.

摘要

近年来,基于集成的RNA二级结构预测方法越来越受到重视。在这里,我们利用RNA二级结构的玻尔兹曼系综的采样和聚类来研究生物序列是否表现出与其随机重排不同的系综特征。对代表性信使RNA(mRNA)、结构RNA和前体微小RNA(miRNA)进行了九种系综特征分析。这些特征包括结构聚类特征、最小自由能(MFE)与系综之间的能量差距、系综和聚类中高频碱基对的数量、MFE结构与系综之间的平均碱基对距离,以及聚类间和聚类内的平方和。对于每个特征,我们观察到mRNA与其随机重排之间缺乏显著差异。对于五个特征,发现结构RNA与其随机对应物之间存在显著差异。对于包括结构RNA的五个特征在内的七个特征,在前体miRNA与其随机重排之间观察到更大的差异。这些发现揭示了不同类型功能RNA之间玻尔兹曼结构系综的差异。此外,对于两个系综特征,我们观察到前体miRNA和随机重排具有独特的、不重叠的分布。分布分离对于miRNA基因的预测可能特别有用。

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