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Finding consensus stable local optimal structures for aligned RNA sequences and its application to discovering riboswitch elements

机译:寻找一致的稳定的可比对的RNA序列的局部最优结构及其在发现核糖开关元件中的应用

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摘要

Many non-coding RNAs (ncRNAs) can fold into alternate native structures and perform different biological functions. The computational prediction of an ncRNA’s alternate native structures can be conducted by analysing the ncRNA’s energy landscape. Previously, we have developed a computational approach, RNASLOpt, to predict alternate native structures for a single RNA. In this paper, in order to improve the accuracy of the prediction, we incorporate structural conservation information among a family of related ncRNA sequences to the prediction. We propose a comparative approach, RNAConSLOpt, to produce all possible consensus SLOpt stack configurations that are conserved on the consensus energy landscape of a family of related ncRNAs. Benchmarking tests show that RNAConSLOpt can reduce the number of candidate structures compared with RNASLOpt, and can predict ncRNAs’ alternate native structures accurately. Moreover, an application of the proposed pipeline to bacteria in Bacillus genus has discovered several novel riboswitch candidates.
机译:许多非编码RNA(ncRNA)可以折叠成其他天然结构并执行不同的生物学功能。 ncRNA替代天然结构的计算预测可以通过分析ncRNA的能量分布图来进行。以前,我们已经开发出一种计算方法RNASLOpt来预测单个RNA的替代天然结构。在本文中,为了提高预测的准确性,我们将一系列相关的ncRNA序列中的结构保守性信息纳入了预测。我们提出了一种比较方法RNAConSLOpt,以产生所有可能的共有SLOpt堆栈配置,这些配置在相关ncRNA家族的共识能量格局上均得到保留。基准测试表明,与RNASLOpt相比,RNAConSLOpt可以减少候选结构的数量,并且可以准确预测ncRNA的替代天然结构。此外,将拟议的管道用于芽孢杆菌属细菌的应用已经发现了几种新颖的核糖开关候选物。

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