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A New Parameterized Algorithm for Predicting the Secondary Structure of RNA Sequences Including Pseudoknots

机译:一种新的参数化算法,用于预测包括假结在内的RNA序列的二级结构

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摘要

An important problem in structural bioinformatics is to determine the secondary structure of an RNA molecule from its primary sequence. The problem is nondeterministic polynomial time hard when the secondary structure of the sequence may contain pseudoknot structures. In this paper, we develop a parameterized algorithm that can efficiently predict the secondary structure of an RNA sequence that may contain pseudoknot structures with high accuracy. We use a graph model to describe the overlapping relationships of energetically stable stems in the sequence. A new structure parameter is identified for the graph. Based on this parameter, we develop a parameterized algorithm that can efficiently compute the most energetically favored secondary structure from the primary sequence of an RNA molecule. Our experiments show that the parameter is a small integer for many RNA molecules and our testing results also demonstrate the advantages of this new algorithm in prediction accuracy and computational efficiency over existing prediction tools.
机译:结构生物信息学中的一个重要问题是从其一级序列确定RNA分子的二级结构。当序列的二级结构可能包含伪结结构时,问题是不确定的多项式时间。在本文中,我们开发了一种参数化算法,可以高效地预测可能包含伪结结构的RNA序列的二级结构。我们使用图模型来描述序列中能量稳定的茎的重叠关系。为该图标识一个新的结构参数。基于此参数,我们开发了一种参数化算法,可以从RNA分子的一级序列有效地计算出最受能量支持的二级结构。我们的实验表明,对于许多RNA分子来说,该参数是一个小整数,我们的测试结果也证明了该新算法在预测精度和计算效率方面优于现有预测工具的优势。

著录项

  • 来源
    《The Computer journal》 |2015年第11期|3114-3125|共12页
  • 作者单位

    School of Computer Science and Engineering, Jiangsu University of Science and Technology, Zhenjiang, Jiangsu 212003, China;

    Department of Systems and Computer Science, Howard University, Washington DC 20059, USA;

    School of Computer Science and Engineering, Jiangsu University of Science and Technology, Zhenjiang, Jiangsu 212003, China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    parameterized algorithm; crossing width; RNA secondary structure prediction; pseudoknot;

    机译:参数化算法;交叉宽度RNA二级结构预测;假结;

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