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Optimization of RNA 3D structure prediction using evolutionary restraints of nucleotide–nucleotide interactions from direct coupling analysis

机译:利用直接偶联分析中核苷酸-核苷酸相互作用的进化限制条件优化RNA 3D结构预测

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摘要

Direct coupling analysis of nucleotide coevolution provides a novel approach to identify which nucleotides in an RNA molecule are likely in direct contact, and this information obtained from sequence only can be used to predict RNA 3D structures with much improved accuracy. Here we present an efficient method that incorporates this information into current RNA 3D structure prediction methods, specifically 3dRNA. Our method makes much more accurate RNA 3D structure prediction than the original 3dRNA as well as other existing prediction methods that used the direct coupling analysis. In particular our method demonstrates a significant improvement in predicting multi-branch junction conformations, a major bottleneck for RNA 3D structure prediction. We also show that our method can be used to optimize the predictions by other methods. These results indicate that optimization of RNA 3D structure prediction using evolutionary restraints of nucleotide–nucleotide interactions from direct coupling analysis offers an efficient way for accurate RNA tertiary structure predictions.
机译:核苷酸共进化的直接偶联分析提供了一种新颖的方法来鉴定RNA分子中哪些核苷酸可能直接接触,并且仅从序列中获得的信息可用于预测RNA 3D结构,其准确性大大提高。在这里,我们提出了一种有效的方法,将该信息整合到当前的RNA 3D结构预测方法中,特别是3dRNA。与原始3dRNA以及使用直接偶联分析的其他现有预测方法相比,我们的方法对RNA 3D结构的预测要准确得多。特别地,我们的方法证明了在预测多分支连接构象方面的重大改进,这是RNA 3D结构预测的主要瓶颈。我们还表明,我们的方法可用于通过其他方法优化预测。这些结果表明,利用直接偶联分析中核苷酸-核苷酸相互作用的进化限制,对RNA 3D结构预测的优化为准确的RNA三级结构预测提供了一种有效的方法。

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