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Evolutionary solution for the RNA design problem

机译:RNA设计问题的进化解决方案

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Motivation: RNAs play fundamental roles in cellular processes. The function of an RNA is highly dependent on its 3D conformation, which is referred to as the RNA tertiary structure. Because the prediction or experimental determination of these structures is difficult, so many works focus on the problems associated with the RNA secondary structure. Here, we consider the RNA inverse folding problem, in which an RNA secondary structure is given as a target structure and the goal is to design an RNA sequence that folds into the target structure. In this article, we introduce a new evolutionary algorithm for the RNA inverse folding problem. Our algorithm, entitled Evolutionary RNA Design, generates a sequence whose minimum free energy structure is the same as the target structure.Results: We compare our algorithm with INFO-RNA, MODENA, RNAiFold and NUPACK approaches for some biological test sets. The results presented in this article indicate that for longer structures, our algorithm performs better than the other mentioned algorithms in terms of the energy range, accuracy, speedup and nucleotide distribution. Particularly, the generated RNA sequences in our method are much more reliable and similar to the natural RNA sequences. Availability and implementation: The web server and source code are available at http://mostafa.ut.ac.ir/corna/erd.
机译:动机:RNA在细胞过程中起基本作用。 RNA的功能高度依赖于其3D构象,这被称为RNA三级结构。由于很难预测或实验确定这些结构,因此许多工作着眼于与RNA二级结构有关的问题。在这里,我们考虑了RNA反折叠问题,其中给出了RNA二级结构作为目标结构,目的是设计折叠成目标结构的RNA序列。在本文中,我们介绍了一种针对RNA反折叠问题的新进化算法。我们的算法名为“进化RNA设计”,它生成的序列的最小自由能结构与目标结构相同。结果:我们将我们的算法与INFO-RNA,MODENA,RNAiFold和NUPACK方法进行了比较,以用于某些生物学测试集。本文显示的结果表明,对于更长的结构,我们的算法在能量范围,准确性,加速和核苷酸分布方面比其他提到的算法表现更好。特别是,在我们的方法中生成的RNA序列更加可靠,并且与天然RNA序列相似。可用性和实现:Web服务器和源代码可从http://mostafa.ut.ac.ir/corna/erd获得。

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