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Capturing alternative secondary structures of RNA by decomposition of base-pairing probabilities

BACKGROUND: It is known that functional RNAs often switch their functions by forming different secondary structures. Popular tools for RNA secondary structures prediction, however, predict the single ‘best’ structures, and do not produce alternative structures. There are bioinformatics tools to pred...

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Autores principales: Hagio, Taichi, Sakuraba, Shun, Iwakiri, Junichi, Mori, Ryota, Asai, Kiyoshi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5836843/
https://www.ncbi.nlm.nih.gov/pubmed/29504917
http://dx.doi.org/10.1186/s12859-018-2018-4
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author Hagio, Taichi
Sakuraba, Shun
Iwakiri, Junichi
Mori, Ryota
Asai, Kiyoshi
author_facet Hagio, Taichi
Sakuraba, Shun
Iwakiri, Junichi
Mori, Ryota
Asai, Kiyoshi
author_sort Hagio, Taichi
collection PubMed
description BACKGROUND: It is known that functional RNAs often switch their functions by forming different secondary structures. Popular tools for RNA secondary structures prediction, however, predict the single ‘best’ structures, and do not produce alternative structures. There are bioinformatics tools to predict suboptimal structures, but it is difficult to detect which alternative secondary structures are essential. RESULTS: We proposed a new computational method to detect essential alternative secondary structures from RNA sequences by decomposing the base-pairing probability matrix. The decomposition is calculated by a newly implemented software tool, RintW, which efficiently computes the base-pairing probability distributions over the Hamming distance from arbitrary reference secondary structures. The proposed approach has been demonstrated on ROSE element RNA thermometer sequence and Lysine RNA ribo-switch, showing that the proposed approach captures conformational changes in secondary structures. CONCLUSIONS: We have shown that alternative secondary structures are captured by decomposing base-paring probabilities over Hamming distance. Source code is available from http://www.ncRNA.org/RintW.
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spelling pubmed-58368432018-03-07 Capturing alternative secondary structures of RNA by decomposition of base-pairing probabilities Hagio, Taichi Sakuraba, Shun Iwakiri, Junichi Mori, Ryota Asai, Kiyoshi BMC Bioinformatics Research BACKGROUND: It is known that functional RNAs often switch their functions by forming different secondary structures. Popular tools for RNA secondary structures prediction, however, predict the single ‘best’ structures, and do not produce alternative structures. There are bioinformatics tools to predict suboptimal structures, but it is difficult to detect which alternative secondary structures are essential. RESULTS: We proposed a new computational method to detect essential alternative secondary structures from RNA sequences by decomposing the base-pairing probability matrix. The decomposition is calculated by a newly implemented software tool, RintW, which efficiently computes the base-pairing probability distributions over the Hamming distance from arbitrary reference secondary structures. The proposed approach has been demonstrated on ROSE element RNA thermometer sequence and Lysine RNA ribo-switch, showing that the proposed approach captures conformational changes in secondary structures. CONCLUSIONS: We have shown that alternative secondary structures are captured by decomposing base-paring probabilities over Hamming distance. Source code is available from http://www.ncRNA.org/RintW. BioMed Central 2018-02-19 /pmc/articles/PMC5836843/ /pubmed/29504917 http://dx.doi.org/10.1186/s12859-018-2018-4 Text en © The Author(s) 2018 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License(http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research
Hagio, Taichi
Sakuraba, Shun
Iwakiri, Junichi
Mori, Ryota
Asai, Kiyoshi
Capturing alternative secondary structures of RNA by decomposition of base-pairing probabilities
title Capturing alternative secondary structures of RNA by decomposition of base-pairing probabilities
title_full Capturing alternative secondary structures of RNA by decomposition of base-pairing probabilities
title_fullStr Capturing alternative secondary structures of RNA by decomposition of base-pairing probabilities
title_full_unstemmed Capturing alternative secondary structures of RNA by decomposition of base-pairing probabilities
title_short Capturing alternative secondary structures of RNA by decomposition of base-pairing probabilities
title_sort capturing alternative secondary structures of rna by decomposition of base-pairing probabilities
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5836843/
https://www.ncbi.nlm.nih.gov/pubmed/29504917
http://dx.doi.org/10.1186/s12859-018-2018-4
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