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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2018
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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. |
format | Online Article Text |
id | pubmed-5836843 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
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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