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LaRA 2: parallel and vectorized program for sequence–structure alignment of RNA sequences

BACKGROUND: The function of non-coding RNA sequences is largely determined by their spatial conformation, namely the secondary structure of the molecule, formed by Watson–Crick interactions between nucleotides. Hence, modern RNA alignment algorithms routinely take structural information into account...

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Autores principales: Winkler, Jörg, Urgese, Gianvito, Ficarra, Elisa, Reinert, Knut
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8734264/
https://www.ncbi.nlm.nih.gov/pubmed/34991448
http://dx.doi.org/10.1186/s12859-021-04532-7
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author Winkler, Jörg
Urgese, Gianvito
Ficarra, Elisa
Reinert, Knut
author_facet Winkler, Jörg
Urgese, Gianvito
Ficarra, Elisa
Reinert, Knut
author_sort Winkler, Jörg
collection PubMed
description BACKGROUND: The function of non-coding RNA sequences is largely determined by their spatial conformation, namely the secondary structure of the molecule, formed by Watson–Crick interactions between nucleotides. Hence, modern RNA alignment algorithms routinely take structural information into account. In order to discover yet unknown RNA families and infer their possible functions, the structural alignment of RNAs is an essential task. This task demands a lot of computational resources, especially for aligning many long sequences, and it therefore requires efficient algorithms that utilize modern hardware when available. A subset of the secondary structures contains overlapping interactions (called pseudoknots), which add additional complexity to the problem and are often ignored in available software. RESULTS: We present the SeqAn-based software LaRA 2 that is significantly faster than comparable software for accurate pairwise and multiple alignments of structured RNA sequences. In contrast to other programs our approach can handle arbitrary pseudoknots. As an improved re-implementation of the LaRA tool for structural alignments, LaRA 2 uses multi-threading and vectorization for parallel execution and a new heuristic for computing a lower boundary of the solution. Our algorithmic improvements yield a program that is up to 130 times faster than the previous version. CONCLUSIONS: With LaRA 2 we provide a tool to analyse large sets of RNA secondary structures in relatively short time, based on structural alignment. The produced alignments can be used to derive structural motifs for the search in genomic databases.
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spelling pubmed-87342642022-01-07 LaRA 2: parallel and vectorized program for sequence–structure alignment of RNA sequences Winkler, Jörg Urgese, Gianvito Ficarra, Elisa Reinert, Knut BMC Bioinformatics Software BACKGROUND: The function of non-coding RNA sequences is largely determined by their spatial conformation, namely the secondary structure of the molecule, formed by Watson–Crick interactions between nucleotides. Hence, modern RNA alignment algorithms routinely take structural information into account. In order to discover yet unknown RNA families and infer their possible functions, the structural alignment of RNAs is an essential task. This task demands a lot of computational resources, especially for aligning many long sequences, and it therefore requires efficient algorithms that utilize modern hardware when available. A subset of the secondary structures contains overlapping interactions (called pseudoknots), which add additional complexity to the problem and are often ignored in available software. RESULTS: We present the SeqAn-based software LaRA 2 that is significantly faster than comparable software for accurate pairwise and multiple alignments of structured RNA sequences. In contrast to other programs our approach can handle arbitrary pseudoknots. As an improved re-implementation of the LaRA tool for structural alignments, LaRA 2 uses multi-threading and vectorization for parallel execution and a new heuristic for computing a lower boundary of the solution. Our algorithmic improvements yield a program that is up to 130 times faster than the previous version. CONCLUSIONS: With LaRA 2 we provide a tool to analyse large sets of RNA secondary structures in relatively short time, based on structural alignment. The produced alignments can be used to derive structural motifs for the search in genomic databases. BioMed Central 2022-01-06 /pmc/articles/PMC8734264/ /pubmed/34991448 http://dx.doi.org/10.1186/s12859-021-04532-7 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Software
Winkler, Jörg
Urgese, Gianvito
Ficarra, Elisa
Reinert, Knut
LaRA 2: parallel and vectorized program for sequence–structure alignment of RNA sequences
title LaRA 2: parallel and vectorized program for sequence–structure alignment of RNA sequences
title_full LaRA 2: parallel and vectorized program for sequence–structure alignment of RNA sequences
title_fullStr LaRA 2: parallel and vectorized program for sequence–structure alignment of RNA sequences
title_full_unstemmed LaRA 2: parallel and vectorized program for sequence–structure alignment of RNA sequences
title_short LaRA 2: parallel and vectorized program for sequence–structure alignment of RNA sequences
title_sort lara 2: parallel and vectorized program for sequence–structure alignment of rna sequences
topic Software
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8734264/
https://www.ncbi.nlm.nih.gov/pubmed/34991448
http://dx.doi.org/10.1186/s12859-021-04532-7
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