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Tree diet: reducing the treewidth to unlock FPT algorithms in RNA bioinformatics
Hard graph problems are ubiquitous in Bioinformatics, inspiring the design of specialized Fixed-Parameter Tractable algorithms, many of which rely on a combination of tree-decomposition and dynamic programming. The time/space complexities of such approaches hinge critically on low values for the tre...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8976393/ https://www.ncbi.nlm.nih.gov/pubmed/35366923 http://dx.doi.org/10.1186/s13015-022-00213-z |
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author | Marchand, Bertrand Ponty, Yann Bulteau, Laurent |
author_facet | Marchand, Bertrand Ponty, Yann Bulteau, Laurent |
author_sort | Marchand, Bertrand |
collection | PubMed |
description | Hard graph problems are ubiquitous in Bioinformatics, inspiring the design of specialized Fixed-Parameter Tractable algorithms, many of which rely on a combination of tree-decomposition and dynamic programming. The time/space complexities of such approaches hinge critically on low values for the treewidth tw of the input graph. In order to extend their scope of applicability, we introduce the Tree-Diet problem, i.e. the removal of a minimal set of edges such that a given tree-decomposition can be slimmed down to a prescribed treewidth [Formula: see text] . Our rationale is that the time gained thanks to a smaller treewidth in a parameterized algorithm compensates the extra post-processing needed to take deleted edges into account. Our core result is an FPT dynamic programming algorithm for Tree-Diet, using [Formula: see text] time and space. We complement this result with parameterized complexity lower-bounds for stronger variants (e.g., NP-hardness when [Formula: see text] or [Formula: see text] is constant). We propose a prototype implementation for our approach which we apply on difficult instances of selected RNA-based problems: RNA design, sequence-structure alignment, and search of pseudoknotted RNAs in genomes, revealing very encouraging results. This work paves the way for a wider adoption of tree-decomposition-based algorithms in Bioinformatics. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13015-022-00213-z. |
format | Online Article Text |
id | pubmed-8976393 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-89763932022-04-03 Tree diet: reducing the treewidth to unlock FPT algorithms in RNA bioinformatics Marchand, Bertrand Ponty, Yann Bulteau, Laurent Algorithms Mol Biol Research Hard graph problems are ubiquitous in Bioinformatics, inspiring the design of specialized Fixed-Parameter Tractable algorithms, many of which rely on a combination of tree-decomposition and dynamic programming. The time/space complexities of such approaches hinge critically on low values for the treewidth tw of the input graph. In order to extend their scope of applicability, we introduce the Tree-Diet problem, i.e. the removal of a minimal set of edges such that a given tree-decomposition can be slimmed down to a prescribed treewidth [Formula: see text] . Our rationale is that the time gained thanks to a smaller treewidth in a parameterized algorithm compensates the extra post-processing needed to take deleted edges into account. Our core result is an FPT dynamic programming algorithm for Tree-Diet, using [Formula: see text] time and space. We complement this result with parameterized complexity lower-bounds for stronger variants (e.g., NP-hardness when [Formula: see text] or [Formula: see text] is constant). We propose a prototype implementation for our approach which we apply on difficult instances of selected RNA-based problems: RNA design, sequence-structure alignment, and search of pseudoknotted RNAs in genomes, revealing very encouraging results. This work paves the way for a wider adoption of tree-decomposition-based algorithms in Bioinformatics. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13015-022-00213-z. BioMed Central 2022-04-02 /pmc/articles/PMC8976393/ /pubmed/35366923 http://dx.doi.org/10.1186/s13015-022-00213-z Text en © The Author(s) 2022 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 | Research Marchand, Bertrand Ponty, Yann Bulteau, Laurent Tree diet: reducing the treewidth to unlock FPT algorithms in RNA bioinformatics |
title | Tree diet: reducing the treewidth to unlock FPT algorithms in RNA bioinformatics |
title_full | Tree diet: reducing the treewidth to unlock FPT algorithms in RNA bioinformatics |
title_fullStr | Tree diet: reducing the treewidth to unlock FPT algorithms in RNA bioinformatics |
title_full_unstemmed | Tree diet: reducing the treewidth to unlock FPT algorithms in RNA bioinformatics |
title_short | Tree diet: reducing the treewidth to unlock FPT algorithms in RNA bioinformatics |
title_sort | tree diet: reducing the treewidth to unlock fpt algorithms in rna bioinformatics |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8976393/ https://www.ncbi.nlm.nih.gov/pubmed/35366923 http://dx.doi.org/10.1186/s13015-022-00213-z |
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