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Fast filtering for RNA homology search
Motivation: Homology search for RNAs can use secondary structure information to increase power by modeling base pairs, as in covariance models, but the resulting computational costs are high. Typical acceleration strategies rely on at least one filtering stage using sequence-only search. Results: He...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2011
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3208395/ https://www.ncbi.nlm.nih.gov/pubmed/21965818 http://dx.doi.org/10.1093/bioinformatics/btr545 |
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author | Kolbe, Diana L. Eddy, Sean R. |
author_facet | Kolbe, Diana L. Eddy, Sean R. |
author_sort | Kolbe, Diana L. |
collection | PubMed |
description | Motivation: Homology search for RNAs can use secondary structure information to increase power by modeling base pairs, as in covariance models, but the resulting computational costs are high. Typical acceleration strategies rely on at least one filtering stage using sequence-only search. Results: Here we present the multi-segment CYK (MSCYK) filter, which implements a heuristic of ungapped structural alignment for RNA homology search. Compared to gapped alignment, this approximation has lower computation time requirements (O(N(4)) reduced to O(N(3))), and space requirements (O(N(3)) reduced to O(N(2))). A vector-parallel implementation of this method gives up to 100-fold speed-up; vector-parallel implementations of standard gapped alignment at two levels of precision give 3- and 6-fold speed-ups. These approaches are combined to create a filtering pipeline that scores RNA secondary structure at all stages, with results that are synergistic with existing methods. Availability: http://selab.janelia.org/publications.html#KolbeEddy11 Contact: eddys@janelia.hhmi.org |
format | Online Article Text |
id | pubmed-3208395 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-32083952011-11-04 Fast filtering for RNA homology search Kolbe, Diana L. Eddy, Sean R. Bioinformatics Original Papers Motivation: Homology search for RNAs can use secondary structure information to increase power by modeling base pairs, as in covariance models, but the resulting computational costs are high. Typical acceleration strategies rely on at least one filtering stage using sequence-only search. Results: Here we present the multi-segment CYK (MSCYK) filter, which implements a heuristic of ungapped structural alignment for RNA homology search. Compared to gapped alignment, this approximation has lower computation time requirements (O(N(4)) reduced to O(N(3))), and space requirements (O(N(3)) reduced to O(N(2))). A vector-parallel implementation of this method gives up to 100-fold speed-up; vector-parallel implementations of standard gapped alignment at two levels of precision give 3- and 6-fold speed-ups. These approaches are combined to create a filtering pipeline that scores RNA secondary structure at all stages, with results that are synergistic with existing methods. Availability: http://selab.janelia.org/publications.html#KolbeEddy11 Contact: eddys@janelia.hhmi.org Oxford University Press 2011-11-15 2011-09-28 /pmc/articles/PMC3208395/ /pubmed/21965818 http://dx.doi.org/10.1093/bioinformatics/btr545 Text en © The Author(s) 2011. Published by Oxford University Press. http://creativecommons.org/licenses/by-nc/3.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/3.0), which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Papers Kolbe, Diana L. Eddy, Sean R. Fast filtering for RNA homology search |
title | Fast filtering for RNA homology search |
title_full | Fast filtering for RNA homology search |
title_fullStr | Fast filtering for RNA homology search |
title_full_unstemmed | Fast filtering for RNA homology search |
title_short | Fast filtering for RNA homology search |
title_sort | fast filtering for rna homology search |
topic | Original Papers |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3208395/ https://www.ncbi.nlm.nih.gov/pubmed/21965818 http://dx.doi.org/10.1093/bioinformatics/btr545 |
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