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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...

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Detalles Bibliográficos
Autores principales: Kolbe, Diana L., Eddy, Sean R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2011
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
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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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