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Dynalign II: common secondary structure prediction for RNA homologs with domain insertions

Homologous non-coding RNAs frequently exhibit domain insertions, where a branch of secondary structure is inserted in a sequence with respect to its homologs. Dynamic programming algorithms for common secondary structure prediction of multiple RNA homologs, however, do not account for these domain i...

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Detalles Bibliográficos
Autores principales: Fu, Yinghan, Sharma, Gaurav, Mathews, David H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2014
Materias:
RNA
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4267632/
https://www.ncbi.nlm.nih.gov/pubmed/25416799
http://dx.doi.org/10.1093/nar/gku1172
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author Fu, Yinghan
Sharma, Gaurav
Mathews, David H.
author_facet Fu, Yinghan
Sharma, Gaurav
Mathews, David H.
author_sort Fu, Yinghan
collection PubMed
description Homologous non-coding RNAs frequently exhibit domain insertions, where a branch of secondary structure is inserted in a sequence with respect to its homologs. Dynamic programming algorithms for common secondary structure prediction of multiple RNA homologs, however, do not account for these domain insertions. This paper introduces a novel dynamic programming algorithm methodology that explicitly accounts for the possibility of inserted domains when predicting common RNA secondary structures. The algorithm is implemented as Dynalign II, an update to the Dynalign software package for predicting the common secondary structure of two RNA homologs. This update is accomplished with negligible increase in computational cost. Benchmarks on ncRNA families with domain insertions validate the method. Over base pairs occurring in inserted domains, Dynalign II improves accuracy over Dynalign, attaining 80.8% sensitivity (compared with 14.4% for Dynalign) and 91.4% positive predictive value (PPV) for tRNA; 66.5% sensitivity (compared with 38.9% for Dynalign) and 57.0% PPV for RNase P RNA; and 50.1% sensitivity (compared with 24.3% for Dynalign) and 58.5% PPV for SRP RNA. Compared with Dynalign, Dynalign II also exhibits statistically significant improvements in overall sensitivity and PPV. Dynalign II is available as a component of RNAstructure, which can be downloaded from http://rna.urmc.rochester.edu/RNAstructure.html.
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spelling pubmed-42676322014-12-23 Dynalign II: common secondary structure prediction for RNA homologs with domain insertions Fu, Yinghan Sharma, Gaurav Mathews, David H. Nucleic Acids Res RNA Homologous non-coding RNAs frequently exhibit domain insertions, where a branch of secondary structure is inserted in a sequence with respect to its homologs. Dynamic programming algorithms for common secondary structure prediction of multiple RNA homologs, however, do not account for these domain insertions. This paper introduces a novel dynamic programming algorithm methodology that explicitly accounts for the possibility of inserted domains when predicting common RNA secondary structures. The algorithm is implemented as Dynalign II, an update to the Dynalign software package for predicting the common secondary structure of two RNA homologs. This update is accomplished with negligible increase in computational cost. Benchmarks on ncRNA families with domain insertions validate the method. Over base pairs occurring in inserted domains, Dynalign II improves accuracy over Dynalign, attaining 80.8% sensitivity (compared with 14.4% for Dynalign) and 91.4% positive predictive value (PPV) for tRNA; 66.5% sensitivity (compared with 38.9% for Dynalign) and 57.0% PPV for RNase P RNA; and 50.1% sensitivity (compared with 24.3% for Dynalign) and 58.5% PPV for SRP RNA. Compared with Dynalign, Dynalign II also exhibits statistically significant improvements in overall sensitivity and PPV. Dynalign II is available as a component of RNAstructure, which can be downloaded from http://rna.urmc.rochester.edu/RNAstructure.html. Oxford University Press 2014-12-16 2014-11-21 /pmc/articles/PMC4267632/ /pubmed/25416799 http://dx.doi.org/10.1093/nar/gku1172 Text en © The Author(s) 2014. Published by Oxford University Press on behalf of Nucleic Acids Research. http://creativecommons.org/licenses/by/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle RNA
Fu, Yinghan
Sharma, Gaurav
Mathews, David H.
Dynalign II: common secondary structure prediction for RNA homologs with domain insertions
title Dynalign II: common secondary structure prediction for RNA homologs with domain insertions
title_full Dynalign II: common secondary structure prediction for RNA homologs with domain insertions
title_fullStr Dynalign II: common secondary structure prediction for RNA homologs with domain insertions
title_full_unstemmed Dynalign II: common secondary structure prediction for RNA homologs with domain insertions
title_short Dynalign II: common secondary structure prediction for RNA homologs with domain insertions
title_sort dynalign ii: common secondary structure prediction for rna homologs with domain insertions
topic RNA
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4267632/
https://www.ncbi.nlm.nih.gov/pubmed/25416799
http://dx.doi.org/10.1093/nar/gku1172
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