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bpRNA-align: improved RNA secondary structure global alignment for comparing and clustering RNA structures

Ribonucleic acid (RNA) is a polymeric molecule that is fundamental to biological processes, with structure being more highly conserved than primary sequence and often key to its function. Advances in RNA structure characterization have resulted in an increase in the number of accurate secondary stru...

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Detalles Bibliográficos
Autores principales: Lasher, Brittany, Hendrix, David A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory Press 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10159002/
https://www.ncbi.nlm.nih.gov/pubmed/36759128
http://dx.doi.org/10.1261/rna.079211.122
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author Lasher, Brittany
Hendrix, David A.
author_facet Lasher, Brittany
Hendrix, David A.
author_sort Lasher, Brittany
collection PubMed
description Ribonucleic acid (RNA) is a polymeric molecule that is fundamental to biological processes, with structure being more highly conserved than primary sequence and often key to its function. Advances in RNA structure characterization have resulted in an increase in the number of accurate secondary structures. The task of uncovering common RNA structural motifs with a collective function through structural comparison, providing a level of similarity, remains challenging and could be used to improve RNA secondary structure databases and discover new RNA families. In this work, we present a novel secondary structure alignment method, bpRNA-align. bpRNA-align is a customized global structural alignment method, utilizing an inverted (gap extend costs more than gap open) and context-specific affine gap penalty along with a structural, feature-specific substitution matrix to provide similarity scores. We evaluate our similarity scores in comparison to other methods, using affinity propagation clustering, applied to a benchmarking data set of known structure types. bpRNA-align shows improvement in clustering performance over a broad range of structure types.
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spelling pubmed-101590022023-05-05 bpRNA-align: improved RNA secondary structure global alignment for comparing and clustering RNA structures Lasher, Brittany Hendrix, David A. RNA Bioinformatics Ribonucleic acid (RNA) is a polymeric molecule that is fundamental to biological processes, with structure being more highly conserved than primary sequence and often key to its function. Advances in RNA structure characterization have resulted in an increase in the number of accurate secondary structures. The task of uncovering common RNA structural motifs with a collective function through structural comparison, providing a level of similarity, remains challenging and could be used to improve RNA secondary structure databases and discover new RNA families. In this work, we present a novel secondary structure alignment method, bpRNA-align. bpRNA-align is a customized global structural alignment method, utilizing an inverted (gap extend costs more than gap open) and context-specific affine gap penalty along with a structural, feature-specific substitution matrix to provide similarity scores. We evaluate our similarity scores in comparison to other methods, using affinity propagation clustering, applied to a benchmarking data set of known structure types. bpRNA-align shows improvement in clustering performance over a broad range of structure types. Cold Spring Harbor Laboratory Press 2023-05 /pmc/articles/PMC10159002/ /pubmed/36759128 http://dx.doi.org/10.1261/rna.079211.122 Text en © 2023 Lasher and Hendrix; Published by Cold Spring Harbor Laboratory Press for the RNA Society https://creativecommons.org/licenses/by-nc/4.0/This article, published in RNA, is available under a Creative Commons License (Attribution-NonCommercial 4.0 International), as described at http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) .
spellingShingle Bioinformatics
Lasher, Brittany
Hendrix, David A.
bpRNA-align: improved RNA secondary structure global alignment for comparing and clustering RNA structures
title bpRNA-align: improved RNA secondary structure global alignment for comparing and clustering RNA structures
title_full bpRNA-align: improved RNA secondary structure global alignment for comparing and clustering RNA structures
title_fullStr bpRNA-align: improved RNA secondary structure global alignment for comparing and clustering RNA structures
title_full_unstemmed bpRNA-align: improved RNA secondary structure global alignment for comparing and clustering RNA structures
title_short bpRNA-align: improved RNA secondary structure global alignment for comparing and clustering RNA structures
title_sort bprna-align: improved rna secondary structure global alignment for comparing and clustering rna structures
topic Bioinformatics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10159002/
https://www.ncbi.nlm.nih.gov/pubmed/36759128
http://dx.doi.org/10.1261/rna.079211.122
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