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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory Press
2023
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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. |
format | Online Article Text |
id | pubmed-10159002 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Cold Spring Harbor Laboratory Press |
record_format | MEDLINE/PubMed |
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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