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RNAMotifContrast: a method to discover and visualize RNA structural motif subfamilies

Understanding the 3D structural properties of RNAs will play a critical role in identifying their functional characteristics and designing new RNAs for RNA-based therapeutics and nanotechnology. While several existing computational methods can help in the analysis of RNA properties by recognizing st...

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Autores principales: Islam, Shahidul, Rahaman, Md Mahfuzur, Zhang, Shaojie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8216276/
https://www.ncbi.nlm.nih.gov/pubmed/33693841
http://dx.doi.org/10.1093/nar/gkab131
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author Islam, Shahidul
Rahaman, Md Mahfuzur
Zhang, Shaojie
author_facet Islam, Shahidul
Rahaman, Md Mahfuzur
Zhang, Shaojie
author_sort Islam, Shahidul
collection PubMed
description Understanding the 3D structural properties of RNAs will play a critical role in identifying their functional characteristics and designing new RNAs for RNA-based therapeutics and nanotechnology. While several existing computational methods can help in the analysis of RNA properties by recognizing structural motifs, they do not provide the means to compare and contrast those motifs extensively. We have developed a new method, RNAMotifContrast, which focuses on analyzing the similarities and variations of RNA structural motif characteristics. In this method, a graph is formed to represent the similarities among motifs, and a new traversal algorithm is applied to generate visualizations of their structural properties. Analyzing the structural features among motifs, we have recognized and generalized the concept of motif subfamilies. To asses its effectiveness, we have applied RNAMotifContrast on a dataset of known RNA structural motif families. From the results, we observed that the derived subfamilies possess unique structural variations while holding standard features of the families. Overall, the visualization approach of this method presents a new perspective to observe the relation among motifs more closely, and the discovered subfamilies provide opportunities to achieve valuable insights into RNA’s diverse roles.
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spelling pubmed-82162762021-06-22 RNAMotifContrast: a method to discover and visualize RNA structural motif subfamilies Islam, Shahidul Rahaman, Md Mahfuzur Zhang, Shaojie Nucleic Acids Res Methods Online Understanding the 3D structural properties of RNAs will play a critical role in identifying their functional characteristics and designing new RNAs for RNA-based therapeutics and nanotechnology. While several existing computational methods can help in the analysis of RNA properties by recognizing structural motifs, they do not provide the means to compare and contrast those motifs extensively. We have developed a new method, RNAMotifContrast, which focuses on analyzing the similarities and variations of RNA structural motif characteristics. In this method, a graph is formed to represent the similarities among motifs, and a new traversal algorithm is applied to generate visualizations of their structural properties. Analyzing the structural features among motifs, we have recognized and generalized the concept of motif subfamilies. To asses its effectiveness, we have applied RNAMotifContrast on a dataset of known RNA structural motif families. From the results, we observed that the derived subfamilies possess unique structural variations while holding standard features of the families. Overall, the visualization approach of this method presents a new perspective to observe the relation among motifs more closely, and the discovered subfamilies provide opportunities to achieve valuable insights into RNA’s diverse roles. Oxford University Press 2021-03-08 /pmc/articles/PMC8216276/ /pubmed/33693841 http://dx.doi.org/10.1093/nar/gkab131 Text en © The Author(s) 2021. Published by Oxford University Press on behalf of Nucleic Acids Research. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial License (http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) ), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
spellingShingle Methods Online
Islam, Shahidul
Rahaman, Md Mahfuzur
Zhang, Shaojie
RNAMotifContrast: a method to discover and visualize RNA structural motif subfamilies
title RNAMotifContrast: a method to discover and visualize RNA structural motif subfamilies
title_full RNAMotifContrast: a method to discover and visualize RNA structural motif subfamilies
title_fullStr RNAMotifContrast: a method to discover and visualize RNA structural motif subfamilies
title_full_unstemmed RNAMotifContrast: a method to discover and visualize RNA structural motif subfamilies
title_short RNAMotifContrast: a method to discover and visualize RNA structural motif subfamilies
title_sort rnamotifcontrast: a method to discover and visualize rna structural motif subfamilies
topic Methods Online
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8216276/
https://www.ncbi.nlm.nih.gov/pubmed/33693841
http://dx.doi.org/10.1093/nar/gkab131
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