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ACValidator: A novel assembly-based approach for in silico verification of circular RNAs

Circular RNAs (circRNAs) are evolutionarily conserved RNA species that are formed when exons “back-splice” to each other. Current computational algorithms to detect these back-splicing junctions produce divergent results, and hence there is a need for a method to distinguish true-positive circRNAs....

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Autores principales: Sekar, Shobana, Geiger, Philipp, Adkins, Jonathan, Tassone, Erica, Serrano, Geidy, Beach, Thomas G, Liang, Winnie S
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7415914/
https://www.ncbi.nlm.nih.gov/pubmed/32793805
http://dx.doi.org/10.1093/biomethods/bpaa010
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author Sekar, Shobana
Geiger, Philipp
Adkins, Jonathan
Tassone, Erica
Serrano, Geidy
Beach, Thomas G
Liang, Winnie S
author_facet Sekar, Shobana
Geiger, Philipp
Adkins, Jonathan
Tassone, Erica
Serrano, Geidy
Beach, Thomas G
Liang, Winnie S
author_sort Sekar, Shobana
collection PubMed
description Circular RNAs (circRNAs) are evolutionarily conserved RNA species that are formed when exons “back-splice” to each other. Current computational algorithms to detect these back-splicing junctions produce divergent results, and hence there is a need for a method to distinguish true-positive circRNAs. To this end, we developed Assembly based CircRNA Validator (ACValidator) for in silico verification of circRNAs. ACValidator extracts reads from a user-defined window on either side of a circRNA junction and assembles them to generate contigs. These contigs are aligned against the circRNA sequence to find contigs spanning the back-spliced junction. When evaluated on simulated datasets, ACValidator achieved over ∼80% sensitivity on datasets with an average of 10 circRNA-supporting reads and with read lengths of at least 100 bp. In experimental datasets, ACValidator produced higher verification percentages for samples treated with ribonuclease R compared to nontreated samples. Our workflow is applicable to non-polyA-selected RNAseq datasets and can also be used as a candidate selection strategy for prioritizing experimental validations. All workflow scripts are freely accessible on our GitHub page https://github.com/tgen/ACValidator along with detailed instructions to set up and run ACValidator.
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spelling pubmed-74159142020-08-12 ACValidator: A novel assembly-based approach for in silico verification of circular RNAs Sekar, Shobana Geiger, Philipp Adkins, Jonathan Tassone, Erica Serrano, Geidy Beach, Thomas G Liang, Winnie S Biol Methods Protoc Methods Manuscript Circular RNAs (circRNAs) are evolutionarily conserved RNA species that are formed when exons “back-splice” to each other. Current computational algorithms to detect these back-splicing junctions produce divergent results, and hence there is a need for a method to distinguish true-positive circRNAs. To this end, we developed Assembly based CircRNA Validator (ACValidator) for in silico verification of circRNAs. ACValidator extracts reads from a user-defined window on either side of a circRNA junction and assembles them to generate contigs. These contigs are aligned against the circRNA sequence to find contigs spanning the back-spliced junction. When evaluated on simulated datasets, ACValidator achieved over ∼80% sensitivity on datasets with an average of 10 circRNA-supporting reads and with read lengths of at least 100 bp. In experimental datasets, ACValidator produced higher verification percentages for samples treated with ribonuclease R compared to nontreated samples. Our workflow is applicable to non-polyA-selected RNAseq datasets and can also be used as a candidate selection strategy for prioritizing experimental validations. All workflow scripts are freely accessible on our GitHub page https://github.com/tgen/ACValidator along with detailed instructions to set up and run ACValidator. Oxford University Press 2020-08-10 /pmc/articles/PMC7415914/ /pubmed/32793805 http://dx.doi.org/10.1093/biomethods/bpaa010 Text en © The Author(s) 2020. Published by Oxford University Press. 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 Methods Manuscript
Sekar, Shobana
Geiger, Philipp
Adkins, Jonathan
Tassone, Erica
Serrano, Geidy
Beach, Thomas G
Liang, Winnie S
ACValidator: A novel assembly-based approach for in silico verification of circular RNAs
title ACValidator: A novel assembly-based approach for in silico verification of circular RNAs
title_full ACValidator: A novel assembly-based approach for in silico verification of circular RNAs
title_fullStr ACValidator: A novel assembly-based approach for in silico verification of circular RNAs
title_full_unstemmed ACValidator: A novel assembly-based approach for in silico verification of circular RNAs
title_short ACValidator: A novel assembly-based approach for in silico verification of circular RNAs
title_sort acvalidator: a novel assembly-based approach for in silico verification of circular rnas
topic Methods Manuscript
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7415914/
https://www.ncbi.nlm.nih.gov/pubmed/32793805
http://dx.doi.org/10.1093/biomethods/bpaa010
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