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Sensitive, reliable and robust circRNA detection from RNA-seq with CirComPara2
Circular RNAs (circRNAs) are a large class of covalently closed RNA molecules originating by a process called back-splicing. CircRNAs are emerging as functional RNAs involved in the regulation of biological processes as well as in disease and cancer mechanisms. Current computational methods for circ...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8769706/ https://www.ncbi.nlm.nih.gov/pubmed/34698333 http://dx.doi.org/10.1093/bib/bbab418 |
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author | Gaffo, Enrico Buratin, Alessia Dal Molin, Anna Bortoluzzi, Stefania |
author_facet | Gaffo, Enrico Buratin, Alessia Dal Molin, Anna Bortoluzzi, Stefania |
author_sort | Gaffo, Enrico |
collection | PubMed |
description | Circular RNAs (circRNAs) are a large class of covalently closed RNA molecules originating by a process called back-splicing. CircRNAs are emerging as functional RNAs involved in the regulation of biological processes as well as in disease and cancer mechanisms. Current computational methods for circRNA identification from RNA-seq experiments are characterized by low discovery rates and performance dependent on the analysed data set. We developed CirComPara2 (https://github.com/egaffo/CirComPara2), a new automated computational pipeline for circRNA discovery and quantification, which consistently achieves high recall rates without losing precision by combining multiple circRNA detection methods. In our benchmark analysis, CirComPara2 outperformed state-of-the-art circRNA discovery tools and proved to be a reliable and robust method for comprehensive transcriptome characterization. |
format | Online Article Text |
id | pubmed-8769706 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-87697062022-01-20 Sensitive, reliable and robust circRNA detection from RNA-seq with CirComPara2 Gaffo, Enrico Buratin, Alessia Dal Molin, Anna Bortoluzzi, Stefania Brief Bioinform Problem Solving Protocol Circular RNAs (circRNAs) are a large class of covalently closed RNA molecules originating by a process called back-splicing. CircRNAs are emerging as functional RNAs involved in the regulation of biological processes as well as in disease and cancer mechanisms. Current computational methods for circRNA identification from RNA-seq experiments are characterized by low discovery rates and performance dependent on the analysed data set. We developed CirComPara2 (https://github.com/egaffo/CirComPara2), a new automated computational pipeline for circRNA discovery and quantification, which consistently achieves high recall rates without losing precision by combining multiple circRNA detection methods. In our benchmark analysis, CirComPara2 outperformed state-of-the-art circRNA discovery tools and proved to be a reliable and robust method for comprehensive transcriptome characterization. Oxford University Press 2021-10-26 /pmc/articles/PMC8769706/ /pubmed/34698333 http://dx.doi.org/10.1093/bib/bbab418 Text en © The Author(s) 2021. Published by Oxford University Press. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (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 | Problem Solving Protocol Gaffo, Enrico Buratin, Alessia Dal Molin, Anna Bortoluzzi, Stefania Sensitive, reliable and robust circRNA detection from RNA-seq with CirComPara2 |
title | Sensitive, reliable and robust circRNA detection from RNA-seq with CirComPara2 |
title_full | Sensitive, reliable and robust circRNA detection from RNA-seq with CirComPara2 |
title_fullStr | Sensitive, reliable and robust circRNA detection from RNA-seq with CirComPara2 |
title_full_unstemmed | Sensitive, reliable and robust circRNA detection from RNA-seq with CirComPara2 |
title_short | Sensitive, reliable and robust circRNA detection from RNA-seq with CirComPara2 |
title_sort | sensitive, reliable and robust circrna detection from rna-seq with circompara2 |
topic | Problem Solving Protocol |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8769706/ https://www.ncbi.nlm.nih.gov/pubmed/34698333 http://dx.doi.org/10.1093/bib/bbab418 |
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