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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...

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Autores principales: Gaffo, Enrico, Buratin, Alessia, Dal Molin, Anna, Bortoluzzi, Stefania
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2021
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.
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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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