Cargando…

circRNA-sponging: a pipeline for extensive analysis of circRNA expression and their role in miRNA sponging

MOTIVATION: Circular RNAs (circRNAs) are long non-coding RNAs (lncRNAs) often associated with diseases and considered potential biomarkers for diagnosis and treatment. Among other functions, circRNAs have been shown to act as microRNA (miRNA) sponges, preventing the role of miRNAs that repress their...

Descripción completa

Detalles Bibliográficos
Autores principales: Hoffmann, Markus, Schwartz, Leon, Ciora, Octavia-Andreea, Trummer, Nico, Willruth, Lina-Liv, Jankowski, Jakub, Lee, Hye Kyung, Baumbach, Jan, Furth, Priscilla, Hennighausen, Lothar, List, Markus
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9928029/
https://www.ncbi.nlm.nih.gov/pubmed/36789427
http://dx.doi.org/10.1101/2023.01.19.524495
_version_ 1784888570395230208
author Hoffmann, Markus
Schwartz, Leon
Ciora, Octavia-Andreea
Trummer, Nico
Willruth, Lina-Liv
Jankowski, Jakub
Lee, Hye Kyung
Baumbach, Jan
Furth, Priscilla
Hennighausen, Lothar
List, Markus
author_facet Hoffmann, Markus
Schwartz, Leon
Ciora, Octavia-Andreea
Trummer, Nico
Willruth, Lina-Liv
Jankowski, Jakub
Lee, Hye Kyung
Baumbach, Jan
Furth, Priscilla
Hennighausen, Lothar
List, Markus
author_sort Hoffmann, Markus
collection PubMed
description MOTIVATION: Circular RNAs (circRNAs) are long non-coding RNAs (lncRNAs) often associated with diseases and considered potential biomarkers for diagnosis and treatment. Among other functions, circRNAs have been shown to act as microRNA (miRNA) sponges, preventing the role of miRNAs that repress their targets. However, there is no pipeline to systematically assess the sponging potential of circRNAs. RESULTS: We developed circRNA-sponging, a nextflow pipeline that (1) identifies circRNAs via backsplicing junctions detected in RNA-seq data, (2) quantifies their expression values in relation to their linear counterparts spliced from the same gene, (3) performs differential expression analysis, (4) identifies and quantifies miRNA expression from miRNA-sequencing (miRNA-seq) data, (5) predicts miRNA binding sites on circRNAs, (6) systematically investigates potential circRNA-miRNA sponging events, (7) creates a network of competing endogenous RNAs, and (8) identifies potential circRNA biomarkers. We showed the functionality of the circRNA-sponging pipeline using RNA sequencing data from brain tissues, where we identified two distinct types of circRNAs characterized by a specific ratio of the number of the binding site to the length of the transcript. The circRNA-sponging pipeline is the first end-to-end pipeline to identify circRNAs and their sponging systematically with raw total RNA-seq and miRNA-seq files, allowing us to better indicate the functional impact of circRNAs as a routine aspect in transcriptomic research.
format Online
Article
Text
id pubmed-9928029
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher Cold Spring Harbor Laboratory
record_format MEDLINE/PubMed
spelling pubmed-99280292023-02-15 circRNA-sponging: a pipeline for extensive analysis of circRNA expression and their role in miRNA sponging Hoffmann, Markus Schwartz, Leon Ciora, Octavia-Andreea Trummer, Nico Willruth, Lina-Liv Jankowski, Jakub Lee, Hye Kyung Baumbach, Jan Furth, Priscilla Hennighausen, Lothar List, Markus bioRxiv Article MOTIVATION: Circular RNAs (circRNAs) are long non-coding RNAs (lncRNAs) often associated with diseases and considered potential biomarkers for diagnosis and treatment. Among other functions, circRNAs have been shown to act as microRNA (miRNA) sponges, preventing the role of miRNAs that repress their targets. However, there is no pipeline to systematically assess the sponging potential of circRNAs. RESULTS: We developed circRNA-sponging, a nextflow pipeline that (1) identifies circRNAs via backsplicing junctions detected in RNA-seq data, (2) quantifies their expression values in relation to their linear counterparts spliced from the same gene, (3) performs differential expression analysis, (4) identifies and quantifies miRNA expression from miRNA-sequencing (miRNA-seq) data, (5) predicts miRNA binding sites on circRNAs, (6) systematically investigates potential circRNA-miRNA sponging events, (7) creates a network of competing endogenous RNAs, and (8) identifies potential circRNA biomarkers. We showed the functionality of the circRNA-sponging pipeline using RNA sequencing data from brain tissues, where we identified two distinct types of circRNAs characterized by a specific ratio of the number of the binding site to the length of the transcript. The circRNA-sponging pipeline is the first end-to-end pipeline to identify circRNAs and their sponging systematically with raw total RNA-seq and miRNA-seq files, allowing us to better indicate the functional impact of circRNAs as a routine aspect in transcriptomic research. Cold Spring Harbor Laboratory 2023-06-23 /pmc/articles/PMC9928029/ /pubmed/36789427 http://dx.doi.org/10.1101/2023.01.19.524495 Text en https://creativecommons.org/licenses/by-nc/4.0/This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License (https://creativecommons.org/licenses/by-nc/4.0/) , which allows reusers to distribute, remix, adapt, and build upon the material in any medium or format for noncommercial purposes only, and only so long as attribution is given to the creator.
spellingShingle Article
Hoffmann, Markus
Schwartz, Leon
Ciora, Octavia-Andreea
Trummer, Nico
Willruth, Lina-Liv
Jankowski, Jakub
Lee, Hye Kyung
Baumbach, Jan
Furth, Priscilla
Hennighausen, Lothar
List, Markus
circRNA-sponging: a pipeline for extensive analysis of circRNA expression and their role in miRNA sponging
title circRNA-sponging: a pipeline for extensive analysis of circRNA expression and their role in miRNA sponging
title_full circRNA-sponging: a pipeline for extensive analysis of circRNA expression and their role in miRNA sponging
title_fullStr circRNA-sponging: a pipeline for extensive analysis of circRNA expression and their role in miRNA sponging
title_full_unstemmed circRNA-sponging: a pipeline for extensive analysis of circRNA expression and their role in miRNA sponging
title_short circRNA-sponging: a pipeline for extensive analysis of circRNA expression and their role in miRNA sponging
title_sort circrna-sponging: a pipeline for extensive analysis of circrna expression and their role in mirna sponging
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9928029/
https://www.ncbi.nlm.nih.gov/pubmed/36789427
http://dx.doi.org/10.1101/2023.01.19.524495
work_keys_str_mv AT hoffmannmarkus circrnaspongingapipelineforextensiveanalysisofcircrnaexpressionandtheirroleinmirnasponging
AT schwartzleon circrnaspongingapipelineforextensiveanalysisofcircrnaexpressionandtheirroleinmirnasponging
AT cioraoctaviaandreea circrnaspongingapipelineforextensiveanalysisofcircrnaexpressionandtheirroleinmirnasponging
AT trummernico circrnaspongingapipelineforextensiveanalysisofcircrnaexpressionandtheirroleinmirnasponging
AT willruthlinaliv circrnaspongingapipelineforextensiveanalysisofcircrnaexpressionandtheirroleinmirnasponging
AT jankowskijakub circrnaspongingapipelineforextensiveanalysisofcircrnaexpressionandtheirroleinmirnasponging
AT leehyekyung circrnaspongingapipelineforextensiveanalysisofcircrnaexpressionandtheirroleinmirnasponging
AT baumbachjan circrnaspongingapipelineforextensiveanalysisofcircrnaexpressionandtheirroleinmirnasponging
AT furthpriscilla circrnaspongingapipelineforextensiveanalysisofcircrnaexpressionandtheirroleinmirnasponging
AT hennighausenlothar circrnaspongingapipelineforextensiveanalysisofcircrnaexpressionandtheirroleinmirnasponging
AT listmarkus circrnaspongingapipelineforextensiveanalysisofcircrnaexpressionandtheirroleinmirnasponging