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...
Autores principales: | , , , , , , , , , , |
---|---|
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 |