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CREDO: Highly confident disease-relevant A-to-I RNA-editing discovery in breast cancer

Adenosine-to-Inosine (A-to-I) RNA editing is the most prevalent post-transcriptional modification of RNA molecules. Researchers have attempted to find reliable RNA editing using next generation sequencing (NGS) data. However, most of these attempts suffered from a high rate of false positives, and t...

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Autores principales: Hwang, Woochang, Calza, Stefano, Silvestri, Marco, Pawitan, Yudi, Lee, Youngjo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6433923/
https://www.ncbi.nlm.nih.gov/pubmed/30911020
http://dx.doi.org/10.1038/s41598-019-41294-y
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author Hwang, Woochang
Calza, Stefano
Silvestri, Marco
Pawitan, Yudi
Lee, Youngjo
author_facet Hwang, Woochang
Calza, Stefano
Silvestri, Marco
Pawitan, Yudi
Lee, Youngjo
author_sort Hwang, Woochang
collection PubMed
description Adenosine-to-Inosine (A-to-I) RNA editing is the most prevalent post-transcriptional modification of RNA molecules. Researchers have attempted to find reliable RNA editing using next generation sequencing (NGS) data. However, most of these attempts suffered from a high rate of false positives, and they did not consider the clinical relevance of the identified RNA editing, for example, in disease progression. We devised an effective RNA-editing discovery pipeline called CREDO, which includes novel statistical filtering modules based on integration of DNA- and RNA-seq data from matched tumor-normal tissues. CREDO was compared with three other RNA-editing discovery pipelines and found to give significantly fewer false positives. Application of CREDO to breast cancer data from the Cancer Genome Atlas (TCGA) project discovered highly confident RNA editing with clinical relevance to cancer progression in terms of patient survival. RNA-editing detection using DNA- and RNA-seq data from matched tumor-normal tissues should be more routinely performed as multiple omics data are becoming commonly available from each patient sample. We believe CREDO is an effective and reliable tool for this problem.
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spelling pubmed-64339232019-04-02 CREDO: Highly confident disease-relevant A-to-I RNA-editing discovery in breast cancer Hwang, Woochang Calza, Stefano Silvestri, Marco Pawitan, Yudi Lee, Youngjo Sci Rep Article Adenosine-to-Inosine (A-to-I) RNA editing is the most prevalent post-transcriptional modification of RNA molecules. Researchers have attempted to find reliable RNA editing using next generation sequencing (NGS) data. However, most of these attempts suffered from a high rate of false positives, and they did not consider the clinical relevance of the identified RNA editing, for example, in disease progression. We devised an effective RNA-editing discovery pipeline called CREDO, which includes novel statistical filtering modules based on integration of DNA- and RNA-seq data from matched tumor-normal tissues. CREDO was compared with three other RNA-editing discovery pipelines and found to give significantly fewer false positives. Application of CREDO to breast cancer data from the Cancer Genome Atlas (TCGA) project discovered highly confident RNA editing with clinical relevance to cancer progression in terms of patient survival. RNA-editing detection using DNA- and RNA-seq data from matched tumor-normal tissues should be more routinely performed as multiple omics data are becoming commonly available from each patient sample. We believe CREDO is an effective and reliable tool for this problem. Nature Publishing Group UK 2019-03-25 /pmc/articles/PMC6433923/ /pubmed/30911020 http://dx.doi.org/10.1038/s41598-019-41294-y Text en © The Author(s) 2019 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Hwang, Woochang
Calza, Stefano
Silvestri, Marco
Pawitan, Yudi
Lee, Youngjo
CREDO: Highly confident disease-relevant A-to-I RNA-editing discovery in breast cancer
title CREDO: Highly confident disease-relevant A-to-I RNA-editing discovery in breast cancer
title_full CREDO: Highly confident disease-relevant A-to-I RNA-editing discovery in breast cancer
title_fullStr CREDO: Highly confident disease-relevant A-to-I RNA-editing discovery in breast cancer
title_full_unstemmed CREDO: Highly confident disease-relevant A-to-I RNA-editing discovery in breast cancer
title_short CREDO: Highly confident disease-relevant A-to-I RNA-editing discovery in breast cancer
title_sort credo: highly confident disease-relevant a-to-i rna-editing discovery in breast cancer
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6433923/
https://www.ncbi.nlm.nih.gov/pubmed/30911020
http://dx.doi.org/10.1038/s41598-019-41294-y
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