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RADAR: annotation and prioritization of variants in the post-transcriptional regulome of RNA-binding proteins

RNA-binding proteins (RBPs) play key roles in post-transcriptional regulation and disease. Their binding sites cover more of the genome than coding exons; nevertheless, most noncoding variant prioritization methods only focus on transcriptional regulation. Here, we integrate the portfolio of ENCODE-...

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Autores principales: Zhang, Jing, Liu, Jason, Lee, Donghoon, Feng, Jo-Jo, Lochovsky, Lucas, Lou, Shaoke, Rutenberg-Schoenberg, Michael, Gerstein, Mark
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7391703/
https://www.ncbi.nlm.nih.gov/pubmed/32727537
http://dx.doi.org/10.1186/s13059-020-01979-4
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author Zhang, Jing
Liu, Jason
Lee, Donghoon
Feng, Jo-Jo
Lochovsky, Lucas
Lou, Shaoke
Rutenberg-Schoenberg, Michael
Gerstein, Mark
author_facet Zhang, Jing
Liu, Jason
Lee, Donghoon
Feng, Jo-Jo
Lochovsky, Lucas
Lou, Shaoke
Rutenberg-Schoenberg, Michael
Gerstein, Mark
author_sort Zhang, Jing
collection PubMed
description RNA-binding proteins (RBPs) play key roles in post-transcriptional regulation and disease. Their binding sites cover more of the genome than coding exons; nevertheless, most noncoding variant prioritization methods only focus on transcriptional regulation. Here, we integrate the portfolio of ENCODE-RBP experiments to develop RADAR, a variant-scoring framework. RADAR uses conservation, RNA structure, network centrality, and motifs to provide an overall impact score. Then, it further incorporates tissue-specific inputs to highlight disease-specific variants. Our results demonstrate RADAR can successfully pinpoint variants, both somatic and germline, associated with RBP-function dysregulation, which cannot be found by most current prioritization methods, for example, variants affecting splicing.
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spelling pubmed-73917032020-08-04 RADAR: annotation and prioritization of variants in the post-transcriptional regulome of RNA-binding proteins Zhang, Jing Liu, Jason Lee, Donghoon Feng, Jo-Jo Lochovsky, Lucas Lou, Shaoke Rutenberg-Schoenberg, Michael Gerstein, Mark Genome Biol Software RNA-binding proteins (RBPs) play key roles in post-transcriptional regulation and disease. Their binding sites cover more of the genome than coding exons; nevertheless, most noncoding variant prioritization methods only focus on transcriptional regulation. Here, we integrate the portfolio of ENCODE-RBP experiments to develop RADAR, a variant-scoring framework. RADAR uses conservation, RNA structure, network centrality, and motifs to provide an overall impact score. Then, it further incorporates tissue-specific inputs to highlight disease-specific variants. Our results demonstrate RADAR can successfully pinpoint variants, both somatic and germline, associated with RBP-function dysregulation, which cannot be found by most current prioritization methods, for example, variants affecting splicing. BioMed Central 2020-07-30 /pmc/articles/PMC7391703/ /pubmed/32727537 http://dx.doi.org/10.1186/s13059-020-01979-4 Text en © The Author(s) 2020 Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Software
Zhang, Jing
Liu, Jason
Lee, Donghoon
Feng, Jo-Jo
Lochovsky, Lucas
Lou, Shaoke
Rutenberg-Schoenberg, Michael
Gerstein, Mark
RADAR: annotation and prioritization of variants in the post-transcriptional regulome of RNA-binding proteins
title RADAR: annotation and prioritization of variants in the post-transcriptional regulome of RNA-binding proteins
title_full RADAR: annotation and prioritization of variants in the post-transcriptional regulome of RNA-binding proteins
title_fullStr RADAR: annotation and prioritization of variants in the post-transcriptional regulome of RNA-binding proteins
title_full_unstemmed RADAR: annotation and prioritization of variants in the post-transcriptional regulome of RNA-binding proteins
title_short RADAR: annotation and prioritization of variants in the post-transcriptional regulome of RNA-binding proteins
title_sort radar: annotation and prioritization of variants in the post-transcriptional regulome of rna-binding proteins
topic Software
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7391703/
https://www.ncbi.nlm.nih.gov/pubmed/32727537
http://dx.doi.org/10.1186/s13059-020-01979-4
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