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Prioritization of regulatory variants with tissue-specific function in the non-coding regions of human genome

Understanding the functional consequences of genetic variation in the non-coding regions of the human genome remains a challenge. We introduce h ere a computational tool, TURF, to prioritize regulatory variants with tissue-specific function by leveraging evidence from functional genomics experiments...

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Detalles Bibliográficos
Autores principales: Dong, Shengcheng, Boyle, Alan P
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8754628/
https://www.ncbi.nlm.nih.gov/pubmed/34648033
http://dx.doi.org/10.1093/nar/gkab924
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author Dong, Shengcheng
Boyle, Alan P
author_facet Dong, Shengcheng
Boyle, Alan P
author_sort Dong, Shengcheng
collection PubMed
description Understanding the functional consequences of genetic variation in the non-coding regions of the human genome remains a challenge. We introduce h ere a computational tool, TURF, to prioritize regulatory variants with tissue-specific function by leveraging evidence from functional genomics experiments, including over 3000 functional genomics datasets from the ENCODE project provided in the RegulomeDB database. TURF is able to generate prediction scores at both organism and tissue/organ-specific levels for any non-coding variant on the genome. We present that TURF has an overall top performance in prediction by using validated variants from MPRA experiments. We also demonstrate how TURF can pick out the regulatory variants with tissue-specific function over a candidate list from associate studies. Furthermore, we found that various GWAS traits showed the enrichment of regulatory variants predicted by TURF scores in the trait-relevant organs, which indicates that these variants can be a valuable source for future studies.
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spelling pubmed-87546282022-01-13 Prioritization of regulatory variants with tissue-specific function in the non-coding regions of human genome Dong, Shengcheng Boyle, Alan P Nucleic Acids Res Methods Online Understanding the functional consequences of genetic variation in the non-coding regions of the human genome remains a challenge. We introduce h ere a computational tool, TURF, to prioritize regulatory variants with tissue-specific function by leveraging evidence from functional genomics experiments, including over 3000 functional genomics datasets from the ENCODE project provided in the RegulomeDB database. TURF is able to generate prediction scores at both organism and tissue/organ-specific levels for any non-coding variant on the genome. We present that TURF has an overall top performance in prediction by using validated variants from MPRA experiments. We also demonstrate how TURF can pick out the regulatory variants with tissue-specific function over a candidate list from associate studies. Furthermore, we found that various GWAS traits showed the enrichment of regulatory variants predicted by TURF scores in the trait-relevant organs, which indicates that these variants can be a valuable source for future studies. Oxford University Press 2021-10-14 /pmc/articles/PMC8754628/ /pubmed/34648033 http://dx.doi.org/10.1093/nar/gkab924 Text en © The Author(s) 2021. Published by Oxford University Press on behalf of Nucleic Acids Research. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Methods Online
Dong, Shengcheng
Boyle, Alan P
Prioritization of regulatory variants with tissue-specific function in the non-coding regions of human genome
title Prioritization of regulatory variants with tissue-specific function in the non-coding regions of human genome
title_full Prioritization of regulatory variants with tissue-specific function in the non-coding regions of human genome
title_fullStr Prioritization of regulatory variants with tissue-specific function in the non-coding regions of human genome
title_full_unstemmed Prioritization of regulatory variants with tissue-specific function in the non-coding regions of human genome
title_short Prioritization of regulatory variants with tissue-specific function in the non-coding regions of human genome
title_sort prioritization of regulatory variants with tissue-specific function in the non-coding regions of human genome
topic Methods Online
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8754628/
https://www.ncbi.nlm.nih.gov/pubmed/34648033
http://dx.doi.org/10.1093/nar/gkab924
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