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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2021
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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. |
format | Online Article Text |
id | pubmed-8754628 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
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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