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Prioritization and functional assessment of noncoding variants associated with complex diseases
Unraveling functional noncoding variants associated with complex diseases is still a great challenge. We present a novel algorithm, Prioritization And Functional Assessment (PAFA), that prioritizes and assesses the functionality of genetic variants by introducing population differentiation measures...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6042373/ https://www.ncbi.nlm.nih.gov/pubmed/29996888 http://dx.doi.org/10.1186/s13073-018-0565-y |
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author | Zhou, Lin Zhao, Fangqing |
author_facet | Zhou, Lin Zhao, Fangqing |
author_sort | Zhou, Lin |
collection | PubMed |
description | Unraveling functional noncoding variants associated with complex diseases is still a great challenge. We present a novel algorithm, Prioritization And Functional Assessment (PAFA), that prioritizes and assesses the functionality of genetic variants by introducing population differentiation measures and recalibrating training variants. Comprehensive evaluations demonstrate that PAFA exhibits much higher sensitivity and specificity in prioritizing noncoding risk variants than existing methods. PAFA achieves improved performance in distinguishing both common and rare recurrent variants from non-recurrent variants by integrating multiple annotations and metrics. An integrated platform was developed, providing comprehensive functional annotations for noncoding variants by integrating functional genomic data, which can be accessed at http://159.226.67.237:8080/pafa. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13073-018-0565-y) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-6042373 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-60423732018-07-13 Prioritization and functional assessment of noncoding variants associated with complex diseases Zhou, Lin Zhao, Fangqing Genome Med Method Unraveling functional noncoding variants associated with complex diseases is still a great challenge. We present a novel algorithm, Prioritization And Functional Assessment (PAFA), that prioritizes and assesses the functionality of genetic variants by introducing population differentiation measures and recalibrating training variants. Comprehensive evaluations demonstrate that PAFA exhibits much higher sensitivity and specificity in prioritizing noncoding risk variants than existing methods. PAFA achieves improved performance in distinguishing both common and rare recurrent variants from non-recurrent variants by integrating multiple annotations and metrics. An integrated platform was developed, providing comprehensive functional annotations for noncoding variants by integrating functional genomic data, which can be accessed at http://159.226.67.237:8080/pafa. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13073-018-0565-y) contains supplementary material, which is available to authorized users. BioMed Central 2018-07-11 /pmc/articles/PMC6042373/ /pubmed/29996888 http://dx.doi.org/10.1186/s13073-018-0565-y Text en © The Author(s). 2018 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided 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 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. |
spellingShingle | Method Zhou, Lin Zhao, Fangqing Prioritization and functional assessment of noncoding variants associated with complex diseases |
title | Prioritization and functional assessment of noncoding variants associated with complex diseases |
title_full | Prioritization and functional assessment of noncoding variants associated with complex diseases |
title_fullStr | Prioritization and functional assessment of noncoding variants associated with complex diseases |
title_full_unstemmed | Prioritization and functional assessment of noncoding variants associated with complex diseases |
title_short | Prioritization and functional assessment of noncoding variants associated with complex diseases |
title_sort | prioritization and functional assessment of noncoding variants associated with complex diseases |
topic | Method |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6042373/ https://www.ncbi.nlm.nih.gov/pubmed/29996888 http://dx.doi.org/10.1186/s13073-018-0565-y |
work_keys_str_mv | AT zhoulin prioritizationandfunctionalassessmentofnoncodingvariantsassociatedwithcomplexdiseases AT zhaofangqing prioritizationandfunctionalassessmentofnoncodingvariantsassociatedwithcomplexdiseases |