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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...

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Detalles Bibliográficos
Autores principales: Zhou, Lin, Zhao, Fangqing
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2018
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.
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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
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