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The VAAST Variant Prioritizer (VVP): ultrafast, easy to use whole genome variant prioritization tool
BACKGROUND: Prioritization of sequence variants for diagnosis and discovery of Mendelian diseases is challenging, especially in large collections of whole genome sequences (WGS). Fast, scalable solutions are needed for discovery research, for clinical applications, and for curation of massive public...
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/PMC5819680/ https://www.ncbi.nlm.nih.gov/pubmed/29463208 http://dx.doi.org/10.1186/s12859-018-2056-y |
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author | Flygare, Steven Hernandez, Edgar Javier Phan, Lon Moore, Barry Li, Man Fejes, Anthony Hu, Hao Eilbeck, Karen Huff, Chad Jorde, Lynn G. Reese, Martin Yandell, Mark |
author_facet | Flygare, Steven Hernandez, Edgar Javier Phan, Lon Moore, Barry Li, Man Fejes, Anthony Hu, Hao Eilbeck, Karen Huff, Chad Jorde, Lynn G. Reese, Martin Yandell, Mark |
author_sort | Flygare, Steven |
collection | PubMed |
description | BACKGROUND: Prioritization of sequence variants for diagnosis and discovery of Mendelian diseases is challenging, especially in large collections of whole genome sequences (WGS). Fast, scalable solutions are needed for discovery research, for clinical applications, and for curation of massive public variant repositories such as dbSNP and gnomAD. In response, we have developed VVP, the VAAST Variant Prioritizer. VVP is ultrafast, scales to even the largest variant repositories and genome collections, and its outputs are designed to simplify clinical interpretation of variants of uncertain significance. RESULTS: We show that scoring the entire contents of dbSNP (> 155 million variants) requires only 95 min using a machine with 4 cpus and 16 GB of RAM, and that a 60X WGS can be processed in less than 5 min. We also demonstrate that VVP can score variants anywhere in the genome, regardless of type, effect, or location. It does so by integrating sequence conservation, the type of sequence change, allele frequencies, variant burden, and zygosity. Finally, we also show that VVP scores are consistently accurate, and easily interpreted, traits not shared by many commonly used tools such as SIFT and CADD. CONCLUSIONS: VVP provides rapid and scalable means to prioritize any sequence variant, anywhere in the genome, and its scores are designed to facilitate variant interpretation using ACMG and NHS guidelines. These traits make it well suited for operation on very large collections of WGS sequences. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12859-018-2056-y) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5819680 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-58196802018-02-26 The VAAST Variant Prioritizer (VVP): ultrafast, easy to use whole genome variant prioritization tool Flygare, Steven Hernandez, Edgar Javier Phan, Lon Moore, Barry Li, Man Fejes, Anthony Hu, Hao Eilbeck, Karen Huff, Chad Jorde, Lynn G. Reese, Martin Yandell, Mark BMC Bioinformatics Software BACKGROUND: Prioritization of sequence variants for diagnosis and discovery of Mendelian diseases is challenging, especially in large collections of whole genome sequences (WGS). Fast, scalable solutions are needed for discovery research, for clinical applications, and for curation of massive public variant repositories such as dbSNP and gnomAD. In response, we have developed VVP, the VAAST Variant Prioritizer. VVP is ultrafast, scales to even the largest variant repositories and genome collections, and its outputs are designed to simplify clinical interpretation of variants of uncertain significance. RESULTS: We show that scoring the entire contents of dbSNP (> 155 million variants) requires only 95 min using a machine with 4 cpus and 16 GB of RAM, and that a 60X WGS can be processed in less than 5 min. We also demonstrate that VVP can score variants anywhere in the genome, regardless of type, effect, or location. It does so by integrating sequence conservation, the type of sequence change, allele frequencies, variant burden, and zygosity. Finally, we also show that VVP scores are consistently accurate, and easily interpreted, traits not shared by many commonly used tools such as SIFT and CADD. CONCLUSIONS: VVP provides rapid and scalable means to prioritize any sequence variant, anywhere in the genome, and its scores are designed to facilitate variant interpretation using ACMG and NHS guidelines. These traits make it well suited for operation on very large collections of WGS sequences. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12859-018-2056-y) contains supplementary material, which is available to authorized users. BioMed Central 2018-02-20 /pmc/articles/PMC5819680/ /pubmed/29463208 http://dx.doi.org/10.1186/s12859-018-2056-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 | Software Flygare, Steven Hernandez, Edgar Javier Phan, Lon Moore, Barry Li, Man Fejes, Anthony Hu, Hao Eilbeck, Karen Huff, Chad Jorde, Lynn G. Reese, Martin Yandell, Mark The VAAST Variant Prioritizer (VVP): ultrafast, easy to use whole genome variant prioritization tool |
title | The VAAST Variant Prioritizer (VVP): ultrafast, easy to use whole genome variant prioritization tool |
title_full | The VAAST Variant Prioritizer (VVP): ultrafast, easy to use whole genome variant prioritization tool |
title_fullStr | The VAAST Variant Prioritizer (VVP): ultrafast, easy to use whole genome variant prioritization tool |
title_full_unstemmed | The VAAST Variant Prioritizer (VVP): ultrafast, easy to use whole genome variant prioritization tool |
title_short | The VAAST Variant Prioritizer (VVP): ultrafast, easy to use whole genome variant prioritization tool |
title_sort | vaast variant prioritizer (vvp): ultrafast, easy to use whole genome variant prioritization tool |
topic | Software |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5819680/ https://www.ncbi.nlm.nih.gov/pubmed/29463208 http://dx.doi.org/10.1186/s12859-018-2056-y |
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