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VariantStore: an index for large-scale genomic variant search
Efficiently scaling genomic variant search indexes to thousands of samples is computationally challenging due to the presence of multiple coordinate systems to avoid reference biases. We present VariantStore, a system that indexes genomic variants from multiple samples using a variation graph and en...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8375130/ https://www.ncbi.nlm.nih.gov/pubmed/34412679 http://dx.doi.org/10.1186/s13059-021-02442-8 |
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author | Pandey, Prashant Gao, Yinjie Kingsford, Carl |
author_facet | Pandey, Prashant Gao, Yinjie Kingsford, Carl |
author_sort | Pandey, Prashant |
collection | PubMed |
description | Efficiently scaling genomic variant search indexes to thousands of samples is computationally challenging due to the presence of multiple coordinate systems to avoid reference biases. We present VariantStore, a system that indexes genomic variants from multiple samples using a variation graph and enables variant queries across any sample-specific coordinate system. We show the scalability of VariantStore by indexing genomic variants from the TCGA project in 4 h and the 1000 Genomes project in 3 h. Querying for variants in a gene takes between 0.002 and 3 seconds using memory only 10% of the size of the full representation. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at (10.1186/s13059-021-02442-8). |
format | Online Article Text |
id | pubmed-8375130 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-83751302021-08-19 VariantStore: an index for large-scale genomic variant search Pandey, Prashant Gao, Yinjie Kingsford, Carl Genome Biol Method Efficiently scaling genomic variant search indexes to thousands of samples is computationally challenging due to the presence of multiple coordinate systems to avoid reference biases. We present VariantStore, a system that indexes genomic variants from multiple samples using a variation graph and enables variant queries across any sample-specific coordinate system. We show the scalability of VariantStore by indexing genomic variants from the TCGA project in 4 h and the 1000 Genomes project in 3 h. Querying for variants in a gene takes between 0.002 and 3 seconds using memory only 10% of the size of the full representation. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at (10.1186/s13059-021-02442-8). BioMed Central 2021-08-19 /pmc/articles/PMC8375130/ /pubmed/34412679 http://dx.doi.org/10.1186/s13059-021-02442-8 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Method Pandey, Prashant Gao, Yinjie Kingsford, Carl VariantStore: an index for large-scale genomic variant search |
title | VariantStore: an index for large-scale genomic variant search |
title_full | VariantStore: an index for large-scale genomic variant search |
title_fullStr | VariantStore: an index for large-scale genomic variant search |
title_full_unstemmed | VariantStore: an index for large-scale genomic variant search |
title_short | VariantStore: an index for large-scale genomic variant search |
title_sort | variantstore: an index for large-scale genomic variant search |
topic | Method |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8375130/ https://www.ncbi.nlm.nih.gov/pubmed/34412679 http://dx.doi.org/10.1186/s13059-021-02442-8 |
work_keys_str_mv | AT pandeyprashant variantstoreanindexforlargescalegenomicvariantsearch AT gaoyinjie variantstoreanindexforlargescalegenomicvariantsearch AT kingsfordcarl variantstoreanindexforlargescalegenomicvariantsearch |