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Ultra-fast search of all deposited bacterial and viral genomic data
Exponentially increasing amounts of unprocessed bacterial and viral genomic sequence data are stored in the global archives. The ability to query these data for sequence search-terms would facilitate both basic research and applications such as real-time genomic epidemiology and surveillance. Howeve...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6420049/ https://www.ncbi.nlm.nih.gov/pubmed/30718882 http://dx.doi.org/10.1038/s41587-018-0010-1 |
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author | Bradley, Phelim Den Bakker, Henk C Rocha, Eduardo P. C. McVean, Gil Iqbal, Zamin |
author_facet | Bradley, Phelim Den Bakker, Henk C Rocha, Eduardo P. C. McVean, Gil Iqbal, Zamin |
author_sort | Bradley, Phelim |
collection | PubMed |
description | Exponentially increasing amounts of unprocessed bacterial and viral genomic sequence data are stored in the global archives. The ability to query these data for sequence search-terms would facilitate both basic research and applications such as real-time genomic epidemiology and surveillance. However, this is not possible with current methods. To solve this problem, we combine knowledge of microbial population genomics with computational methods devised for web-search to produce a searchable data structure named Bitsliced Genomic Signature Index (BIGSI). We indexed the entire global corpus of 447,833 bacterial and viral whole genome sequence datasets using 4 orders of magnitude less storage than previous methods. We applied our BIGSI search function to rapidly find resistance genes MCR-1/2/3, determine the host-range of 2827 plasmids, and quantify antibiotic resistance in archived datasets. Our index can grow incrementally as new (unprocessed or assembled) sequence datasets are deposited and can scale to millions of datasets. |
format | Online Article Text |
id | pubmed-6420049 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
record_format | MEDLINE/PubMed |
spelling | pubmed-64200492019-08-04 Ultra-fast search of all deposited bacterial and viral genomic data Bradley, Phelim Den Bakker, Henk C Rocha, Eduardo P. C. McVean, Gil Iqbal, Zamin Nat Biotechnol Article Exponentially increasing amounts of unprocessed bacterial and viral genomic sequence data are stored in the global archives. The ability to query these data for sequence search-terms would facilitate both basic research and applications such as real-time genomic epidemiology and surveillance. However, this is not possible with current methods. To solve this problem, we combine knowledge of microbial population genomics with computational methods devised for web-search to produce a searchable data structure named Bitsliced Genomic Signature Index (BIGSI). We indexed the entire global corpus of 447,833 bacterial and viral whole genome sequence datasets using 4 orders of magnitude less storage than previous methods. We applied our BIGSI search function to rapidly find resistance genes MCR-1/2/3, determine the host-range of 2827 plasmids, and quantify antibiotic resistance in archived datasets. Our index can grow incrementally as new (unprocessed or assembled) sequence datasets are deposited and can scale to millions of datasets. 2019-02-04 2019-02 /pmc/articles/PMC6420049/ /pubmed/30718882 http://dx.doi.org/10.1038/s41587-018-0010-1 Text en Users may view, print, copy, and download text and data-mine the content in such documents, for the purposes of academic research, subject always to the full Conditions of use:http://www.nature.com/authors/editorial_policies/license.html#terms |
spellingShingle | Article Bradley, Phelim Den Bakker, Henk C Rocha, Eduardo P. C. McVean, Gil Iqbal, Zamin Ultra-fast search of all deposited bacterial and viral genomic data |
title | Ultra-fast search of all deposited bacterial and viral genomic data |
title_full | Ultra-fast search of all deposited bacterial and viral genomic data |
title_fullStr | Ultra-fast search of all deposited bacterial and viral genomic data |
title_full_unstemmed | Ultra-fast search of all deposited bacterial and viral genomic data |
title_short | Ultra-fast search of all deposited bacterial and viral genomic data |
title_sort | ultra-fast search of all deposited bacterial and viral genomic data |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6420049/ https://www.ncbi.nlm.nih.gov/pubmed/30718882 http://dx.doi.org/10.1038/s41587-018-0010-1 |
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