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GeoBoost2: a natural languageprocessing pipeline for GenBank metadata enrichment for virus phylogeography
SUMMARY: We present GeoBoost2, a natural language-processing pipeline for extracting the location of infected hosts for enriching metadata in nucleotide sequences repositories like National Center of Biotechnology Information’s GenBank for downstream analysis including phylogeography and genomic epi...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7755405/ https://www.ncbi.nlm.nih.gov/pubmed/32683454 http://dx.doi.org/10.1093/bioinformatics/btaa647 |
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author | Magge, Arjun Weissenbacher, Davy O’Connor, Karen Tahsin, Tasnia Gonzalez-Hernandez, Graciela Scotch, Matthew |
author_facet | Magge, Arjun Weissenbacher, Davy O’Connor, Karen Tahsin, Tasnia Gonzalez-Hernandez, Graciela Scotch, Matthew |
author_sort | Magge, Arjun |
collection | PubMed |
description | SUMMARY: We present GeoBoost2, a natural language-processing pipeline for extracting the location of infected hosts for enriching metadata in nucleotide sequences repositories like National Center of Biotechnology Information’s GenBank for downstream analysis including phylogeography and genomic epidemiology. The increasing number of pathogen sequences requires complementary information extraction methods for focused research, including surveillance within countries and between borders. In this article, we describe the enhancements from our earlier release including improvement in end-to-end extraction performance and speed, availability of a fully functional web-interface and state-of-the-art methods for location extraction using deep learning. AVAILABILITY AND IMPLEMENTATION: Application is freely available on the web at https://zodo.asu.edu/geoboost2. Source code, usage examples and annotated data for GeoBoost2 is freely available at https://github.com/ZooPhy/geoboost2. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. |
format | Online Article Text |
id | pubmed-7755405 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-77554052020-12-29 GeoBoost2: a natural languageprocessing pipeline for GenBank metadata enrichment for virus phylogeography Magge, Arjun Weissenbacher, Davy O’Connor, Karen Tahsin, Tasnia Gonzalez-Hernandez, Graciela Scotch, Matthew Bioinformatics Applications Notes SUMMARY: We present GeoBoost2, a natural language-processing pipeline for extracting the location of infected hosts for enriching metadata in nucleotide sequences repositories like National Center of Biotechnology Information’s GenBank for downstream analysis including phylogeography and genomic epidemiology. The increasing number of pathogen sequences requires complementary information extraction methods for focused research, including surveillance within countries and between borders. In this article, we describe the enhancements from our earlier release including improvement in end-to-end extraction performance and speed, availability of a fully functional web-interface and state-of-the-art methods for location extraction using deep learning. AVAILABILITY AND IMPLEMENTATION: Application is freely available on the web at https://zodo.asu.edu/geoboost2. Source code, usage examples and annotated data for GeoBoost2 is freely available at https://github.com/ZooPhy/geoboost2. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. Oxford University Press 2020-07-19 /pmc/articles/PMC7755405/ /pubmed/32683454 http://dx.doi.org/10.1093/bioinformatics/btaa647 Text en © The Author(s) 2020. Published by Oxford University Press. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) ), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Applications Notes Magge, Arjun Weissenbacher, Davy O’Connor, Karen Tahsin, Tasnia Gonzalez-Hernandez, Graciela Scotch, Matthew GeoBoost2: a natural languageprocessing pipeline for GenBank metadata enrichment for virus phylogeography |
title | GeoBoost2: a natural languageprocessing pipeline for GenBank metadata enrichment for virus phylogeography |
title_full | GeoBoost2: a natural languageprocessing pipeline for GenBank metadata enrichment for virus phylogeography |
title_fullStr | GeoBoost2: a natural languageprocessing pipeline for GenBank metadata enrichment for virus phylogeography |
title_full_unstemmed | GeoBoost2: a natural languageprocessing pipeline for GenBank metadata enrichment for virus phylogeography |
title_short | GeoBoost2: a natural languageprocessing pipeline for GenBank metadata enrichment for virus phylogeography |
title_sort | geoboost2: a natural languageprocessing pipeline for genbank metadata enrichment for virus phylogeography |
topic | Applications Notes |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7755405/ https://www.ncbi.nlm.nih.gov/pubmed/32683454 http://dx.doi.org/10.1093/bioinformatics/btaa647 |
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