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Epidemiological hypothesis testing using a phylogeographic and phylodynamic framework
Computational analyses of pathogen genomes are increasingly used to unravel the dispersal history and transmission dynamics of epidemics. Here, we show how to go beyond historical reconstructions and use spatially-explicit phylogeographic and phylodynamic approaches to formally test epidemiological...
Autores principales: | , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7648063/ https://www.ncbi.nlm.nih.gov/pubmed/33159066 http://dx.doi.org/10.1038/s41467-020-19122-z |
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author | Dellicour, Simon Lequime, Sebastian Vrancken, Bram Gill, Mandev S. Bastide, Paul Gangavarapu, Karthik Matteson, Nathaniel L. Tan, Yi du Plessis, Louis Fisher, Alexander A. Nelson, Martha I. Gilbert, Marius Suchard, Marc A. Andersen, Kristian G. Grubaugh, Nathan D. Pybus, Oliver G. Lemey, Philippe |
author_facet | Dellicour, Simon Lequime, Sebastian Vrancken, Bram Gill, Mandev S. Bastide, Paul Gangavarapu, Karthik Matteson, Nathaniel L. Tan, Yi du Plessis, Louis Fisher, Alexander A. Nelson, Martha I. Gilbert, Marius Suchard, Marc A. Andersen, Kristian G. Grubaugh, Nathan D. Pybus, Oliver G. Lemey, Philippe |
author_sort | Dellicour, Simon |
collection | PubMed |
description | Computational analyses of pathogen genomes are increasingly used to unravel the dispersal history and transmission dynamics of epidemics. Here, we show how to go beyond historical reconstructions and use spatially-explicit phylogeographic and phylodynamic approaches to formally test epidemiological hypotheses. We illustrate our approach by focusing on the West Nile virus (WNV) spread in North America that has substantially impacted public, veterinary, and wildlife health. We apply an analytical workflow to a comprehensive WNV genome collection to test the impact of environmental factors on the dispersal of viral lineages and on viral population genetic diversity through time. We find that WNV lineages tend to disperse faster in areas with higher temperatures and we identify temporal variation in temperature as a main predictor of viral genetic diversity through time. By contrasting inference with simulation, we find no evidence for viral lineages to preferentially circulate within the same migratory bird flyway, suggesting a substantial role for non-migratory birds or mosquito dispersal along the longitudinal gradient. |
format | Online Article Text |
id | pubmed-7648063 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-76480632020-11-10 Epidemiological hypothesis testing using a phylogeographic and phylodynamic framework Dellicour, Simon Lequime, Sebastian Vrancken, Bram Gill, Mandev S. Bastide, Paul Gangavarapu, Karthik Matteson, Nathaniel L. Tan, Yi du Plessis, Louis Fisher, Alexander A. Nelson, Martha I. Gilbert, Marius Suchard, Marc A. Andersen, Kristian G. Grubaugh, Nathan D. Pybus, Oliver G. Lemey, Philippe Nat Commun Article Computational analyses of pathogen genomes are increasingly used to unravel the dispersal history and transmission dynamics of epidemics. Here, we show how to go beyond historical reconstructions and use spatially-explicit phylogeographic and phylodynamic approaches to formally test epidemiological hypotheses. We illustrate our approach by focusing on the West Nile virus (WNV) spread in North America that has substantially impacted public, veterinary, and wildlife health. We apply an analytical workflow to a comprehensive WNV genome collection to test the impact of environmental factors on the dispersal of viral lineages and on viral population genetic diversity through time. We find that WNV lineages tend to disperse faster in areas with higher temperatures and we identify temporal variation in temperature as a main predictor of viral genetic diversity through time. By contrasting inference with simulation, we find no evidence for viral lineages to preferentially circulate within the same migratory bird flyway, suggesting a substantial role for non-migratory birds or mosquito dispersal along the longitudinal gradient. Nature Publishing Group UK 2020-11-06 /pmc/articles/PMC7648063/ /pubmed/33159066 http://dx.doi.org/10.1038/s41467-020-19122-z Text en © The Author(s) 2020 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Dellicour, Simon Lequime, Sebastian Vrancken, Bram Gill, Mandev S. Bastide, Paul Gangavarapu, Karthik Matteson, Nathaniel L. Tan, Yi du Plessis, Louis Fisher, Alexander A. Nelson, Martha I. Gilbert, Marius Suchard, Marc A. Andersen, Kristian G. Grubaugh, Nathan D. Pybus, Oliver G. Lemey, Philippe Epidemiological hypothesis testing using a phylogeographic and phylodynamic framework |
title | Epidemiological hypothesis testing using a phylogeographic and phylodynamic framework |
title_full | Epidemiological hypothesis testing using a phylogeographic and phylodynamic framework |
title_fullStr | Epidemiological hypothesis testing using a phylogeographic and phylodynamic framework |
title_full_unstemmed | Epidemiological hypothesis testing using a phylogeographic and phylodynamic framework |
title_short | Epidemiological hypothesis testing using a phylogeographic and phylodynamic framework |
title_sort | epidemiological hypothesis testing using a phylogeographic and phylodynamic framework |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7648063/ https://www.ncbi.nlm.nih.gov/pubmed/33159066 http://dx.doi.org/10.1038/s41467-020-19122-z |
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