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Evidence for history-dependence of influenza pandemic emergence
Influenza A viruses have caused a number of global pandemics, with considerable mortality in humans. Here, we analyse the time periods between influenza pandemics since 1700 under different assumptions to determine whether the emergence of new pandemic strains is a memoryless or history-dependent pr...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5333635/ https://www.ncbi.nlm.nih.gov/pubmed/28252671 http://dx.doi.org/10.1038/srep43623 |
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author | Hill, Edward M. Tildesley, Michael J. House, Thomas |
author_facet | Hill, Edward M. Tildesley, Michael J. House, Thomas |
author_sort | Hill, Edward M. |
collection | PubMed |
description | Influenza A viruses have caused a number of global pandemics, with considerable mortality in humans. Here, we analyse the time periods between influenza pandemics since 1700 under different assumptions to determine whether the emergence of new pandemic strains is a memoryless or history-dependent process. Bayesian model selection between exponential and gamma distributions for these time periods gives support to the hypothesis of history-dependence under eight out of nine sets of modelling assumptions. Using the fitted parameters to make predictions shows a high level of variability in the modelled number of pandemics from 2010–2110. The approach we take here relies on limited data, so is uncertain, but it provides cheap, safe and direct evidence relating to pandemic emergence, a field where indirect measurements are often made at great risk and cost. |
format | Online Article Text |
id | pubmed-5333635 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-53336352017-03-06 Evidence for history-dependence of influenza pandemic emergence Hill, Edward M. Tildesley, Michael J. House, Thomas Sci Rep Article Influenza A viruses have caused a number of global pandemics, with considerable mortality in humans. Here, we analyse the time periods between influenza pandemics since 1700 under different assumptions to determine whether the emergence of new pandemic strains is a memoryless or history-dependent process. Bayesian model selection between exponential and gamma distributions for these time periods gives support to the hypothesis of history-dependence under eight out of nine sets of modelling assumptions. Using the fitted parameters to make predictions shows a high level of variability in the modelled number of pandemics from 2010–2110. The approach we take here relies on limited data, so is uncertain, but it provides cheap, safe and direct evidence relating to pandemic emergence, a field where indirect measurements are often made at great risk and cost. Nature Publishing Group 2017-03-02 /pmc/articles/PMC5333635/ /pubmed/28252671 http://dx.doi.org/10.1038/srep43623 Text en Copyright © 2017, The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Hill, Edward M. Tildesley, Michael J. House, Thomas Evidence for history-dependence of influenza pandemic emergence |
title | Evidence for history-dependence of influenza pandemic emergence |
title_full | Evidence for history-dependence of influenza pandemic emergence |
title_fullStr | Evidence for history-dependence of influenza pandemic emergence |
title_full_unstemmed | Evidence for history-dependence of influenza pandemic emergence |
title_short | Evidence for history-dependence of influenza pandemic emergence |
title_sort | evidence for history-dependence of influenza pandemic emergence |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5333635/ https://www.ncbi.nlm.nih.gov/pubmed/28252671 http://dx.doi.org/10.1038/srep43623 |
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