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Early Estimation of the Reproduction Number in the Presence of Imported Cases: Pandemic Influenza H1N1-2009 in New Zealand
We analyse data from the early epidemic of H1N1-2009 in New Zealand, and estimate the reproduction number [Image: see text]. We employ a renewal process which accounts for imported cases, illustrate some technical pitfalls, and propose a novel estimation method to address these pitfalls. Explicitly...
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Formato: | Texto |
Lenguaje: | English |
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Public Library of Science
2011
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3102662/ https://www.ncbi.nlm.nih.gov/pubmed/21637342 http://dx.doi.org/10.1371/journal.pone.0017835 |
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author | Roberts, Michael George Nishiura, Hiroshi |
author_facet | Roberts, Michael George Nishiura, Hiroshi |
author_sort | Roberts, Michael George |
collection | PubMed |
description | We analyse data from the early epidemic of H1N1-2009 in New Zealand, and estimate the reproduction number [Image: see text]. We employ a renewal process which accounts for imported cases, illustrate some technical pitfalls, and propose a novel estimation method to address these pitfalls. Explicitly accounting for the infection-age distribution of imported cases and for the delay in transmission dynamics due to international travel, [Image: see text] was estimated to be [Image: see text] (95% confidence interval: [Image: see text]). Hence we show that a previous study, which did not account for these factors, overestimated [Image: see text]. Our approach also permitted us to examine the infection-age at which secondary transmission occurs as a function of calendar time, demonstrating the downward bias during the beginning of the epidemic. These technical issues may compromise the usefulness of a well-known estimator of [Image: see text] - the inverse of the moment-generating function of the generation time given the intrinsic growth rate. Explicit modelling of the infection-age distribution among imported cases and the examination of the time dependency of the generation time play key roles in avoiding a biased estimate of [Image: see text], especially when one only has data covering a short time interval during the early growth phase of the epidemic. |
format | Text |
id | pubmed-3102662 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-31026622011-06-02 Early Estimation of the Reproduction Number in the Presence of Imported Cases: Pandemic Influenza H1N1-2009 in New Zealand Roberts, Michael George Nishiura, Hiroshi PLoS One Research Article We analyse data from the early epidemic of H1N1-2009 in New Zealand, and estimate the reproduction number [Image: see text]. We employ a renewal process which accounts for imported cases, illustrate some technical pitfalls, and propose a novel estimation method to address these pitfalls. Explicitly accounting for the infection-age distribution of imported cases and for the delay in transmission dynamics due to international travel, [Image: see text] was estimated to be [Image: see text] (95% confidence interval: [Image: see text]). Hence we show that a previous study, which did not account for these factors, overestimated [Image: see text]. Our approach also permitted us to examine the infection-age at which secondary transmission occurs as a function of calendar time, demonstrating the downward bias during the beginning of the epidemic. These technical issues may compromise the usefulness of a well-known estimator of [Image: see text] - the inverse of the moment-generating function of the generation time given the intrinsic growth rate. Explicit modelling of the infection-age distribution among imported cases and the examination of the time dependency of the generation time play key roles in avoiding a biased estimate of [Image: see text], especially when one only has data covering a short time interval during the early growth phase of the epidemic. Public Library of Science 2011-05-26 /pmc/articles/PMC3102662/ /pubmed/21637342 http://dx.doi.org/10.1371/journal.pone.0017835 Text en Roberts, Nishiura. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Roberts, Michael George Nishiura, Hiroshi Early Estimation of the Reproduction Number in the Presence of Imported Cases: Pandemic Influenza H1N1-2009 in New Zealand |
title | Early Estimation of the Reproduction Number in the Presence of Imported Cases: Pandemic Influenza H1N1-2009 in New Zealand |
title_full | Early Estimation of the Reproduction Number in the Presence of Imported Cases: Pandemic Influenza H1N1-2009 in New Zealand |
title_fullStr | Early Estimation of the Reproduction Number in the Presence of Imported Cases: Pandemic Influenza H1N1-2009 in New Zealand |
title_full_unstemmed | Early Estimation of the Reproduction Number in the Presence of Imported Cases: Pandemic Influenza H1N1-2009 in New Zealand |
title_short | Early Estimation of the Reproduction Number in the Presence of Imported Cases: Pandemic Influenza H1N1-2009 in New Zealand |
title_sort | early estimation of the reproduction number in the presence of imported cases: pandemic influenza h1n1-2009 in new zealand |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3102662/ https://www.ncbi.nlm.nih.gov/pubmed/21637342 http://dx.doi.org/10.1371/journal.pone.0017835 |
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