Cargando…

Estimating within-flock transmission rate parameter for H5N2 highly pathogenic avian influenza virus in Minnesota turkey flocks during the 2015 epizootic

Better control of highly pathogenic avian influenza (HPAI) outbreaks requires deeper understanding of within-flock virus transmission dynamics. For such fatal diseases, daily mortality provides a proxy for disease incidence. We used the daily mortality data collected during the 2015 H5N2 HPAI outbre...

Descripción completa

Detalles Bibliográficos
Autores principales: Ssematimba, A., Malladi, S., Hagenaars, T. J., Bonney, P. J., Weaver, J. T., Patyk, K. A., Spackman, E., Halvorson, D. A., Cardona, C. J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cambridge University Press 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6518789/
https://www.ncbi.nlm.nih.gov/pubmed/31063119
http://dx.doi.org/10.1017/S0950268819000633
_version_ 1783418529573240832
author Ssematimba, A.
Malladi, S.
Hagenaars, T. J.
Bonney, P. J.
Weaver, J. T.
Patyk, K. A.
Spackman, E.
Halvorson, D. A.
Cardona, C. J.
author_facet Ssematimba, A.
Malladi, S.
Hagenaars, T. J.
Bonney, P. J.
Weaver, J. T.
Patyk, K. A.
Spackman, E.
Halvorson, D. A.
Cardona, C. J.
author_sort Ssematimba, A.
collection PubMed
description Better control of highly pathogenic avian influenza (HPAI) outbreaks requires deeper understanding of within-flock virus transmission dynamics. For such fatal diseases, daily mortality provides a proxy for disease incidence. We used the daily mortality data collected during the 2015 H5N2 HPAI outbreak in Minnesota turkey flocks to estimate the within-flock transmission rate parameter (β). The number of birds in Susceptible, Exposed, Infectious and Recovered compartments was inferred from the data and used in a generalised linear mixed model (GLMM) to estimate the parameters. Novel here was the correction of these data for normal mortality before use in the fitting process. We also used mortality threshold to determine HPAI-like mortality to improve the accuracy of estimates from the back-calculation approach. The estimated β was 3.2 (95% confidence interval (CI) 2.3–4.3) per day with a basic reproduction number of 12.8 (95% CI 9.2–17.2). Although flock-level estimates varied, the overall estimate was comparable to those from other studies. Sensitivity analyses demonstrated that the estimated β was highly sensitive to the bird-level latent period, emphasizing the need for its precise estimation. In all, for fatal poultry diseases, the back-calculation approach provides a computationally efficient means to obtain reasonable transmission parameter estimates from mortality data.
format Online
Article
Text
id pubmed-6518789
institution National Center for Biotechnology Information
language English
publishDate 2019
publisher Cambridge University Press
record_format MEDLINE/PubMed
spelling pubmed-65187892019-06-04 Estimating within-flock transmission rate parameter for H5N2 highly pathogenic avian influenza virus in Minnesota turkey flocks during the 2015 epizootic Ssematimba, A. Malladi, S. Hagenaars, T. J. Bonney, P. J. Weaver, J. T. Patyk, K. A. Spackman, E. Halvorson, D. A. Cardona, C. J. Epidemiol Infect Original Paper Better control of highly pathogenic avian influenza (HPAI) outbreaks requires deeper understanding of within-flock virus transmission dynamics. For such fatal diseases, daily mortality provides a proxy for disease incidence. We used the daily mortality data collected during the 2015 H5N2 HPAI outbreak in Minnesota turkey flocks to estimate the within-flock transmission rate parameter (β). The number of birds in Susceptible, Exposed, Infectious and Recovered compartments was inferred from the data and used in a generalised linear mixed model (GLMM) to estimate the parameters. Novel here was the correction of these data for normal mortality before use in the fitting process. We also used mortality threshold to determine HPAI-like mortality to improve the accuracy of estimates from the back-calculation approach. The estimated β was 3.2 (95% confidence interval (CI) 2.3–4.3) per day with a basic reproduction number of 12.8 (95% CI 9.2–17.2). Although flock-level estimates varied, the overall estimate was comparable to those from other studies. Sensitivity analyses demonstrated that the estimated β was highly sensitive to the bird-level latent period, emphasizing the need for its precise estimation. In all, for fatal poultry diseases, the back-calculation approach provides a computationally efficient means to obtain reasonable transmission parameter estimates from mortality data. Cambridge University Press 2019-04-22 /pmc/articles/PMC6518789/ /pubmed/31063119 http://dx.doi.org/10.1017/S0950268819000633 Text en © The Author(s) 2019 http://creativecommons.org/licenses/by/4.0/ This is an Open Access article, distributed under the terms of the Creative Commons Attribution licence (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted re-use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Paper
Ssematimba, A.
Malladi, S.
Hagenaars, T. J.
Bonney, P. J.
Weaver, J. T.
Patyk, K. A.
Spackman, E.
Halvorson, D. A.
Cardona, C. J.
Estimating within-flock transmission rate parameter for H5N2 highly pathogenic avian influenza virus in Minnesota turkey flocks during the 2015 epizootic
title Estimating within-flock transmission rate parameter for H5N2 highly pathogenic avian influenza virus in Minnesota turkey flocks during the 2015 epizootic
title_full Estimating within-flock transmission rate parameter for H5N2 highly pathogenic avian influenza virus in Minnesota turkey flocks during the 2015 epizootic
title_fullStr Estimating within-flock transmission rate parameter for H5N2 highly pathogenic avian influenza virus in Minnesota turkey flocks during the 2015 epizootic
title_full_unstemmed Estimating within-flock transmission rate parameter for H5N2 highly pathogenic avian influenza virus in Minnesota turkey flocks during the 2015 epizootic
title_short Estimating within-flock transmission rate parameter for H5N2 highly pathogenic avian influenza virus in Minnesota turkey flocks during the 2015 epizootic
title_sort estimating within-flock transmission rate parameter for h5n2 highly pathogenic avian influenza virus in minnesota turkey flocks during the 2015 epizootic
topic Original Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6518789/
https://www.ncbi.nlm.nih.gov/pubmed/31063119
http://dx.doi.org/10.1017/S0950268819000633
work_keys_str_mv AT ssematimbaa estimatingwithinflocktransmissionrateparameterforh5n2highlypathogenicavianinfluenzavirusinminnesotaturkeyflocksduringthe2015epizootic
AT malladis estimatingwithinflocktransmissionrateparameterforh5n2highlypathogenicavianinfluenzavirusinminnesotaturkeyflocksduringthe2015epizootic
AT hagenaarstj estimatingwithinflocktransmissionrateparameterforh5n2highlypathogenicavianinfluenzavirusinminnesotaturkeyflocksduringthe2015epizootic
AT bonneypj estimatingwithinflocktransmissionrateparameterforh5n2highlypathogenicavianinfluenzavirusinminnesotaturkeyflocksduringthe2015epizootic
AT weaverjt estimatingwithinflocktransmissionrateparameterforh5n2highlypathogenicavianinfluenzavirusinminnesotaturkeyflocksduringthe2015epizootic
AT patykka estimatingwithinflocktransmissionrateparameterforh5n2highlypathogenicavianinfluenzavirusinminnesotaturkeyflocksduringthe2015epizootic
AT spackmane estimatingwithinflocktransmissionrateparameterforh5n2highlypathogenicavianinfluenzavirusinminnesotaturkeyflocksduringthe2015epizootic
AT halvorsonda estimatingwithinflocktransmissionrateparameterforh5n2highlypathogenicavianinfluenzavirusinminnesotaturkeyflocksduringthe2015epizootic
AT cardonacj estimatingwithinflocktransmissionrateparameterforh5n2highlypathogenicavianinfluenzavirusinminnesotaturkeyflocksduringthe2015epizootic