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A stochastic compartmental model to simulate intra- and inter-species influenza transmission in an indoor swine farm

Common in swine production worldwide, influenza causes significant clinical disease and potential transmission to the workforce. Swine vaccines are not universally used in swine production, due to their limited efficacy because of continuously evolving influenza viruses. We evaluated the effects of...

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Autores principales: Kontowicz, Eric, Moreno-Madriñan, Max, Ragland, Darryl, Beauvais, Wendy
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10159208/
https://www.ncbi.nlm.nih.gov/pubmed/37141248
http://dx.doi.org/10.1371/journal.pone.0278495
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author Kontowicz, Eric
Moreno-Madriñan, Max
Ragland, Darryl
Beauvais, Wendy
author_facet Kontowicz, Eric
Moreno-Madriñan, Max
Ragland, Darryl
Beauvais, Wendy
author_sort Kontowicz, Eric
collection PubMed
description Common in swine production worldwide, influenza causes significant clinical disease and potential transmission to the workforce. Swine vaccines are not universally used in swine production, due to their limited efficacy because of continuously evolving influenza viruses. We evaluated the effects of vaccination, isolation of infected pigs, and changes to workforce routine (ensuring workers moved from younger pig batches to older pig batches). A Susceptible-Exposed-Infected-Recovered model was used to simulate stochastic influenza transmission during a single production cycle on an indoor hog growing unit containing 4000 pigs and two workers. The absence of control practices resulted in 3,957 pigs [0–3971] being infected and a 0.61 probability of workforce infection. Assuming incoming pigs had maternal-derived antibodies (MDAs), but no control measures were applied, the total number of infected pigs reduced to 1 [0–3958] and the probability of workforce infection was 0.25. Mass vaccination (40% efficacious) of incoming pigs also reduced the total number of infected pigs to 2362 [0–2374] or 0 [0–2364] in pigs assumed to not have MDAs and have MDAs, respectively. Changing the worker routine by starting with younger to older pig batches, reduced the number of infected pigs to 996 [0–1977] and the probability of workforce infection (0.22) in pigs without MDAs. In pigs with MDAs the total number of infected pigs was reduced to 0 [0–994] and the probability of workforce infection was 0.06. All other control practices alone, showed little improvement in reducing total infected pigs and the probability of workforce infection. Combining all control strategies reduced the total number of infected pigs to 0 or 1 with a minimal probability of workforce infection (<0.0002–0.01). These findings suggest that non-pharmaceutical interventions can reduce the impact of influenza on swine production and workers when efficacious vaccines are unavailable.
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spelling pubmed-101592082023-05-05 A stochastic compartmental model to simulate intra- and inter-species influenza transmission in an indoor swine farm Kontowicz, Eric Moreno-Madriñan, Max Ragland, Darryl Beauvais, Wendy PLoS One Research Article Common in swine production worldwide, influenza causes significant clinical disease and potential transmission to the workforce. Swine vaccines are not universally used in swine production, due to their limited efficacy because of continuously evolving influenza viruses. We evaluated the effects of vaccination, isolation of infected pigs, and changes to workforce routine (ensuring workers moved from younger pig batches to older pig batches). A Susceptible-Exposed-Infected-Recovered model was used to simulate stochastic influenza transmission during a single production cycle on an indoor hog growing unit containing 4000 pigs and two workers. The absence of control practices resulted in 3,957 pigs [0–3971] being infected and a 0.61 probability of workforce infection. Assuming incoming pigs had maternal-derived antibodies (MDAs), but no control measures were applied, the total number of infected pigs reduced to 1 [0–3958] and the probability of workforce infection was 0.25. Mass vaccination (40% efficacious) of incoming pigs also reduced the total number of infected pigs to 2362 [0–2374] or 0 [0–2364] in pigs assumed to not have MDAs and have MDAs, respectively. Changing the worker routine by starting with younger to older pig batches, reduced the number of infected pigs to 996 [0–1977] and the probability of workforce infection (0.22) in pigs without MDAs. In pigs with MDAs the total number of infected pigs was reduced to 0 [0–994] and the probability of workforce infection was 0.06. All other control practices alone, showed little improvement in reducing total infected pigs and the probability of workforce infection. Combining all control strategies reduced the total number of infected pigs to 0 or 1 with a minimal probability of workforce infection (<0.0002–0.01). These findings suggest that non-pharmaceutical interventions can reduce the impact of influenza on swine production and workers when efficacious vaccines are unavailable. Public Library of Science 2023-05-04 /pmc/articles/PMC10159208/ /pubmed/37141248 http://dx.doi.org/10.1371/journal.pone.0278495 Text en © 2023 Kontowicz et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Kontowicz, Eric
Moreno-Madriñan, Max
Ragland, Darryl
Beauvais, Wendy
A stochastic compartmental model to simulate intra- and inter-species influenza transmission in an indoor swine farm
title A stochastic compartmental model to simulate intra- and inter-species influenza transmission in an indoor swine farm
title_full A stochastic compartmental model to simulate intra- and inter-species influenza transmission in an indoor swine farm
title_fullStr A stochastic compartmental model to simulate intra- and inter-species influenza transmission in an indoor swine farm
title_full_unstemmed A stochastic compartmental model to simulate intra- and inter-species influenza transmission in an indoor swine farm
title_short A stochastic compartmental model to simulate intra- and inter-species influenza transmission in an indoor swine farm
title_sort stochastic compartmental model to simulate intra- and inter-species influenza transmission in an indoor swine farm
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10159208/
https://www.ncbi.nlm.nih.gov/pubmed/37141248
http://dx.doi.org/10.1371/journal.pone.0278495
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