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The Impact of Selected Risk Factors on The Occurrence of Highly Pathogenic Avian Influenza in Commercial Poultry Flocks in Poland

INTRODUCTION: Introduction of highly pathogenic avian influenza virus (HPAIV) into a country and its further spread may have a devastating impact on the poultry industry and lead to serious economic consequences. Various risk factors may increase the probability of HPAI outbreak occurrence but their...

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Autores principales: Gierak, Anna, Śmietanka, Krzysztof
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Sciendo 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8009582/
https://www.ncbi.nlm.nih.gov/pubmed/33817394
http://dx.doi.org/10.2478/jvetres-2021-0013
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author Gierak, Anna
Śmietanka, Krzysztof
author_facet Gierak, Anna
Śmietanka, Krzysztof
author_sort Gierak, Anna
collection PubMed
description INTRODUCTION: Introduction of highly pathogenic avian influenza virus (HPAIV) into a country and its further spread may have a devastating impact on the poultry industry and lead to serious economic consequences. Various risk factors may increase the probability of HPAI outbreak occurrence but their relative influence is often difficult to determine. The study evaluates how the densities of selected poultry species and proximity to the areas inhabited by wild birds impacted HPAI outbreak occurrence during the recently reported epidemics in Poland. MATERIAL AND METHODS: The analysis was developed using these risk factors in the locations of affected and randomly chosen unaffected commercial farms. Generalised linear and non-linear models, specifically logistic regression, classification tree and random forest, were used to indicate the most relevant risk factors, to quantify their association with HPAI outbreak occurrence, and to develop a map depicting spatial risk distribution. RESULTS: The most important risk factors comprised the densities of turkeys, geese and ducks. The abundance of these species of poultry in an area increased the probability of HPAI occurrence, and their farming intensity in several areas of central, western, eastern and northern Poland put these areas at the highest risk. CONCLUSION: The results may improve the targeting of active surveillance, strengthen biosecurity in the areas at risk and contribute to early detection of HPAI in outbreak reoccurrences.
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spelling pubmed-80095822021-04-02 The Impact of Selected Risk Factors on The Occurrence of Highly Pathogenic Avian Influenza in Commercial Poultry Flocks in Poland Gierak, Anna Śmietanka, Krzysztof J Vet Res Research Article INTRODUCTION: Introduction of highly pathogenic avian influenza virus (HPAIV) into a country and its further spread may have a devastating impact on the poultry industry and lead to serious economic consequences. Various risk factors may increase the probability of HPAI outbreak occurrence but their relative influence is often difficult to determine. The study evaluates how the densities of selected poultry species and proximity to the areas inhabited by wild birds impacted HPAI outbreak occurrence during the recently reported epidemics in Poland. MATERIAL AND METHODS: The analysis was developed using these risk factors in the locations of affected and randomly chosen unaffected commercial farms. Generalised linear and non-linear models, specifically logistic regression, classification tree and random forest, were used to indicate the most relevant risk factors, to quantify their association with HPAI outbreak occurrence, and to develop a map depicting spatial risk distribution. RESULTS: The most important risk factors comprised the densities of turkeys, geese and ducks. The abundance of these species of poultry in an area increased the probability of HPAI occurrence, and their farming intensity in several areas of central, western, eastern and northern Poland put these areas at the highest risk. CONCLUSION: The results may improve the targeting of active surveillance, strengthen biosecurity in the areas at risk and contribute to early detection of HPAI in outbreak reoccurrences. Sciendo 2021-01-29 /pmc/articles/PMC8009582/ /pubmed/33817394 http://dx.doi.org/10.2478/jvetres-2021-0013 Text en © 2021 A. Gierak, K. Śmietanka, published by Sciendo http://creativecommons.org/licenses/by-nc-nd/3.0 This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.
spellingShingle Research Article
Gierak, Anna
Śmietanka, Krzysztof
The Impact of Selected Risk Factors on The Occurrence of Highly Pathogenic Avian Influenza in Commercial Poultry Flocks in Poland
title The Impact of Selected Risk Factors on The Occurrence of Highly Pathogenic Avian Influenza in Commercial Poultry Flocks in Poland
title_full The Impact of Selected Risk Factors on The Occurrence of Highly Pathogenic Avian Influenza in Commercial Poultry Flocks in Poland
title_fullStr The Impact of Selected Risk Factors on The Occurrence of Highly Pathogenic Avian Influenza in Commercial Poultry Flocks in Poland
title_full_unstemmed The Impact of Selected Risk Factors on The Occurrence of Highly Pathogenic Avian Influenza in Commercial Poultry Flocks in Poland
title_short The Impact of Selected Risk Factors on The Occurrence of Highly Pathogenic Avian Influenza in Commercial Poultry Flocks in Poland
title_sort impact of selected risk factors on the occurrence of highly pathogenic avian influenza in commercial poultry flocks in poland
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8009582/
https://www.ncbi.nlm.nih.gov/pubmed/33817394
http://dx.doi.org/10.2478/jvetres-2021-0013
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