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Implementation of an extended ZINB model in the study of low levels of natural gastrointestinal nematode infections in adult sheep
BACKGROUND: In this study, two traits related with resistance to gastrointestinal nematodes (GIN) were measured in 529 adult sheep: faecal egg count (FEC) and activity of immunoglobulin A in plasma (IgA). In dry years, FEC can be very low in semi-extensive systems, such as the one studied here, whic...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4901511/ https://www.ncbi.nlm.nih.gov/pubmed/27283535 http://dx.doi.org/10.1186/s12917-016-0723-7 |
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author | Atlija, M. Prada, J. M. Gutiérrez-Gil, B. Rojo-Vázquez, F. A. Stear, M. J. Arranz, J. J. Martínez-Valladares, M. |
author_facet | Atlija, M. Prada, J. M. Gutiérrez-Gil, B. Rojo-Vázquez, F. A. Stear, M. J. Arranz, J. J. Martínez-Valladares, M. |
author_sort | Atlija, M. |
collection | PubMed |
description | BACKGROUND: In this study, two traits related with resistance to gastrointestinal nematodes (GIN) were measured in 529 adult sheep: faecal egg count (FEC) and activity of immunoglobulin A in plasma (IgA). In dry years, FEC can be very low in semi-extensive systems, such as the one studied here, which makes identifying animals that are resistant or susceptible to infection a difficult task. A zero inflated negative binomial model (ZINB) model was used to calculate the extent of zero inflation for FEC; the model was extended to include information from the IgA responses. RESULTS: In this dataset, 64 % of animals had zero FEC while the ZINB model suggested that 38 % of sheep had not been recently infected with GIN. Therefore 26 % of sheep were predicted to be infected animals with egg counts that were zero or below the detection limit and likely to be relatively resistant to nematode infection. IgA activities of all animals were then used to decide which of the sheep with zero egg counts had been exposed and which sheep had not been recently exposed. Animals with zero FEC and high IgA activity were considered resistant while animals with zero FEC and low IgA activity were considered as not recently infected. For the animals considered as exposed to the infection, the correlations among the studied traits were estimated, and the influence of these traits on the discrimination between unexposed and infected animals was assessed. CONCLUSIONS: The model presented here improved the detection of infected animals with zero FEC. The correlations calculated here will be useful in the development of a reliable index of GIN resistance that could be of assistance for the study of host resistance in studies based on natural infection, especially in adult sheep, and also the design of breeding programs aimed at increasing resistance to parasites. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12917-016-0723-7) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4901511 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-49015112016-06-11 Implementation of an extended ZINB model in the study of low levels of natural gastrointestinal nematode infections in adult sheep Atlija, M. Prada, J. M. Gutiérrez-Gil, B. Rojo-Vázquez, F. A. Stear, M. J. Arranz, J. J. Martínez-Valladares, M. BMC Vet Res Research Article BACKGROUND: In this study, two traits related with resistance to gastrointestinal nematodes (GIN) were measured in 529 adult sheep: faecal egg count (FEC) and activity of immunoglobulin A in plasma (IgA). In dry years, FEC can be very low in semi-extensive systems, such as the one studied here, which makes identifying animals that are resistant or susceptible to infection a difficult task. A zero inflated negative binomial model (ZINB) model was used to calculate the extent of zero inflation for FEC; the model was extended to include information from the IgA responses. RESULTS: In this dataset, 64 % of animals had zero FEC while the ZINB model suggested that 38 % of sheep had not been recently infected with GIN. Therefore 26 % of sheep were predicted to be infected animals with egg counts that were zero or below the detection limit and likely to be relatively resistant to nematode infection. IgA activities of all animals were then used to decide which of the sheep with zero egg counts had been exposed and which sheep had not been recently exposed. Animals with zero FEC and high IgA activity were considered resistant while animals with zero FEC and low IgA activity were considered as not recently infected. For the animals considered as exposed to the infection, the correlations among the studied traits were estimated, and the influence of these traits on the discrimination between unexposed and infected animals was assessed. CONCLUSIONS: The model presented here improved the detection of infected animals with zero FEC. The correlations calculated here will be useful in the development of a reliable index of GIN resistance that could be of assistance for the study of host resistance in studies based on natural infection, especially in adult sheep, and also the design of breeding programs aimed at increasing resistance to parasites. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12917-016-0723-7) contains supplementary material, which is available to authorized users. BioMed Central 2016-06-10 /pmc/articles/PMC4901511/ /pubmed/27283535 http://dx.doi.org/10.1186/s12917-016-0723-7 Text en © The Author(s). 2016 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Atlija, M. Prada, J. M. Gutiérrez-Gil, B. Rojo-Vázquez, F. A. Stear, M. J. Arranz, J. J. Martínez-Valladares, M. Implementation of an extended ZINB model in the study of low levels of natural gastrointestinal nematode infections in adult sheep |
title | Implementation of an extended ZINB model in the study of low levels of natural gastrointestinal nematode infections in adult sheep |
title_full | Implementation of an extended ZINB model in the study of low levels of natural gastrointestinal nematode infections in adult sheep |
title_fullStr | Implementation of an extended ZINB model in the study of low levels of natural gastrointestinal nematode infections in adult sheep |
title_full_unstemmed | Implementation of an extended ZINB model in the study of low levels of natural gastrointestinal nematode infections in adult sheep |
title_short | Implementation of an extended ZINB model in the study of low levels of natural gastrointestinal nematode infections in adult sheep |
title_sort | implementation of an extended zinb model in the study of low levels of natural gastrointestinal nematode infections in adult sheep |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4901511/ https://www.ncbi.nlm.nih.gov/pubmed/27283535 http://dx.doi.org/10.1186/s12917-016-0723-7 |
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