Conor G. McAloon
Relative importance of herd-level risk factors for probability of infection with paratuberculosis in Irish dairy herds
McAloon, Conor G.; Doherty, Michael L.; Whyte, Paul; More, Simon J.; O'Grady, Luke; Citer, Lorna; Green, Martin J.
Authors
Michael L. Doherty
Paul Whyte
Simon J. More
Luke O'Grady
Lorna Citer
Martin J. Green
Abstract
Control of paratuberculosis is challenging due to the relatively poor performance of diagnostic tests, a prolonged incubation period, and protracted environmental survival. Prioritization of herd-level interventions is not possible because putative risk factors are often not supported by risk factor studies. The objective for this study was to investigate the relative importance of risk factors for an increased probability of herd paratuberculosis infection. Risk assessment data, comprehensive animal purchase history, and diagnostic test data were available for 936 Irish dairy herds. Both logistic regression and a Bayesian β regression on the outcome of a latent class analysis were conducted. Population attributable fractions and proportional reduction in variance explained were calculated for each variable in the logistic and Bayesian models, respectively. Routine use of the calving area for sick or lame cows was found to be a significant explanatory covariate in both models. Purchasing behavior for the previous 10 yr was not found to be significant. For the logistic model, length of time calves spend in the calving pen (25%) and routine use of the calving pen for sick or lame animals (14%) had the highest attributable fractions. For the Bayesian model, the overall R2 was 16%. Dry cow cleanliness (7%) and routine use of the calving area for sick or lame cows (6%) and had the highest proportional reduction in variance explained. These findings provide support for several management practices commonly recommended as part of paratuberculosis control programs; however, a large proportion of the observed variation in probability of infection remained unexplained, suggesting other important risks factors may exist.
Citation
McAloon, C. G., Doherty, M. L., Whyte, P., More, S. J., O'Grady, L., Citer, L., & Green, M. J. (2017). Relative importance of herd-level risk factors for probability of infection with paratuberculosis in Irish dairy herds. Journal of Dairy Science, 100(11), 9245-9257. https://doi.org/10.3168/jds.2017-12985
Journal Article Type | Article |
---|---|
Acceptance Date | Jul 25, 2017 |
Online Publication Date | Sep 6, 2017 |
Publication Date | Nov 1, 2017 |
Deposit Date | Oct 5, 2017 |
Publicly Available Date | Sep 7, 2018 |
Journal | Journal of Dairy Science |
Print ISSN | 0022-0302 |
Electronic ISSN | 1525-3198 |
Publisher | American Dairy Science Association |
Peer Reviewed | Peer Reviewed |
Volume | 100 |
Issue | 11 |
Pages | 9245-9257 |
DOI | https://doi.org/10.3168/jds.2017-12985 |
Keywords | Paratuberculosis, Johne’s disease, Risk factor |
Public URL | https://nottingham-repository.worktribe.com/output/881373 |
Publisher URL | http://www.sciencedirect.com/science/article/pii/S0022030217308305?via%3Dihub |
Contract Date | Oct 5, 2017 |
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