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Bayesian estimation of prevalence of paratuberculosis in dairy herds enrolled in a voluntary Johne’s Disease Control Programme in Ireland

机译:贝叶斯估计参加爱尔兰自愿约翰内氏病控制计划的奶牛群中副结核病的患病率

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摘要

Bovine paratuberculosis is a disease characterised by chronic granulomatous enteritis which manifests clinically as a protein-losing enteropathy causing diarrhoea, hypoproteinaemia, emaciation and, eventually death. Some evidence exists to suggest a possible zoonotic link and a national voluntary Johne’s Disease Control Programme was initiated by Animal Health Ireland in 2013. The objective of this study was to estimate herd-level true prevalence (HTP) and animal-level true prevalence (ATP) of paratuberculosis in Irish herds enrolled in the national voluntary JD control programme during 2013–14. Two datasets were used in this study. The first dataset had been collected in Ireland during 2005 (5822 animals from 119 herds), and was used to construct model priors. Model priors were updated with a primary (2013–14) dataset which included test records from 99,101 animals in 1039 dairy herds and was generated as part of the national voluntary JD control programme. The posterior estimate of HTP from the final Bayesian model was 0.23–0.34 with a 95% probability. Across all herds, the median ATP was found to be 0.032 (0.009, 0.145). This study represents the first use of Bayesian methodology to estimate the prevalence of paratuberculosis in Irish dairy herds. The HTP estimate was higher than previous Irish estimates but still lower than estimates from other major dairy producing countries.
机译:牛肺结核是一种以慢性肉芽肿性肠炎为特征的疾病,临床上表现为导致腹泻,低蛋白血症,消瘦甚至最终死亡的蛋白质丢失性肠病。已有证据表明可能存在人畜共患病,爱尔兰动物卫生署于2013年发起了一项全国性的自愿约翰内氏病控制计划。本研究的目的是评估畜群真实发生率(HTP)和动物真实发生率(ATP) )2013-14年间参加了国家自愿JD控制计划的爱尔兰牛群中的肺结核病。在这项研究中使用了两个数据集。第一个数据集已于2005年在爱尔兰收集(来自119个牧群的5822只动物),并被用于构建先验模型。模型先验数据已更新为主要数据集(2013-14年),其中包括来自1039个奶牛场的99,101只动物的测试记录,并作为国家JD自愿控制计划的一部分生成。最终贝叶斯模型对HTP的后验估计为0.23–0.34,概率为95%。在所有牛群中,ATP的中位数为0.032(0.009,0.145)。这项研究代表了贝叶斯方法的首次使用,以估计爱尔兰奶牛群体中副结核病的患病率。 HTP估算值高于爱尔兰先前的估算值,但仍低于其他主要乳制品生产国的估算值。

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