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Escherichia coli O157 infection on Scottish cattle farms: dynamics and control

机译:苏格兰养牛场的大肠杆菌O157感染:动态和控制

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摘要

In this study, we parametrize a stochastic individual-based model of the transmission dynamics of Escherichia coli O157 infection among Scottish cattle farms and use the model to predict the impacts of both targeted and non-targeted interventions. We first generate distributions of model parameter estimates using Markov chain Monte Carlo methods. Despite considerable uncertainty in parameter values, each set of parameter values within the 95th percentile range implies a fairly similar impact of interventions. Interventions that reduce the transmission coefficient and/or increase the recovery rate of infected farms (e.g. via vaccination and biosecurity) are much more effective in reducing the level of infection than reducing cattle movement rates, which improves effectiveness only when the overall control effort is small. Targeted interventions based on farm-level risk factors are more efficient than non-targeted interventions. Herd size is a major determinant of risk of infection, and our simulations confirmed that targeting interventions at farms with the largest herds is almost as effective as targeting based on overall risk. However, because of the striking characteristic that the infection force depends weakly on the number of infected farms, no interventions that are less than 100 per cent effective can eradicate E. coli O157 infection from Scottish cattle farms, implying that eliminating the disease is impractical.
机译:在这项研究中,我们对苏格兰牛场中大肠杆菌O157感染传播动态的基于个体的随机模型进行参数化,并使用该模型预测有针对性的干预措施和非有针对性的干预措施的影响。我们首先使用马尔可夫链蒙特卡洛方法生成模型参数估计值的分布。尽管参数值存在相当大的不确定性,但在第95个百分位数范围内的每组参数值都表示干预的效果非常相似。降低传播系数和/或提高感染农场的恢复率(例如通过疫苗接种和生物安全措施)的干预措施在降低感染水平方面比降低牲畜移动率更为有效,只有在总体控制工作量较小的情况下,这种干预措施才能提高有效性。基于农场级别风险因素的有针对性的干预措施比非有针对性的干预措施更为有效。牛群的大小是感染风险的主要决定因素,我们的模拟结果证实,针对牛群最大的农场采取针对性干预措施与基于总体风险进行针对性干预几乎一样有效。但是,由于感染力的显着特征是受感染农场的数量所依赖,因此没有任何有效的干预措施能够根除苏格兰养牛场的大肠杆菌O157感染,而这种干预措施不到100%有效,这意味着消除这种疾病是不切实际的。

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