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使用贝叶斯层次模型评估葡萄牙种猪养殖中沙门氏菌血清型的风险概况。

Assessing risk profiles for Salmonella serotypes in breeding pig operations in Portugal using a Bayesian hierarchical model.

机构信息

Instituto de Ciências Biomédicas Abel Salazar - Universidade do Porto (ICBAS-UP), Population Studies Department, Largo Prof, Abel Salazar, Porto, 2, 4099-003, PORTUGAL.

出版信息

BMC Vet Res. 2012 Nov 21;8:226. doi: 10.1186/1746-6148-8-226.

Abstract

BACKGROUND

The EU Regulation No 2160/2003 imposes a reduction in the prevalence of Salmonella in pigs. The efficiency of control programmes for Salmonella in pigs, reported among the EU Member States, varies and definitive eradication seems very difficult. Control measures currently recommended for Salmonella are not serotype-specific. Is it possible that the risk factors for different Salmonella serotypes are different? The aim of this study was to investigate potential risk factors for two groups of Salmonella sp serotypes using pen faecal samples from breeding pig holdings representative of the Portuguese pig sector.

METHODS

The data used come from the Baseline Survey for the Prevalence of Salmonella in breeding pigs in Portugal. A total of 1670 pen faecal samples from 167 herds were tested, and 170 samples were positive for Salmonella. The presence of Salmonella in each sample (outcome variable) was classified in three categories: i) no Salmonella, ii) Salmonella Typhimurium or S. Typhimurium-like strains with the antigenic formula: 1,4,5,12:i:-, , and iii) other serotypes. Along with the sample collection, a questionnaire concerning herd management and potential risk factors was utilised. The data have a "natural" hierarchical structure so a categorical multilevel analysis of the dataset was carried out using a Bayesian hierarchical model. The model was estimated using Markov Chain Monte Carlo methods, implemented in the software WinBUGS.

RESULTS

The significant associations found (when compared to category "no Salmonella"), for category "serotype Typhimurium or S. Typhimurium-like strains with the antigenic formula: 1,4,5,12:i:-" were: age of breeding sows, size of the herd, number of pigs/pen and source of semen. For the category "other serotypes" the significant associations found were: control of rodents, region of the country, source of semen, breeding sector room and source of feed.

CONCLUSIONS

The risk factors significantly associated with Salmonella shedding from the category "serotype Typhimurium or serotype 1,4,5,12:i:-" were more related to animal factors, whereas those associated with "other serotypes" were more related to environmental factors. Our findings suggest that different control measures could be used to control different Salmonella serotypes in breeding pigs.

摘要

背景

欧盟法规 2160/2003 规定减少猪群中沙门氏菌的流行率。欧盟成员国报告的猪群沙门氏菌控制计划的效率各不相同,彻底根除似乎非常困难。目前推荐的沙门氏菌控制措施不是针对血清型的。不同血清型的沙门氏菌的风险因素是否不同?本研究的目的是使用代表葡萄牙养猪业的种猪养殖场的粪便样本,调查两组沙门氏菌血清型的潜在风险因素。

方法

使用的数据来自葡萄牙种猪沙门氏菌流行率基线调查。共检测了 167 个养殖场的 1670 份粪便样本,170 份样本呈沙门氏菌阳性。每个样本中沙门氏菌的存在(结局变量)被分为三类:i)无沙门氏菌,ii)肠伤寒血清型或肠伤寒类似血清型,抗原公式为:1,4,5,12:i:-,iii)其他血清型。在采集样本的同时,还利用了一份关于养殖场管理和潜在风险因素的问卷。数据具有“自然”的层次结构,因此对数据集进行了分类多水平分析,使用贝叶斯层次模型。该模型使用 Markov Chain Monte Carlo 方法进行估计,在软件 WinBUGS 中实现。

结果

与“无沙门氏菌”类别相比,与“血清型肠伤寒或肠伤寒类似血清型,抗原公式为:1,4,5,12:i:-”类别相关的显著关联为:后备母猪的年龄、养殖场的规模、每栏猪的数量和精液的来源。对于“其他血清型”类别,发现的显著关联为:啮齿动物的控制、国家的地区、精液的来源、养殖场房间和饲料的来源。

结论

与“血清型肠伤寒或血清型 1,4,5,12:i:-”类别的沙门氏菌脱落相关的风险因素更多地与动物因素有关,而与“其他血清型”相关的风险因素更多地与环境因素有关。我们的研究结果表明,可以使用不同的控制措施来控制种猪中的不同血清型沙门氏菌。

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