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在缺乏金标准的情况下,采用贝叶斯分析评估检测自由放养野生美洲野牛(美洲野牛阿萨巴斯卡亚种)中牛分枝杆菌感染的检测方法。

BAYESIAN ANALYSIS TO EVALUATE TESTS FOR THE DETECTION OF MYCOBACTERIUM BOVIS INFECTION IN FREE-RANGING WILD BISON (BISON BISON ATHABASCAE) IN THE ABSENCE OF A GOLD STANDARD.

作者信息

Chapinal Núria, Schumaker Brant A, Joly Damien O, Elkin Brett T, Stephen Craig

机构信息

1  Animal Welfare Program, University of British Columbia, 2357 Main Mall, Vancouver, British Columbia V6T 1Z4, Canada.

2  Department of Veterinary Sciences, University of Wyoming, 1000 E University Avenue, Laramie, Wyoming 82070, USA.

出版信息

J Wildl Dis. 2015 Jul;51(3):619-25. doi: 10.7589/2013-09-254. Epub 2015 May 14.

Abstract

We estimated the sensitivity and specificity of the caudal-fold skin test (CFT), the fluorescent polarization assay (FPA), and the rapid lateral-flow test (RT) for the detection of Mycobacterium bovis in free-ranging wild wood bison (Bison bison athabascae), in the absence of a gold standard, by using Bayesian analysis, and then used those estimates to forecast the performance of a pairwise combination of tests in parallel. In 1998-99, 212 wood bison from Wood Buffalo National Park (Canada) were tested for M. bovis infection using CFT and two serologic tests (FPA and RT). The sensitivity and specificity of each test were estimated using a three-test, one-population, Bayesian model allowing for conditional dependence between FPA and RT. The sensitivity and specificity of the combination of CFT and each serologic test in parallel were calculated assuming conditional independence. The test performance estimates were influenced by the prior values chosen. However, the rank of tests and combinations of tests based on those estimates remained constant. The CFT was the most sensitive test and the FPA was the least sensitive, whereas RT was the most specific test and CFT was the least specific. In conclusion, given the fact that gold standards for the detection of M. bovis are imperfect and difficult to obtain in the field, Bayesian analysis holds promise as a tool to rank tests and combinations of tests based on their performance. Combining a skin test with an animal-side serologic test, such as RT, increases sensitivity in the detection of M. bovis and is a good approach to enhance disease eradication or control in wild bison.

摘要

在没有金标准的情况下,我们通过贝叶斯分析估计了尾褶皮肤试验(CFT)、荧光偏振分析(FPA)和快速侧向流动试验(RT)检测自由放养的野生森林野牛(Bison bison athabascae)中牛分枝杆菌的敏感性和特异性,然后使用这些估计值预测并行试验两两组合的性能。1998 - 1999年,对来自加拿大伍德布法罗国家公园的212头森林野牛进行了牛分枝杆菌感染检测,使用了CFT和两种血清学检测方法(FPA和RT)。使用允许FPA和RT之间存在条件依赖性的三试验、单群体贝叶斯模型估计每种检测方法的敏感性和特异性。假设条件独立,计算了CFT与每种血清学检测方法并行组合的敏感性和特异性。检测性能估计值受所选先验值的影响。然而,基于这些估计值的检测方法和检测组合的排名保持不变。CFT是最敏感的检测方法,FPA是最不敏感的,而RT是最特异的检测方法,CFT是最不特异的。总之,鉴于检测牛分枝杆菌的金标准不完善且在野外难以获得,贝叶斯分析有望作为一种根据检测方法及其组合的性能进行排名的工具。将皮肤试验与动物现场血清学检测方法(如RT)相结合,可提高牛分枝杆菌检测的敏感性,是加强野生野牛疾病根除或控制的良好方法。

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