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贝叶斯估计犊牛呼吸评分表及超声检查在诊断断奶前奶牛犊牛呼吸道疾病中的准确性

Bayesian estimation of the accuracy of the calf respiratory scoring chart and ultrasonography for the diagnosis of bovine respiratory disease in pre-weaned dairy calves.

作者信息

Buczinski Sébastien, L Ollivett Terri, Dendukuri Nandini

机构信息

Département des Sciences Cliniques, Faculté de médecine vétérinaire, Université de Montréal, St-Hyacinthe, Québec, Canada J2S 7C6.

Department of Medical Sciences, University of Wisconsin-Madison, School of Veterinary Medicine, Madison, WI 53706, USA.

出版信息

Prev Vet Med. 2015 May 1;119(3-4):227-31. doi: 10.1016/j.prevetmed.2015.02.018. Epub 2015 Feb 25.

DOI:10.1016/j.prevetmed.2015.02.018
PMID:25794838
Abstract

There is currently no gold standard method for the diagnosis of bovine respiratory disease (BRD) complex in Holstein pre-weaned dairy calves. Systematic thoracic ultrasonography (TUS) has been used as a proxy for BRD, but cannot be directly used by producers. The Wisconsin calf respiratory scoring chart (CRSC) is a simpler alternative, but with unknown accuracy. Our objective was to estimate the accuracy of CRSC, while adjusting for the lack of a gold standard. Two cross sectional study populations with a high BRD prevalence (n=106 pre-weaned Holstein calves) and an average BRD prevalence (n=85 pre-weaned Holstein calves) from North America were studied. All calves were simultaneously assessed using CRSC (cutoff used ≥ 5) and TUS (cutoff used ≥ 1cm of lung consolidation). Bayesian latent class models allowing for conditional dependence were used with informative priors for BRD prevalence and TUS accuracy (sensitivity (Se) and specificity (Sp)) and non-informative priors for CRSC accuracies. Robustness of the model was tested by relaxing priors for prevalence or TUS accuracy. The SeCRSC (95% credible interval (CI)) and SpCRSC were 62.4% (47.9-75.8) and 74.1% (64.9-82.8) respectively. The SeTUS was 79.4% (66.4-90.9) and SpTUS was 93.9% (88.0-97.6). The imperfect accuracy of CRSC and TUS should be taken into account when using those tools to assess BRD status.

摘要

目前,对于荷斯坦断奶前犊牛的牛呼吸道疾病(BRD)综合征,尚无金标准诊断方法。系统性胸部超声检查(TUS)已被用作BRD的替代方法,但生产者无法直接使用。威斯康星犊牛呼吸评分表(CRSC)是一种更简单的替代方法,但其准确性未知。我们的目标是在考虑缺乏金标准的情况下,评估CRSC的准确性。我们研究了来自北美的两个横断面研究群体,一个群体BRD患病率高(n = 106头断奶前荷斯坦犊牛),另一个群体BRD患病率平均(n = 85头断奶前荷斯坦犊牛)。所有犊牛均同时使用CRSC(使用的截断值≥5)和TUS(使用的截断值≥1cm肺实变)进行评估。使用允许条件依赖的贝叶斯潜在类别模型,对BRD患病率和TUS准确性(敏感性(Se)和特异性(Sp))采用信息先验,对CRSC准确性采用非信息先验。通过放宽患病率或TUS准确性的先验来测试模型的稳健性。CRSC的敏感性(SeCRSC)(95%可信区间(CI))和特异性(SpCRSC)分别为62.4%(47.9 - 75.8)和74.1%(64.9 - 82.8)。TUS的敏感性(SeTUS)为79.4%(66.4 - 90.9),特异性(SpTUS)为93.9%(88.0 - 97.6)。在使用这些工具评估BRD状态时,应考虑CRSC和TUS准确性的不完善性。

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