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

被引:99
作者
Buczinski, Sebastien [1 ]
Ollivett, Terri L. [2 ]
Dendukuri, Nandini [3 ,4 ]
机构
[1] Univ Montreal, Fac Med Vet, Dept Clin Sci, St Hyacinthe, PQ J2S 7C6, Canada
[2] Univ Wisconsin, Sch Vet Med, Dept Med Sci, Madison, WI 53706 USA
[3] McGill Univ, Dept Med, Montreal, PQ, Canada
[4] McGill Univ, Dept Epidemiol Biostat & Occupat Hlth, Montreal, PQ, Canada
关键词
Respiratory disease; Latent class; Pneumonia; Bayesian analysis; Sensitivity; Specificity; Calves; HOLSTEIN CALVES; HEIFERS; SPECIFICITY; SENSITIVITY; PREVALENCE; MANAGEMENT; GROWTH; TESTS;
D O I
10.1016/j.prevetmed.2015.02.018
中图分类号
S85 [动物医学(兽医学)];
学科分类号
0906 ;
摘要
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 >= 1 cm 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 Se-CRSC (95% credible interval (Cl)) and Sp(CRSC) were 62.4% (47.9-75.8) and 74.1% (64.9-82.8) respectively. The Se-TUS was 79.4% (66.4-90.9) and Sp(TUS) 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. 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:227 / 231
页数:5
相关论文
共 25 条
[1]   Ultrasonography of the Bovine Respiratory System and Its Practical Application [J].
Babkine, Marie ;
Blond, Laurent .
VETERINARY CLINICS OF NORTH AMERICA-FOOD ANIMAL PRACTICE, 2009, 25 (03) :633-+
[2]   Estimation of diagnostic-test sensitivity and specificity through Bayesian modeling [J].
Branscum, AJ ;
Gardner, IA ;
Johnson, WO .
PREVENTIVE VETERINARY MEDICINE, 2005, 68 (2-4) :145-163
[3]   Comparison of Thoracic Auscultation, Clinical Score, and Ultrasonography as Indicators of Bovine Respiratory Disease in Preweaned Dairy Calves [J].
Buczinski, S. ;
Forte, G. ;
Francoz, D. ;
Belanger, A. -M. .
JOURNAL OF VETERINARY INTERNAL MEDICINE, 2014, 28 (01) :234-242
[4]   Ultrasonographic assessment of the thorax as a fast technique to assess pulmonary lesions in dairy calves with bovine respiratory disease [J].
Buczinski, S. ;
Forte, G. ;
Belanger, A. M. .
JOURNAL OF DAIRY SCIENCE, 2013, 96 (07) :4523-4528
[5]   Bayesian approaches to modeling the conditional dependence between multiple diagnostic tests [J].
Dendukuri, N ;
Joseph, L .
BIOMETRICS, 2001, 57 (01) :158-167
[6]   Calf and disease factors affecting growth in female Holstein calves in Florida, USA [J].
Donovan, GA ;
Dohoo, IR ;
Montgomery, DM ;
Bennett, FL .
PREVENTIVE VETERINARY MEDICINE, 1998, 33 (1-4) :1-10
[7]   Estimation of sensitivity and specificity of diagnostic tests and disease prevalence when the true disease state is unknown [J].
Enoe, C ;
Georgiadis, MP ;
Johnson, WO .
PREVENTIVE VETERINARY MEDICINE, 2000, 45 (1-2) :61-81
[8]   Bacterial Pathogens of the Bovine Respiratory Disease Complex [J].
Griffin, Dee ;
Chengappa, M. M. ;
Kuszak, Jennifer ;
McVey, D. Scott .
VETERINARY CLINICS OF NORTH AMERICA-FOOD ANIMAL PRACTICE, 2010, 26 (02) :381-+
[9]   Methods to elicit beliefs for Bayesian priors: a systematic review [J].
Johnson, Sindhu R. ;
Tomlinson, George A. ;
Hawker, Gillian A. ;
Granton, John T. ;
Feldman, Brian M. .
JOURNAL OF CLINICAL EPIDEMIOLOGY, 2010, 63 (04) :355-369
[10]   Thoracic ultrasonography technique in newborn calves and description of normal and pathological findings [J].
Jung, C ;
Bostedt, H .
VETERINARY RADIOLOGY & ULTRASOUND, 2004, 45 (04) :331-335