Modeling Tuberculosis Dynamics, Detection and Control in Cattle Herds

被引:14
作者
Bekara, Mohammed El Amine [1 ]
Courcoul, Aurelie [1 ]
Benet, Jean-Jacques [2 ]
Durand, Benoit [1 ]
机构
[1] Univ Paris Est, Anses, Hlth Anim Lab, Epidemiol Unit, Maisons Alfort, France
[2] Univ Paris Est, Natl Vet Sch Alfort ENVA, EpiMAI Unit, Maisons Alfort, France
关键词
APPROXIMATE BAYESIAN COMPUTATION; MYCOBACTERIUM-BOVIS INFECTION; RISK-FACTORS; SIMULATION-MODEL; TRANSMISSION; DIAGNOSIS; STATISTICS; PARAMETERS; HUSBANDRY; EVOLUTION;
D O I
10.1371/journal.pone.0108584
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Epidemiological models are key tools for designing and evaluating detection and control strategies against animal infectious diseases. In France, after decades of decrease of bovine tuberculosis (bTB) incidence, the disease keeps circulating. Increasing prevalence levels are observed in several areas, where the detection and control strategy could be adapted. The objective of this work was to design and calibrate a model of the within-herd transmission of bTB. The proposed model is a stochastic model operating in discrete-time. Three health states were distinguished: susceptible, latent and infected. Dairy and beef herd dynamics and bTB detection and control programs were explicitly represented. Approximate Bayesian computation was used to estimate three model parameters from field data: the transmission parameter when animals are inside (beta(inside)) and outside (beta(outside)) buildings, and the duration of the latent phase. An independent dataset was used for model validation. The estimated median was 0.43 [0.16-0.84] month(-1) for beta(inside) and 0.08 [0.01-0.32] month 21 for beta(outside). The median duration of the latent period was estimated 3.5 [2-8] months. The sensitivity analysis showed only minor influences of fixed parameter values on these posterior estimates. Validation based on an independent dataset showed that in more than 80% of herds, the observed proportion of animals with detected lesions was between the 2.5% and 97.5% percentiles of the simulated distribution. In the absence of control program and once bTB has become enzootic within a herd, the median effective reproductive ratio was estimated to be 2.2 in beef herds and 1.7 in dairy herds. These low estimates are consistent with field observations of a low prevalence level in French bTB-infected herds.
引用
收藏
页数:17
相关论文
共 52 条
[1]   A Novel Approach for Choosing Summary Statistics in Approximate Bayesian Computation [J].
Aeschbacher, Simon ;
Beaumont, Mark A. ;
Futschik, Andreas .
GENETICS, 2012, 192 (03) :1027-+
[2]   Eradication of bovine tuberculosis at a herd-level in Madrid, Spain: study of within-herd transmission dynamics over a 12 year period [J].
Alvarez, Julio ;
Perez, Andres M. ;
Bezos, Javier ;
Casal, Carmen ;
Romero, Beatriz ;
Rodriguez-Campos, Sabrina ;
Saez-Llorente, Jose L. ;
Diaz, Rosa ;
Carpintero, Jesus ;
de Juan, Lucia ;
Dominguez, Lucas .
BMC VETERINARY RESEARCH, 2012, 8
[3]   High prevalence and increased severity of pathology of bovine tuberculosis in Holsteins compared to zebu breeds under field cattle husbandry in central Ethiopia [J].
Ameni, Gobena ;
Aseffa, Abraham ;
Engers, Howard ;
Young, Douglas ;
Gordon, Stephen ;
Hewinson, Glyn ;
Vordermeier, Martin .
CLINICAL AND VACCINE IMMUNOLOGY, 2007, 14 (10) :1356-1361
[4]   Cattle husbandry in Ethiopia is a predominant factor affecting the pathology of bovine tuberculosis and gamma interferon responses to mycobacterial antigens [J].
Ameni, Gobena ;
Aseffa, Abraham ;
Engers, Howard ;
Young, Douglas ;
Hewinson, Glyn ;
Vordermeier, Martin .
CLINICAL AND VACCINE IMMUNOLOGY, 2006, 13 (09) :1030-1036
[5]  
[Anonymous], CONTRIBUTION ETUDE E
[6]  
[Anonymous], SELECTED PAPERS
[7]  
[Anonymous], 2013, R LANG ENV STAT COMP
[8]  
[Anonymous], HAGANS INFECT DIS DO
[9]  
[Anonymous], TRANSBOUND EMERG DIS
[10]  
[Anonymous], INFECT DIS HUMANS DY