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使用贝叶斯潜在类别分析检测南非农村山羊群中的结核分枝杆菌复合群

Mycobacterium tuberculosis complex detection in rural goat herds in South Africa using Bayesian latent class analysis.

作者信息

Cooke Deborah M, Goosen Wynand J, Burgess Tristan, Witte Carmel, Miller Michele A

机构信息

Division of Molecular Biology and Human Genetics, South Africa; South African Medical Research Council Centre for Tuberculosis Research 8000, South Africa; DSI-NRF Centre of Excellence for Biomedical Tuberculosis Research, Faculty of Medicine and Health Sciences, Stellenbosch University, PO Box 241, Cape Town 8000, South Africa.

Center for Wildlife Studies, P.O. Box 56 South Freeport, ME 04078, USA.

出版信息

Vet Immunol Immunopathol. 2023 Mar;257:110559. doi: 10.1016/j.vetimm.2023.110559. Epub 2023 Feb 2.

Abstract

Animal tuberculosis affects a wide range of domestic and wild animal species, including goats (Capra hircus). In South Africa, Mycobacterium tuberculosis complex (MTBC) testing and surveillance in domestic goats is not widely applied, potentially leading to under recognition of goats as a potential source of M. bovis spread to cattle as well as humans and wildlife. The aim of this study was to estimate diagnostic test performance for four assays and determine whether M. bovis infection was present in goats sharing communal pastures with M. bovis positive cattle in the Umkhanyakude district of Northern Zululand, KwaZulu Natal. In 2019, 137 M. bovis-exposed goats were screened for MTBC infection with four diagnostic tests: the in vivo single intradermal comparative cervical tuberculin test (SICCT), in vitro QuantiFERON®-TB Gold (QFT) bovine interferon-gamma release assay (IGRA), QFT bovine interferon gamma induced protein 10 (IP-10) release assay (IPRA), and nasal swabs tested with the Cepheid GeneXpert® MTB/RIF Ultra (GXU) assay for detection of MTBC DNA. A Bayesian latent class analysis was used to estimate MTBC prevalence and diagnostic test sensitivity and specificity. Among the 137 M. bovis-exposed goats, positive test results were identified in 15/136 (11.0%) goats by the SICCT; 4/128 (3.1%) goats by the IPRA; 2/128 (1.6%) goats by the IGRA; and 26/134 (19.4%) nasal swabs by the GXU. True prevalence was estimated by our model to be 1.1%, suggesting that goats in these communal herds are infected with MTBC at a low level. Estimated posterior means across the four evaluated assays ranged from 62.7% to 80.9% for diagnostic sensitivity and from 82.9% to 97.9% for diagnostic specificity, albeit estimates of the former (diagnostic sensitivity) were dependent on model assumptions. The application of a Bayesian latent class analysis and multiple ante-mortem test results may improve detection of MTBC, especially when prevalence is low. Our results provide a foundation for further investigation to confirm infection in communal goat herds and identify previously unrecognized sources of intra- and inter-species transmission of MTBC.

摘要

动物结核病影响着广泛的家畜和野生动物物种,包括山羊(Capra hircus)。在南非,国内山羊的结核分枝杆菌复合群(MTBC)检测和监测并未广泛应用,这可能导致山羊作为牛型结核分枝杆菌传播给牛、人类和野生动物的潜在来源未得到充分认识。本研究的目的是评估四种检测方法的诊断性能,并确定在夸祖鲁-纳塔尔省祖鲁兰北部的乌姆卡尼亚库德区,与牛型结核分枝杆菌阳性牛共享公共牧场的山羊中是否存在牛型结核分枝杆菌感染。2019年,对137只接触过牛型结核分枝杆菌的山羊进行了四种诊断检测,以筛查MTBC感染:体内单次皮内比较颈部分枝杆菌素试验(SICCT)、体外全血γ干扰素释放试验(QFT)-TB Gold(QFT)牛干扰素-γ释放试验(IGRA)、QFT牛干扰素γ诱导蛋白10(IP-10)释放试验(IPRA),以及用赛沛GeneXpert® MTB/RIF Ultra(GXU)检测法检测MTBC DNA的鼻拭子检测。采用贝叶斯潜在类别分析来估计MTBC患病率以及诊断检测的敏感性和特异性。在137只接触过牛型结核分枝杆菌的山羊中,通过SICCT检测,15/136(11.0%)只山羊检测结果呈阳性;通过IPRA检测,4/128(3.1%)只山羊检测结果呈阳性;通过IGRA检测,2/128(1.6%)只山羊检测结果呈阳性;通过GXU检测,26/134(19.4%)份鼻拭子检测结果呈阳性。我们的模型估计真实患病率为1.1%,这表明这些公共畜群中的山羊感染MTBC的水平较低。在四种评估检测方法中,估计的诊断敏感性后验均值范围为62.7%至80.9%,诊断特异性后验均值范围为82.9%至97.9%,尽管前者(诊断敏感性)的估计依赖于模型假设。应用贝叶斯潜在类别分析和多种生前检测结果可能会提高MTBC的检测率,尤其是在患病率较低时。我们的研究结果为进一步调查提供了基础,以确认公共山羊群中的感染情况,并确定MTBC种内和种间传播中以前未被认识的来源。

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