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基于潜在类别模型的贝叶斯评估三种血清学试验在诊断骆驼布鲁氏菌病中的应用

Bayesian Evaluation of Three Serological Tests for Diagnosis of Brucella infections in Dromedary Camels Using Latent Class Models.

机构信息

Department of Infectious Diseases and Public Health, Jockey Club of Veterinary Medicine and Life Sciences, City University of Hong Kong, Kowloon, Hong Kong; Centre for Applied One Health Research and Policy Advice (OHRP), City University of Hong Kong, Hong Kong SAR, China; Department of Animal Medicine, Division of Infectious Diseases, Faculty of Veterinary Medicine, Zagazig University, Zagazig 44511, Egypt.

Laboratory of Epidemiology and Artificial Intelligence, Faculty of Public and One Health, School of Health Sciences, University of Thessaly, Karditsa GR 43100, Greece.

出版信息

Prev Vet Med. 2022 Nov;208:105771. doi: 10.1016/j.prevetmed.2022.105771. Epub 2022 Sep 27.

Abstract

Brucellosis is a zoonotic disease with significant economic and public health impacts. The disease has been found in ruminants, including camels, but clinical diagnosis of camel brucellosis is difficult due to the lack of clinical signs. Thus, this study aimed to estimate the sensitivity (Se) and specificity (Sp) of the Buffered Plate Antigen Test (BPAT), Rose Bengal Test (RBT), and indirect ELISA (i-ELISA) for the diagnosis of Brucella infection in dromedary camels imported from Sudan to Egypt. The secondary objective of the study was to calculate the animal-level true prevalence of Brucella infection in imported camels. A cross-sectional study was carried out on 921 apparently healthy camels randomly selected from those imported from Sudan and kept in the quarantine stations in the Shalateen area of the Red Sea Governorate, Egypt, between June 2018 and January 2019. Serum samples were collected and analyzed using BPAT, RBT, and i-ELISA. The posterior estimates [medians and 95% Bayesian probability intervals (95% BPI)] for Se and Sp of the three serological tests were obtained using Bayesian latent class models (BLCMs). The BLCM was fitted with the assumption that the BPAT and RBT tests were conditionally dependent on the true brucellosis status of camels. All tests had comparable and high Se (>86%) and Sp (>98%). The animal-level true prevalence of Brucella infection in imported camels was 8.6% (95% BPI: 6.8 - 10.7). Based on these findings, the three assays could be used for the initial screening of Brucella infection in camels. However, the BPAT and RBT are more suitable for use in camel brucellosis control and eradication program in Egypt because of their low unit cost and fast turnaround time compared to the i-ELISA. In addition, BPAT and RBT could be performed in the field where in-vivo tests are rarely used due to logistic and management constraints.

摘要

布鲁氏菌病是一种具有重大经济和公共卫生影响的动物传染病。该疾病已在反刍动物中发现,包括骆驼,但由于缺乏临床症状,骆驼布鲁氏菌病的临床诊断较为困难。因此,本研究旨在评估缓冲平板抗原试验(BPAT)、虎红平板试验(RBT)和间接酶联免疫吸附试验(i-ELISA)对从苏丹进口到埃及的单峰驼布鲁氏菌感染的诊断敏感性(Se)和特异性(Sp)。该研究的次要目的是计算进口骆驼中布鲁氏菌感染的动物水平真实流行率。本研究采用横断面研究,于 2018 年 6 月至 2019 年 1 月期间,在埃及红海省沙莱廷地区的隔离站,从从苏丹进口的 921 头貌似健康的骆驼中随机抽取血清样本进行分析。血清样本采用 BPAT、RBT 和 i-ELISA 进行分析。采用贝叶斯潜在类别模型(BLCM)获得三种血清学检测方法的 Se 和 Sp 的后验估计值(中位数和 95%贝叶斯概率区间(95% BPI))。BLCM 假设 BPAT 和 RBT 试验与骆驼的真实布鲁氏菌病状态条件相关。所有检测方法均具有较高的 Se(>86%)和 Sp(>98%)。进口骆驼中布鲁氏菌感染的动物水平真实流行率为 8.6%(95% BPI:6.8-10.7)。基于这些发现,三种检测方法可用于骆驼布鲁氏菌感染的初步筛查。然而,与 i-ELISA 相比,BPAT 和 RBT 由于其单位成本低且周转时间快,更适合用于埃及的骆驼布鲁氏菌病控制和根除计划。此外,由于物流和管理限制,BPAT 和 RBT 可在现场进行,而现场很少使用体内试验。

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