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应用潜在马尔可夫模型评价循环阴沟型抗原检测试剂盒在乌干达进行血吸虫病治疗前后的诊断效果。

A latent Markov modelling approach to the evaluation of circulating cathodic antigen strips for schistosomiasis diagnosis pre- and post-praziquantel treatment in Uganda.

机构信息

MRC Centre for Outbreak Analysis and Modelling, Department of Infectious Disease Epidemiology, Imperial College London, London, United Kingdom ; Department of Statistics, London School of Economics and Political Science, London, United Kingdom.

MRC Centre for Outbreak Analysis and Modelling, Department of Infectious Disease Epidemiology, Imperial College London, London, United Kingdom.

出版信息

PLoS Comput Biol. 2013;9(12):e1003402. doi: 10.1371/journal.pcbi.1003402. Epub 2013 Dec 19.

Abstract

Regular treatment with praziquantel (PZQ) is the strategy for human schistosomiasis control aiming to prevent morbidity in later life. With the recent resolution on schistosomiasis elimination by the 65th World Health Assembly, appropriate diagnostic tools to inform interventions are keys to their success. We present a discrete Markov chains modelling framework that deals with the longitudinal study design and the measurement error in the diagnostic methods under study. A longitudinal detailed dataset from Uganda, in which one or two doses of PZQ treatment were provided, was analyzed through Latent Markov Models (LMMs). The aim was to evaluate the diagnostic accuracy of Circulating Cathodic Antigen (CCA) and of double Kato-Katz (KK) faecal slides over three consecutive days for Schistosoma mansoni infection simultaneously by age group at baseline and at two follow-up times post treatment. Diagnostic test sensitivities and specificities and the true underlying infection prevalence over time as well as the probabilities of transitions between infected and uninfected states are provided. The estimated transition probability matrices provide parsimonious yet important insights into the re-infection and cure rates in the two age groups. We show that the CCA diagnostic performance remained constant after PZQ treatment and that this test was overall more sensitive but less specific than single-day double KK for the diagnosis of S. mansoni infection. The probability of clearing infection from baseline to 9 weeks was higher among those who received two PZQ doses compared to one PZQ dose for both age groups, with much higher re-infection rates among children compared to adolescents and adults. We recommend LMMs as a useful methodology for monitoring and evaluation and treatment decision research as well as CCA for mapping surveys of S. mansoni infection, although additional diagnostic tools should be incorporated in schistosomiasis elimination programs.

摘要

定期使用吡喹酮(PZQ)治疗是控制人体血吸虫病的策略,旨在预防日后发病。随着第 65 届世界卫生大会最近通过了消除血吸虫病的决议,适当的诊断工具来为干预措施提供信息是其成功的关键。我们提出了一个离散马尔可夫链建模框架,用于处理研究中的纵向研究设计和诊断方法中的测量误差。乌干达的一个纵向详细数据集被分析了,其中提供了一剂或两剂吡喹酮治疗。通过潜在马尔可夫模型(LMM)进行分析。目的是通过基线和两次治疗后随访时的年龄组,同时评估循环阴极抗原(CCA)和双加藤氏粪便涂片对曼氏血吸虫感染的诊断准确性。提供了诊断测试的敏感性和特异性以及随时间推移的真实潜在感染率,以及从感染状态到未感染状态的转变概率。估计的转移概率矩阵提供了有关两个年龄组再感染和治愈率的简洁但重要的见解。我们表明,PZQ 治疗后 CCA 的诊断性能保持不变,并且与单日内双加藤氏法相比,该测试总体上对曼氏血吸虫感染的诊断更敏感但特异性较低。与青少年和成年人相比,两组中接受两剂吡喹酮治疗的人从基线到 9 周时清除感染的可能性更高,而儿童的再感染率则高得多。我们建议使用 LMM 作为监测、评估和治疗决策研究的有用方法,以及 CCA 用于曼氏血吸虫病感染的绘图调查,尽管消除血吸虫病方案应纳入其他诊断工具。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6250/3868541/d786c74c0650/pcbi.1003402.g001.jpg

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