School of Public Health & Global Health Institute, Wuhan University, No 115, Donghu Road, Wuhan 430071, China.
Int J Environ Res Public Health. 2013 Jul 5;10(7):2799-812. doi: 10.3390/ijerph10072799.
A Bayesian inference model was introduced to estimate community prevalence of Schistosomiasis japonica infection based on the data of a large-scale survey of Schistosomiasis japonica in the lake region in Hubei Province. A multistage cluster random sampling approach was applied to the endemic villages in the lake regions of Hubei Province in 2011. IHA test and Kato-Katz test were applied for the detection of the S. japonica infection in the sampled population. Expert knowledge on sensitivities and specificities of IHA test and Kato-Katz test were collected based on a two-round interview. Prevalence of S. japonica infection was estimated by a Bayesian hierarchical model in two different situations. In Situation 1, Bayesian estimation used both IHA test data and Kato-Katz test data to estimate the prevalence of S. japonica. In Situation 2, only IHA test data was used for Bayesian estimation. Finally 14 cities and 46 villages from the lake regions of Hubei Province including 50,980 residents were sampled. Sensitivity and specificity for IHA test ranged from 80% to 90% and 70% to 80%, respectively. For the Kato-Katz test, sensitivity and specificity were from 20% to 70% and 90% to 100%, respectively. Similar estimated prevalence was obtained in the two situations. Estimated prevalence among sampled villages was almost below 13% in both situations and varied from 0.95% to 12.26% when only using data from the IHA test. The study indicated that it is feasible to apply IHA test only combining with Bayesian method to estimate the prevalence of S. japonica infection in large-scale surveys.
引入贝叶斯推断模型,基于湖北省湖区日本血吸虫病大规模调查数据,估算日本血吸虫病社区感染流行率。2011 年,采用多阶段聚类随机抽样方法,对湖北省湖区的流行村进行抽样。应用间接血凝试验(IHA)和加藤厚涂片法(Kato-Katz)检测抽样人群的日本血吸虫感染。根据两轮访谈收集 IHA 试验和加藤厚涂片法的敏感性和特异性的专家知识。在两种不同情况下,采用贝叶斯层次模型估计日本血吸虫病的流行率。在情况 1 中,贝叶斯估计使用 IHA 试验和加藤厚涂片法数据来估计日本血吸虫病的流行率。在情况 2 中,仅使用 IHA 试验数据进行贝叶斯估计。最终从湖北省湖区的 14 个城市和 46 个村庄抽取了 50980 名居民。IHA 试验的敏感性和特异性范围分别为 80%至 90%和 70%至 80%。对于加藤厚涂片法,敏感性和特异性分别为 20%至 70%和 90%至 100%。两种情况下得到了相似的估计流行率。两种情况下抽样村庄的估计流行率均低于 13%,仅使用 IHA 试验数据时,从 0.95%到 12.26%不等。该研究表明,仅使用 IHA 试验结合贝叶斯方法来估计大规模调查中的日本血吸虫病感染流行率是可行的。