设计检测疟疾媒介种群密度抑制的聚类随机对照试验的要求。

IF 4.5 1区 生物学 Q1 BIOLOGY
Penelope A Hancock, Tin-Yu J Hui, Patric S Epopa, Azize Milogo, Andrew R McKemey, Franck A Yao, Abdoulaye Diabaté, Austin Burt
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引用次数: 0

摘要

背景:蚊媒疾病控制的新干预措施正在向现场应用方向发展,这些干预措施释放经过绝育或基因改造的转基因蚊子,使其后代无法生存。聚类随机对照试验(crct)可以为现场环境中干预措施抑制蚊子种群的效果提供可靠的评估,但设计聚类随机对照试验以检测蚊子抑制效果的指南有限。结果:我们通过在布基纳法索西部四个村庄测量冈比亚按蚊群疟疾病媒物种密度的5年时间序列,开发了模拟crct的统计模型。我们估计了平行和阶梯楔形设计的需求,不同的目标载体种类,抑制效果和监测制度。为了达到50%的抑制效果,需要21-22个簇以90%的功率检测到抑制。冈比亚复杂物种的目标,而24-26集群,当只有An。以coluzzii为目标,需要60-66个簇。冈比亚成为袭击目标。为了获得更强的抑制效果,所需的试验规模对目标物种的依赖性较小,9-10个簇足以检测到90%的抑制效果。我们调查了通过减少抽样房屋数量和将抽样限制在雨季来减少抽样工作量如何影响统计效力。结论:我们的研究结果为设计crct来评估旨在抑制疟疾媒介种群的干预措施提供了基于经验的指导。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Requirements for designing cluster randomised control trials to detect suppression of malaria vector population densities.

Background: Novel interventions for mosquito-borne disease control which release modified mosquitoes that are sterilised or genetically modified to cause offspring inviability are progressing towards field applications. Cluster randomised control trials (CRCTs) could provide robust assessment of intervention efficacy in suppressing mosquito populations in field environments, but guidance on designing CRCTs to detect mosquito suppression impacts is limited.

Results: We developed statistical models to simulate CRCTs, informed by a 5-year time series measuring densities of malaria vector species from the Anopheles gambiae complex in four villages in western Burkina Faso. We estimated requirements for parallel and step wedge designs, varying the targeted vector species, the suppression effect and the monitoring regime. For a suppression effect of 50%, 21-22 clusters were required to detect suppression with 90% power when all An. gambiae complex species were targeted, while 24-26 clusters were required when only An. coluzzii was targeted and 60-66 clusters were required when only An. gambiae was targeted. For stronger suppression effects, required trial sizes depended less on target species, with 9-10 clusters being sufficient to detect a 90% suppression effect. We investigated how reducing sampling effort, by sampling fewer houses and restricting sampling to rainy season months, affected statistical power.

Conclusions: Our results provide empirically based guidance for designing CRCTs to evaluate interventions aiming to suppress malaria vector populations.

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来源期刊
BMC Biology
BMC Biology 生物-生物学
CiteScore
7.80
自引率
1.90%
发文量
260
审稿时长
3 months
期刊介绍: BMC Biology is a broad scope journal covering all areas of biology. Our content includes research articles, new methods and tools. BMC Biology also publishes reviews, Q&A, and commentaries.
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