MRC London Hub for Trials Methodology Research, London, United Kingdom.
London School of Hygiene and Tropical Medicine, London, United Kingdom.
Am J Trop Med Hyg. 2019 Dec;101(6):1434-1441. doi: 10.4269/ajtmh.19-0111.
In addition to the direct effect of insecticide-treated nets (ITNs), there has been evidence for spatial indirect effects. Spatial analyses in cluster randomized trials (CRTs) are rare, but a large-scale CRT from 1993 was one of the first to conduct a spatial analysis of ITNs in CRTs. We revisit these data by applying a broader range of contemporary spatial methods to further explore spatial spillover. We conducted three analyses: 1) exploratory spatial analysis, considering spatial patterns and spillover in the data; 2) spatial modeling, estimating the intervention effect considering spatial effects; and 3) analysis of distance-based spillover and interaction with the intervention, characterizing the functional distance over which the spillover effect was present. There were consistent indications of spatial patterns from the exploratory analysis. Bed nets were associated with a 17% reduction in all-cause mortality for children aged 6-59 months, and the intervention estimate remained robust when allowing for the spatial structure of the data. There was strong evidence of a spatial spillover effect: for every additional 100 m that a control household was from an intervention household (and vice versa), the standardized mortality ratio (SMR) increased by 1.7% (SMR 1.017, 95% credible interval 1.006-1.026). Despite evidence of a spatial spillover effect, the conclusions of the trial remain unaffected by spatial model specifications. Use of ITNs was clearly beneficial for individuals, and there was compelling evidence that they provide an indirect benefit to individuals living nearby. This article demonstrates the extra utility that spatial methods can provide when analyzing a CRT.
除了杀虫剂处理过的蚊帐(ITN)的直接效果外,还有空间间接效果的证据。在集群随机试验(CRT)中进行空间分析很少见,但一项大规模的 CRT 是最早在 CRT 中进行 ITN 空间分析的 CRT 之一。我们通过应用更广泛的当代空间方法来重新审视这些数据,以进一步探索空间溢出。我们进行了三项分析:1)探索性空间分析,考虑数据中的空间模式和溢出;2)空间建模,考虑空间效应估计干预效果;3)基于距离的溢出和与干预的相互作用分析,描述溢出效应存在的功能距离。探索性分析有一致的空间模式迹象。对于 6-59 个月大的儿童,所有原因死亡率降低了 17%,并且当允许数据的空间结构时,干预估计仍然稳健。有很强的证据表明存在空间溢出效应:对于控制家庭与干预家庭之间每增加 100 米(反之亦然),标准化死亡率比(SMR)增加 1.7%(SMR 1.017,95%可信区间 1.006-1.026)。尽管存在空间溢出效应的证据,但试验的结论不受空间模型规格的影响。使用 ITN 显然对个人有益,并且有确凿的证据表明它们为附近居住的个人提供了间接利益。本文展示了空间方法在分析 CRT 时可以提供的额外效用。