School of Social and Community Medicine, University of Bristol, Bristol, BS8 2PS, UK.
Res Synth Methods. 2012 Jun;3(2):126-41. doi: 10.1002/jrsm.1040. Epub 2012 Jun 4.
Dichotomous outcomes in pairwise meta-analysis are typically summarised using the odds ratio (OR), relative risk (RR) or risk difference (RD). The hazard ratio (HR) may also be used where events occur over time. Choice of scale is often determined by ease of interpretation or mathematical properties of a measure, as there is frequently insufficient power to compare goodness-of-fit across different scales. Network meta-analysis (NMA) combines evidence across a network of treatment comparisons. NMA allows the combination of a greater numbers of trials, so there is greater potential to use goodness-of-fit statistics to determine an appropriate scale on which the effects of treatments are additive. In this paper, we explore choice of scale in an NMA of childhood nocturnal enuresis for the outcome 'failure to achieve 14 days consecutive dry nights'. We compare OR, RR of both the harmful (RRH) and the beneficial (RRB) outcomes, RD and HR. Using a Bayesian framework, the posterior mean residual deviance and deviance information criterion are used to evaluate model fit and selection between the different summary effect measures. We use I(2) to examine within-comparison heterogeneity for the pairwise analyses. The results suggest that the HR and RRB provide the best fit. We conclude that choice of scale should be based on physiological and epidemiological understanding of the disease process, together with an empirical assessment of model adequacy. HR should be given greater consideration where there is an underlying time-to-event process. We demonstrate how results can be transformed to an alternative scale to aid interpretability. Copyright © 2012 John Wiley & Sons, Ltd.
二项结局的成对荟萃分析通常使用优势比(OR)、相对风险(RR)或风险差(RD)进行总结。当事件随时间发生时,也可以使用风险比(HR)。选择尺度通常取决于测量的解释方便或数学特性,因为通常没有足够的能力来比较不同尺度的拟合优度。网络荟萃分析(NMA)结合了治疗比较网络中的证据。NMA 允许更多的试验组合,因此更有可能使用拟合优度统计来确定治疗效果相加的适当尺度。在本文中,我们探讨了在儿童夜间遗尿的 NMA 中选择比例的问题,该结果为“未能达到 14 天连续干燥夜晚”。我们比较了 OR、有害(RRH)和有益(RRB)结局的 RR、RD 和 HR。使用贝叶斯框架,后验均值残差和偏差信息准则用于评估模型拟合度和不同汇总效果测量之间的选择。我们使用 I(2) 来检查成对分析中的组内异质性。结果表明 HR 和 RRB 提供了最佳拟合。我们得出的结论是,尺度的选择应基于对疾病过程的生理和流行病学理解,以及对模型充分性的实证评估。如果存在潜在的事件发生过程,应更多地考虑使用 HR。我们展示了如何将结果转换为替代尺度以帮助解释。版权所有©2012 约翰威立父子有限公司