Cope Shannon, Zhang Jie, Saletan Stephen, Smiechowski Brielan, Jansen Jeroen P, Schmid Peter
Mapi, 33 Bloor Street East, Suite 1300, Toronto, Ontario M4W 3H1, Canada.
BMC Med. 2014 Jun 5;12:93. doi: 10.1186/1741-7015-12-93.
The aim of this study is to outline a general process for assessing the feasibility of performing a valid network meta-analysis (NMA) of randomized controlled trials (RCTs) to synthesize direct and indirect evidence for alternative treatments for a specific disease population.
Several steps to assess the feasibility of an NMA are proposed based on existing recommendations. Next, a case study is used to illustrate this NMA feasibility assessment process in order to compare everolimus in combination with hormonal therapy to alternative chemotherapies in terms of progression-free survival for women with advanced breast cancer.
A general process for assessing the feasibility of an NMA is outlined that incorporates explicit steps to visualize the heterogeneity in terms of treatment and outcome characteristics (Part A) as well as the study and patient characteristics (Part B). Additionally, steps are performed to illustrate differences within and across different types of direct comparisons in terms of baseline risk (Part C) and observed treatment effects (Part D) since there is a risk that the treatment effect modifiers identified may not explain the observed heterogeneity or inconsistency in the results due to unexpected, unreported or unmeasured differences. Depending on the data available, alternative approaches are suggested: list assumptions, perform a meta-regression analysis, subgroup analysis, sensitivity analyses, or summarize why an NMA is not feasible.
The process outlined to assess the feasibility of an NMA provides a stepwise framework that will help to ensure that the underlying assumptions are systematically explored and that the risks (and benefits) of pooling and indirectly comparing treatment effects from RCTs for a particular research question are transparent.
本研究的目的是概述一个总体流程,用于评估对随机对照试验(RCT)进行有效网络荟萃分析(NMA)的可行性,以综合针对特定疾病人群的替代治疗的直接和间接证据。
基于现有建议提出了几个评估NMA可行性的步骤。接下来,通过一个案例研究来说明这个NMA可行性评估过程,以便在晚期乳腺癌女性的无进展生存期方面,将依维莫司联合激素疗法与替代化疗进行比较。
概述了一个评估NMA可行性的总体流程,该流程纳入了明确的步骤,以在治疗和结局特征方面(A部分)以及研究和患者特征方面(B部分)可视化异质性。此外,还采取了一些步骤来说明不同类型直接比较在基线风险方面(C部分)和观察到的治疗效果方面(D部分)的差异,因为存在这样的风险,即所确定的治疗效果修饰因素可能无法解释由于意外、未报告或未测量的差异而在结果中观察到的异质性或不一致性。根据可用数据,建议采用替代方法:列出假设、进行元回归分析、亚组分析、敏感性分析,或总结为什么NMA不可行。
所概述的评估NMA可行性的流程提供了一个逐步的框架,这将有助于确保系统地探讨潜在假设,并且对于特定研究问题汇总和间接比较RCT治疗效果的风险(和益处)是透明的。