Division of Biostatistics, Department of Epidemiology and Population Health Albert Einstein College of Medicine, Bronx, NY 10461.
Stat Med. 2019 Feb 20;38(4):650-659. doi: 10.1002/sim.7999. Epub 2018 Oct 28.
In noninferiority (NI) trials, an ongoing methodological challenge is how to handle in the analysis the subjects who are nonadherent to their assigned treatment. Some investigators perform the intent-to-treat (ITT) as the primary analysis and the per-protocol (PP) analysis as sensitivity analysis, whereas others do the reverse since ITT results may be anticonservative in the NI setting. But even when there is agreement between the ITT and PP approaches, NI of the experimental therapy to the comparator is not guaranteed. We propose that a tipping point method be used to further assess the impact of nonadherence on the results of a NI trial. In this approach, data from the nonadherers obtained after treatment discontinuation is not used, and their outcomes under the counterfactual situation of complete adherence are considered missing. The tipping point analysis indicates how sensitive the NI trial results are to the values of these missing counterfactual outcomes. The advantages of this approach are that a model or mechanism for the missing outcomes does not have to be assumed, and all subjects who were randomized are included in the analysis. We consider both binary and continuous outcomes and propose extensions to accommodate different types of nonadherence. The methods are illustrated with examples from two NI trials, one to evaluate different doses of radiation therapy to treat painful bone metastases and the other to compare treatments for reducing depression in adolescents.
在非劣效性 (NI) 试验中,一个持续存在的方法学挑战是如何在分析中处理不遵守其分配治疗方案的受试者。一些研究人员将意向治疗 (ITT) 作为主要分析,将符合方案 (PP) 分析作为敏感性分析,而另一些研究人员则相反,因为在 NI 环境中,ITT 结果可能过于保守。但是,即使 ITT 和 PP 方法之间存在一致性,也不能保证实验治疗对比较剂的 NI。我们建议使用临界点方法来进一步评估不依从对 NI 试验结果的影响。在这种方法中,不依从者在治疗中断后获得的数据不被使用,并且他们在完全依从的情况下的假想结果被视为缺失。临界点分析表明 NI 试验结果对这些缺失假想结果值的敏感性。这种方法的优点是不必假设缺失结果的模型或机制,并且所有随机分配的受试者都包括在分析中。我们考虑了二分类和连续结果,并提出了扩展以适应不同类型的不依从。该方法通过来自两个 NI 试验的例子进行说明,一个是评估不同剂量的放射治疗治疗疼痛性骨转移,另一个是比较治疗青少年抑郁的方法。