OptumLabs, Eden Prairie, MN, USA; Brandeis University, Waltham, MA, USA.
OptumLabs Visiting Fellow, Eden Prairie, MN, USA; Departments of Epidemiology and Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA.
Value Health. 2023 Feb;26(2):176-184. doi: 10.1016/j.jval.2022.07.003. Epub 2022 Aug 13.
The Observational Patient Evidence for Regulatory Approval Science and Understanding Disease (OPERAND) project examines whether real-world data (RWD) can be used to inform regulatory decision making.
OPERAND evaluates whether observational analyses using RWD to emulate index trials can produce effect estimates similar to those of the trials and examines the impact of relaxing the eligibility criteria of the observational analyses to obtain samples that more closely match the real-world populations receiving the treatments. In OPERAND, 2 research teams independently attempt to emulate the ROCKET Atrial Fibrillation and LEAD-2 trials using OptumLabs data. This article describes the design of the project, summarizes the approaches of the 2 research teams, and presents feasibility results for 2 emulations using new-user designs.
There were differences in the teams' conceptualizations of the emulation, design decisions for cohort identification, and resulting RWD cohorts. These differences occurred even though both teams were guided by the same index trials and had access to the same source of RWD.
Reasonable alternative design and analysis approaches may be taken to answer the same research question, even when attempting to emulate the same index trial. Researcher decision making is an understudied and potentially important source of variability across RWD analyses.
观察性患者证据在监管审批科学和疾病理解(OPERAND)项目研究了真实世界数据(RWD)是否可用于为监管决策提供信息。
OPERAND 评估了使用 RWD 模拟索引试验的观察性分析是否可以产生与试验相似的效果估计,并研究了放宽观察性分析的纳入标准以获得更接近接受治疗的真实世界人群的样本的影响。在 OPERAND 中,2 个研究团队独立尝试使用 OptumLabs 数据模拟 ROCKET 心房颤动和 LEAD-2 试验。本文描述了该项目的设计,总结了 2 个研究团队的方法,并介绍了使用新用户设计进行的 2 次模拟的可行性结果。
尽管两个团队都受到相同的索引试验的指导,并且可以访问相同的 RWD 来源,但在模拟的概念化、队列识别的设计决策以及由此产生的 RWD 队列方面存在差异。
即使试图模拟相同的索引试验,也可以采取合理的替代设计和分析方法来回答相同的研究问题。研究人员的决策是 RWD 分析中变异性的一个研究不足且潜在重要的来源。