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重新加权估计值以扩大临床试验的外部有效性:方法学考虑。

Reweighting estimators to extend the external validity of clinical trials: methodological considerations.

机构信息

Department of Statistics, Ohio State University, Columbus, Ohio, USA.

FSP Biometrics, Syneos Health, Toronto, Ontario, Canada.

出版信息

J Biopharm Stat. 2023 Sep 3;33(5):515-543. doi: 10.1080/10543406.2022.2162067. Epub 2023 Jan 23.

DOI:10.1080/10543406.2022.2162067
PMID:36688658
Abstract

Methods to extend the strong internal validity of randomized controlled trials to reliably estimate treatment effects in target populations are gaining attention. This paper enumerates steps recommended for undertaking such extended inference, discusses currently viable choices for each one, and provides recommendations. We demonstrate a complete extended inference from a clinical trial studying a pharmaceutical treatment for Alzheimer's disease (AD) to a realistic target population of European residents diagnosed with AD. This case study highlights approaches to overcoming practical difficulties and demonstrates limitations of reliably extending inference from a trial to a real-world population.

摘要

将随机对照试验的强内部有效性扩展到可靠估计目标人群的治疗效果的方法正受到关注。本文列举了开展此类扩展推断所建议的步骤,讨论了每一步目前可行的选择,并提供了建议。我们从一项研究阿尔茨海默病(AD)药物治疗的临床试验中进行了完整的扩展推断,将其推广到了真实的欧洲 AD 患者目标人群。这个案例研究强调了克服实际困难的方法,并说明了从试验可靠地推广到真实人群的推断的局限性。

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引用本文的文献

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Model-informed approach to estimate treatment effect in placebo-controlled clinical trials using an artificial intelligence-based propensity weighting methodology to account for non-specific responses to treatment.基于模型的方法,使用基于人工智能的倾向加权方法估计安慰剂对照临床试验中的治疗效果,以考虑对治疗的非特异性反应。
J Pharmacokinet Pharmacodyn. 2024 Dec 10;52(1):5. doi: 10.1007/s10928-024-09950-7.
2
Promoting diversity in clinical trials: insights from planning the ALUMNI AD study in historically underrepresented US populations with early symptomatic Alzheimer's disease.促进临床试验的多样性:规划针对美国历史上代表性不足的早期症状性阿尔茨海默病患者群体的“校友广告”(ALUMNI AD)研究的见解。
EClinicalMedicine. 2024 Jul 13;73:102693. doi: 10.1016/j.eclinm.2024.102693. eCollection 2024 Jul.