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

被引:3
|
作者
Kaizar, Eloise [1 ]
Lin, Chen-Yen [2 ]
Faries, Douglas [3 ]
Johnston, Joseph [4 ]
机构
[1] Ohio State Univ, Dept Stat, 221 Cockins Hall,1958 Neil Ave, Columbus, OH 43210 USA
[2] Syneos Hlth, FSP Biometr, Toronto, ON, Canada
[3] Eli Lilly & Co, Real World Analyt, Indianapolis, IN USA
[4] Eli Lilly & Co, Value Evidence & Outcomes, Indianapolis, IN USA
关键词
extended inference; generalization; transportation; diagnostic; PROPENSITY SCORE ESTIMATION; CAUSAL INFERENCE; GENERALIZING EVIDENCE; INVERSE PROBABILITY; COVARIATE BALANCE; RANDOMIZED-TRIALS; ROBUST ESTIMATION; MISSING DATA; REGRESSION; WEIGHTS;
D O I
10.1080/10543406.2022.2162067
中图分类号
R9 [药学];
学科分类号
1007 ;
摘要
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.
引用
收藏
页码:515 / 543
页数:29
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