Instrumental variables and interactions in the causal analysis of a complex clinical trial

被引:15
|
作者
Bond, Simon J.
White, Ian R.
Walker, A. Sarah
机构
[1] Inst Publ Hlth, MRC, Biostat Unit, Cambridge CB2 2SR, England
[2] MRC, Clin Trials Unit, London, England
基金
英国医学研究理事会;
关键词
instrumental variables; causality; randomized control trial; longitudinal; interaction; non-compliance;
D O I
10.1002/sim.2644
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
We consider the application of instrumental variable techniques in a longitudinal clinical trial in paediatric HIV/AIDS, with a substantial degree of non-compliance to randomized treatment (Nelfinavir versus placebo) and with left censoring of the outcome variable (HIV RNA concentration). We consider in detail the assumptions and implications behind the inclusion and exclusion of interactions between randomized arm and baseline covariates in modelling actual treatment received, and between treatment and baseline covariates in modelling outcome. Estimated treatment effects were sensitive to inclusion of interactions, and we show how such sensitivity can be explored and explained. Copyright (c) 2006 John Wiley & Sons, Ltd.
引用
收藏
页码:1473 / 1496
页数:24
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