Accounting for bias due to a non-ignorable tracing mechanism in a retrospective breast cancer cohort study

被引:2
|
作者
Titman, Andrew C. [1 ]
Lancaster, Gillian A. [1 ]
Carmichael, Katie [2 ]
Scutt, Diane [2 ]
机构
[1] Univ Lancaster, Dept Math & Stat, Lancaster LA1 4YW, England
[2] Univ Liverpool, Sch Hlth Sci, Liverpool L69 3BX, Merseyside, England
关键词
multi-state model; tracing bias; breast cancer; pseudo-likelihood; PROPORTIONAL HAZARDS MODELS; COMPETING RISKS; MULTISTATE MODELS; MARKOV MODEL;
D O I
10.1002/sim.4118
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
We consider the analysis of competing risks in a retrospective breast cancer cohort study where tracing of patients is dependent on survival to a pre-specified truncation time. We demonstrate that if ignored, the observed cause-specific hazards will become distorted before the truncation time. Two approaches to account for the tracing bias are considered. First, a likelihood-based method using piecewise constant transition intensities under a Markov assumption. Second, a pseudo-likelihood method using inverse probability of tracing weights. For the breast cancer example, both methods improve the precision of estimates compared with a conventional approach based on excluding patients. (C) Copyright 2010 John Wiley & Sons, Ltd.
引用
收藏
页码:324 / 334
页数:11
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