An index approach for the Cox model with left censored covariates

被引:32
作者
D'Anaelo, Gina [1 ]
Weissfeld, Lisa [2 ,3 ]
机构
[1] Washington Univ, Sch Med, Div Biostat, St Louis, MO 63110 USA
[2] Univ Pittsburgh, Grad Sch Publ Hlth, Dept Biostat, Pittsburgh, PA 15261 USA
[3] Univ Pittsburgh, CRISMA Lab, Pittsburgh, PA 15261 USA
关键词
censored data; detection limit; incomplete covariate; index approach; survival analysis;
D O I
10.1002/sim.3285
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Medical studies frequently collect biological markers in which many subjects have values below the detectable limits of the assay, resulting in heavily censored data. We develop a modification of the Rigobon and Stoker index method for application to a Cox regression model with censored covariates. The index approach is compared with a complete case method and various fill-in methods. Our simulation results demonstrated that the index approach is an improvement over the other methods. We illustrated the usefulness of this approach with an example for the GenIMS study examining the relationship between two inflammatory markers and survival. Copyright (c) 2008 John Wiley & Sons, Ltd.
引用
收藏
页码:4502 / 4514
页数:13
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