Computational methods for case-cohort studies

被引:107
作者
Langholz, Bryan
Jiao, Jenny
机构
[1] Univ So Calif, Keck Sch Med, Dept Prevent Med, Los Angeles, CA 90089 USA
[2] Catalyst Pharmaceut Res LLC, Pasadena, CA 91105 USA
关键词
bias; Cox model; cumulative hazard; risk estimation; risk sets; stratified Cox model; time-dependent covariates;
D O I
10.1016/j.csda.2006.12.028
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Computational methods, which. can be implemented using standard Cox regression software, are given for fitting "exact" pseudo-likehood estimates and robust and asymptotic variance estimators from case-cohort data. These methods are based on the computational approach of Therneau and Li [1999. Computing the Cox model for case cohort designs. Lifetime Data Anal. 5, 99-112] but will be less subject to small sample bias. Further, it is shown how to accommodate time-dependent covariates and estimate absolute risk. Extensions to stratified case-cohort sampled data are also provided. The methods are illustrated in analyses of case-cohort samples from a study of radiation exposure from fluoroscopy and breast cancer using SAS software. (c) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:3737 / 3748
页数:12
相关论文
共 16 条
[1]  
Andersen P. K., 2012, Statistical models based on counting processes
[2]   ROBUST VARIANCE-ESTIMATION FOR THE CASE-COHORT DESIGN [J].
BARLOW, WE .
BIOMETRICS, 1994, 50 (04) :1064-1072
[3]  
BIE O, 1987, SCAND J STAT, V14, P221
[4]   BREAST-CANCER IN WOMEN AFTER REPEATED FLUOROSCOPIC EXAMINATIONS OF CHEST [J].
BOICE, JD ;
MONSON, RR .
JOURNAL OF THE NATIONAL CANCER INSTITUTE, 1977, 59 (03) :823-832
[5]   Exposure stratified case-cohort designs [J].
Borgan, O ;
Langholz, B ;
Samuelsen, SO ;
Goldstein, L ;
Pogoda, J .
LIFETIME DATA ANALYSIS, 2000, 6 (01) :39-58
[6]  
COX DR, 1972, J R STAT SOC B, V34, P187
[7]  
HRUBEC Z, 1989, CANCER RES, V49, P229
[8]  
JIAO J, 2001, THESIS U SO CALIFORN
[9]   Estimation of absolute risk from nested case-control data [J].
Langholz, B ;
Borgan, O .
BIOMETRICS, 1997, 53 (02) :767-774
[10]   COX REGRESSION WITH INCOMPLETE COVARIATE MEASUREMENTS [J].
LIN, DY ;
YING, Z .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1993, 88 (424) :1341-1349