Semiparametric inference in observational duration-response studies, with duration possibly right-censored

被引:20
作者
Johnson, BA [1 ]
Tsiatis, AA
机构
[1] Univ N Carolina, Dept Biostat, Chapel Hill, NC 27599 USA
[2] N Carolina State Univ, Dept Stat, Raleigh, NC 27695 USA
基金
美国国家科学基金会; 美国国家卫生研究院;
关键词
confounding; infusion trial; missing data; survival analysis;
D O I
10.1093/biomet/92.3.605
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Once treatment is found to be effective in clinical studies, attention often focuses on optimum or efficacious treatment delivery. In treatment duration-response studies, the optimum treatment delivery refers to the treatment length that optimises the mean response. In many studies, the treatment length is often left to the discretion of an attending investigator or physician but may be abruptly terminated because of treatment-terminating events. Thus, a recommended treatment length often delineates a 'treatment duration policy' which prescribes that treatment be given for a specified length of time or until a treatment-terminating event occurs, whichever comes first. Estimating a functional relationship between the response and a treatment duration policy, continuously in time, is the focus of this paper.
引用
收藏
页码:605 / 618
页数:14
相关论文
共 8 条
[1]  
Andersen P. K., 2012, Statistical models based on counting processes
[2]  
COX DR, 1972, J R STAT SOC B, V34, P187
[3]  
Fleming T.R., 1991, COUNTING PROCESSES S, DOI 10.1002/9781118150672
[4]   Estimating mean response as a function of treatment duration in an observational study, where duration may be informatively censored [J].
Johnson, BA ;
Tsiatis, AA .
BIOMETRICS, 2004, 60 (02) :315-323
[5]  
LENGLART E, 1977, ANN I H POINCARE B, V13, P171
[6]  
LIANG KY, 1986, BIOMETRIKA, V73, P13, DOI 10.1093/biomet/73.1.13
[7]   Marginal mean models for dynamic regimes [J].
Murphy, SA ;
van der Laan, MJ ;
Robins, JM .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2001, 96 (456) :1410-1423
[8]   ESTIMATING CAUSAL EFFECTS OF TREATMENTS IN RANDOMIZED AND NONRANDOMIZED STUDIES [J].
RUBIN, DB .
JOURNAL OF EDUCATIONAL PSYCHOLOGY, 1974, 66 (05) :688-701