Estimating Survival Treatment Effects with Covariate Adjustment Using Propensity Score

被引:0
|
作者
Yong Xiu Cao
Xin Cheng Zhang
Ji Chang Yu
机构
[1] Zhongnan University of Economics and Law,School of Statistics and Mathematics
关键词
Accelerated failure time model; covariate adjustment; observational study; propensity score; simultaneous estimating equations; 62N01; 62N02;
D O I
暂无
中图分类号
学科分类号
摘要
Propensity score is widely used to estimate treatment effects in observational studies. The covariate adjustment using propensity score is the most straightforward method in the literature of causal inference. In this article, we estimate the survival treatment effect with covariate adjustment using propensity score in the semiparametric accelerated failure time model. We establish the asymptotic properties of the proposed estimator by simultaneous estimating equations. We conduct simulation studies to evaluate the finite sample performance of the proposed method. A real data set from the German Breast Cancer Study Group is analyzed to illustrate the proposed method.
引用
收藏
页码:2057 / 2068
页数:11
相关论文
共 50 条
  • [11] Propensity score methods for estimating treatment delay effects
    Jung, Jooyi
    Song, Hyunjin
    Han, Seungbong
    KOREAN JOURNAL OF APPLIED STATISTICS, 2022, 35 (05) : 415 - 445
  • [12] Propensity score methods for estimating treatment delay effects
    Jung, Jooyi
    Song, Hyunjin
    Han, Seungbong
    KOREAN JOURNAL OF APPLIED STATISTICS, 2023, 36 (05) : 415 - 445
  • [13] Reducing treatment selection bias for estimating treatment effects using propensity score method
    Park, Peter Young-Jin
    Saccomanno, Frank Fedel
    JOURNAL OF TRANSPORTATION ENGINEERING, 2007, 133 (02) : 112 - 118
  • [14] Confounding Control by Traditional Covariate Adjustment, Propensity Score Matching, and High Dimensional Propensity Score in a Cohort Study
    Gao, Shujun
    Dai, Wanju
    Zhang, Ling
    Caubel, Patrick
    Juhaeri, Juhaeri
    PHARMACOEPIDEMIOLOGY AND DRUG SAFETY, 2013, 22 : 218 - 218
  • [15] Estimating Treatment Effects of a Training Programme in Slovakia Using Propensity Score Matching
    Stefanik, Miroslav
    EKONOMICKY CASOPIS, 2014, 62 (06): : 631 - 645
  • [16] Covariate balancing propensity score
    Imai, Kosuke
    Ratkovic, Marc
    JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 2014, 76 (01) : 243 - 263
  • [17] Covariate balance-related propensity score weighting in estimating overall hazard ratio with distributed survival data
    Huang, Chen
    Wei, Kecheng
    Wang, Ce
    Yu, Yongfu
    Qin, Guoyou
    BMC MEDICAL RESEARCH METHODOLOGY, 2023, 23 (01)
  • [18] Covariate balance-related propensity score weighting in estimating overall hazard ratio with distributed survival data
    Chen Huang
    Kecheng Wei
    Ce Wang
    Yongfu Yu
    Guoyou Qin
    BMC Medical Research Methodology, 23
  • [19] Performance of a propensity score adjustment in longitudinal studies with covariate-dependent representation
    Leon, Andrew C.
    Hedeker, Donald
    Li, Chunshan
    Demirtas, Hakan
    STATISTICS IN MEDICINE, 2012, 31 (20) : 2262 - 2274
  • [20] Covariate adjustment in subgroup analyses of randomized clinical trials: A propensity score approach
    Yang, Siyun
    Li, Fan
    Thomas, Laine E.
    Li, Fan
    CLINICAL TRIALS, 2021, 18 (05) : 570 - 581