Semiparametric inference of treatment effects on restricted mean survival time in two sample problems from length-biased samples

被引:1
|
作者
Yang, Xiaoran [1 ]
Du, Junjie [1 ]
Bai, Fangfang [1 ]
机构
[1] Univ Int Business & Econ, Sch Stat, Beijing 100029, Peoples R China
关键词
Length-biased data; Restricted mean survival time; Semiparametric inference; Treatment effect; Two sample problem;
D O I
10.1016/j.spl.2022.109715
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Estimating treatment effects on restricted mean survival time(RMST) is often of direct interest in clinical studies. We propose two approaches based on estimating equation to estimate treatment effects on RMST under the setting of length-biased sampling. The asymptotic properties for the proposed estimators are derived. Simulation studies are performed to evaluate the performance of the methods in finite sample sizes. In addition, we apply our procedures to Oscar Award data. (c) 2022 Elsevier B.V. All rights reserved.
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页数:6
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  • [1] Nonparametric and semiparametric estimators of restricted mean survival time under length-biased sampling
    He, Yifan
    Zhou, Yong
    [J]. LIFETIME DATA ANALYSIS, 2020, 26 (04) : 761 - 788
  • [2] Nonparametric and semiparametric estimators of restricted mean survival time under length-biased sampling
    Yifan He
    Yong Zhou
    [J]. Lifetime Data Analysis, 2020, 26 : 761 - 788
  • [3] Inference for restricted mean survival time as a function of restriction time under length-biased sampling
    Bai, Fangfang
    Yang, Xiaoran
    Chen, Xuerong
    Wang, Xiaofei
    [J]. STATISTICAL METHODS IN MEDICAL RESEARCH, 2024,
  • [4] Analysis of restricted mean survival time for length-biased data
    Lee, Chi Hyun
    Ning, Jing
    Shen, Yu
    [J]. BIOMETRICS, 2018, 74 (02) : 575 - 583
  • [5] Inference for the treatment effects in two sample problems with right-censored and length-biased data
    Lin, Cunjie
    Zhou, Yong
    [J]. STATISTICS & PROBABILITY LETTERS, 2014, 90 : 17 - 24
  • [6] SEMIPARAMETRIC INFERENCE FOR THE PROPORTIONAL MEAN RESIDUAL LIFE MODEL WITH RIGHT-CENSORED LENGTH-BIASED DATA
    Bai, Fangfang
    Huang, Jian
    Zhou, Yong
    [J]. STATISTICA SINICA, 2016, 26 (03) : 1129 - 1158
  • [7] Accounting for delayed entry into observational studies and clinical trials: length-biased sampling and restricted mean survival time
    Lee, Mei-Ling Ting
    Lawrence, John
    Chen, Yiming
    Whitmore, G. A.
    [J]. LIFETIME DATA ANALYSIS, 2022, 28 (04) : 637 - 658
  • [8] Accounting for delayed entry into observational studies and clinical trials: length-biased sampling and restricted mean survival time
    Mei-Ling Ting Lee
    John Lawrence
    Yiming Chen
    G. A. Whitmore
    [J]. Lifetime Data Analysis, 2022, 28 : 637 - 658
  • [9] Double Bias: Estimation of Causal Effects from Length-Biased Samples in the Presence of Confounding
    Ertefaie, Ashkan
    Asgharian, Masoud
    Stephens, David A.
    [J]. INTERNATIONAL JOURNAL OF BIOSTATISTICS, 2015, 11 (01): : 69 - 89
  • [10] A unified semi-empirical likelihood ratio confidence interval for treatment effects in the two sample problem with length-biased data
    Li, Tao
    Wu, Mengyun
    Zhou, Yong
    [J]. STATISTICS AND ITS INTERFACE, 2018, 11 (03) : 531 - 540