Literature DB >> 33716388

Covariate adjustment via propensity scores for recurrent events in the presence of dependent censoring.

Youngjoo Cho1, Debashis Ghosh2.   

Abstract

Dependent censoring is common in many medical studies, especially when there are multiple occurrences of the event of interest. Ghosh and Lin (2003) and Hsieh, Ding and Wang (2011) proposed estimation procedures using an artificial censoring technique. However, if covariates are not bounded, then these methods can cause excessive artificial censoring. In this paper, we propose estimation procedures for the treatment effect based on a novel application of propensity scores. Simulation studies show that the proposed method provides good finite-sample properties. The techniques are illustrated with an application to an HIV dataset.

Entities:  

Keywords:  Accelerated failure time model; Empirical process; Propensity score; Resampling; Survival analysis

Year:  2019        PMID: 33716388      PMCID: PMC7954136          DOI: 10.1080/03610926.2019.1634208

Source DB:  PubMed          Journal:  Commun Stat Theory Methods        ISSN: 0361-0926            Impact factor:   0.893


  9 in total

1.  Semiparametric analysis of recurrent events data in the presence of dependent censoring.

Authors:  Debashis Ghosh; D Y Lin
Journal:  Biometrics       Date:  2003-12       Impact factor: 2.571

2.  Regression analysis for recurrent events data under dependent censoring.

Authors:  Jin-Jian Hsieh; A Adam Ding; Weijing Wang
Journal:  Biometrics       Date:  2010-10-29       Impact factor: 2.571

3.  Efficient resampling methods for nonsmooth estimating functions.

Authors:  Donglin Zeng; D Y Lin
Journal:  Biostatistics       Date:  2007-10-08       Impact factor: 5.899

4.  Doubly-robust estimators of treatment-specific survival distributions in observational studies with stratified sampling.

Authors:  Xiaofei Bai; Anastasios A Tsiatis; Sean M O'Brien
Journal:  Biometrics       Date:  2013-10-11       Impact factor: 2.571

Review 5.  Considerations in choice of a clinical endpoint for AIDS clinical trials. Terry Beirn Community Programs for Clinical Research on AIDS (CPCRA).

Authors:  J D Neaton; D N Wentworth; F Rhame; C Hogan; D I Abrams; L Deyton
Journal:  Stat Med       Date:  1994 Oct 15-30       Impact factor: 2.373

6.  Semicompeting risks in aging research: methods, issues and needs.

Authors:  Ravi Varadhan; Qian-Li Xue; Karen Bandeen-Roche
Journal:  Lifetime Data Anal       Date:  2014-04-12       Impact factor: 1.588

7.  Semiparametric analysis of recurrent events: artificial censoring, truncation, pairwise estimation and inference.

Authors:  Debashis Ghosh
Journal:  Lifetime Data Anal       Date:  2010-01-10       Impact factor: 1.588

8.  Covariate adjustment using propensity scores for dependent censoring problems in the accelerated failure time model.

Authors:  Youngjoo Cho; Chen Hu; Debashis Ghosh
Journal:  Stat Med       Date:  2017-10-10       Impact factor: 2.373

9.  A comparative trial of didanosine or zalcitabine after treatment with zidovudine in patients with human immunodeficiency virus infection. The Terry Beirn Community Programs for Clinical Research on AIDS.

Authors:  D I Abrams; A I Goldman; C Launer; J A Korvick; J D Neaton; L R Crane; M Grodesky; S Wakefield; K Muth; S Kornegay
Journal:  N Engl J Med       Date:  1994-03-10       Impact factor: 91.245

  9 in total

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