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基于截断和双重删失生存数据的分布自一致性估计及其在艾滋病队列研究中的应用

Self-consistency estimation of distributions based on truncated and doubly censored survival data with applications to AIDS cohort studies.

作者信息

Sun J

机构信息

Department of Statistics, University of Missouri, Columbia 65211, USA.

出版信息

Lifetime Data Anal. 1997;3(4):305-13. doi: 10.1023/a:1009609227969.

DOI:10.1023/a:1009609227969
PMID:9503878
Abstract

Gomez and Lagakos (1994) propose a nonparametric method for estimating the distribution of a survival time when the origin and end points defining the survival time suffer interval-censoring and right-censoring, respectively. In some situations, the end point also suffers interval-censoring as well as truncation. In this paper, we consider this general situation and propose a two-step estimation procedure for the estimation of the distribution of a survival time based on doubly interval-censored and truncated data. The proposed method generalizes the methods proposed by DeGruttola and Lagakos (1989) and Sun (1995) and is more efficient than that given in Gomez and Lagakos (1994). The approach is based on self-consistency equations. The method is illustrated by an analysis of an AIDS cohort study.

摘要

戈麦斯和拉加科斯(1994年)提出了一种非参数方法,用于在定义生存时间的起点和终点分别遭受区间删失和右删失时估计生存时间的分布。在某些情况下,终点也会遭受区间删失以及截断。在本文中,我们考虑这种一般情况,并基于双重区间删失和截断数据提出一种两步估计程序来估计生存时间的分布。所提出的方法推广了德格鲁托拉和拉加科斯(1989年)以及孙(1995年)提出的方法,并且比戈麦斯和拉加科斯(1994年)给出的方法更有效。该方法基于自洽方程。通过对一项艾滋病队列研究的分析来说明该方法。

相似文献

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Self-consistency estimation of distributions based on truncated and doubly censored survival data with applications to AIDS cohort studies.基于截断和双重删失生存数据的分布自一致性估计及其在艾滋病队列研究中的应用
Lifetime Data Anal. 1997;3(4):305-13. doi: 10.1023/a:1009609227969.
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Estimation of the infection time and latency distribution of AIDS with doubly censored data.利用双重删失数据估计艾滋病的感染时间和潜伏期分布
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本文引用的文献

1
Analyzing doubly censored data with covariates, with application to AIDS.分析带有协变量的双重删失数据及其在艾滋病研究中的应用。
Biometrics. 1993 Mar;49(1):13-22.
2
Estimation of the infection time and latency distribution of AIDS with doubly censored data.利用双重删失数据估计艾滋病的感染时间和潜伏期分布
Biometrics. 1994 Mar;50(1):204-12.
3
Semiparametric estimation in a three-state duration-dependent Markov model from interval-censored observations with application to AIDS data.基于区间删失观测值的三状态持续时间依赖马尔可夫模型中的半参数估计及其在艾滋病数据中的应用
Lifetime Data Anal. 2018 Jul;24(3):492-508. doi: 10.1007/s10985-017-9406-3. Epub 2017 Sep 1.
4
A flexible semiparametric modeling approach for doubly censored data with an application to prostate cancer.一种用于双重删失数据的灵活半参数建模方法及其在前列腺癌中的应用
Stat Methods Med Res. 2016 Aug;25(4):1718-35. doi: 10.1177/0962280213498325. Epub 2013 Jul 30.
5
Nonparametric test for doubly interval-censored failure time data.双区间删失失效时间数据的非参数检验
Lifetime Data Anal. 2001 Dec;7(4):363-75. doi: 10.1023/a:1012596731505.
Biometrics. 1995 Jun;51(2):502-11.
4
Empirical estimation of a distribution function with truncated and doubly interval-censored data and its application to AIDS studies.具有截断和双重区间删失数据的分布函数的经验估计及其在艾滋病研究中的应用。
Biometrics. 1995 Sep;51(3):1096-104.
5
Analysis of doubly-censored survival data, with application to AIDS.双重删失生存数据的分析及其在艾滋病研究中的应用。
Biometrics. 1989 Mar;45(1):1-11.