Hazard regression for interval-censored data with penalized spline

被引：93

作者：

Cai, TX ^{[1
]}

Betensky, RA ^{[1
]}

机构：

[1] Harvard Univ, Dept Biostat, Boston, MA 02115 USA

来源：

BIOMETRICS | 2003年 / 59卷 / 03期

关键词：

mixed model; proportional hazards; restricted maximum likelihood;

D O I：

10.1111/1541-0420.00067

中图分类号：

Q [生物科学];

学科分类号：

07 ; 0710 ; 09 ;

摘要：

This article introduces a new approach for estimating the hazard function for possibly interval- and right-censored survival data. We weakly parameterize the log-hazard function with a piecewise-linear spline and provide a smoothed estimate of the hazard function by maximizing the penalized likelihood through a mixed model-based approach. We also provide a method to estimate the amount of smoothing from the data. We illustrate our approach with two well-known interval- censored data sets. Extensive numerical studies are conducted to evaluate the efficacy of the new procedure.

引用

收藏

页码：570 / 579

页数：10

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[21] Inference for set-based effects in genetic association studies with interval-censored outcomes [J].

Sun, Ryan ;

Zhu, Liang ;

Li, Yimei ;

Yasui, Yutaka ;

Robison, Leslie .

BIOMETRICS, 2023, 79 (02) :1573-1585

[22] Non-parametric small area estimation using penalized spline regression [J].

Opsomer, J. D. ;

Claeskens, G. ;

Ranalli, M. G. ;

Kauermann, G. ;

Breidt, F. J. .

JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 2008, 70 :265-286

[23] Fitting survival data with penalized Poisson regression [J].

Aris Perperoglou .

Statistical Methods & Applications, 2011, 20 :451-462

[24] Fitting survival data with penalized Poisson regression [J].

Perperoglou, Aris .

STATISTICAL METHODS AND APPLICATIONS, 2011, 20 (04) :451-462

[25] REGRESSION FOR CENSORED SURVIVAL-DATA WITH LAG EFFECTS [J].

LUO, XL ;

TURNBULL, BW ;

CAI, HY ;

CLARK, LC .

COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 1994, 23 (12) :3417-3438

[26] A tolerance interval approach for assessment of agreement with left censored data [J].

Choudhary, Pankaj K. .

JOURNAL OF BIOPHARMACEUTICAL STATISTICS, 2007, 17 (04) :583-594

[27] A local likelihood proportional hazards model for interval censored data [J].

Betensky, RA ;

Lindsey, JC ;

Ryan, LM ;

Wand, MP .

STATISTICS IN MEDICINE, 2002, 21 (02) :263-275

[28] Maximum likelihood estimation in semiparametric regression models with censored data [J].

Zeng, D. ;

Lin, D. Y. .

JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 2007, 69 :507-536

[29] An augmented likelihood approach for the Cox proportional hazards model with interval-censored auxiliary and validated outcome data-with application to the Hispanic Community Health Study/Study of Latinos [J].

Boe, Lillian A. ;

Shaw, Pamela A. .

STATISTICAL METHODS IN MEDICAL RESEARCH, 2023, 32 (08) :1588-1603

[30] Likelihood inference for unified transformation cure model with interval censored data [J].

Treszoks, Jodi ;

Pal, Suvra .

COMPUTATIONAL STATISTICS, 2025, 40 (01) :125-151

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