Inference for outcome probabilities in multi-state models

被引:101
作者
Andersen, Per Kragh [1 ]
Perme, Maja Pohar [2 ]
机构
[1] Univ Copenhagen, Dept Biostat, DK-1014 Copenhagen K, Denmark
[2] Univ Ljubljana, Dept Biomed Informat, Ljubljana 1000, Slovenia
关键词
Multi-state models; Bone marrow transplant; Survival analysis; Regression models;
D O I
10.1007/s10985-008-9097-x
中图分类号
O1 [数学];
学科分类号
0701 [数学]; 070101 [基础数学];
摘要
In bone marrow transplantation studies, patients are followed over time and a number of events may be observed. These include both ultimate events like death and relapse and transient events like graft versus host disease and graft recovery. Such studies, therefore, lend themselves for using an analytic approach based on multi-state models. We will give a review of such methods with emphasis on regression models for both transition intensities and transition- and state occupation probabilities. Both semi-parametric models, like the Cox regression model, and parametric models based on piecewise constant intensities will be discussed.
引用
收藏
页码:405 / 431
页数:27
相关论文
共 29 条
[1]
Andersen P. K., 2012, Statistical models based on counting processes
[2]
Regression analysis for multistate models based on a pseudo-value approach, with applications to bone marrow transplantation studies [J].
Andersen, Per K. ;
Klein, John P. .
SCANDINAVIAN JOURNAL OF STATISTICS, 2007, 34 (01) :3-16
[3]
Andersen PK, 2002, STAT METHODS MED RES, V11, P91, DOI 10.1191/0962280202SM276ra
[4]
ANDERSEN PK, 1991, SCAND J STAT, V18, P153
[5]
Prediction of cumulative incidence function under the proportional hazards model [J].
Cheng, SC ;
Fine, JP ;
Wei, LJ .
BIOMETRICS, 1998, 54 (01) :219-228
[6]
Inference for multi-state models from interval-censored data [J].
Commenges, D .
STATISTICAL METHODS IN MEDICAL RESEARCH, 2002, 11 (02) :167-182
[7]
Multi-state models in epidemiology [J].
Commenges, D .
LIFETIME DATA ANALYSIS, 1999, 5 (04) :315-327
[8]
Cook RJ, 2007, STAT BIOL HEALTH, P1, DOI 10.1007/978-0-387-69810-6
[9]
Validity of the Aalen-Johansen estimators of stage occupation probabilities and Nelson-Aalen estimators of integrated transition hazards for non-Markov models [J].
Datta, S ;
Satten, GA .
STATISTICS & PROBABILITY LETTERS, 2001, 55 (04) :403-411
[10]
Fine J P, 2001, Biostatistics, V2, P85, DOI 10.1093/biostatistics/2.1.85