Analysis of recurrent events with an associated informative dropout time: Application of the joint frailty model

被引:49
作者
Rogers, Jennifer K. [1 ]
Yaroshinsky, Alex [2 ]
Pocock, Stuart J. [3 ]
Stokar, David [4 ]
Pogoda, Janice [5 ]
机构
[1] Univ Oxford, Oxford, England
[2] Vital Syst Inc, Rolling Meadows, IL USA
[3] London Sch Hyg & Trop Med, London WC1, England
[4] Mesoblast, New York, NY USA
[5] Celladon, San Diego, CA USA
基金
美国国家卫生研究院;
关键词
recurrent events; dependent censoring; joint frailty models; heart failure; CHRONIC HEART-FAILURE; VENTRICULAR SYSTOLIC FUNCTION; CONVERTING-ENZYME INHIBITORS; PROPORTIONAL HAZARDS MODEL; REGRESSION-MODELS; HOSPITALIZATIONS; TRIAL; CANDESARTAN; MORTALITY; THERAPY;
D O I
10.1002/sim.6853
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
This paper considers the analysis of a repeat event outcome in clinical trials of chronic diseases in the context of dependent censoring (e.g. mortality). It has particular application in the context of recurrent heart failure hospitalisations in trials of heart failure. Semi-parametric joint frailty models (JFMs) simultaneously analyse recurrent heart failure hospitalisations and time to cardiovascular death, estimating distinct hazard ratios whilst individual-specific latent variables induce associations between the two processes. A simulation study was carried out to assess the suitability of the JFM versus marginal analyses of recurrent events and cardiovascular death using standard methods. Hazard ratios were consistently overestimated when marginal models were used, whilst the JFM produced good, well-estimated results. An application to the Candesartan in Heart failure: Assessment of Reduction in Mortality and morbidity programme was considered. The JFM gave unbiased estimates of treatment effects in the presence of dependent censoring. We advocate the use of the JFM for future trials that consider recurrent events as the primary outcome. (c) 2016 The Authors. Statistics in Medicine Published by John Wiley & Sons Ltd.
引用
收藏
页码:2195 / 2205
页数:11
相关论文
共 26 条
[1]   Cardiac Resynchronization Therapy Reduces the Risk of Hospitalizations in Patients With Advanced Heart Failure Results From the Comparison of Medical Therapy, Pacing and Defibrillation in Heart Failure (COMPANION) Trial [J].
Anand, Inder S. ;
Carson, Peter ;
Galle, Elizabeth ;
Song, Rui ;
Boehmer, John ;
Ghali, Jalal K. ;
Jaski, Brian ;
Lindenfeld, JoAnn ;
O'Connor, Christopher ;
Steinberg, Jonathan S. ;
Leigh, Jill ;
Yong, Patrick ;
Kosorok, Michael R. ;
Feldman, Arthur M. ;
DeMets, David ;
Bristow, Michael R. .
CIRCULATION, 2009, 119 (07) :969-977
[2]   COX REGRESSION-MODEL FOR COUNTING-PROCESSES - A LARGE SAMPLE STUDY [J].
ANDERSEN, PK ;
GILL, RD .
ANNALS OF STATISTICS, 1982, 10 (04) :1100-1120
[3]   Time to move on from otime-to-first': should all events be included in the analysis of clinical trials? [J].
Anker, Stefan D. ;
McMurray, John J. V. .
EUROPEAN HEART JOURNAL, 2012, 33 (22) :2764-2765
[4]   Effect of ivabradine on recurrent hospitalization for worsening heart failure in patients with chronic systolic heart failure: the SHIFT Study [J].
Borer, Jeffrey S. ;
Boehm, Michael ;
Ford, Ian ;
Komajda, Michel ;
Tavazzi, Luigi ;
Lopez Sendon, Jose ;
Alings, Marco ;
Lopez-de-Sa, Esteban ;
Swedberg, Karl .
EUROPEAN HEART JOURNAL, 2012, 33 (22) :2813-2820
[5]  
COX DR, 1972, J R STAT SOC B, V34, P187
[6]   A proportional hazards model for the subdistribution of a competing risk [J].
Fine, JP ;
Gray, RJ .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1999, 94 (446) :496-509
[7]  
Ghosh D, 2002, STAT SINICA, V12, P663
[8]   Nonparametric analysis of recurrent events and death [J].
Ghosh, D ;
Lin, DY .
BIOMETRICS, 2000, 56 (02) :554-562
[9]  
Glynn RJ, 1996, BMJ-BRIT MED J, V312, P364
[10]   Effects of candesartan in patients with chronic heart failure and reduced left-ventricular systolic function intolerant to angiotensin-converting-enzyme inhibitors:: the CHARM-Alternative trial [J].
Granger, CB ;
McMurray, JJV ;
Yusuf, S ;
Held, P ;
Michelson, EL ;
Olofsson, B ;
Östergren, J ;
Pfeffer, MA ;
Swedberg, K .
LANCET, 2003, 362 (9386) :772-776