Semiparametric transformation models for joint analysis of multivariate recurrent and terminal events.

Abstract:

:Recurrent event data occur in many clinical and observational studies, and in these situations, there may exist a terminal event such as death that is related to the recurrent event of interest. In addition, sometimes more than one type of recurrent events may occur, that is, one may encounter multivariate recurrent event data with some dependent terminal event. For the analysis of such data, one must take into account the dependence among different types of recurrent events and that between the recurrent events and the terminal event. In this paper, we extend a method for univariate recurrent and terminal events and propose a joint modeling approach for regression analysis of the data and establish the finite and asymptotic properties of the resulting estimates of unknown parameters. The method is applied to a set of bivariate recurrent event data arising from a long-term follow-up study of childhood cancer survivors.

journal_name

Stat Med

journal_title

Statistics in medicine

authors

Zhu L,Sun J,Srivastava DK,Tong X,Leisenring W,Zhang H,Robison LL

doi

10.1002/sim.4306

subject

Has Abstract

pub_date

2011-11-10 00:00:00

pages

3010-23

issue

25

eissn

0277-6715

issn

1097-0258

journal_volume

30

pub_type

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