Generalizability in nonGaussian longitudinal clinical trial data based on generalized linear mixed models

被引:5
|
作者
Vangeneugden, Tony [1 ,2 ]
Molenberghs, Geert [2 ]
Laenen, Annouschka [2 ]
Alonso, Ariel [2 ]
Geys, Helena [2 ,3 ]
机构
[1] Johnson & Johnson, Tibotec, Mechelen, Belgium
[2] Hasselt Univ, Ctr Stat, Diepenbeek, Belgium
[3] Johnson & Johnson, Janssen Pharmaceut, Beerse, Belgium
关键词
binary data; generalizability; intraclass correlation; random effects; reliability; variance components;
D O I
10.1080/10543400802071386
中图分类号
R9 [药学];
学科分类号
1007 ;
摘要
This work investigates how generalizability, an extension of reliability, can be defined and estimated based on longitudinal data sequences resulting from, for example, clinical studies. Useful and intuitive approximate expressions are derived based on generalized linear mixed models. Data from four double-blind, randomized clinical trials into schizophrenia motivate the research and are used to estimate generalizability for a binary response parameter.
引用
收藏
页码:691 / 712
页数:22
相关论文
共 50 条
  • [1] Marginal Correlation in Longitudinal Binary Data Based on Generalized Linear Mixed Models
    Vangeneugden, Tony
    Molenberghs, Geert
    Laenen, Annouschka
    Geys, Helena
    Beunckens, Caroline
    Sotto, Cristina
    [J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2010, 39 (19) : 3540 - 3557
  • [2] Generalized linear mixed models with varying coefficients for longitudinal data
    Zhang, DW
    [J]. BIOMETRICS, 2004, 60 (01) : 8 - 15
  • [3] Using generalized linear mixed models to analyze skewed longitudinal data
    Schilling, Oliver
    [J]. ZEITSCHRIFT FUR GERONTOLOGIE UND GERIATRIE, 2014, 47 : 85 - 85
  • [4] Inferences in generalized linear longitudinal mixed models
    Sutradhar, Brajendra C.
    [J]. CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, 2010, 38 (02): : 174 - 196
  • [5] A semiparametric Bayesian approach to generalized partial linear mixed models for longitudinal data
    Tang, Nian-Sheng
    Duan, Xing-De
    [J]. COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2012, 56 (12) : 4348 - 4365
  • [6] Bayesian influence analysis of generalized partial linear mixed models for longitudinal data
    Tang, Nian-Sheng
    Duan, Xing-De
    [J]. JOURNAL OF MULTIVARIATE ANALYSIS, 2014, 126 : 86 - 99
  • [7] Multivariate Generalized Linear Mixed-Effects Models for the Analysis of Clinical Trial-Based Cost-Effectiveness Data
    Achana, Felix
    Gallacher, Daniel
    Oppong, Raymond
    Kim, Sungwook
    Petrou, Stavros
    Mason, James
    Crowther, Michael
    [J]. MEDICAL DECISION MAKING, 2021, 41 (06) : 667 - 684
  • [8] Linear mixed models for longitudinal data.
    Raudenbush, SW
    [J]. SOCIOLOGICAL METHODS & RESEARCH, 2002, 31 (01) : 110 - 118
  • [9] Effect of Smoothing in Generalized Linear Mixed Models on the Estimation of Covariance Parameters for Longitudinal Data
    Mullah, Muhammad Abu Shadeque
    Benedetti, Andrea
    [J]. INTERNATIONAL JOURNAL OF BIOSTATISTICS, 2016, 12 (02): : 1 - 19
  • [10] Generalized growth curve models for longitudinal data in application to a randomized clinical trial
    Andrews, Nichole
    Cho, Hyunkeun Ryan
    [J]. JOURNAL OF THE KOREAN STATISTICAL SOCIETY, 2019, 48 (01) : 40 - 49