Literature DB >> 33689919

Sample size considerations for matched-pair cluster randomization design with incomplete observations of continuous outcomes.

Xiaohan Xu1, Hong Zhu2, Chul Ahn3.   

Abstract

Matched-pair cluster randomization design is becoming increasingly used in clinical and health behavioral studies. Investigators often encounter incomplete observations in the data collected. Statistical inference for matched-pair cluster randomization design with incomplete observations has been extensively studied in literature. However, sample size method for such study design is sparsely available. We propose a closed-form sample size formula for matched-pair cluster randomization design with continuous outcomes, based on the generalized estimating equation approach by treating incomplete observations as missing data in a marginal linear model. The sample size formula is flexible to accommodate different correlation structures, missing patterns, and magnitude of missingness. In the presence of missing data, the proposed method would lead to a more accurate sample size estimation than the crude adjustment method. Simulation studies are conducted to evaluate the finite-sample performance of the proposed sample size method under various design configurations. We use bias-corrected variance estimators to address the issue of inflated type I error when the number of clusters per group is small. A real application example of physical fitness study in Ecuadorian adolescents is presented for illustration.
Copyright © 2021. Published by Elsevier Inc.

Entities:  

Keywords:  Continuous outcomes; Generalized estimating equation; Intraclass correlation; Matched-pair cluster design; Sample size

Mesh:

Year:  2021        PMID: 33689919      PMCID: PMC8180497          DOI: 10.1016/j.cct.2021.106336

Source DB:  PubMed          Journal:  Contemp Clin Trials        ISSN: 1551-7144            Impact factor:   2.226


  21 in total

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2.  Nurse-coordinated multidisciplinary, family-based cardiovascular disease prevention programme (EUROACTION) for patients with coronary heart disease and asymptomatic individuals at high risk of cardiovascular disease: a paired, cluster-randomised controlled trial.

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3.  Sample size considerations for paired experimental design with incomplete observations of continuous outcomes.

Authors:  Hong Zhu; Xiaohan Xu; Chul Ahn
Journal:  Stat Methods Med Res       Date:  2017-09-28       Impact factor: 3.021

4.  Sample size calculation for time-averaged differences in the presence of missing data.

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Journal:  Contemp Clin Trials       Date:  2012-05       Impact factor: 2.226

5.  Sample size considerations for split-mouth design.

Authors:  Hong Zhu; Song Zhang; Chul Ahn
Journal:  Stat Methods Med Res       Date:  2015-08-24       Impact factor: 3.021

6.  Sample size calculation for before-after experiments with partially overlapping cohorts.

Authors:  Song Zhang; Jing Cao; Chul Ahn
Journal:  Contemp Clin Trials       Date:  2015-09-28       Impact factor: 2.226

7.  A matched-pair cluster-randomized trial of guided care for high-risk older patients.

Authors:  Chad Boult; Bruce Leff; Cynthia M Boyd; Jennifer L Wolff; Jill A Marsteller; Kevin D Frick; Stephen Wegener; Lisa Reider; Katherine Frey; Tracy M Mroz; Lya Karm; Daniel O Scharfstein
Journal:  J Gen Intern Med       Date:  2013-05       Impact factor: 5.128

8.  Using social-emotional and character development to improve academic outcomes: a matched-pair, cluster-randomized controlled trial in low-income, urban schools.

Authors:  Niloofar Bavarian; Kendra M Lewis; David L Dubois; Alan Acock; Samuel Vuchinich; Naida Silverthorn; Frank J Snyder; Joseph Day; Peter Ji; Brian R Flay
Journal:  J Sch Health       Date:  2013-11       Impact factor: 2.118

9.  Capacity-building and clinical competence in infectious disease in Uganda: a mixed-design study with pre/post and cluster-randomized trial components.

Authors:  Marcia R Weaver; Ian Crozier; Simon Eleku; Gyaviira Makanga; Lydia Mpanga Sebuyira; Janepher Nyakake; MaryLou Thompson; Kelly Willis
Journal:  PLoS One       Date:  2012-12-14       Impact factor: 3.240

10.  A school-based intervention improves physical fitness in Ecuadorian adolescents: a cluster-randomized controlled trial.

Authors:  Susana Andrade; Carl Lachat; Angelica Ochoa-Aviles; Roosmarijn Verstraeten; Lieven Huybregts; Dominique Roberfroid; Diana Andrade; John Van Camp; Rosendo Rojas; Silvana Donoso; Greet Cardon; Patrick Kolsteren
Journal:  Int J Behav Nutr Phys Act       Date:  2014-12-10       Impact factor: 6.457

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