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Design and analysis considerations for cohort stepped wedge cluster randomized trials with a decay correlation structure.

Publication ,  Journal Article
Li, F
Published in: Statistics in medicine
February 2020

A stepped wedge cluster randomized trial is a type of longitudinal cluster design that sequentially switches clusters to intervention over time until all clusters are treated. While the traditional posttest-only parallel design requires adjustment for a single intraclass correlation coefficient, the stepped wedge design allows multiple outcome measurements from the same cluster and so additional correlation parameters are necessary to characterize the within-cluster correlation structure. Although a number of studies have differentiated between the concepts of within-period and between-period correlations, only a few studies have allowed the between-period correlation to decay over time. In this article, we consider the proportional decay correlation structure for a cohort stepped wedge design, and provide a matrix-adjusted quasi-least squares approach to accurately estimate the correlation parameters along with the marginal intervention effect. We further develop the sample size and power procedures accounting for the correlation decay, and investigate the accuracy of the power procedure with continuous outcomes in a simulation study. We show that the empirical power agrees well with the prediction even with as few as nine clusters, when data are analyzed with matrix-adjusted quasi-least squares concurrently with a suitable bias-corrected sandwich variance. Two trial examples are provided to illustrate the new sample size procedure.

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Published In

Statistics in medicine

DOI

EISSN

1097-0258

ISSN

0277-6715

Publication Date

February 2020

Volume

39

Issue

4

Start / End Page

438 / 455

Related Subject Headings

  • Statistics & Probability
  • Sample Size
  • Research Design
  • Randomized Controlled Trials as Topic
  • Humans
  • Cohort Studies
  • Cluster Analysis
  • 4905 Statistics
  • 4202 Epidemiology
  • 1117 Public Health and Health Services
 

Citation

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Li, F. (2020). Design and analysis considerations for cohort stepped wedge cluster randomized trials with a decay correlation structure. Statistics in Medicine, 39(4), 438–455. https://doi.org/10.1002/sim.8415
Li, Fan. “Design and analysis considerations for cohort stepped wedge cluster randomized trials with a decay correlation structure.Statistics in Medicine 39, no. 4 (February 2020): 438–55. https://doi.org/10.1002/sim.8415.
Li, Fan. “Design and analysis considerations for cohort stepped wedge cluster randomized trials with a decay correlation structure.Statistics in Medicine, vol. 39, no. 4, Feb. 2020, pp. 438–55. Epmc, doi:10.1002/sim.8415.
Journal cover image

Published In

Statistics in medicine

DOI

EISSN

1097-0258

ISSN

0277-6715

Publication Date

February 2020

Volume

39

Issue

4

Start / End Page

438 / 455

Related Subject Headings

  • Statistics & Probability
  • Sample Size
  • Research Design
  • Randomized Controlled Trials as Topic
  • Humans
  • Cohort Studies
  • Cluster Analysis
  • 4905 Statistics
  • 4202 Epidemiology
  • 1117 Public Health and Health Services