Methods for sample size determination in cluster randomized trials
- PMID: 26174515
- PMCID: PMC4521133
- DOI: 10.1093/ije/dyv113
Methods for sample size determination in cluster randomized trials
Abstract
Background: The use of cluster randomized trials (CRTs) is increasing, along with the variety in their design and analysis. The simplest approach for their sample size calculation is to calculate the sample size assuming individual randomization and inflate this by a design effect to account for randomization by cluster. The assumptions of a simple design effect may not always be met; alternative or more complicated approaches are required.
Methods: We summarise a wide range of sample size methods available for cluster randomized trials. For those familiar with sample size calculations for individually randomized trials but with less experience in the clustered case, this manuscript provides formulae for a wide range of scenarios with associated explanation and recommendations. For those with more experience, comprehensive summaries are provided that allow quick identification of methods for a given design, outcome and analysis method.
Results: We present first those methods applicable to the simplest two-arm, parallel group, completely randomized design followed by methods that incorporate deviations from this design such as: variability in cluster sizes; attrition; non-compliance; or the inclusion of baseline covariates or repeated measures. The paper concludes with methods for alternative designs.
Conclusions: There is a large amount of methodology available for sample size calculations in CRTs. This paper gives the most comprehensive description of published methodology for sample size calculation and provides an important resource for those designing these trials.
Keywords: Sample size; cluster randomization; design effect.
© The Author 2015. Published by Oxford University Press on behalf of the International Epidemiological Association.
Similar articles
-
Folic acid supplementation and malaria susceptibility and severity among people taking antifolate antimalarial drugs in endemic areas.Cochrane Database Syst Rev. 2022 Feb 1;2(2022):CD014217. doi: 10.1002/14651858.CD014217. Cochrane Database Syst Rev. 2022. PMID: 36321557 Free PMC article.
-
Practical considerations for sample size calculation for cluster randomized trials.J Epidemiol Popul Health. 2024 Feb;72(1):202198. doi: 10.1016/j.jeph.2024.202198. Epub 2024 Feb 13. J Epidemiol Popul Health. 2024. PMID: 38477482
-
An imbalance in cluster sizes does not lead to notable loss of power in cross-sectional, stepped-wedge cluster randomised trials with a continuous outcome.Trials. 2017 Mar 7;18(1):109. doi: 10.1186/s13063-017-1832-8. Trials. 2017. PMID: 28270224 Free PMC article.
-
Contamination: How much can an individually randomized trial tolerate?Stat Med. 2021 Jun 30;40(14):3329-3351. doi: 10.1002/sim.8958. Epub 2021 May 7. Stat Med. 2021. PMID: 33960514
-
Developing Statistical Methods to Improve Stepped-Wedge Cluster Randomized Trials [Internet].Washington (DC): Patient-Centered Outcomes Research Institute (PCORI); 2021 Aug. Washington (DC): Patient-Centered Outcomes Research Institute (PCORI); 2021 Aug. PMID: 38913814 Free Books & Documents. Review.
Cited by
-
An interactive Malaysian Childhood Healthy Lifestyle (i-MaCHeL) intervention programme to change weight-related behaviour in preschool child-parent dyads: Study protocol of a cluster randomised controlled trial.PLoS One. 2022 Oct 31;17(10):e0276843. doi: 10.1371/journal.pone.0276843. eCollection 2022. PLoS One. 2022. PMID: 36315523 Free PMC article.
-
Uptake and effectiveness of a tailor-made online lifestyle programme targeting modifiable risk factors for dementia among middle-aged descendants of people with recently diagnosed dementia: study protocol of a cluster randomised controlled trial (Demin study).BMJ Open. 2020 Oct 16;10(10):e039439. doi: 10.1136/bmjopen-2020-039439. BMJ Open. 2020. PMID: 33067294 Free PMC article.
-
Identification and treatment of viral hepatitis C in persons who use drugs: a prospective, multicenter outreach study in Flanders, Belgium.Harm Reduct J. 2021 May 17;18(1):54. doi: 10.1186/s12954-021-00502-7. Harm Reduct J. 2021. PMID: 34001145 Free PMC article.
-
Effectiveness of the Labour Inspection Authority's regulatory tools for work environment and employee health: study protocol for a cluster-randomised controlled trial among Norwegian home-care workers.BMJ Open. 2019 Nov 26;9(11):e031226. doi: 10.1136/bmjopen-2019-031226. BMJ Open. 2019. PMID: 31772092 Free PMC article.
-
Effect of malaria prevention education on bed net utilization, incidence of malaria and treatment seeking among school-aged children in Southern Ethiopia; cluster randomized controlled trial.BMC Infect Dis. 2023 Jul 20;23(1):486. doi: 10.1186/s12879-023-08464-w. BMC Infect Dis. 2023. PMID: 37474930 Free PMC article. Clinical Trial.
References
-
- Eldridge S, Kerry S. A Practical Guide to Cluster Randomised Trials in Health Services Research. Chichester, UK: Wiley, 2012.
-
- Donner A, Klar N. Design and Analysis of Cluster Randomization Trials in Health Research. Chichester, UK: Wiley, 2000.
-
- Murray D. Design and Analysis of Group-Randomized Trials. Oxford, UK: Oxford University Press, 1998.
-
- Hayes R, Moulton L. Cluster Randomised Trials. Boca Raton, FL: Chapman & Hall, 2009.
-
- Ukoumunne OC, Gulliford MC, Chinn S, Sterne JA, Burney PG. Methods for evaluating area-wide and organisation-based interventions in health and health care: a systematic review. Health Technol Assess 1999;3:iii–92. - PubMed
Publication types
MeSH terms
Grants and funding
LinkOut - more resources
Full Text Sources
Other Literature Sources
Medical
Molecular Biology Databases
Miscellaneous