Literature DB >> 18977314

An application of a modified constrained randomization process to a practice-based cluster randomized trial to improve colorectal cancer screening.

Paul J Nietert1, Ruth G Jenkins, Lynne S Nemeth, Steven M Ornstein.   

Abstract

BACKGROUND: When designing cluster randomized trials, it is important for researchers to be familiar with strategies to achieve valid study designs given limited resources. Constrained randomization is a technique to help ensure balance on pre-specified baseline covariates.
METHODS: The goal was to develop a randomization scheme that balanced 16 intervention and 16 control practices with respect to 7 factors that may influence improvement in study outcomes during a 4-year cluster randomized trial to improve colorectal cancer screening within a primary care practice-based research network. We used a novel approach that included simulating 30,000 randomization schemes, removing duplicates, identifying which schemes were sufficiently balanced, and randomly selecting one scheme for use in the trial. For a given factor, balance was considered achieved when the frequency of each factor's sub-classifications differed by no more than 1 between intervention and control groups. The population being studied includes approximately 32 primary care practices located in 19 states within the U.S. that care for approximately 56,000 patients at least 50 years old.
RESULTS: Of 29,782 unique simulated randomization schemes, 116 were determined to be balanced according to pre-specified criteria for all 7 baseline covariates. The final randomization scheme was randomly selected from these 116 acceptable schemes.
CONCLUSIONS: Using this technique, we were successfully able to find a randomization scheme that allocated 32 primary care practices into intervention and control groups in a way that preserved balance across 7 baseline covariates. This process may be a useful tool for ensuring covariate balance within moderately large cluster randomized trials.

Entities:  

Mesh:

Year:  2008        PMID: 18977314      PMCID: PMC2680348          DOI: 10.1016/j.cct.2008.10.002

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


  17 in total

1.  Balance in cluster randomized trials.

Authors:  G M Raab; I Butcher
Journal:  Stat Med       Date:  2001-02-15       Impact factor: 2.373

2.  Aspects of statistical design for the Community Intervention Trial for Smoking Cessation (COMMIT).

Authors:  M H Gail; D P Byar; T F Pechacek; D K Corle
Journal:  Control Clin Trials       Date:  1992-02

3.  A SAS macro for constrained randomization of group-randomized designs.

Authors:  M Ashraf Chaudhary; Lawrence H Moulton
Journal:  Comput Methods Programs Biomed       Date:  2006-07-25       Impact factor: 5.428

Review 4.  A review of methods for ensuring the comparability of comparison groups in randomized clinical trials.

Authors:  Vance W Berger
Journal:  Rev Recent Clin Trials       Date:  2006-01

5.  Sequential treatment assignment with balancing for prognostic factors in the controlled clinical trial.

Authors:  S J Pocock; R Simon
Journal:  Biometrics       Date:  1975-03       Impact factor: 2.571

6.  Statistical design of the Child and Adolescent Trial for Cardiovascular Health (CATCH): implications of cluster randomization.

Authors:  D M Zucker; E Lakatos; L S Webber; D M Murray; S M McKinlay; H A Feldman; S H Kelder; P R Nader
Journal:  Control Clin Trials       Date:  1995-04

7.  Constrained randomization in a therapeutic efficacy trial.

Authors:  R N Tamura; B J Mills; J K Lovelace
Journal:  Biometrics       Date:  1993-03       Impact factor: 2.571

8.  A community trial of the impact of improved sexually transmitted disease treatment on the HIV epidemic in rural Tanzania: 1. Design.

Authors:  R Hayes; F Mosha; A Nicoll; H Grosskurth; J Newell; J Todd; J Killewo; J Rugemalila; D Mabey
Journal:  AIDS       Date:  1995-08       Impact factor: 4.177

9.  Improving management of obesity in primary care: cluster randomised trial.

Authors:  Helen Moore; Carolyn D Summerbell; Darren C Greenwood; Philip Tovey; Jacqui Griffiths; Maureen Henderson; Kate Hesketh; Sally Woolgar; Ashley J Adamson
Journal:  BMJ       Date:  2003-11-08

10.  Cluster randomised trials in the medical literature: two bibliometric surveys.

Authors:  J Martin Bland
Journal:  BMC Med Res Methodol       Date:  2004-08-13       Impact factor: 4.615

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  9 in total

1.  Colorectal cancer screening in primary care: translating research into practice.

Authors:  Steven Ornstein; Lynne S Nemeth; Ruth G Jenkins; Paul J Nietert
Journal:  Med Care       Date:  2010-10       Impact factor: 2.983

2.  A SAS Macro for Covariate-Constrained Randomization of General Cluster-Randomized and Unstratified Designs.

Authors:  Erich J Greene
Journal:  J Stat Softw       Date:  2017-04-03       Impact factor: 6.440

3.  Design of Behavioral Economic Applications to Geriatrics Leveraging Electronic Health Records (BEAGLE): A pragmatic cluster randomized controlled trial.

Authors:  Tiffany Brown; Theresa A Rowe; Ji Young Lee; Lucia C Petito; Ryan Chmiel; Jody D Ciolino; Jason N Doctor; Craig R Fox; Noah J Goldstein; Darren Kaiser; Jeffrey A Linder; Daniella Meeker; Yaw Peprah; Stephen D Persell
Journal:  Contemp Clin Trials       Date:  2021-12-08       Impact factor: 2.226

4.  Strategies and Opportunities to STOP Colon Cancer in Priority Populations: design of a cluster-randomized pragmatic trial.

Authors:  Gloria D Coronado; William M Vollmer; Amanda Petrik; Stephen H Taplin; Timothy E Burdick; Richard T Meenan; Beverly B Green
Journal:  Contemp Clin Trials       Date:  2014-06-14       Impact factor: 2.226

5.  An evaluation of constrained randomization for the design and analysis of group-randomized trials.

Authors:  Fan Li; Yuliya Lokhnygina; David M Murray; Patrick J Heagerty; Elizabeth R DeLong
Journal:  Stat Med       Date:  2015-11-23       Impact factor: 2.373

6.  Translating CKD Research into Primary Care Practice: a Group-Randomized Study.

Authors:  Cara B Litvin; Paul J Nietert; Ruth G Jenkins; Andrea M Wessell; Lynne S Nemeth; Steven M Ornstein
Journal:  J Gen Intern Med       Date:  2019-12-10       Impact factor: 5.128

7.  Prescriber and patient-oriented behavioural interventions to improve use of malaria rapid diagnostic tests in Tanzania: facility-based cluster randomised trial.

Authors:  Bonnie Cundill; Hilda Mbakilwa; Clare Ir Chandler; George Mtove; Frank Mtei; Annie Willetts; Emily Foster; Florida Muro; Rahim Mwinyishehe; Renata Mandike; Raimos Olomi; Christopher Jm Whitty; Hugh Reyburn
Journal:  BMC Med       Date:  2015-05-15       Impact factor: 8.775

8.  Choosing an imbalance metric for covariate-constrained randomization in multiple-arm cluster-randomized trials.

Authors:  Jody D Ciolino; Alicia Diebold; Jessica K Jensen; Gerald W Rouleau; Kimberly K Koloms; Darius Tandon
Journal:  Trials       Date:  2019-05-28       Impact factor: 2.279

9.  Covariate-constrained randomization for cluster randomized trials in the long-term care setting: Application to the TRAIN-AD trial.

Authors:  Michele L Shaffer; Erika M C D'Agata; Daniel Habtemariam; Susan L Mitchell
Journal:  Contemp Clin Trials Commun       Date:  2020-03-17
  9 in total

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