Literature DB >> 19575485

Developing multicomponent interventions using fractional factorial designs.

Bibhas Chakraborty1, Linda M Collins, Victor J Strecher, Susan A Murphy.   

Abstract

Multicomponent interventions composed of behavioral, delivery, or implementation factors in addition to medications are becoming increasingly common in health sciences. A natural experimental approach to developing and refining such multicomponent interventions is to start with a large number of potential components and screen out the least active ones. Factorial designs can be used efficiently in this endeavor. We address common criticisms and misconceptions regarding the use of factorial designs in these screening studies. We also provide an operationalization of screening studies. As an example, we consider the use of a screening study in the development of a multicomponent smoking cessation intervention. Simulation results are provided to support the discussions.

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Year:  2009        PMID: 19575485      PMCID: PMC2746448          DOI: 10.1002/sim.3643

Source DB:  PubMed          Journal:  Stat Med        ISSN: 0277-6715            Impact factor:   2.373


  30 in total

Review 1.  Computer-tailored smoking cessation materials: a review and discussion.

Authors:  V J Strecher
Journal:  Patient Educ Couns       Date:  1999-02

2.  Framework for design and evaluation of complex interventions to improve health.

Authors:  M Campbell; R Fitzpatrick; A Haines; A L Kinmonth; P Sandercock; D Spiegelhalter; P Tyrer
Journal:  BMJ       Date:  2000-09-16

3.  Factorial design considerations.

Authors:  Stephanie Green; Ping-Yu Liu; Janet O'Sullivan
Journal:  J Clin Oncol       Date:  2002-08-15       Impact factor: 44.544

4.  Factorial and reciprocal control designs.

Authors:  D P Byar
Journal:  Stat Med       Date:  1990 Jan-Feb       Impact factor: 2.373

5.  Factorial designs in clinical trials: the effects of non-compliance and subadditivity.

Authors:  E Brittain; J Wittes
Journal:  Stat Med       Date:  1989-02       Impact factor: 2.373

6.  Incomplete factorial designs for randomized clinical trials.

Authors:  D P Byar; A M Herzberg; W Y Tan
Journal:  Stat Med       Date:  1993-09-15       Impact factor: 2.373

7.  Factorial designs for randomized clinical trials.

Authors:  D P Byar; S Piantadosi
Journal:  Cancer Treat Rep       Date:  1985-10

8.  Design of experiments with multiple independent variables: a resource management perspective on complete and reduced factorial designs.

Authors:  Linda M Collins; John J Dziak; Runze Li
Journal:  Psychol Methods       Date:  2009-09

9.  Comparison of a phased experimental approach and a single randomized clinical trial for developing multicomponent behavioral interventions.

Authors:  Linda M Collins; Bibhas Chakraborty; Susan A Murphy; Victor Strecher
Journal:  Clin Trials       Date:  2009-02       Impact factor: 2.486

10.  Design, analysis and presentation of factorial randomised controlled trials.

Authors:  Alan A Montgomery; Tim J Peters; Paul Little
Journal:  BMC Med Res Methodol       Date:  2003-11-24       Impact factor: 4.615

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  39 in total

Review 1.  Multilevel factorial experiments for developing behavioral interventions: power, sample size, and resource considerations.

Authors:  John J Dziak; Inbal Nahum-Shani; Linda M Collins
Journal:  Psychol Methods       Date:  2012-02-06

2.  Scientific reasons for including persons with disabilities in clinical and translational diabetes research.

Authors:  Shirley M Moore
Journal:  J Diabetes Sci Technol       Date:  2012-03-01

3.  From ideas to efficacy: The ORBIT model for developing behavioral treatments for chronic diseases.

Authors:  Susan M Czajkowski; Lynda H Powell; Nancy Adler; Sylvie Naar-King; Kim D Reynolds; Christine M Hunter; Barbara Laraia; Deborah H Olster; Frank M Perna; Janey C Peterson; Elissa Epel; Josephine E Boyington; Mary E Charlson
Journal:  Health Psychol       Date:  2015-02-02       Impact factor: 4.267

4.  Efficacy of Contextually Tailored Suggestions for Physical Activity: A Micro-randomized Optimization Trial of HeartSteps.

Authors:  Predrag Klasnja; Shawna Smith; Nicholas J Seewald; Andy Lee; Kelly Hall; Brook Luers; Eric B Hekler; Susan A Murphy
Journal:  Ann Behav Med       Date:  2019-05-03

5.  Evaluating individual intervention components: making decisions based on the results of a factorial screening experiment.

Authors:  Linda M Collins; Jessica B Trail; Kari C Kugler; Timothy B Baker; Megan E Piper; Robin J Mermelstein
Journal:  Transl Behav Med       Date:  2014-09       Impact factor: 3.046

6.  Moving beyond the treatment package approach to developing behavioral interventions: addressing questions that arose during an application of the Multiphase Optimization Strategy (MOST).

Authors:  David L Wyrick; Kelly L Rulison; Melodie Fearnow-Kenney; Jeffrey J Milroy; Linda M Collins
Journal:  Transl Behav Med       Date:  2014-09       Impact factor: 3.046

7.  Introduction to SMART designs for the development of adaptive interventions: with application to weight loss research.

Authors:  Daniel Almirall; Inbal Nahum-Shani; Nancy E Sherwood; Susan A Murphy
Journal:  Transl Behav Med       Date:  2014-09       Impact factor: 3.046

8.  Microrandomized trials for promoting engagement in mobile health data collection: Adolescent/young adult oral chemotherapy adherence as an example.

Authors:  Shuang Li; Alexandra M Psihogios; Elise R McKelvey; Annisa Ahmed; Mashfiqui Rabbi; Susan Murphy
Journal:  Curr Opin Syst Biol       Date:  2020-07-07

9.  Factorial experiments: efficient tools for evaluation of intervention components.

Authors:  Linda M Collins; John J Dziak; Kari C Kugler; Jessica B Trail
Journal:  Am J Prev Med       Date:  2014-08-01       Impact factor: 5.043

10.  Microrandomized trials: An experimental design for developing just-in-time adaptive interventions.

Authors:  Predrag Klasnja; Eric B Hekler; Saul Shiffman; Audrey Boruvka; Daniel Almirall; Ambuj Tewari; Susan A Murphy
Journal:  Health Psychol       Date:  2015-12       Impact factor: 4.267

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