Literature DB >> 25237613

Use of the varying coefficient model in an exercise and depression meta-analysis.

George A Kelley1, Kristi S Kelley1.   

Abstract

AIM: Use a recently developed varying coefficient model to determine the effects of exercise in adults with depression.
METHODS: Data from a recent meta-analysis addressing the effects of exercise on depression in adults were used. Studies were limited to randomized controlled intervention trials of any type of chronic exercise (for example, walking and jogging) in adults greater than or equal to 18 years of age with a diagnosis of depression. For each study, the standardized mean difference (exercise minus control) effect size for depression, adjusted for small-sample bias, was calculated. Variance statistics for each effect size and pooling of results were calculated using the recently proposed varying coefficient (VC) model for standardized mean differences. Standardized effect-sizes of 0.20, 0.50 and 0.80 were considered to represent small, medium and large effects. Results were considered statistically significant if the 95% confidence intervals did not cross 0, with negative results indicative of reductions in depression. These findings were then compared with results using traditional random-effects (RE) models.
RESULTS: A total of 23 studies representing 907 men and women (476 exercise, 431 control) were pooled for analysis. Both RE and VC models resulted in large, statistically significant improvements in depression as a result of exercise in adults. However, the VC model resulted in a larger overall effect size as well as confidence intervals that were narrower than previously reported using the RE model. The overall mean effect size for the RE model was -0.82 with a 95% confidence interval of -1.12 to -0.51. For the VC model, overall mean effect size was -0.88 with a 95% confidence interval of -1.08 to -0.68. The relative difference between the RE and VC approaches was 7.3%.
CONCLUSION: The VC model, a potentially preferable model, confirms the positive effects of exercise on depression in adults.

Entities:  

Keywords:  Depression; Exercise; Meta-analysis; Random-effects; Varying coefficient

Year:  2012        PMID: 25237613      PMCID: PMC4145564          DOI: 10.5662/wjm.v2.i3.24

Source DB:  PubMed          Journal:  World J Methodol        ISSN: 2222-0682


  6 in total

1.  The economic burden of depression in the United States: how did it change between 1990 and 2000?

Authors:  Paul E Greenberg; Ronald C Kessler; Howard G Birnbaum; Stephanie A Leong; Sarah W Lowe; Patricia A Berglund; Patricia K Corey-Lisle
Journal:  J Clin Psychiatry       Date:  2003-12       Impact factor: 4.384

2.  Synthesizer 1.0: a varying-coefficient meta-analytic tool.

Authors:  Zlatan Krizan
Journal:  Behav Res Methods       Date:  2010-08

3.  A power primer.

Authors:  J Cohen
Journal:  Psychol Bull       Date:  1992-07       Impact factor: 17.737

4.  Meta-analytic interval estimation for standardized and unstandardized mean differences.

Authors:  Douglas G Bonett
Journal:  Psychol Methods       Date:  2009-09

5.  Current depression among adults---United States, 2006 and 2008.

Authors: 
Journal:  MMWR Morb Mortal Wkly Rep       Date:  2010-10-01       Impact factor: 17.586

Review 6.  Exercise for depression.

Authors:  Gillian E Mead; Wendy Morley; Paul Campbell; Carolyn A Greig; Marion McMurdo; Debbie A Lawlor
Journal:  Cochrane Database Syst Rev       Date:  2009-07-08
  6 in total

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