Literature DB >> 27209412

A Guide to Conducting a Meta-Analysis.

Mike W-L Cheung1, Ranjith Vijayakumar2.   

Abstract

Meta-analysis is widely accepted as the preferred method to synthesize research findings in various disciplines. This paper provides an introduction to when and how to conduct a meta-analysis. Several practical questions, such as advantages of meta-analysis over conventional narrative review and the number of studies required for a meta-analysis, are addressed. Common meta-analytic models are then introduced. An artificial dataset is used to illustrate how a meta-analysis is conducted in several software packages. The paper concludes with some common pitfalls of meta-analysis and their solutions. The primary goal of this paper is to provide a summary background to readers who would like to conduct their first meta-analytic study.

Keywords:  Literature review; Meta-analysis; Moderator analysis; Systematic review

Mesh:

Year:  2016        PMID: 27209412     DOI: 10.1007/s11065-016-9319-z

Source DB:  PubMed          Journal:  Neuropsychol Rev        ISSN: 1040-7308            Impact factor:   7.444


  33 in total

1.  The power of statistical tests in meta-analysis.

Authors:  L V Hedges; T D Pigott
Journal:  Psychol Methods       Date:  2001-09

2.  Quantifying heterogeneity in a meta-analysis.

Authors:  Julian P T Higgins; Simon G Thompson
Journal:  Stat Med       Date:  2002-06-15       Impact factor: 2.373

3.  Conducting a meta-analysis: basics and good practices.

Authors:  Mike W-L Cheung; Roger C M Ho; Yonghao Lim; Anselm Mak
Journal:  Int J Rheum Dis       Date:  2012-02-22       Impact factor: 2.454

4.  Is psychology suffering from a replication crisis? What does "failure to replicate" really mean?

Authors:  Scott E Maxwell; Michael Y Lau; George S Howard
Journal:  Am Psychol       Date:  2015-09

5.  Replication in Psychological Science.

Authors:  D Stephen Lindsay
Journal:  Psychol Sci       Date:  2015-11-09

6.  The power of statistical tests for moderators in meta-analysis.

Authors:  Larry V Hedges; Therese D Pigott
Journal:  Psychol Methods       Date:  2004-12

7.  How science takes stock: the story of meta-analysis

Authors: 
Journal:  BMJ       Date:  1998-10-17

8.  Meta-analysis of psychotherapy outcome studies.

Authors:  M L Smith; G V Glass
Journal:  Am Psychol       Date:  1977-09

9.  Characteristics of meta-analyses and their component studies in the Cochrane Database of Systematic Reviews: a cross-sectional, descriptive analysis.

Authors:  Jonathan Davey; Rebecca M Turner; Mike J Clarke; Julian P T Higgins
Journal:  BMC Med Res Methodol       Date:  2011-11-24       Impact factor: 4.615

10.  A basic introduction to fixed-effect and random-effects models for meta-analysis.

Authors:  Michael Borenstein; Larry V Hedges; Julian P T Higgins; Hannah R Rothstein
Journal:  Res Synth Methods       Date:  2010-11-21       Impact factor: 5.273

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  29 in total

1.  Meta-analysis in the era of big data.

Authors:  Lucía Silva-Fernández; Loreto Carmona
Journal:  Clin Rheumatol       Date:  2019-07-04       Impact factor: 2.980

Review 2.  Towards a Better Classification and Novel Therapies Based on the Genetics of Systemic Sclerosis.

Authors:  Marialbert Acosta-Herrera; Elena López-Isac; Javier Martín
Journal:  Curr Rheumatol Rep       Date:  2019-07-15       Impact factor: 4.592

Review 3.  Neuropsychological Test Administration by Videoconference: A Systematic Review and Meta-Analysis.

Authors:  Timothy W Brearly; Robert D Shura; Sarah L Martindale; Rory A Lazowski; David D Luxton; Brian V Shenal; Jared A Rowland
Journal:  Neuropsychol Rev       Date:  2017-06-16       Impact factor: 7.444

4.  Meta-analysis: diagnostic accuracy of the citrullinated peptides derived from fibrinogen and vimentin in rheumatoid arthritis.

Authors:  Xue Li; Zhenni Wang; Han Yi; Jun Xie; Naishuo Zhu
Journal:  Clin Rheumatol       Date:  2019-12-19       Impact factor: 2.980

Review 5.  Are Shunt Revisions Associated with IQ in Congenital Hydrocephalus? A Meta -Analysis.

Authors:  C Nikki Arrington; Ashley L Ware; Yusra Ahmed; Paulina A Kulesz; Maureen Dennis; Jack M Fletcher
Journal:  Neuropsychol Rev       Date:  2016-11-05       Impact factor: 7.444

Review 6.  Neuropsychological Predictors of Outcome Following Traumatic Brain Injury in Adults: a Meta-Analysis.

Authors:  Fiona Allanson; Carmela Pestell; Gilles E Gignac; Yong Xiang Yeo; Michael Weinborn
Journal:  Neuropsychol Rev       Date:  2017-07-05       Impact factor: 7.444

Review 7.  How to Ask the Right Question and Find the Right Answer: Clinical Research for Transplant Nephrologists.

Authors:  Sonia Rodríguez-Ramírez; S Joseph Kim
Journal:  Front Immunol       Date:  2022-05-10       Impact factor: 8.786

8.  Agomelatine for the Treatment of Generalized Anxiety Disorder: A Meta-Analysis.

Authors:  Sheng-Min Wang; Young Sup Woo; Nak-Young Kim; Hae-Ran Na; Hyun Kook Lim; Won-Myong Bahk
Journal:  Clin Psychopharmacol Neurosci       Date:  2020-08-31       Impact factor: 2.582

9.  Risk factors for new ischaemic cerebral lesions after carotid artery stenting: protocol for a systematic review and meta-analysis.

Authors:  Yao Feng; Long Li; Xuesong Bai; Tao Wang; Yanfei Chen; Xiao Zhang; Feng Ling; Liqun Jiao
Journal:  BMJ Open       Date:  2019-08-24       Impact factor: 2.692

Review 10.  Dynamic Resistance Training as Stand-Alone Antihypertensive Lifestyle Therapy: A Meta-Analysis.

Authors:  Hayley V MacDonald; Blair T Johnson; Tania B Huedo-Medina; Jill Livingston; Kym C Forsyth; William J Kraemer; Paulo T V Farinatti; Linda S Pescatello
Journal:  J Am Heart Assoc       Date:  2016-09-28       Impact factor: 5.501

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