Literature DB >> 24692250

Demystifying fixed and random effects meta-analysis.

Adriani Nikolakopoulou1, Dimitris Mavridis, Georgia Salanti.   

Abstract

OBJECTIVE: Systematic reviewers often need to choose between two statistical methods when synthesising evidence in a meta-analysis: the fixed effect and the random effects models. The two approaches entail different assumptions about the treatment effect in the included studies. The aim of this paper was to explain the assumptions underlying each model and their implications in the interpretation of summary results.
METHODS: We discussed the key assumptions underlying the two methods and the subsequent implications on interpreting results. We used two illustrative examples from a published meta-analysis and highlighted differences in results.
RESULTS: The two meta-analytic approaches may yield similar or contradicting results. Even if results between the two models are similar, summary estimates should be interpreted in a different way.
CONCLUSIONS: Selection between fixed or random effects should be based on the clinical relevance of the assumptions that characterise each approach. Researchers should consider the implications of the analysis model in the interpretation of the findings and use prediction intervals in the random effects meta-analysis.

Mesh:

Substances:

Year:  2014        PMID: 24692250     DOI: 10.1136/eb-2014-101795

Source DB:  PubMed          Journal:  Evid Based Ment Health        ISSN: 1362-0347


  33 in total

1.  Differences in Magnitude of Cue Reactivity Across Durations of Smoking History: A Meta-analysis.

Authors:  Joshua L Karelitz
Journal:  Nicotine Tob Res       Date:  2020-07-16       Impact factor: 4.244

2.  Data-Driven Risk Classification of Concussion Rates: A Systematic Review and Meta-Analysis.

Authors:  Kathryn L Van Pelt; Tim Puetz; Jennylee Swallow; Andrew P Lapointe; Steven P Broglio
Journal:  Sports Med       Date:  2021-03-15       Impact factor: 11.136

3.  A 24-step guide on how to design, conduct, and successfully publish a systematic review and meta-analysis in medical research.

Authors:  Taulant Muka; Marija Glisic; Jelena Milic; Sanne Verhoog; Julia Bohlius; Wichor Bramer; Rajiv Chowdhury; Oscar H Franco
Journal:  Eur J Epidemiol       Date:  2019-11-13       Impact factor: 8.082

Review 4.  Renin-Angiotensin Aldosterone System Inhibitors and COVID-19: A Systematic Review and Meta-Analysis Revealing Critical Bias Across a Body of Observational Research.

Authors:  Jordan Loader; Frances C Taylor; Erik Lampa; Johan Sundström
Journal:  J Am Heart Assoc       Date:  2022-05-27       Impact factor: 6.106

Review 5.  Public health interventions on prescription redemptions and secondary medication adherence among type 2 diabetes patients: systematic review and meta-analysis of randomized controlled trials.

Authors:  Bayu Begashaw Bekele; Biruk Bogale; Samuel Negash; Melkamsew Tesfaye; Dawit Getachew; Fekede Weldekidan; Tewodros Yosef
Journal:  J Diabetes Metab Disord       Date:  2021-09-02

6.  Efficacy and Safety of Bevacizumab Plus Oxaliplatin- or Irinotecan-Based Doublet Backbone Chemotherapy as the First-Line Treatment of Metastatic Colorectal Cancer: A Systematic Review and Meta-analysis.

Authors:  Tianshu Ren; Shu Wang; Zexu Shen; Chang Xu; Yingshi Zhang; Fuhai Hui; Xingshun Qi; Qingchun Zhao
Journal:  Drug Saf       Date:  2020-11-12       Impact factor: 5.606

Review 7.  Cessation classification likelihood increases with higher expired-air carbon monoxide cutoffs: a meta-analysis.

Authors:  Joshua L Karelitz; Erin A McClure; Caitlin Wolford-Clevenger; Lauren R Pacek; Karen L Cropsey
Journal:  Drug Alcohol Depend       Date:  2021-02-03       Impact factor: 4.492

8.  Clinical Relevance of Epidural Steroid Injections on Lumbosacral Radicular Syndrome-related Synptoms: Systematic Review and Meta-Analysis.

Authors:  Thomas M de Bruijn; Ingrid B de Groot; Harald S Miedema; Johan Haumann; Raymond W J G Ostelo
Journal:  Clin J Pain       Date:  2021-07-01       Impact factor: 3.442

Review 9.  Renal artery stent in solitary functioning kidneys: 77% of benefit: A systematic review with meta-analysis.

Authors:  Zhenjiang Ma; Liangshuai Liu; Bing Zhang; Wei Chen; Jianyong Yang; Heping Li
Journal:  Medicine (Baltimore)       Date:  2016-09       Impact factor: 1.889

10.  Multiple Score Comparison: a network meta-analysis approach to comparison and external validation of prognostic scores.

Authors:  Sarah R Haile; Beniamino Guerra; Joan B Soriano; Milo A Puhan
Journal:  BMC Med Res Methodol       Date:  2017-12-21       Impact factor: 4.615

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.