Literature DB >> 26061473

Use of quality control charts for detection of outliers and temporal trends in cumulative meta-analysis.

Elena Kulinskaya1, Julia Koricheva2.   

Abstract

Cumulative meta-analysis (CMA) aims to aggregate accumulating evidence. Essentially a visual tool, CMA should be supplemented by formal statistical methods for assessment of the significance of the accumulating evidence, and for detection of temporal trends in effect sizes. These methods should also take into account multiple testing inherent in CMA. We review the existing methods for detection of temporal trends in effect sizes and suggest a new approach, namely the use of standard quality control (QC) charts, in particular X charts and CUSUM charts, to detect possible outliers and trends over time. We discuss the application of the QC charts to four popular measures of effect size: the odds ratios, the relative risks, the correlation coefficients and the standardized mean differences. Applications of QC charts are illustrated by three meta-analysis examples from medicine, ecology and evolutionary biology.
Copyright © 2011 John Wiley & Sons, Ltd. Copyright © 2011 John Wiley & Sons, Ltd.

Keywords:  CUSUM charts; X̄ charts; cumulative meta‐analysis; quality control charts; temporal changes in effect sizes

Year:  2011        PMID: 26061473     DOI: 10.1002/jrsm.29

Source DB:  PubMed          Journal:  Res Synth Methods        ISSN: 1759-2879            Impact factor:   5.273


  4 in total

1.  Sequential change detection and monitoring of temporal trends in random-effects meta-analysis.

Authors:  Samson Henry Dogo; Allan Clark; Elena Kulinskaya
Journal:  Res Synth Methods       Date:  2016-12-08       Impact factor: 5.273

2.  Charting the landscape of graphical displays for meta-analysis and systematic reviews: a comprehensive review, taxonomy, and feature analysis.

Authors:  Michael Kossmeier; Ulrich S Tran; Martin Voracek
Journal:  BMC Med Res Methodol       Date:  2020-02-07       Impact factor: 4.615

3.  Association between PPAR-γ2 gene polymorphisms and diabetic retinopathy risk: a meta-analysis.

Authors:  Xue-Feng Li; Guang-Bin Jiang; Shi-Yan Cheng; Ya-Feng Song; Cai Deng; Yu-Ming Niu; Jun-Wei Cai
Journal:  Aging (Albany NY)       Date:  2021-02-01       Impact factor: 5.682

Review 4.  Acute Effects of Caffeine Supplementation on Physical Performance, Physiological Responses, Perceived Exertion, and Technical-Tactical Skills in Combat Sports: A Systematic Review and Meta-Analysis.

Authors:  Slaheddine Delleli; Ibrahim Ouergui; Hamdi Messaoudi; Khaled Trabelsi; Achraf Ammar; Jordan M Glenn; Hamdi Chtourou
Journal:  Nutrients       Date:  2022-07-21       Impact factor: 6.706

  4 in total

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