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Evaluating the Quality of Evidence from a Network Meta-Analysis

Author

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  • Georgia Salanti
  • Cinzia Del Giovane
  • Anna Chaimani
  • Deborah M Caldwell
  • Julian P T Higgins

Abstract

Systematic reviews that collate data about the relative effects of multiple interventions via network meta-analysis are highly informative for decision-making purposes. A network meta-analysis provides two types of findings for a specific outcome: the relative treatment effect for all pairwise comparisons, and a ranking of the treatments. It is important to consider the confidence with which these two types of results can enable clinicians, policy makers and patients to make informed decisions. We propose an approach to determining confidence in the output of a network meta-analysis. Our proposed approach is based on methodology developed by the Grading of Recommendations Assessment, Development and Evaluation (GRADE) Working Group for pairwise meta-analyses. The suggested framework for evaluating a network meta-analysis acknowledges (i) the key role of indirect comparisons (ii) the contributions of each piece of direct evidence to the network meta-analysis estimates of effect size; (iii) the importance of the transitivity assumption to the validity of network meta-analysis; and (iv) the possibility of disagreement between direct evidence and indirect evidence. We apply our proposed strategy to a systematic review comparing topical antibiotics without steroids for chronically discharging ears with underlying eardrum perforations. The proposed framework can be used to determine confidence in the results from a network meta-analysis. Judgements about evidence from a network meta-analysis can be different from those made about evidence from pairwise meta-analyses.

Suggested Citation

  • Georgia Salanti & Cinzia Del Giovane & Anna Chaimani & Deborah M Caldwell & Julian P T Higgins, 2014. "Evaluating the Quality of Evidence from a Network Meta-Analysis," PLOS ONE, Public Library of Science, vol. 9(7), pages 1-14, July.
  • Handle: RePEc:plo:pone00:0099682
    DOI: 10.1371/journal.pone.0099682
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    2. Tamara Kerber Tedesco & Thais Gimenez & Isabela Floriano & Anelise Fernandes Montagner & Lucila Basto Camargo & Ana Flávia Bissoto Calvo & Susana Morimoto & Daniela Prócida Raggio, 2018. "Scientific evidence for the management of dentin caries lesions in pediatric dentistry: A systematic review and network meta-analysis," PLOS ONE, Public Library of Science, vol. 13(11), pages 1-20, November.
    3. Shannon M Sullivan & Doug Coyle & George Wells, 2014. "What Guidance Are Researchers Given on How to Present Network Meta-Analyses to End-Users such as Policymakers and Clinicians? A Systematic Review," PLOS ONE, Public Library of Science, vol. 9(12), pages 1-18, December.
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    6. Gretchen J. Bjornstad & Shreya Sonthalia & Benjamin Rouse & Luke Timmons & Laura Whybra & Nick Axford, 2020. "PROTOCOL: A comparison of the effectiveness of cognitive behavioural interventions based on delivery features for elevated symptoms of depression in adolescents," Campbell Systematic Reviews, John Wiley & Sons, vol. 16(1), March.
    7. Chao Zhang & Jiancheng Guan, 2017. "How to identify metaknowledge trends and features in a certain research field? Evidences from innovation and entrepreneurial ecosystem," Scientometrics, Springer;Akadémiai Kiadó, vol. 113(2), pages 1177-1197, November.
    8. Fernanda S Tonin & Helena H Borba & Antonio M Mendes & Astrid Wiens & Fernando Fernandez-Llimos & Roberto Pontarolo, 2019. "Description of network meta-analysis geometry: A metrics design study," PLOS ONE, Public Library of Science, vol. 14(2), pages 1-14, February.
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    12. Theodoros Papakonstantinou & Adriani Nikolakopoulou & Julian P. T. Higgins & Matthias Egger & Georgia Salanti, 2020. "CINeMA: Software for semiautomated assessment of the confidence in the results of network meta‐analysis," Campbell Systematic Reviews, John Wiley & Sons, vol. 16(1), March.
    13. Cho-Hao Lee & Po-Huang Chen & Chin Lin & Chieh-Yung Wang & Ching-Liang Ho, 2020. "A network meta-analysis of maintenance therapy in chronic lymphocytic leukemia," PLOS ONE, Public Library of Science, vol. 15(1), pages 1-18, January.
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