Systematic Differences between Cochrane and Non-Cochrane Meta-Analyses on the Same Topic: A Matched Pair Analysis
Open accessAbstract
BACKGROUND: Meta-analyses conducted via the Cochrane Collaboration adhere to strict methodological and reporting standards aiming to minimize bias, maximize transparency/reproducibility, and improve the accuracy of summarized data. Whether this results in differences in the results reported by meta-analyses on the same topic conducted outside the Cochrane Collaboration is an open question. METHODS: We conducted a matched-pair analysis with individual meta-analyses as the unit of analysis, comparing Cochrane and non-Cochrane reviews. Using meta-analyses from the cardiovascular literature, we identified pairs that matched on intervention and outcome. The pairs were contrasted in terms of how frequently results disagreed between the Cochrane and non-Cochrane reviews, whether effect sizes and statistical precision differed systematically, and how these differences related to the frequency of secondary citations of those reviews. RESULTS: Our search yielded 40 matched pairs of reviews. The two sets were similar in terms of which was first to publication, how many studies were included, and average sample sizes. The paired reviews included a total of 344 individual clinical trials: 111 (32.3%) studies were included only in a Cochrane review, 104 (30.2%) only in a non-Cochrane review, and 129 (37.5%) in both. Stated another way, 62.5% of studies were only included in one or the other meta-analytic literature. Overall, 37.5% of pairs had discrepant results. The most common involved shifts in the width of 95% confidence intervals that would yield a different statistical interpretation of the significance of results (7 pairs). Additionally, 20% differed in the direction of the summary effect size (5 pairs) or reported greater than a 2-fold difference in its magnitude (3 pairs). Non-Cochrane reviews reported significantly higher effect sizes (P< 0.001) and lower precision (P<0.001) than matched Cochrane reviews. Reviews reporting an effect size at least 2-fold greater than their matched pair were cited more frequently. CONCLUSION: Though results between topic-matched Cochrane and non-Cochrane reviews were quite similar, discrepant results were frequent, and the overlap of included studies was surprisingly low. Non-Cochrane reviews report larger effect sizes with lower precision than Cochrane reviews, indicating systematic differences, likely reflective of methodology, between the two types of reviews that could generate different interpretations of the interventions under question.
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A 47% difference in the number of studies in matched pairs of reviews on the same research question within 5 years was unaccounted for by order of publication.
“These authors found a 47% difference in the number of studies in the paired reviews (excluding individual trials included in both reviews) unaccounted for by order of publication.17”
From Analysis of the time and workers needed to conduct systematic reviews of medical interventions using data from the PROSPERO registry (2017) · cites this paper as [17]
The Results (page not supplied) report that publication sequence alone could not explain differences in the lists of included studies for 47% (15/32) of analyzable, non-identical review pairs. The Methods (page not supplied) confirm that reviews were matched within five years. But 47% is the proportion of pairs with unexplained differences, not the size of a difference in the number of studies. (LLM, conf=0.88)
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Borah, R., Brown, A. W., Capers, P. L., & Kaiser, K. A. (2017) · BMJ Open · doi:10.1136/bmjopen-2016-012545 · Cited by 737 · see citing works
“These authors found a 47% difference in the number of studies in the paired reviews (excluding individual trials included in both reviews) unaccounted for by order of publication.(17) One potential source of search differences may be the use of Medical Subject Headings (MeSH), which were introduced in 1963.”
BackgroundScientific citations favor positive results: a systematic review and meta-analysis.
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- Authors
- Useem, J., Brennan, A., LaValley, M., Vickery, M., Ameli, O., Reinen, N., & Gill, C. J.
- Affiliations
- Boston University (US)
- Corresponding author
- Gill, Christopher J.
- Venue
- PLOS ONE
- Publisher
- Public Library of Science (PLoS)
- Published
- 2015-12-15
- Volume
- 10
- Issue
- 12
- Pages
- e0144980
- ISSN
- 1932-6203 (ISSN-L)
- PMC
- PMC4686011
- OpenAlex
- W2204134410
- Cited by
- 105
- References
- 3
- Citations by year
- 2026: 7 · 2025: 13 · 2024: 21 · 2023: 11 · 2022: 8 · 2021: 13 · 2020: 11 · 2019: 9 · 2018: 4 · 2017: 6 · 2016: 2
- FWCI
- 3.65
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- PLoS ONE (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
- Figshare (submittedVersion, cc-by)
- OpenBU (Boston University) (submittedVersion, cc-by)
- Topics
- Social Sciences › Decision Sciences › Statistics, Probability and Uncertainty › Meta-analysis and systematic reviews
- Social Sciences › Sociology and Political Science › Delphi Technique in Research
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Clinical practice guidelines implementation
- Keywords
- systematic review methodology, statistical precision, cardiovascular interventions, meta-analysis reproducibility, bias in systematic reviews, matched-pair analysis, confidence interval width, reporting guidelines, Cochrane Collaboration
- MeSH terms
- Humans, Publishing, Matched-Pair Analysis
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