Meta-analysis of rare and adverse event data
Abstract
Potentially beneficial drugs may have side effects. Such adverse events may be serious but rare, making their effect difficult to quantify, or even their identification problematic within randomized controlled trials. Meta-analysis provides a means of combining such outcome data across a series of studies and provides a more powerful analysis than is possible from a single study. However, meta-analysis of adverse event data presents some unique methodological challenges. Procedural issues pertaining to study selection and the inclusion of both randomized and observational data are discussed. The statistical problem of combining rare outcomes is also considered at length. Model choice, continuity corrections, exact statistics, Bayesian methods and sensitivity analysis are all covered. The application of results from adverse event meta-analyses to clinical and economic decision models is also considered. A number of examples are presented to illustrate the key points.
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Another article stressed that methods to appropriately combine data from multiple study designs need further development.
“Another article stressed that methods to appropriately combine data from multiple study designs need further development [78].”
From Methods to systematically review and meta-analyse observational studies: a systematic scoping review of recommendations (2018) · cites this paper as [78]
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- Authors
- Sutton, A. J., Cooper, N. J., Lambert, P. C., Jones, D. R., Abrams, K. R., & Sweeting, M. J.
- Affiliations
- University of Leicester (GB)
- St George's, University of London (GB)
- Venue
- Expert Review of Pharmacoeconomics & Outcomes Research
- Publisher
- Informa UK Limited
- Published
- 2002-08
- Volume
- 2
- Issue
- 4
- Pages
- 367-379
- ISSN
- 1473-7167 (ISSN-L)
- 1744-8379
- OpenAlex
- W2122849467
- Cited by
- 141
- References
- 63
- Citations by year
- 2026: 1 · 2025: 3 · 2024: 2 · 2023: 3 · 2022: 2 · 2021: 22 · 2020: 8 · 2019: 6 · 2018: 11 · 2017: 5 · 2016: 10 · 2015: 9 · 2014: 8 · 2013: 11 · 2012: 8
- FWCI
- 0.67
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Expert Review of Pharmacoeconomics & Outcomes Research (publishedVersion)
- PubMed (publishedVersion)
- Leicester Research Archive (University of Leicester) (submittedVersion)
- Topics
- Social Sciences › Decision Sciences › Statistics, Probability and Uncertainty › Meta-analysis and systematic reviews
- Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods in Clinical Trials
- Life Sciences › Pharmacology, Toxicology and Pharmaceutics › Toxicology › Pharmacovigilance and Adverse Drug Reactions
- Keywords
- adverse drug reactions, rare outcomes, meta-analysis methodology, study selection, continuity correction, Bayesian analysis, sensitivity analysis, model selection, economic decision models, clinical decision model
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