ArticleBMC medical research methodology2009
Estimating required information size by quantifying diversity in random-effects model meta-analyses.
Article in BMC medical research methodology, 2009. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04801238 (preGallstep), which is not on this map. Cited by 439 papers, 114 of them syntheses that pooled it.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
preGallstep: One-step Laparoscopic Cholecystectomy, Common Bile Duct Exploration and Stone Extraction Versus Two-step Endoscopic Retrograde Cholangiography and Stone Extraction Plus Laparoscopic Cholecystectomy for Common Bile Duct Stones
Who cites it
439 citing papers in PubMed, 114 syntheses or guidelines pooled it.
- Pooled it
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- Efficacy and safety of calcitonin gene-related peptide monoclonal antibodies for cluster headache: a systematic review and frequentist-Bayesian meta-analysis.Journal of neurology · 2026Pooled it
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- Liver support systems for adults with acute liver failure.The Cochrane database of systematic reviews · 2026Pooled it
- Research Waste in Randomised Control Trials of Spinal Manipulative Therapy for Chronic Low Back Pain: Evidence From Trial Sequential Analysis.European journal of pain (London, England) · 2026Pooled it
- Pooled it
- Corticosteroids for treatment of leptospirosis.The Cochrane database of systematic reviews · 2025Pooled it
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- Entecavir for children and adults with chronic hepatitis B.The Cochrane database of systematic reviews · 2025Pooled it
- Cerebral Embolic Protection Devices in Transcatheter Aortic Valve Implantation: Meta-Analysis With Trial Sequential Analysis.Journal of the American Heart Association · 2025Pooled it
- Effect of restrictive fluid resuscitation on severe acute kidney injury in septic shock: a systematic review and meta-analysis.BMJ open · 2025Pooled it
- The risks of adverse events with mirtazapine for adults with major depressive disorder: a systematic review with meta-analysis and trial sequential analysis.BMC psychiatry · 2025Pooled it
- Association of IL6 Gene Polymorphisms and Neurological Disorders: Insights from Integrated Bioinformatics and Meta-Analysis.Neuromolecular medicine · 2025Pooled it
- Tranexamic acid in the management of traumatic brain injury: a systematic review and meta-analysis with trial sequential analysis.Einstein (Sao Paulo, Brazil) · 2025Pooled it
- Evaluating Dickkopf-1 as a biomarker: insights into periodontitis, rheumatoid arthritis, and their comorbidity-a systematic review and meta-analysis.Frontiers in dental medicine · 2025Pooled it
- Intrapleural administration with traditional Chinese medicine injections (Frontiers in pharmacology · 2025Pooled it
- Bidirectional associations among gallstone disease, non-alcoholic fatty liver disease, kidney stone disease.World journal of gastroenterology · 2024Pooled it
- Statins for the primary prevention of venous thromboembolism.The Cochrane database of systematic reviews · 2024Pooled it
379 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundThere is increasing awareness that meta-analyses require a sufficiently large information size to detect or reject an anticipated intervention effect. The required information size in a meta-analysis may be calculated from an anticipated a priori intervention effect or from an intervention effect suggested by trials with low-risk of bias.
methodsInformation size calculations need to consider the total model variance in a meta-analysis to control type I and type II errors. Here, we derive an adjusting factor for the required information size under any random-effects model meta-analysis.
resultsWe devise a measure of diversity (D2) in a meta-analysis, which is the relative variance reduction when the meta-analysis model is changed from a random-effects into a fixed-effect model. D2 is the percentage that the between-trial variability constitutes of the sum of the between-trial variability and a sampling error estimate considering the required information size. D2 is different from the intuitively obvious adjusting factor based on the common quantification of heterogeneity, the inconsistency (I2), which may underestimate the required information size. Thus, D2 and I2 are compared and interpreted using several simulations and clinical examples. In addition we show mathematically that diversity is equal to or greater than inconsistency, that is D2 >or= I2, for all meta-analyses.
conclusionWe conclude that D2 seems a better alternative than I2 to consider model variation in any random-effects meta-analysis despite the choice of the between trial variance estimator that constitutes the model. Furthermore, D2 can readily adjust the required information size in any random-effects model meta-analysis.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.