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Trial Sequential Analysis in systematic reviews with meta-analysis
by
Wetterslev, Jørn
, Gluud, Christian
, Jakobsen, Janus Christian
in
Clinical trials
/ Confidence intervals
/ Data analysis
/ Evidence-based medicine
/ Fixed-effect model
/ Group sequential analysis
/ Health Sciences
/ Humans
/ Hypotheses
/ Interim analysis
/ Intervention
/ Medicine
/ Medicine & Public Health
/ Meta-analysis
/ Meta-Analysis as Topic
/ Mortality
/ Random-effects model
/ Randomized Controlled Trials as Topic
/ Research Article
/ Research Design
/ Sample Size
/ Statistical Theory and Methods
/ statistics and modelling
/ Statistics for Life Sciences
/ Surgery
/ Theory of Medicine/Bioethics
/ Trial sequential analysis
2017
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Trial Sequential Analysis in systematic reviews with meta-analysis
by
Wetterslev, Jørn
, Gluud, Christian
, Jakobsen, Janus Christian
in
Clinical trials
/ Confidence intervals
/ Data analysis
/ Evidence-based medicine
/ Fixed-effect model
/ Group sequential analysis
/ Health Sciences
/ Humans
/ Hypotheses
/ Interim analysis
/ Intervention
/ Medicine
/ Medicine & Public Health
/ Meta-analysis
/ Meta-Analysis as Topic
/ Mortality
/ Random-effects model
/ Randomized Controlled Trials as Topic
/ Research Article
/ Research Design
/ Sample Size
/ Statistical Theory and Methods
/ statistics and modelling
/ Statistics for Life Sciences
/ Surgery
/ Theory of Medicine/Bioethics
/ Trial sequential analysis
2017
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Trial Sequential Analysis in systematic reviews with meta-analysis
by
Wetterslev, Jørn
, Gluud, Christian
, Jakobsen, Janus Christian
in
Clinical trials
/ Confidence intervals
/ Data analysis
/ Evidence-based medicine
/ Fixed-effect model
/ Group sequential analysis
/ Health Sciences
/ Humans
/ Hypotheses
/ Interim analysis
/ Intervention
/ Medicine
/ Medicine & Public Health
/ Meta-analysis
/ Meta-Analysis as Topic
/ Mortality
/ Random-effects model
/ Randomized Controlled Trials as Topic
/ Research Article
/ Research Design
/ Sample Size
/ Statistical Theory and Methods
/ statistics and modelling
/ Statistics for Life Sciences
/ Surgery
/ Theory of Medicine/Bioethics
/ Trial sequential analysis
2017
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Trial Sequential Analysis in systematic reviews with meta-analysis
Journal Article
Trial Sequential Analysis in systematic reviews with meta-analysis
2017
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Overview
Background
Most meta-analyses in systematic reviews, including Cochrane ones, do not have sufficient statistical power to detect or refute even large intervention effects. This is why a meta-analysis ought to be regarded as an interim analysis on its way towards a required information size. The results of the meta-analyses should relate the total number of randomised participants to the estimated required meta-analytic information size accounting for statistical diversity. When the number of participants and the corresponding number of trials in a meta-analysis are insufficient, the use of the traditional 95% confidence interval or the 5% statistical significance threshold will lead to too many false positive conclusions (type I errors) and too many false negative conclusions (type II errors).
Methods
We developed a methodology for interpreting meta-analysis results, using generally accepted, valid evidence on how to adjust thresholds for significance in randomised clinical trials when the required sample size has not been reached.
Results
The Lan-DeMets trial sequential monitoring boundaries in Trial Sequential Analysis offer adjusted confidence intervals and restricted thresholds for statistical significance when the diversity-adjusted required information size and the corresponding number of required trials for the meta-analysis have not been reached. Trial Sequential Analysis provides a frequentistic approach to control both type I and type II errors. We define the required information size and the corresponding number of required trials in a meta-analysis and the diversity (D
2
) measure of heterogeneity. We explain the reasons for using Trial Sequential Analysis of meta-analysis when the actual information size fails to reach the required information size. We present examples drawn from traditional meta-analyses using unadjusted naïve 95% confidence intervals and 5% thresholds for statistical significance. Spurious conclusions in systematic reviews with traditional meta-analyses can be reduced using Trial Sequential Analysis. Several empirical studies have demonstrated that the Trial Sequential Analysis provides better control of type I errors and of type II errors than the traditional naïve meta-analysis.
Conclusions
Trial Sequential Analysis represents analysis of meta-analytic data, with transparent assumptions, and better control of type I and type II errors than the traditional meta-analysis using naïve unadjusted confidence intervals.
Publisher
BioMed Central,Springer Nature B.V,BMC
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