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Updated: Apr 11, 2026

In Silico Clinical Trials for Cardiovascular Disease
Published on: May 27, 2022
Event Rates in Randomized Clinical Trials Evaluating Cardiovascular Interventions and Devices
Karim D Mahmoud1, Ryan J Lennon2, David R Holmes3
1Division of Cardiovascular Diseases, Mayo Clinic, Rochester, Minnesota; Department of Cardiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands.
Event rates in cardiovascular randomized clinical trials (RCTs) are often overestimated, impacting study design and statistical power. This overestimation can lead to trials being underpowered to detect true treatment effects, compromising evidence-based medicine.
Area of Science:
- Cardiovascular Medicine
- Clinical Trial Design
- Evidence-Based Medicine
Background:
- Randomized clinical trials (RCTs) are the cornerstone of evidence-based medicine.
- Accurate estimation of event rates is critical for the statistical power and validity of RCTs.
- Overestimation of event rates can lead to underpowered studies and inaccurate conclusions.
Purpose of the Study:
- To investigate the prevalence, extent, and impact of event rate overestimation in cardiovascular intervention and device RCTs.
- To compare estimated primary event rates with actual observed rates in the control groups.
- To assess the proportion of nonsignificant RCTs that could truly exclude a relevant treatment effect.
Main Methods:
- Analysis of 27 RCTs (19,436 patients) evaluating cardiovascular interventions and devices.
- Comparison of pre-trial estimated primary event rates with actual observed event rates in control groups.
- Evaluation of the conclusions of nonsignificant superiority trials.
Main Results:
- Event rates were overestimated in 74.1% (20/27) of included RCTs.
- A significant mean difference of -22.9% was observed between estimated and actual event rates.
- Overestimation was particularly notable in trials involving biodegradable polymer drug-eluting coronary stents and renal artery stenting.
- Only 21.4% (3/14) of nonsignificant superiority trials had truly negative conclusions.
Conclusions:
- Event rate overestimation is a frequent and impactful issue in cardiovascular RCTs.
- This phenomenon can compromise the statistical power of trials, potentially leading to false-negative results.
- Accurate event rate estimation is crucial for robust clinical trial design and reliable therapeutic assessments.
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