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Updated: May 1, 2026

Author Spotlight: Exercise Test for Evaluation of the Functional Efficacy of the Pig Cardiovascular System
Published on: May 12, 2023
Testing cardiovascular drug safety and efficacy in randomized trials
1From the Departments of Medicine and Pharmacology, Institute for Translational Medicine and Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia.
Large randomized trials are the gold standard for drug approval but may not represent real-world patient populations. Their average results can mask individual variations in drug response, impacting clinical value and risk assessment.
Area of Science:
- Clinical Pharmacology
- Biostatistics
- Drug Development
Background:
- Randomized trials (RCTs) are crucial for approving new therapeutics, providing unbiased efficacy and risk estimates.
- Concerns exist regarding the generalizability of RCT findings due to unrepresentative populations and controlled conditions.
- Average trial results may obscure significant interindividual variations in drug response.
Purpose of the Study:
- To examine why large Phase 3 trials, despite being costly, may not fully address unmet medical needs.
- To discuss the limitations of RCTs in reflecting real-world clinical practice and patient heterogeneity.
- To explore the gap between establishing drug efficacy in trials and demonstrating effectiveness in diverse patient populations.
Main Methods:
- Review of existing literature and methodologies in clinical trial design and analysis.
- Discussion of the distinction between efficacy (controlled settings) and effectiveness (real-world settings).
- Exploration of strategies for individualizing risk and treatment benefit estimation.
Main Results:
- RCTs provide average treatment effects but may not capture the full spectrum of patient responses.
- Controlled trial conditions (e.g., drug dosage, concomitant medications) differ from real-world practice.
- Individualized risk estimates are being developed to complement trial data.
Conclusions:
- Large RCTs, while essential for regulatory approval, may have limitations in addressing diverse patient needs.
- The transition from efficacy to effectiveness requires careful consideration of real-world factors.
- Further research is needed to bridge the gap between trial findings and personalized patient care.
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