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Updated: Dec 28, 2025

Drug Repurposing Hypothesis Generation Using the "RE:fine Drugs" System
Published on: December 11, 2016
Innovative design and analysis for rare disease drug development
Shein-Chung Chow1, Zhipeng Huang2
1Duke University School of Medicine, Durham, NC, USA.
Developing drugs for rare diseases presents challenges due to small patient populations. This study proposes innovative trial designs and real-world data to gather substantial evidence for drug approval, meeting standard requirements.
Area of Science:
- Drug Development
- Clinical Trials
- Regulatory Science
Background:
- Rare disease drug development faces significant hurdles, primarily the limited availability of eligible subjects for clinical trials.
- Regulatory agencies like the FDA require substantial evidence for drug approval, maintaining the same standards for both rare and common conditions.
- Innovative strategies are essential to overcome sample size limitations and demonstrate drug efficacy and safety in rare disease populations.
Purpose of the Study:
- To discuss fundamental considerations in rare disease drug development.
- To outline innovative approaches for demonstrating drug not-ineffectiveness rather than effectiveness with limited subjects.
- To propose a two-stage adaptive seamless trial design integrating real-world data to meet regulatory standards for rare disease drug approval.
Main Methods:
- Discussion of basic considerations for rare disease drug development.
- Exploration of innovative strategies, including demonstrating not-ineffectiveness and utilizing adaptive trial designs.
- Integration of real-world data and real-world evidence within a two-stage adaptive seamless trial framework.
- Discussion of sample size calculations for rare disease clinical trials using probability monitoring procedures.
Main Results:
- The article outlines innovative thinking for rare disease drug development, focusing on demonstrating not-ineffectiveness with limited patient populations.
- A proposed two-stage adaptive seamless trial design is presented, incorporating real-world data and evidence.
- The design aims to generate substantial evidence for drug approval while adhering to the same standards as drugs for common conditions.
- Sample size calculation methodologies for rare disease clinical trials are discussed within the proposed framework.
Conclusions:
- Innovative approaches are crucial for rare disease drug development to overcome subject availability challenges.
- A two-stage adaptive seamless trial design combined with real-world data offers a viable strategy for obtaining robust evidence for drug approval.
- This integrated approach can help meet regulatory standards for rare disease drugs, ensuring they are evaluated comparably to drugs for common conditions.
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