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Updated: Jun 23, 2026

Drug Repurposing Hypothesis Generation Using the "RE:fine Drugs" System
Published on: December 11, 2016
Real-World Evidence for Drug Approvals: Moving Toward Greater Regulatory Clarity
Tala H Fakhouri1, Rasika Kalamegham2, Nicole Mahoney3
1Parexel International, Maryland, USA. Tala.Fakhouri@parexel.com.
None:
Despite a decade of investments and regulatory enthusiasm, real-world evidence (RWE) generated from real-world data (RWD) remains underutilized in drug approvals. Beyond the fundamental need for relevant and reliable RWD, three interdependent operational barriers constrain otherwise fit‑for‑use RWD: (1) FDA submission requirements and data standards policies are centered on CDISC and optimized for traditional trials rather than heterogeneous RWD sources; (2) expectations about when patient‑level datasets must be submitted to FDA and how and when FDA may access or inspect source records are unclear; and (3) uncertainty remains regarding the application of 21 CFR Parts 50/56 to non-interventional studies. On one hand, the resulting regulatory ambiguity around these issues may lead sponsors and data providers to expend resources on RWE that is ultimately unfit for regulatory purposes. On the other, potentially suitable RWD may be ignored. In either case, patient access to effective therapies may be delayed. In this perspective, we offer targeted, actionable recommendations in each category to inform FDA's current efforts to better leverage RWE in regulatory submissions.
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