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Endpoint Exposure-Response Analyses in the Presence of Concurrent Dose Modification During Clinical Trials
Rui Zhong1,2, Yanguang Cao1
1Division of Pharmacotherapy and Experimental Therapeutics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA.
Conventional exposure-response analyses can be misleading due to dose modifications from adverse events (AEs). Adjusting for AE-driven dose modifications improves accuracy, crucial for reliable drug development and dose selection.
Area of Science:
- Pharmacometrics
- Drug Development
- Clinical Pharmacology
Background:
- Exposure-response (E-R) analyses are vital for drug dose selection.
- Conventional E-R methods often ignore dose modifications (DMs) caused by adverse events (AEs), potentially biasing results.
- Understanding the impact of AE-driven DMs on E-R relationships is critical for accurate drug assessment.
Purpose of the Study:
- To develop a framework for quantifying the impact of AE-driven DMs on E-R relationships.
- To explore strategies for improving the accuracy of E-R analyses in the presence of DMs.
- To evaluate E-R relationships considering both planned and actual dose exposures.
Main Methods:
- Utilized duvelisib, a drug with frequent DMs, as a case study.
- Compared three E-R scenarios: ground truth, conventional (planned exposure), and DM-adjusted (actual exposure).
- Assessed the influence of AE onset timing and DMs on E-R relationship accuracy.
Main Results:
- Conventional E-R analyses significantly deviated from ground truth with frequent DMs, especially for delayed AEs.
- Early-onset AEs and subsequent DMs distorted E-R relationships for later AEs.
- DM-adjusted E-R analyses improved accuracy for late AEs but risked overcorrection for early AEs.
Conclusions:
- Incorporating AE timing and DMs into E-R analyses is essential for robust drug development.
- Accurate interpretation of E-R relationships requires accounting for real-world clinical events like DMs.
- This framework enhances the reliability of dose selection in drugs with frequent AE-driven dose modifications.
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