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In this video interview, Mwango Kashoki, MD, MPH, senior vice president and global head of regulatory strategy at Parexel, examines the biological, dosing, and population-level considerations that sponsors must get right from the start when using basket and other master protocol designs to evaluate individualized therapies across multiple conditions.

In this video interview, Mwango Kashoki, MD, MPH, senior vice president and global head of regulatory strategy at Parexel, breaks down how the FDA evaluates substantial evidence of effectiveness for individualized therapies in ultra-rare conditions, and why that determination depends on the totality of mechanistic, biomarker, and clinical outcome data rather than trial numbers alone.

In this video interview, Mwango Kashoki, MD, MPH, senior vice president and global head of regulatory strategy at Parexel, explains how the plausible mechanism framework reshapes the development timeline for individualized therapies by allowing first-in-human studies to serve as pivotal trials and giving sponsors earlier clarity on the evidence needed for approval.

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Public-private collaboration and structured evidence consolidation are emerging as critical enablers of regulatory-ready digital end points, helping standardize terminology, reduce duplication, and accelerate the integration of digital health technologies into clinical research and decision-making.