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Updated: Jun 8, 2026

An All-Human Hepatic Culture System for Drug Development Applications
Published on: October 20, 2023
Fostering culture and optimizing organizational structure for implementing model-based drug development
Liping Zhang1, Sandra R Allerheiligen, Richard L Lalonde
1Discovery Medicine and Clinical Pharmacology, Bristol-Myers Squibb, Princeton, New Jersey, USA. liping.zhang3@bms.com
Abstract:
Model-based drug development (MBDD) is a promising approach to improve decision making in drug development. The pharmaceutical industry has made substantial progress from engaging in empirical decision making to increasingly using pharmacometrics (ie, modeling and simulation [M&S]) as a quantitative decision-making tool. Focusing on culture and an organizational structure perspective, this commentary summarizes experiences and vision from industry M&S leaders on implementing MBDD. A culture for MBDD needs to have wide acceptance of MBDD, enhanced decision making with probability-based evidence and transparent rationale, quantitative impact metrics, and a brand that emphasizes cross-disciplinary collaboration and ownership. An organizational structure for MBDD needs to have a dedicated pharmacometrics function, fine balance between quick wins and impact on long-term R&D goals, and collaborative MBDD teams among clinical pharmacologists, statisticians, pharmacometricians, and clinicians. Pharmaceutical companies with these characteristics are prepared to fully embrace and implement MBDD.
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