Related Experiment Video
Updated: Nov 1, 2025

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
Published on: June 20, 2025
Flexibility in Drug Product Development: A Perspective
Yash Kapoor1, Robert F Meyer1, Heidi M Ferguson1
1Merck & Co., Inc., 2000 Galloping Hill Road, Kenilworth, New Jersey 07033, United States.
Drug product development can be revolutionized by adopting a nonlinear approach. Integrating data sciences and advanced technologies reduces the penalty of change, making drug development more flexible and efficient.
Area of Science:
- Pharmaceutical Sciences
- Drug Development
- Process Engineering
Background:
- Traditional drug product (DP) development is often linear and inflexible, leading to high costs and risks associated with late-stage changes.
- The 'penalty of change' (PoC) discourages pivoting from established development pathways, even when new information suggests a better approach.
Purpose of the Study:
- To propose a more flexible and efficient drug product development paradigm.
- To explore how integrating data sciences and emerging technologies can mitigate the PoC and accelerate development.
Main Methods:
- Review of current and emerging techniques in DP development.
- Discussion of state-of-the-art data sciences, including artificial intelligence (AI).
- Exploration of novel process and measurement technologies, automation, and advanced data analysis.
Main Results:
- A nonlinear DP development approach, combining iterative evaluation, smart clinical studies, and advanced technologies, can significantly reduce the PoC.
- Leveraging AI, novel characterization, and automation enhances flexibility and accelerates the build-measure-learn cycle.
- This integrated approach enables more agile decision-making throughout the R&D process.
Conclusions:
- A nonlinear, technology-driven approach should become the standard for drug product development.
- Enhanced flexibility through iterative evaluation and advanced technologies can streamline the path to market.
- Adoption of these methods promises improved efficiency and reduced R&D costs in pharmaceutical manufacturing.
More Related Videos
05:45Author Spotlight: Process Development for the Spray-Drying of Probiotic Bacteria and Evaluation of the Product Quality
Published on: April 7, 2023
09:41An Organotypic High Throughput System for Characterization of Drug Sensitivity of Primary Multiple Myeloma Cells
Published on: July 15, 2015
Related Concept Videos
Biopharmaceutical Factors Influencing Drug Product Design: Overview
Clinically Relevant Drug Product Specifications: Methods of Establishment
Drug Product Stability
Pharmaceutical Alternatives: Polymorphic Form-Related and Particle Size-Related Therapeutic Nonequivalence
In Vitro Drug Release Testing: Overview, Development and Validation
Drug Discovery: Overview