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Novel powder property-based indices for predicting segregation risk in multicomponent pharmaceutical blends
Jingzhe Li1, Zankrut Vyas2, Claudius Weiler3
1Boehringer Ingelheim Pharmaceuticals Inc., Department of Material and Analytical Sciences, Ridgefield, CT 06877, USA.
This study developed new indices to predict powder segregation in pharmaceutical blends. These indices help identify formulation risks early, ensuring uniform drug distribution and product quality.
Area of Science:
- Pharmaceutical Manufacturing
- Materials Science
- Chemical Engineering
Background:
- Powder segregation is a major challenge in pharmaceutical production, impacting drug product quality due to uneven active ingredient distribution.
- Understanding segregation drivers is crucial for developing stable and effective drug formulations.
Purpose of the Study:
- To evaluate powder segregation behavior in pharmaceutical blends with varying active pharmaceutical ingredients (APIs), excipients, drug loadings, and ratios.
- To develop and validate predictive indices for assessing segregation risk in early-stage formulation development.
Main Methods:
- Utilized Near-Infrared (NIR) spectroscopy for content analysis of model APIs (acetaminophen, ibuprofen sodium).
- Employed a modified Jenike and Johanson tester to assess powder blend segregation propensity.
- Performed statistical analysis to identify critical formulation variables and their interactions.
Main Results:
- Significant interactions between formulation variables (drug loading, excipient ratios) were identified.
- Particle size distribution and flow characteristics were critical factors influencing segregation.
- Developed a modified segregation index and two composite parameter indices, validated with commercial blends, showing improved correlation with material properties.
Conclusions:
- Identified key parameters (D50, D90/D10, flowability, size distribution width) predicting segregation risk.
- The developed composite indices offer a practical tool for rapid segregation risk assessment in early formulation development.
- This approach facilitates the creation of robust pharmaceutical formulations with minimized segregation risk.
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