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Optimization of Amorphization Kinetics during Hot Melt Extrusion by Particle Engineering: An Experimental and Computational Study
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    Optimization of Amorphization Kinetics during Hot Melt Extrusion by Particle Engineering: An Experimental and Computational Study
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    • Dana E. Moseson
      Dana E. Moseson
      Department of Industrial and Physical Pharmacy, College of Pharmacy, Purdue University, West Lafayette, Indiana 47907, United States
    • Ayse Eren
      Ayse Eren
      Department of Chemical Engineering, College of Engineering, Purdue University, West Lafayette, Indiana 47907, United States
      More by Ayse Eren
    • Kevin J. Altman
      Kevin J. Altman
      Department of Industrial and Physical Pharmacy, College of Pharmacy, Purdue University, West Lafayette, Indiana 47907, United States
    • Isaac D. Corum
      Isaac D. Corum
      Department of Industrial and Physical Pharmacy, College of Pharmacy, Purdue University, West Lafayette, Indiana 47907, United States
    • Mingyue Li
      Mingyue Li
      Analytical Research and Development, Merck & Co., Inc., Rahway, New Jersey 07065, United States
      More by Mingyue Li
    • Yongchao Su
      Yongchao Su
      Department of Industrial and Physical Pharmacy, College of Pharmacy, Purdue University, West Lafayette, Indiana 47907, United States
      Analytical Research and Development, Merck & Co., Inc., Rahway, New Jersey 07065, United States
      More by Yongchao Su
    • Zoltan K. Nagy
      Zoltan K. Nagy
      Department of Chemical Engineering, College of Engineering, Purdue University, West Lafayette, Indiana 47907, United States
    • Lynne S. Taylor*
      Lynne S. Taylor
      Department of Industrial and Physical Pharmacy, College of Pharmacy, Purdue University, West Lafayette, Indiana 47907, United States
      *Email: [email protected]. Fax: 765-494-6545. Phone: 765-496-6614.
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    Crystal Growth & Design

    Cite this: Cryst. Growth Des. 2022, 22, 1, 821–841
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    https://doi.org/10.1021/acs.cgd.1c01306
    Published December 15, 2021
    Copyright © 2021 American Chemical Society

    Abstract

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    Hot melt extrusion (HME) to prepare amorphous solid dispersions (ASDs) at temperatures below the drug’s melting point requires the crystalline drug to dissolve into the molten polymer. This requires an understanding of the drug’s solubility in the molten polymer as well as amorphization (crystal dissolution) kinetics. The goal of this study was to identify drug crystal attributes which contribute to rapid amorphization during hot melt extrusion processing to form ASDs. Particle engineering approaches were used to recrystallize bicalutamide with different particle size distributions and defect density. These lots were then used to prepare ASDs by HME to monitor the amorphization kinetics. Particle size had the expected effect on the amorphization rate, and defect density was also observed to accelerate amorphization. A population balance model using dissolution and breakage phenomena was developed to investigate the dynamic evolution of crystal size distribution during a hot melt extrusion process, and parameter estimation was utilized to simulate the experimental HME results. Breakage kinetics were found to dominate the crystal dissolution process, synergistically accelerated by particles with high defect density. The findings have implications for particle engineering of crystals to enable the hot melt extrusion process, as well as improved process modeling through incorporating particle attributes.

    Copyright © 2021 American Chemical Society

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    Supporting Information

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    The Supporting Information is available free of charge at https://pubs.acs.org/doi/10.1021/acs.cgd.1c01306.

    • Direct nucleation control (DNC) crystallization process diagram; phase diagram construction, solid-state characterization, breakage, and dissolution functions for PBM modeling (PDF)

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    Cited By

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    This article is cited by 10 publications.

    1. Dan Trunov, Jan Ižovský, Josef Beranek, Ondřej Dammer, Miroslav Šoóš. Characterization of Amorphous Ibrutinib Thermal Stability. Organic Process Research & Development 2025, 29 (1) , 56-65. https://doi.org/10.1021/acs.oprd.4c00299
    2. Dana E. Moseson, Lynne S. Taylor. Crystallinity: A Complex Critical Quality Attribute of Amorphous Solid Dispersions. Molecular Pharmaceutics 2023, 20 (10) , 4802-4825. https://doi.org/10.1021/acs.molpharmaceut.3c00526
    3. Hanh Thuy Nguyen, Tu Van Duong, Lynne S. Taylor. Impact of Gastric pH Variations on the Release of Amorphous Solid Dispersion Formulations Containing a Weakly Basic Drug and Enteric Polymers. Molecular Pharmaceutics 2023, 20 (3) , 1681-1695. https://doi.org/10.1021/acs.molpharmaceut.2c00895
    4. Yusuke Nishiyama, Guangjin Hou, Vipin Agarwal, Yongchao Su, Ayyalusamy Ramamoorthy. Ultrafast Magic Angle Spinning Solid-State NMR Spectroscopy: Advances in Methodology and Applications. Chemical Reviews 2023, 123 (3) , 918-988. https://doi.org/10.1021/acs.chemrev.2c00197
    5. Abu Zayed Md Badruddoza, Dana E. Moseson, Hong-Guann Lee, Amir Esteghamatian, Priyanka Thipsay. Role of rheology in formulation and process design of hot melt extruded amorphous solid dispersions. International Journal of Pharmaceutics 2024, 664 , 124651. https://doi.org/10.1016/j.ijpharm.2024.124651
    6. Parth Joshi, G.S.N. Koteswara Rao, Bappaditya Chatterjee. Scope and Application of Hot Melt Extrusion in the Development of Controlled and Sustained Release Drug Delivery Systems. Current Pharmaceutical Design 2024, 30 (32) , 2513-2523. https://doi.org/10.2174/0113816128299356240626114734
    7. Michael Leane, Kendal Pitt, Gavin Reynolds, Anthony Tantuccio, Chris Moreton, Abina Crean, Peter Kleinebudde, Brian Carlin, John Gamble, Michael Gamlen, Elaine Stone, Martin Kuentz, Bindhu Gururajan, Yaroslav Z. Khimyak, Bernd Van Snick, Sune Andersen, Zdravka Misic, Stefanie Peter, Stephen Sheehan. Ten years of the manufacturing classification system: a review of literature applications and an extension of the framework to continuous manufacture. Pharmaceutical Development and Technology 2024, 29 (5) , 395-414. https://doi.org/10.1080/10837450.2024.2342953
    8. Yanchao Li, Haosen Zhang, Tianwei Zhang, Tao Liu. Study of drying processes combined with homogenization to produce amorphous nanoparticles. Drying Technology 2024, 42 (1) , 125-141. https://doi.org/10.1080/07373937.2023.2272738
    9. Katharina Dauer, Christian Werner, Dirk Lindenblatt, Karl Gerhard Wagner. Impact of process stress on protein stability in highly-loaded solid protein/PEG formulations from small-scale melt extrusion. International Journal of Pharmaceutics: X 2023, 5 , 100154. https://doi.org/10.1016/j.ijpx.2022.100154
    10. Yong Du, Yongchao Su. 19F Solid-state NMR characterization of pharmaceutical solids. Solid State Nuclear Magnetic Resonance 2022, 120 , 101796. https://doi.org/10.1016/j.ssnmr.2022.101796

    Crystal Growth & Design

    Cite this: Cryst. Growth Des. 2022, 22, 1, 821–841
    Click to copy citationCitation copied!
    https://doi.org/10.1021/acs.cgd.1c01306
    Published December 15, 2021
    Copyright © 2021 American Chemical Society

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