Predicting the Release Mechanism of Amorphous Solid Dispersions: A Combination of Thermodynamic Modeling and In Silico Molecular Simulation.

IF 4.9 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pharmaceutics Pub Date : 2024-10-02 DOI:10.3390/pharmaceutics16101292
Stefanie Walter, Paulo G M Mileo, Mohammad Atif Faiz Afzal, Samuel O Kyeremateng, Matthias Degenhardt, Andrea R Browning, John C Shelley
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Abstract

Background: During the dissolution of amorphous solid dispersion (ASD) formulations, the drug load (DL) often impacts the release mechanism and the occurrence of loss of release (LoR). The ASD/water interfacial gel layer and its specific phase behavior in connection with DL strongly dictate the release mechanism and LoR of ASDs, as reported in the literature. Thermodynamically driven liquid-liquid phase separation (LLPS) and/or drug crystallization at the interface are the key phase transformations that drive LoR.

Methods: In this study, a combination of Perturbed-Chain Statistical Associating Fluid Theory (PC-SAFT) thermodynamic modeling and in silico molecular simulation was applied to investigate the release mechanism and the occurrence LoR of an ASD formulation consisting of ritonavir as the active pharmaceutical ingredient (API) and the polymer, polyvinylpyrrolidone-co-vinyl acetate (PVPVA64). A thermodynamically modeled ternary phase diagram of ritonavir (PVPVA64) and water was applied to predict DL-dependent LLPS in the ASD/water interfacial gel layer. Microscopic Erosion Time Testing (METT) was used to experimentally validate the phase diagram predictions. Additionally, in silico molecular simulation was applied to provide further insights into the phase separation, the release mechanism, and aggregation behavior on a molecular level.

Results: Thermodynamic modeling, molecular simulation, and experimental results were consistent and complementary, providing evidence that ASD/water interactions and phase separation are essential factors driving the dissolution behavior and LoR at 40 wt% DL of the investigated ritonavir/PVPVA64 ASD system, consistent with previous studies.

Conclusions: This study provides insights into the potential of blending thermodynamic modeling, molecular simulation, and experimental research to comprehensively understand ASD formulations. Such a combined approach can be leveraged as a computational framework to gain insights into the ASD dissolution mechanism, thereby facilitating in silico screening, designing, and optimization of formulations with the benefit of significantly reducing the number of experimental tests.

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预测无定形固体分散体的释放机制:热力学建模与硅学分子模拟的结合。
背景:在无定形固体分散体(ASD)制剂的溶解过程中,药物载量(DL)往往会影响释放机制和释放损失(LoR)的发生。根据文献报道,ASD/水界面凝胶体层及其与DL相关的特定相行为在很大程度上决定了ASD的释放机制和释放损失。热力学驱动的液-液相分离(LLPS)和/或药物在界面上的结晶是驱动LoR的关键相变:本研究将扰动链统计关联流体理论(PC-SAFT)热力学建模和硅学分子模拟相结合,研究了由利托那韦作为活性药物成分(API)和聚乙烯吡咯烷酮-醋酸乙烯酯(PVPVA64)聚合物组成的ASD制剂的释放机制和LoR的发生。应用利托那韦(PVPVA64)和水的热力学三元相图模型来预测 ASD/水界面凝胶体层中依赖于 DL 的 LLPS。显微侵蚀时间测试(METT)用于实验验证相图预测。此外,还应用了硅学分子模拟,从分子水平上进一步了解相分离、释放机制和聚集行为:热力学建模、分子模拟和实验结果一致且互补,证明 ASD/水相互作用和相分离是驱动所研究的利托那韦/PVPVA64 ASD 体系在 40 wt% DL 时的溶解行为和 LoR 的重要因素,这与之前的研究结果一致:本研究深入探讨了将热力学建模、分子模拟和实验研究相结合以全面了解 ASD 制剂的潜力。这种组合方法可作为一种计算框架,用于深入了解 ASD 的溶出机制,从而促进制剂的硅学筛选、设计和优化,并大大减少实验测试的次数。
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来源期刊
Pharmaceutics
Pharmaceutics Pharmacology, Toxicology and Pharmaceutics-Pharmaceutical Science
CiteScore
7.90
自引率
11.10%
发文量
2379
审稿时长
16.41 days
期刊介绍: Pharmaceutics (ISSN 1999-4923) is an open access journal which provides an advanced forum for the science and technology of pharmaceutics and biopharmaceutics. It publishes reviews, regular research papers, communications,  and short notes. Covered topics include pharmacokinetics, toxicokinetics, pharmacodynamics, pharmacogenetics and pharmacogenomics, and pharmaceutical formulation. Our aim is to encourage scientists to publish their experimental and theoretical details in as much detail as possible. There is no restriction on the length of the papers. The full experimental details must be provided so that the results can be reproduced.
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