Kehrein Josef, Gürsöz Ekinsu, Davies Matthew, Luxenhofer Robert, Bunker Alex
Soft Matter Chemistry, Department of Chemistry, Faculty of Science, University of Helsinki, Helsinki, 00014, Finland.
Division of Pharmaceutical Biosciences, Drug Research Program, Faculty of Pharmacy, University of Helsinki, Helsinki, 00014, Finland.
Small. 2023 Nov;19(44):e2303066. doi: 10.1002/smll.202303066. Epub 2023 Jul 4.
Amphiphilic ABA-triblock copolymers, comprised of poly(2-oxazoline) and poly(2-oxazine), can solubilize poorly water-soluble molecules in a structure-dependent manner forming micelles with exceptionally high drug loading. All-atom molecular dynamics simulations are conducted on previously experimentally characterized, curcumin-loaded micelles to dissect the structure-property relationships. Polymer-drug interactions for different levels of drug loading and variation in polymer structures of both the inner hydrophobic core and outer hydrophilic shell are investigated. In silico, the system with the highest experimental loading capacity shows the highest number of drug molecules encapsulated by the core. Furthermore, in systems with lower loading capacity outer A blocks show a greater extent of entanglement with the inner B blocks. Hydrogen bond analyses corroborate previous hypotheses: poly(2-butyl-2-oxazoline) B blocks, found experimentally to have reduced loading capacity for curcumin compared to poly(2-propyl-2-oxazine), establish fewer but longer-lasting hydrogen bonds. This possibly results from different sidechain conformations around the hydrophobic cargo, which is investigated by unsupervised machine learning to cluster monomers in smaller model systems mimicking different micelle compartments. Exchanging poly(2-methyl-2-oxazoline) with poly(2-ethyl-2-oxazoline) leads to increased drug interactions and reduced corona hydration; this suggests an impairment of micelle solubility or colloidal stability. These observations can help driving forward a more rational a priori nanoformulation design.
由聚(2-恶唑啉)和聚(2-恶嗪)组成的两亲性ABA三嵌段共聚物能够以结构依赖的方式增溶难溶性分子,形成具有极高载药量的胶束。对先前已通过实验表征的载姜黄素胶束进行全原子分子动力学模拟,以剖析其结构-性质关系。研究了不同载药量水平以及内部疏水核和外部亲水壳的聚合物结构变化时的聚合物-药物相互作用。在计算机模拟中,具有最高实验载药量的系统显示核心包裹的药物分子数量最多。此外,在载药量较低的系统中,外部A嵌段与内部B嵌段的缠结程度更大。氢键分析证实了先前的假设:实验发现,与聚(2-丙基-2-恶嗪)相比,聚(2-丁基-2-恶唑啉)B嵌段对姜黄素的载药量降低,形成的氢键数量更少但持续时间更长。这可能是由于疏水性货物周围不同的侧链构象导致的,通过无监督机器学习对模拟不同胶束隔室的较小模型系统中的单体进行聚类来研究这一现象。用聚(2-乙基-2-恶唑啉)取代聚(2-甲基-2-恶唑啉)会导致药物相互作用增加以及冠层水合作用降低;这表明胶束溶解度或胶体稳定性受到损害。这些观察结果有助于推动更合理的先验纳米制剂设计。