Department of Chemistry, King's College London, London SE1 1DB, United Kingdom.
Biological Physics and Soft Matter Group, Department of Physics, King's College London, London WC2R 2LS, United Kingdom.
Nano Lett. 2024 Feb 14;24(6):2011-2017. doi: 10.1021/acs.nanolett.3c04558. Epub 2024 Feb 2.
Polymeric nanoparticles are a highly promising drug delivery formulation. However, a lack of understanding of the molecular mechanisms that underlie their drug solubilization and controlled release capabilities has hindered the efficient clinical translation of such technologies. Polyethylene glycol-poly(lactic--glycolic) acid (PEG-PLGA) nanoparticles have been widely studied as cancer drug delivery vehicles. In this letter, we use unbiased coarse-grained molecular dynamics simulations to model the self-assembly of a PEG-PLGA nanoparticle and its solubulization of the anticancer peptide, EEK, with good agreement with previously reported experimental structural data. We applied unsupervised machine learning techniques to quantify the conformations that polymers adopt at various locations within the nanoparticle. We find that the local microenvironments formed by the various polymer conformations promote preferential EEK solubilization within specific regions of the NP. This demonstrates that these microenvironments are key in controlling drug storage locations within nanoparticles, supporting the rational design of nanoparticles for therapeutic applications.
聚合物纳米粒子是一种极具前途的药物输送制剂。然而,由于缺乏对其药物增溶和控制释放能力的分子机制的理解,这些技术的有效临床转化受到了阻碍。聚乙二醇-聚(乳酸-乙醇酸)(PEG-PLGA)纳米粒子已被广泛研究作为癌症药物输送载体。在这封信中,我们使用无偏粗粒化分子动力学模拟来模拟 PEG-PLGA 纳米粒子的自组装及其对抗癌肽 EEK 的增溶作用,与先前报道的实验结构数据具有良好的一致性。我们应用无监督机器学习技术来量化聚合物在纳米粒子内各个位置所采用的构象。我们发现,聚合物构象形成的局部微环境促进了 EEK 在 NP 特定区域内的优先增溶。这表明这些微环境是控制纳米粒子内药物储存位置的关键,支持了用于治疗应用的纳米粒子的合理设计。