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迈向数字化转型:基于质量源于设计理念的植物基纳米结构脂质载体配方设计

Towards digital transformation: A Quality by Design approach to plant-based nanostructured lipid carriers formulation.

作者信息

Kamel Amr Ehab, Gabr Sara, Preis Eduard, Engelhardt Konrad H, Amin Muhammad Umair, Bakowsky Udo, Schäfer Jens

机构信息

Department of Pharmaceutics and Pharmaceutical Technology, Faculty of Pharmacy, Heliopolis University, Cairo, Egypt; Philipps-Universität Marburg, Department of Pharmacy, Institute of Pharmaceutics and Biopharmaceutics, Robert-Koch-Str. 4, 35037 Marburg, Germany.

Department of Pharmacognosy, Faculty of Pharmacy, Heliopolis University, Cairo, Egypt; Philipps-Universität Marburg, Department of Pharmacy, Institute of Pharmaceutics and Biopharmaceutics, Robert-Koch-Str. 4, 35037 Marburg, Germany.

出版信息

Int J Pharm. 2025 Aug 20;681:125797. doi: 10.1016/j.ijpharm.2025.125797. Epub 2025 Jun 1.

Abstract

This study establishes a streamlined, scalable, and reproducible workflow for the sustainable and computationally guided development of nanostructured lipid carriers (NLCs) by integrating Quality by Design and molecular simulations with sustainable approaches in formulating plant-based NLCs loaded with curcumin (CUR) as a model natural molecule. Our approach aims to accelerate the screening, optimization, and development processes of nanoformulations while maintaining drug loading and stability and adhering to green chemistry principles. A combined-mixture process and a 3 Factorial/RSM experimental design were used. NLCs were prepared using high-shear hot homogenization at 12,000 RPM for 10 min. Following characterization, NLCs were optimized and evaluated. Molecular dynamics simulations were conducted using GROMACS to study the interaction between CUR and NLCs. The optimized CUR-NLCs had a particle size (80.28 - 87.31 nm), PDI (0.239 - 0.276), and Zeta potential (-11.63 to -14.67 mV), with an encapsulation efficiency (53 - 63 %). The optimized CUR-NLCs demonstrated desirable properties while using plant-based materials and sustainable methods. Employing molecular simulations provided insights into the assembly of NLCs and CUR interactions with their components. The proof-of-concept successfully bridged process optimization with advanced computational pharmaceutics, ensuring that digital transformation and sustainability are at the core of future nanoformulation research and industrial adoption.

摘要

本研究通过将质量源于设计和分子模拟与可持续方法相结合,建立了一种简化、可扩展且可重复的工作流程,用于以负载姜黄素(CUR)作为模型天然分子的植物基纳米结构脂质载体(NLC)的可持续和计算指导开发。我们的方法旨在加速纳米制剂的筛选、优化和开发过程,同时保持药物负载量和稳定性,并遵循绿色化学原则。采用了混合过程和三因素/响应曲面法实验设计。使用高剪切热均质法在12000转/分钟下搅拌10分钟制备NLC。表征后,对NLC进行优化和评估。使用GROMACS进行分子动力学模拟,以研究CUR与NLC之间的相互作用。优化后的CUR-NLC的粒径为(80.28 - 87.31纳米),多分散指数(PDI)为(0.239 - 0.276),zeta电位为(-11.63至-14.67毫伏),包封率为(53 - 63%)。优化后的CUR-NLC在使用植物基材料和可持续方法时表现出理想的性能。采用分子模拟为NLC的组装以及CUR与其组分的相互作用提供了见解。该概念验证成功地将工艺优化与先进的计算药物学联系起来,确保数字转型和可持续性成为未来纳米制剂研究和工业应用的核心。

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