Optimization of Laponite Nanogel with Curcumin Incorporation: A Quality by Design Approach.

IF 5.3 3区 化学 Q1 POLYMER SCIENCE
Gels Pub Date : 2025-08-24 DOI:10.3390/gels11090677
Jing Li, Xiangfeng Kong, Hongxia Chen, Mengqiu Lu, Xiaochang Liu, Lijie Wang
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引用次数: 0

Abstract

Nanogel is administered via various routes to overcome physiological barriers and achieve the desired therapeutic effect in vivo. However, developing a stable nanogel system is required to retain its therapeutic efficacy after storage. Therefore, a nanogel system composed of inorganic material (Laponite) was developed using Quality by Design (QbD) and Design of Experiments (DoE), using curcumin (CUR) as a model drug. Through a comprehensive literature review, single-factor experiments and Box-Behnken Design (BBD) experiments, we identified the CQAs and critical process parameters (CPPs), ultimately obtaining the optimal formulation. The DL, EE, Ps and PDI were determined as the CQAs and the optimal formulation was successfully prepared (LAP:CUR:TPGS = 6:2:36.6; mg;10 mL). FTIR, DSC and TEM analyses confirmed the successful loading of CUR, with a Ps in100nm, exhibiting biphasic drug release characteristics and maintaining stability for 28 days at 4 °C. QbD combined with DOE successfully facilitated stable CUR-TPGS-LAP nanogels. This study helps to better understand the critical factors in the development of nanogels and lays the foundation for the future integration of AI technology to promote a "first-time-right" drug formulation for future AI-promoted 'one-stop' drug formulation development model.

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用设计法优化含姜黄素的拉脱土纳米凝胶的质量。
纳米凝胶通过多种途径给药,以克服生理障碍,达到体内所需的治疗效果。然而,开发稳定的纳米凝胶体系需要在储存后保持其治疗效果。为此,以姜黄素(CUR)为模型药物,采用质量设计法(QbD)和实验设计法(DoE)构建了无机材料(拉脱石)纳米凝胶体系。通过综合文献综述、单因素实验和Box-Behnken设计(BBD)实验,确定了cqa和关键工艺参数(CPPs),最终获得了最优配方。以DL、EE、Ps、PDI为cqa,确定了最佳处方(LAP:CUR:TPGS = 6:2:36.6; mg;10 mL)。FTIR, DSC和TEM分析证实了CUR的成功加载,Ps在100nm,表现出两相药物释放特性,并在4°C下保持稳定28天。QbD与DOE的结合成功地促进了稳定的cu - tpgs - lap纳米凝胶。本研究有助于更好地了解纳米凝胶发展的关键因素,为未来整合人工智能技术促进“第一次正确”的药物配方,为未来人工智能推动的“一站式”药物配方开发模式奠定基础。
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来源期刊
Gels
Gels POLYMER SCIENCE-
CiteScore
4.70
自引率
19.60%
发文量
707
审稿时长
11 weeks
期刊介绍: The journal Gels (ISSN 2310-2861) is an international, open access journal on physical (supramolecular) and chemical gel-based materials. Our aim is to encourage scientists to publish their experimental and theoretical results in as much detail as possible. Therefore, there is no restriction on the maximum length of the papers, and full experimental details must be provided so that the results can be reproduced. Short communications, full research papers and review papers are accepted formats for the preparation of the manuscripts. Gels aims to serve as a reference journal with a focus on gel materials for researchers working in both academia and industry. Therefore, papers demonstrating practical applications of these materials are particularly welcome. Occasionally, invited contributions (i.e., original research and review articles) on emerging issues and high-tech applications of gels are published as special issues.
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