人工智能驱动的水凝胶微针贴片整合了装载5-氟尿嘧啶包涵复合物的柔性聚乙二醇脂质体,用于加强非黑素瘤皮肤癌的治疗。

IF 5.3 2区 医学 Q1 PHARMACOLOGY & PHARMACY International Journal of Pharmaceutics Pub Date : 2025-01-25 DOI:10.1016/j.ijpharm.2024.125072
Phuvamin Suriyaamporn , Chaiyakarn Pornpitchanarong , Thapakorn Charoenying , Koranat Dechsri , Tanasait Ngawhirunpat , Praneet Opanasopit , Boonnada Pamornpathomkul
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引用次数: 0

摘要

目前的研究重点是开发交联水凝胶微针贴片(cHMNs),其中含有5-FU-羟丙基β-环糊精包合物-负载柔性PEG脂质体(5-FU-HPβCD-负载FP-LPs),以提高疗效并降低药物毒性。该研究利用人工智能(AI)算法来设计、优化和评估 cHMNs。对各种人工智能模型的准确性进行了评估,通过均方根误差和决定系数等指标来指导选择最有效的配方。对所选 cHMNs 的物理化学和机械性能、溶胀行为、体外皮肤渗透性和安全性进行了测试。结果表明,用柠檬烯稳定的负载 5-FU-HPβCD 的 FP-LPs 的粒度为 36.23 ± 2.42 nm,粒度分布窄,zeta 电位为 -10.24 ± 0.37 mV,封装效率高。cHMNs 呈锥形针状,具有足够的机械强度,可穿透角质层达约 467.87 ± 65.12 μm。该系统的皮肤渗透率高达 41.78 ± 4.26 %,药物在皮肤中的蓄积也很显著。此外,该制剂在细胞培养中被证明是安全的,同时还能有效抑制癌症生长并促进细胞凋亡。这项研究凸显了人工合成增强型 cHMNs 经皮递送 5-FU-HPβCD 载药 FP-LPs 的潜力,为非黑色素瘤皮肤癌的治疗提供了一条前景广阔的新途径。
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Artificial intelligence-driven hydrogel microneedle patches integrating 5-fluorouracil inclusion complex-loaded flexible pegylated liposomes for enhanced non-melanoma skin cancer treatment
The current study focused on the development of crosslinked hydrogel microneedle patches (cHMNs) incorporating 5-FU-hydroxypropyl beta-cyclodextrin inclusion complex-loaded flexible PEGylated liposomes (5-FU-HPβCD-loaded FP-LPs) to enhance treatment efficacy and reduce drug toxicity. The research utilized artificial intelligence (AI) algorithms to design, optimize, and evaluate the cHMNs. Various AI models were assessed for accuracy, with metrics such as root mean square error and coefficient of determination guiding the selection of the most effective formulation. The physicochemical and mechanical properties, swelling behavior, in vitro skin permeation, and safety of the chosen cHMNs were tested. The results demonstrated that the 5-FU-HPβCD-loaded FP-LPs, stabilized with limonene, had an optimal particle size of 36.23 ± 2.42 nm, narrow size distribution, and zeta potential of –10.24 ± 0.37 mV, with high encapsulation efficiency. The cHMNs exhibited a conical needle shape with sufficient mechanical strength to penetrate the stratum corneum up to approximately 467.87 ± 65.12 μm. The system provided a high skin permeation rate of 41.78 ± 4.26 % and significant drug accumulation in the skin. Additionally, the formulation was proven safe in cell culture while effectively inhibiting cancer growth and promoting apoptosis. This study highlights the potential of AI-enhanced cHMNs for delivering 5-FU-HPβCD-loaded FP-LPs transdermally, offering a promising new treatment avenue for non-melanoma skin cancers.
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来源期刊
CiteScore
10.70
自引率
8.60%
发文量
951
审稿时长
72 days
期刊介绍: The International Journal of Pharmaceutics is the third most cited journal in the "Pharmacy & Pharmacology" category out of 366 journals, being the true home for pharmaceutical scientists concerned with the physical, chemical and biological properties of devices and delivery systems for drugs, vaccines and biologicals, including their design, manufacture and evaluation. This includes evaluation of the properties of drugs, excipients such as surfactants and polymers and novel materials. The journal has special sections on pharmaceutical nanotechnology and personalized medicines, and publishes research papers, reviews, commentaries and letters to the editor as well as special issues.
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