{"title":"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。","authors":"Phuvamin Suriyaamporn , Chaiyakarn Pornpitchanarong , Thapakorn Charoenying , Koranat Dechsri , Tanasait Ngawhirunpat , Praneet Opanasopit , Boonnada Pamornpathomkul","doi":"10.1016/j.ijpharm.2024.125072","DOIUrl":null,"url":null,"abstract":"<div><div>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, <em>in vitro</em> 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.</div></div>","PeriodicalId":14187,"journal":{"name":"International Journal of Pharmaceutics","volume":"669 ","pages":"Article 125072"},"PeriodicalIF":5.3000,"publicationDate":"2025-01-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Artificial intelligence-driven hydrogel microneedle patches integrating 5-fluorouracil inclusion complex-loaded flexible pegylated liposomes for enhanced non-melanoma skin cancer treatment\",\"authors\":\"Phuvamin Suriyaamporn , Chaiyakarn Pornpitchanarong , Thapakorn Charoenying , Koranat Dechsri , Tanasait Ngawhirunpat , Praneet Opanasopit , Boonnada Pamornpathomkul\",\"doi\":\"10.1016/j.ijpharm.2024.125072\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>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, <em>in vitro</em> 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.</div></div>\",\"PeriodicalId\":14187,\"journal\":{\"name\":\"International Journal of Pharmaceutics\",\"volume\":\"669 \",\"pages\":\"Article 125072\"},\"PeriodicalIF\":5.3000,\"publicationDate\":\"2025-01-25\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International Journal of Pharmaceutics\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0378517324013061\",\"RegionNum\":2,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"PHARMACOLOGY & PHARMACY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Pharmaceutics","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0378517324013061","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PHARMACOLOGY & PHARMACY","Score":null,"Total":0}
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.
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.