Leveraging artificial intelligence for better translation of fibre-based pharmaceutical systems into real-world benefits.

IF 2.6 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pharmaceutical Development and Technology Pub Date : 2024-10-01 Epub Date: 2024-08-24 DOI:10.1080/10837450.2024.2395422
Francis Brako, Makuochi Nkwo
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Abstract

The increasing prominence of biologics in the pharmaceutical market requires more advanced delivery systems to deliver these delicate and complex drug molecules for better therapeutic outcomes. Fibre technology has emerged as a promising approach for creating controlled and targeted drug delivery systems. Fibre-based drug delivery systems offer unprecedented opportunities for improving drug administration, fine-tuning release profiles, and advancing the realm of personalized medicine. These applications range from localized delivery at specific tissue sites to systemic drug administration while safeguarding the stability and integrity of delicate therapeutic compounds. Notwithstanding the promise of fibre-based drug delivery, several challenges such as non-scalability impede cost-effectiveness in the mass production of fibre systems. Biocompatibility and toxicity concerns must also be addressed. Furthermore, issues relating to stability, in-vitro in-vivo correlations, degradation rates, and by-product safety present additional hurdles. Pharmacoinformatics shows the impact of technologies in pharmaceutical processes. Emerging technologies such as Artificial Intelligence (AI) are a transformative force, progressively being applied to enhance various facets of pharmacy, medication development, and clinical healthcare support. However, there is a dearth of studies about the integration of AI in facilitating the translation of predominantly lab-scale pharmaceutical technologies into real-world healthcare interventions. This article explores the application of AI in fibre technology, its potential, challenges, and practical applications within the pharmaceutical field. Through a comprehensive analysis, it presents how the immense capabilities of AI can be leveraged with existing fibre technologies to revolutionize drug delivery and shape the future of therapeutic interventions by enhancing scalability, material integrity, synthesis, and development.

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利用人工智能更好地将纤维制药系统转化为现实世界的效益。
生物制剂在医药市场中的地位日益突出,需要更先进的给药系统来输送这些微妙而复杂的药物分子,以达到更好的治疗效果。纤维技术已成为创建可控和靶向给药系统的一种前景广阔的方法。基于纤维的给药系统为改善给药、微调释放曲线和推进个性化医疗领域的发展提供了前所未有的机遇。这些应用范围从特定组织部位的局部给药到全身给药,同时还能保护微妙治疗化合物的稳定性和完整性。尽管基于纤维的给药技术前景广阔,但一些挑战(如不可扩展性)阻碍了纤维系统大规模生产的成本效益。生物兼容性和毒性问题也必须得到解决。此外,与稳定性、体外体内相关性、降解率和副产品安全性有关的问题也构成了额外的障碍。药物信息学显示了技术对制药过程的影响。人工智能(AI)等新兴技术是一股变革力量,正逐步应用于制药、药物开发和临床医疗支持的各个方面。然而,有关人工智能在促进实验室规模的制药技术转化为现实世界的医疗保健干预措施方面的整合研究却十分匮乏。本文探讨了人工智能在纤维技术中的应用、其潜力、挑战以及在制药领域的实际应用。通过全面分析,文章介绍了如何将人工智能的巨大能力与现有纤维技术结合起来,通过增强可扩展性、材料完整性、合成和开发,彻底改变药物输送方式并塑造治疗干预的未来。
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来源期刊
CiteScore
5.90
自引率
2.90%
发文量
82
审稿时长
1 months
期刊介绍: Pharmaceutical Development & Technology publishes research on the design, development, manufacture, and evaluation of conventional and novel drug delivery systems, emphasizing practical solutions and applications to theoretical and research-based problems. The journal aims to publish significant, innovative and original research to advance the frontiers of pharmaceutical development and technology. Through original articles, reviews (where prior discussion with the EIC is encouraged), short reports, book reviews and technical notes, Pharmaceutical Development & Technology covers aspects such as: -Preformulation and pharmaceutical formulation studies -Pharmaceutical materials selection and characterization -Pharmaceutical process development, engineering, scale-up and industrialisation, and process validation -QbD in the form a risk assessment and DoE driven approaches -Design of dosage forms and drug delivery systems -Emerging pharmaceutical formulation and drug delivery technologies with a focus on personalised therapies -Drug delivery systems research and quality improvement -Pharmaceutical regulatory affairs This journal will not consider for publication manuscripts focusing purely on clinical evaluations, botanicals, or animal models.
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