Biphasic burst and sustained transdermal delivery in vivo using an AI-optimized 3D-printed MN patch

被引:18
|
作者
Bagde, Arvind [1 ]
Dev, Satyanarayan [2 ]
Sriram, Lalitha Madhavi K. [3 ]
Spencer, Shawn D. [4 ]
Kalvala, Anilkumar [1 ]
Nathani, Aakash [1 ]
Salau, Oluwaseyi [1 ]
Mosley-Kellum, Keb [1 ]
Dalvaigari, Harshil [5 ]
Rajaraman, Swaminathan [6 ]
Kundu, Avra [6 ]
Singh, Mandip [1 ]
机构
[1] Florida A&M Univ, Coll Pharm & Pharmaceut Sci, Tallahassee, FL 32307 USA
[2] Florida A&M Univ, Coll Agr & Food Sci, Tallahassee, FL 32307 USA
[3] Florida State Univ, Tallahassee, FL 32307 USA
[4] Philadelphia Coll Osteopath Med, Philadelphia, PA 19131 USA
[5] James S Rickards High Sch, Tallahassee, FL 32301 USA
[6] Univ Cent Florida, Orlando, FL 32816 USA
基金
美国国家卫生研究院;
关键词
Dissolving microneedles; 3D printing; Photoinitiator; LAP; Artificial intelligence; Quality by design; DRUG-DELIVERY; MONENSIN LIPOSOMES; MICRONEEDLE; DOCETAXEL; VITRO; POTENTIATION; FABRICATION; IBUPROFEN; RELEASE; SURFACE;
D O I
10.1016/j.ijpharm.2023.122647
中图分类号
R9 [药学];
学科分类号
1007 ;
摘要
The objective of the present study was to fabricate microneedles for delivering lipophilic active ingredients (APIs) using digital light processing (DLP) printing technology and quality by design (QbD) supplemented by artificial intelligence (AI) algorithms. In the present study, dissolvable microneedle (MN) patches using ibuprofen (IBU) as a model drug were successfully fabricated with DLP printing technology at -750 mu m height,-250 mu m base diameter, and tip with radius of curvature (RoC) of -15 mu m. MN patches were comprised of IBU, photoinitiator, Lithium phenyl (2,4,6-trimethylbenzoyl) phosphinate (LAP), polyethylene glycol dimethacrylate (PEGDAMA)550 and distilled water and were developed using the QbD optimization approach. Optimization of print fidelity and needle morphology were achieved using AI implementing a semi-supervised machine learning approach. Mechanical strength tests demonstrated that IBU MNs formed pores both on Parafilm M (R) and human cadaver skin. IBU-MNs consisting of 0.23 %w/v and 0.49 %w/v LAP with 10 %w/v water showed -2 mg/cm2 sustained drug permeation at 72 h in skin permeation experiments with flux of -40 mu g/cm2/h. Pharmacokinetic studies in rats displayed biphasic rapid first-order absorption with sustained zero-order input of Ko = 150ug/hr, AUC0-48h = 62812.02 +/- 11128.39 ng/ml*h, Tmax = 2.66 +/- 1.12 h, and Cmax = 3717.43 +/- 782.25 ng/ml (using 0.23 %w/v LAP IBU MN patch). An in vitro in vivo relation (IVIVR) was conducted identifying a polynomial relationship between patch release and fraction absorbed in vivo. This study demonstrates fabrication of dissolvable DLP-printed microneedle patches for lipophilic API delivery with biphasic rapid first-order and sustained zero-order release.
引用
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页数:13
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