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Tailoring Atomoxetine Release Rate from DLP 3D-Printed Tablets Using Artificial Neural Networks: Influence of Tablet Thickness and Drug Loading
- Source :
- Molecules, Vol 26, Iss 111, p 111 (2021), Molecules, Volume 26, Issue 1, Molecules (Basel, Switzerland)
- Publication Year :
- 2021
- Publisher :
- MDPI AG, 2021.
-
Abstract
- Various three-dimensional printing (3DP) technologies have been investigated so far in relation to their potential to produce customizable medicines and medical devices. The aim of this study was to examine the possibility of tailoring drug release rates from immediate to prolonged release by varying the tablet thickness and the drug loading, as well as to develop artificial neural network (ANN) predictive models for atomoxetine (ATH) release rate from DLP 3D-printed tablets. Photoreactive mixtures were comprised of poly(ethylene glycol) diacrylate (PEGDA) and poly(ethylene glycol) 400 in a constant ratio of 3:1, water, photoinitiator and ATH as a model drug whose content was varied from 5% to 20% (w/w). Designed 3D models of cylindrical shape tablets were of constant diameter, but different thickness. A series of tablets with doses ranging from 2.06 mg to 37.48 mg, exhibiting immediate- and modified-release profiles were successfully fabricated, confirming the potential of this technology in manufacturing dosage forms on demand, with the possibility to adjust the dose and release behavior by varying drug loading and dimensions of tablets. DSC (differential scanning calorimetry), XRPD (X-ray powder diffraction) and microscopic analysis showed that ATH remained in a crystalline form in tablets, while FTIR spectroscopy confirmed that no interactions occurred between ATH and polymers.
- Subjects :
- Drug
Materials science
media_common.quotation_subject
Pharmaceutical Science
02 engineering and technology
Atomoxetine Hydrochloride
030226 pharmacology & pharmacy
Dosage form
Article
Analytical Chemistry
Polyethylene Glycols
Excipients
lcsh:QD241-441
03 medical and health sciences
chemistry.chemical_compound
0302 clinical medicine
Differential scanning calorimetry
lcsh:Organic chemistry
Drug Discovery
release rate
Physical and Theoretical Chemistry
Fourier transform infrared spectroscopy
media_common
chemistry.chemical_classification
personalized therapy
Adrenergic Uptake Inhibitors
Organic Chemistry
Polymer
three-dimensional (3D) printing
021001 nanoscience & nanotechnology
neural networks
digital light processing (DLP)
Drug Liberation
Chemical engineering
chemistry
Chemistry (miscellaneous)
Printing, Three-Dimensional
Molecular Medicine
Neural Networks, Computer
0210 nano-technology
Ethylene glycol
Photoinitiator
additive manufacturing
optimization
Powder diffraction
Tablets
Subjects
Details
- Language :
- English
- ISSN :
- 14203049
- Volume :
- 26
- Issue :
- 111
- Database :
- OpenAIRE
- Journal :
- Molecules
- Accession number :
- edsair.doi.dedup.....1b6c3ce61eef9baac73230e6273d0c0e