Minocycline Hydrochloride Controlled-release Microsphere Preparation Process Optimization Based on the Robust Design Method; [Sağlam Tasarım Yöntemine Dayalı Minosiklin Hidroklorür Kontrollü Salınımlı Mikrokürelerin Hazırlanma Sürecinin Optimizasyonu]

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Özet

Objectives: The objective of the present study is to establish a robust preparation method that could steadily produce minocycline hydrochloride (MCH) microspheres regardless of used polymer types. Materials and Methods: Taguchi’s Robust Experimental Design methodology was employed to optimize the process parameters for MCH-loaded poly(D,L-lactide-co-glycolide) (PLGA) microspheres. In the experimental design, seven controllable factors, i.e., preparation method, pH of the aqueous phase, volume of the aqueous phase, volume of dichloromethane, rotation speed, temperature, and amount of polyvinyl alcohol, were considered for the optimization of process parameters. PLGA types with different lactide/glycolide ratios were considered the uncontrollable (noise) factor. Based on the L18 orthogonal array, 18 experimental runs were conducted for each type of PLGA. The encapsulation efficiency (EE) and in vitro release rate were evaluated for all the prepared formulations. Results: Regardless of the PLGA type with different lactic/glycolic acid ratios, microspheres prepared via the solid-in-oil-in-water (S/O/W) method, showed a much higher EE and faster drug release than the microspheres prepared via the co-solvent method. Preparation methods, pH of the aqueous phase, and volume of the aqueous phase were the most influencing parameters on the EE. The confirmation experiment results indicated that the signal-to-noise ratio increased by 5.76 db from that of an initial condition. The release of minocycline was fastest with the PLGA (50:50) microspheres, followed by PLGA (75:25) and PLGA (85:15). Conclusion: Although the interaction between the selected factors in the evaluation was ignored, the orthogonal array design of the experiment based on Taguchi’s robust experimental design methodology was sufficient to optimize the process parameters for the PLGA microspheres of MCH. The S/O/W was the main factor affecting the EE. Microspheres prepared via the S/O/W method exhibited a higher EE and faster drug release than the microspheres prepared via co-solvent method. The pH and volume of the aqueous phase were also effective parameters on the EE. A robust experimental design has been successfully applied to the optimization of the process parameters for microsphere preparation. ©Turk J Pharm Sci, Published by Galenos Publishing House.

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AlanDeğerDil
dc.contributor.authorHaidar, Mohammad Karim
dc.contributor.authorYamashita, Fumiyoshi
dc.contributor.authorHashida, Mitsuru
dc.date.accessioned2026-10-18T20:28:09.476714935Z
dc.date.available2026-10-18T20:28:09.476714935Z
dc.date.issued2021
dc.description.abstractObjectives: The objective of the present study is to establish a robust preparation method that could steadily produce minocycline hydrochloride (MCH) microspheres regardless of used polymer types. Materials and Methods: Taguchi’s Robust Experimental Design methodology was employed to optimize the process parameters for MCH-loaded poly(D,L-lactide-co-glycolide) (PLGA) microspheres. In the experimental design, seven controllable factors, i.e., preparation method, pH of the aqueous phase, volume of the aqueous phase, volume of dichloromethane, rotation speed, temperature, and amount of polyvinyl alcohol, were considered for the optimization of process parameters. PLGA types with different lactide/glycolide ratios were considered the uncontrollable (noise) factor. Based on the L18 orthogonal array, 18 experimental runs were conducted for each type of PLGA. The encapsulation efficiency (EE) and in vitro release rate were evaluated for all the prepared formulations. Results: Regardless of the PLGA type with different lactic/glycolic acid ratios, microspheres prepared via the solid-in-oil-in-water (S/O/W) method, showed a much higher EE and faster drug release than the microspheres prepared via the co-solvent method. Preparation methods, pH of the aqueous phase, and volume of the aqueous phase were the most influencing parameters on the EE. The confirmation experiment results indicated that the signal-to-noise ratio increased by 5.76 db from that of an initial condition. The release of minocycline was fastest with the PLGA (50:50) microspheres, followed by PLGA (75:25) and PLGA (85:15). Conclusion: Although the interaction between the selected factors in the evaluation was ignored, the orthogonal array design of the experiment based on Taguchi’s robust experimental design methodology was sufficient to optimize the process parameters for the PLGA microspheres of MCH. The S/O/W was the main factor affecting the EE. Microspheres prepared via the S/O/W method exhibited a higher EE and faster drug release than the microspheres prepared via co-solvent method. The pH and volume of the aqueous phase were also effective parameters on the EE. A robust experimental design has been successfully applied to the optimization of the process parameters for microsphere preparation. ©Turk J Pharm Sci, Published by Galenos Publishing House.
dc.description.sponsorshipWe sincerely thank the Government of Japan for providing scholarships in the form of a master's degree scholarship.
dc.identifier.doi10.4274/tjps.galenos.2021.56492
dc.identifier.eissn2148-6247
dc.identifier.endpage760
dc.identifier.issn1304-530X
dc.identifier.issue6
dc.identifier.pmcidPMC8744446
dc.identifier.pmid34979740
dc.identifier.scopus2-s2.0-85123357488
dc.identifier.startpage752
dc.identifier.urihttps://rdlopen.rawdatalibrary.net/r/ebyu/13316
dc.identifier.volume18
dc.identifier.wosWOS:000739850200011
dc.language.isoen
dc.publisherTurkish Pharmacists Association
dc.relation.ispartofTurkish Journal of Pharmaceutical Sciences
dc.rightsinfo:eu-repo/semantics/openAccess
dc.subjectDesign of experiment
dc.subjectMinocycline hydrochloride
dc.subjectPLGA microspheres
dc.subjectdichloromethane
dc.subjectmicrosphere
dc.subjectminocycline
dc.subjectpolyglactin
dc.subjectpolyvinyl alcohol
dc.subjectArticle
dc.subjectconcentration (parameter)
dc.subjectcontrolled release formulation
dc.subjectencapsulation
dc.subjectencapsulation efficiency
dc.subjectevaporation
dc.subjectexperimental design
dc.subjectfreeze drying
dc.subjecthigh performance liquid chromatography
dc.subjecthuman
dc.subjectin vitro study
dc.subjectmiscibility
dc.subjectpH
dc.subjectprocess optimization
dc.subjectrobust design method
dc.subjectrotation
dc.subjectsignal noise ratio
dc.subjecttemperature
dc.subjectvolume
dc.titleMinocycline Hydrochloride Controlled-release Microsphere Preparation Process Optimization Based on the Robust Design Method; [Sağlam Tasarım Yöntemine Dayalı Minosiklin Hidroklorür Kontrollü Salınımlı Mikrokürelerin Hazırlanma Sürecinin Optimizasyonu]
dc.typeArticle
dspace.entity.typePublication
rdl.citation.scopus7
rdl.citation.wos6
rdl.departmentErzincan Binali Yıldırım University Faculty of Pharmacy, Department of Pharmaceutical Technology, Erzincan, Turkey.
rdl.oa.statusgold
rdl.source.indexSCOPUS
rdl.source.indexWOS
rdl.source.indexPUBMED
rdl.wos.indexEmerging Sources Citation Index (ESCI)