Impact of Hot-Melt-Extrusion on Solid-State Properties of Pharmaceutical Polymers and Classification Using Hierarchical Cluster Analysis

The impact of hot-melt extrusion (HME) on the solid-state properties of four methacrylic (Eudragit<sup>®</sup> L100-55, Eudragit<sup>®</sup> EPO, Eudragit<sup>®</sup> RSPO, Eudragit<sup>®</sup> RLPO) and four polyvinyl (Kollidon<sup>®</sup>...

Full description

Bibliographic Details
Main Authors: Ioannis Partheniadis, Miltiadis Toskas, Filippos-Michail Stavras, Georgios Menexes, Ioannis Nikolakakis
Format: Article
Language:English
Published: MDPI AG 2020-09-01
Series:Processes
Subjects:
Online Access:https://www.mdpi.com/2227-9717/8/10/1208
id doaj-8361154bd56f43caae857412a0a3371b
record_format Article
spelling doaj-8361154bd56f43caae857412a0a3371b2020-11-25T03:30:30ZengMDPI AGProcesses2227-97172020-09-0181208120810.3390/pr8101208Impact of Hot-Melt-Extrusion on Solid-State Properties of Pharmaceutical Polymers and Classification Using Hierarchical Cluster AnalysisIoannis Partheniadis0Miltiadis Toskas1Filippos-Michail Stavras2Georgios Menexes3Ioannis Nikolakakis4Department of Pharmaceutical Technology, School of Pharmacy, Faculty of Health Sciences, Aristotle University of Thessaloniki, 54124 Thessaloniki, GreeceDepartment of Pharmaceutical Technology, School of Pharmacy, Faculty of Health Sciences, Aristotle University of Thessaloniki, 54124 Thessaloniki, GreeceDepartment of Pharmaceutical Technology, School of Pharmacy, Faculty of Health Sciences, Aristotle University of Thessaloniki, 54124 Thessaloniki, GreeceLaboratory of Agronomy, School of Agriculture, Aristotle University of Thessaloniki, 54124 Thessaloniki, GreeceDepartment of Pharmaceutical Technology, School of Pharmacy, Faculty of Health Sciences, Aristotle University of Thessaloniki, 54124 Thessaloniki, GreeceThe impact of hot-melt extrusion (HME) on the solid-state properties of four methacrylic (Eudragit<sup>®</sup> L100-55, Eudragit<sup>®</sup> EPO, Eudragit<sup>®</sup> RSPO, Eudragit<sup>®</sup> RLPO) and four polyvinyl (Kollidon<sup>®</sup> VA64, Kollicoat<sup>®</sup> IR, Kollidon<sup>®</sup> SR, and Soluplus<sup>®</sup>) polymers was studied. Overall, HME decreased Tg but increased electrostatic charge and surface free energy. Packing density decreased with electrostatic charge, whereas Carr’s and Hausner indices showed a peak curve dependency. Overall, HME reduced work of compaction (Wc), deformability (expressed as Heckel P<sub>Y</sub> and Kawakita 1/b model parameters and as slope S′ of derivative force/displacement curve), and tablet strength (TS) but increased elastic recovery (ER). TS showed a better correlation with S′ than P<sub>Y</sub> and 1/b. Principal component analysis (PCA) organized the data of neat and extruded polymers into three principal components explaining 72.45% of the variance. The first included Wc, S′ and TS with positive loadings expressing compaction, and ER with negative loading opposing compaction; the second included P<sub>Y</sub>, 1/b, and surface free energy expressing interactivity with positive loadings opposing tap density or close packing. Hierarchical cluster analysis (HCA) assembled polymers of similar solid-state properties regardless of HME treatment into a major cluster with rescaled distance Cluster Combine Index (CCI) < 5 and several other weaker clusters. Polymers in the major cluster were: neat and extruded Eudragit<sup>®</sup> RSPO, Kollicoat<sup>®</sup> IR, Kollidon<sup>®</sup> SR, Soluplus<sup>®,</sup> and extruded Eudragit<sup>®</sup> L100-55. It is suggested that PCA may be used to distinguish variables having similar or dissimilar activity, whereas HCA can be used to cluster polymers based on solid-state properties and pick exchangeable ones (e.g., for sustain release or dissolution improvement) when the need arises.https://www.mdpi.com/2227-9717/8/10/1208factor analysisclassificationdendrogramshot-melt extrusionpolymerspowders
collection DOAJ
language English
format Article
sources DOAJ
author Ioannis Partheniadis
Miltiadis Toskas
Filippos-Michail Stavras
Georgios Menexes
Ioannis Nikolakakis
spellingShingle Ioannis Partheniadis
Miltiadis Toskas
Filippos-Michail Stavras
Georgios Menexes
Ioannis Nikolakakis
Impact of Hot-Melt-Extrusion on Solid-State Properties of Pharmaceutical Polymers and Classification Using Hierarchical Cluster Analysis
Processes
factor analysis
classification
dendrograms
hot-melt extrusion
polymers
powders
author_facet Ioannis Partheniadis
Miltiadis Toskas
Filippos-Michail Stavras
Georgios Menexes
Ioannis Nikolakakis
author_sort Ioannis Partheniadis
title Impact of Hot-Melt-Extrusion on Solid-State Properties of Pharmaceutical Polymers and Classification Using Hierarchical Cluster Analysis
title_short Impact of Hot-Melt-Extrusion on Solid-State Properties of Pharmaceutical Polymers and Classification Using Hierarchical Cluster Analysis
title_full Impact of Hot-Melt-Extrusion on Solid-State Properties of Pharmaceutical Polymers and Classification Using Hierarchical Cluster Analysis
title_fullStr Impact of Hot-Melt-Extrusion on Solid-State Properties of Pharmaceutical Polymers and Classification Using Hierarchical Cluster Analysis
title_full_unstemmed Impact of Hot-Melt-Extrusion on Solid-State Properties of Pharmaceutical Polymers and Classification Using Hierarchical Cluster Analysis
title_sort impact of hot-melt-extrusion on solid-state properties of pharmaceutical polymers and classification using hierarchical cluster analysis
publisher MDPI AG
series Processes
issn 2227-9717
publishDate 2020-09-01
description The impact of hot-melt extrusion (HME) on the solid-state properties of four methacrylic (Eudragit<sup>®</sup> L100-55, Eudragit<sup>®</sup> EPO, Eudragit<sup>®</sup> RSPO, Eudragit<sup>®</sup> RLPO) and four polyvinyl (Kollidon<sup>®</sup> VA64, Kollicoat<sup>®</sup> IR, Kollidon<sup>®</sup> SR, and Soluplus<sup>®</sup>) polymers was studied. Overall, HME decreased Tg but increased electrostatic charge and surface free energy. Packing density decreased with electrostatic charge, whereas Carr’s and Hausner indices showed a peak curve dependency. Overall, HME reduced work of compaction (Wc), deformability (expressed as Heckel P<sub>Y</sub> and Kawakita 1/b model parameters and as slope S′ of derivative force/displacement curve), and tablet strength (TS) but increased elastic recovery (ER). TS showed a better correlation with S′ than P<sub>Y</sub> and 1/b. Principal component analysis (PCA) organized the data of neat and extruded polymers into three principal components explaining 72.45% of the variance. The first included Wc, S′ and TS with positive loadings expressing compaction, and ER with negative loading opposing compaction; the second included P<sub>Y</sub>, 1/b, and surface free energy expressing interactivity with positive loadings opposing tap density or close packing. Hierarchical cluster analysis (HCA) assembled polymers of similar solid-state properties regardless of HME treatment into a major cluster with rescaled distance Cluster Combine Index (CCI) < 5 and several other weaker clusters. Polymers in the major cluster were: neat and extruded Eudragit<sup>®</sup> RSPO, Kollicoat<sup>®</sup> IR, Kollidon<sup>®</sup> SR, Soluplus<sup>®,</sup> and extruded Eudragit<sup>®</sup> L100-55. It is suggested that PCA may be used to distinguish variables having similar or dissimilar activity, whereas HCA can be used to cluster polymers based on solid-state properties and pick exchangeable ones (e.g., for sustain release or dissolution improvement) when the need arises.
topic factor analysis
classification
dendrograms
hot-melt extrusion
polymers
powders
url https://www.mdpi.com/2227-9717/8/10/1208
work_keys_str_mv AT ioannispartheniadis impactofhotmeltextrusiononsolidstatepropertiesofpharmaceuticalpolymersandclassificationusinghierarchicalclusteranalysis
AT miltiadistoskas impactofhotmeltextrusiononsolidstatepropertiesofpharmaceuticalpolymersandclassificationusinghierarchicalclusteranalysis
AT filipposmichailstavras impactofhotmeltextrusiononsolidstatepropertiesofpharmaceuticalpolymersandclassificationusinghierarchicalclusteranalysis
AT georgiosmenexes impactofhotmeltextrusiononsolidstatepropertiesofpharmaceuticalpolymersandclassificationusinghierarchicalclusteranalysis
AT ioannisnikolakakis impactofhotmeltextrusiononsolidstatepropertiesofpharmaceuticalpolymersandclassificationusinghierarchicalclusteranalysis
_version_ 1724575156628619264