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>...
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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 |
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