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Application of Multivariate Methods to Evaluate Differential Material Attributes of HPMC from Different Sources

[Image: see text] The aim of the present study is to achieve differential material attributes (DMAs) of hydroxypropyl methylcellulose (HPMC) with different viscosity grades (K4M, K15M, and K100M) from different manufacturers (Anhui Shanhe and Dow Chemical). Two kinds of multivariate methods, princip...

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Autores principales: Wan, Shulin, Dai, Chuanyun, Bai, Yuling, Xie, Wenying, Guan, Tianbing, Sun, Huimin, Wang, Bochu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Chemical Society 2021
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8567258/
https://www.ncbi.nlm.nih.gov/pubmed/34746555
http://dx.doi.org/10.1021/acsomega.1c03009
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author Wan, Shulin
Dai, Chuanyun
Bai, Yuling
Xie, Wenying
Guan, Tianbing
Sun, Huimin
Wang, Bochu
author_facet Wan, Shulin
Dai, Chuanyun
Bai, Yuling
Xie, Wenying
Guan, Tianbing
Sun, Huimin
Wang, Bochu
author_sort Wan, Shulin
collection PubMed
description [Image: see text] The aim of the present study is to achieve differential material attributes (DMAs) of hydroxypropyl methylcellulose (HPMC) with different viscosity grades (K4M, K15M, and K100M) from different manufacturers (Anhui Shanhe and Dow Chemical). Two kinds of multivariate methods, principal component analysis (PCA) and orthogonal partial least squares discriminant analysis (OPLS-DA), were adopted. The physicochemical properties of HPMC were systematically investigated via various techniques (e.g., SEM, particle size detection, and SeDeM characterization). Data from 33 characterization variables were applied to the multivariate methods. The PCA and OPLS-DA results indicated the differences between the HPMC from two manufacturers by the common variables that include the tablet hardness (HD), tensile strength (TS), bulk density, interparticle porosity, Carr index, cohesion index, Hausner ratio, flowability, and the width of the particle size distribution (span). Interestingly, these variables showed a certain correlation with each other, supporting the characterization results. Except for these different variables of the HPMC obtained by multivariate analysis results, distinguishable shapes and surface morphologies also appeared between different sources. To sum up, the powder properties (particle size, surface topography, dimension, flowability, and compressibility) and the tablet properties (HD and TS) were recognized as the DMAs of HPMC samples. This work provided the multivariate methods for the physicochemical characterization of HPMC, with potential in the quality control and formulation development.
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spelling pubmed-85672582021-11-05 Application of Multivariate Methods to Evaluate Differential Material Attributes of HPMC from Different Sources Wan, Shulin Dai, Chuanyun Bai, Yuling Xie, Wenying Guan, Tianbing Sun, Huimin Wang, Bochu ACS Omega [Image: see text] The aim of the present study is to achieve differential material attributes (DMAs) of hydroxypropyl methylcellulose (HPMC) with different viscosity grades (K4M, K15M, and K100M) from different manufacturers (Anhui Shanhe and Dow Chemical). Two kinds of multivariate methods, principal component analysis (PCA) and orthogonal partial least squares discriminant analysis (OPLS-DA), were adopted. The physicochemical properties of HPMC were systematically investigated via various techniques (e.g., SEM, particle size detection, and SeDeM characterization). Data from 33 characterization variables were applied to the multivariate methods. The PCA and OPLS-DA results indicated the differences between the HPMC from two manufacturers by the common variables that include the tablet hardness (HD), tensile strength (TS), bulk density, interparticle porosity, Carr index, cohesion index, Hausner ratio, flowability, and the width of the particle size distribution (span). Interestingly, these variables showed a certain correlation with each other, supporting the characterization results. Except for these different variables of the HPMC obtained by multivariate analysis results, distinguishable shapes and surface morphologies also appeared between different sources. To sum up, the powder properties (particle size, surface topography, dimension, flowability, and compressibility) and the tablet properties (HD and TS) were recognized as the DMAs of HPMC samples. This work provided the multivariate methods for the physicochemical characterization of HPMC, with potential in the quality control and formulation development. American Chemical Society 2021-10-21 /pmc/articles/PMC8567258/ /pubmed/34746555 http://dx.doi.org/10.1021/acsomega.1c03009 Text en © 2021 The Authors. Published by American Chemical Society https://creativecommons.org/licenses/by-nc-nd/4.0/Permits non-commercial access and re-use, provided that author attribution and integrity are maintained; but does not permit creation of adaptations or other derivative works (https://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Wan, Shulin
Dai, Chuanyun
Bai, Yuling
Xie, Wenying
Guan, Tianbing
Sun, Huimin
Wang, Bochu
Application of Multivariate Methods to Evaluate Differential Material Attributes of HPMC from Different Sources
title Application of Multivariate Methods to Evaluate Differential Material Attributes of HPMC from Different Sources
title_full Application of Multivariate Methods to Evaluate Differential Material Attributes of HPMC from Different Sources
title_fullStr Application of Multivariate Methods to Evaluate Differential Material Attributes of HPMC from Different Sources
title_full_unstemmed Application of Multivariate Methods to Evaluate Differential Material Attributes of HPMC from Different Sources
title_short Application of Multivariate Methods to Evaluate Differential Material Attributes of HPMC from Different Sources
title_sort application of multivariate methods to evaluate differential material attributes of hpmc from different sources
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8567258/
https://www.ncbi.nlm.nih.gov/pubmed/34746555
http://dx.doi.org/10.1021/acsomega.1c03009
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