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Effects of granulation process variables on the physical properties of dosage forms by combination of experimental design and principal component analysis
The current study was to understand how process variables of high shear wet granulations affect physical properties of granules and tablets. The knowledge gained was intended to be used for Quality-by-Design based process design and optimization. The variables were selected based on the risk assessm...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Shenyang Pharmaceutical University
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7032112/ https://www.ncbi.nlm.nih.gov/pubmed/32104459 http://dx.doi.org/10.1016/j.ajps.2018.08.006 |
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author | Thapa, Prakash Choi, Du Hyung Kim, Min Soo Jeong, Seong Hoon |
author_facet | Thapa, Prakash Choi, Du Hyung Kim, Min Soo Jeong, Seong Hoon |
author_sort | Thapa, Prakash |
collection | PubMed |
description | The current study was to understand how process variables of high shear wet granulations affect physical properties of granules and tablets. The knowledge gained was intended to be used for Quality-by-Design based process design and optimization. The variables were selected based on the risk assessment as impeller speed, liquid addition rate, and wet massing time. Formulation compositions were kept constant to minimize their influence on granules properties. Multiple linear regression models were built providing understanding of the impact of each variable on granule hardness, Carr's index, tablet tensile strength, surface mean diameter of granules, and compression behavior. The experimental results showed that the impact of impeller speed was more dominant compared to wet massing time and water addition rate. The results also revealed that quality of granules and tablets could be optimized by adjusting specific process variables (impeller speed 1193 rpm, water spray rate 3.7 ml/min, and wet massing time 2.84 min). Overall desirability was 0.84 suggesting that the response values were closer to the target one. The SEM image of granules showed that spherical and smooth granules produced at higher impeller speed, whereas rough and irregular shape granules at lower speed. Moreover, multivariate data analysis demonstrated that impeller speed and massing time had strong correlation with the granule and tablet properties. In overall, the combined experimental design and principal component analysis approach allowed to better understand the correlation between process variables and granules and tablet attributes. |
format | Online Article Text |
id | pubmed-7032112 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Shenyang Pharmaceutical University |
record_format | MEDLINE/PubMed |
spelling | pubmed-70321122020-02-26 Effects of granulation process variables on the physical properties of dosage forms by combination of experimental design and principal component analysis Thapa, Prakash Choi, Du Hyung Kim, Min Soo Jeong, Seong Hoon Asian J Pharm Sci Research Article The current study was to understand how process variables of high shear wet granulations affect physical properties of granules and tablets. The knowledge gained was intended to be used for Quality-by-Design based process design and optimization. The variables were selected based on the risk assessment as impeller speed, liquid addition rate, and wet massing time. Formulation compositions were kept constant to minimize their influence on granules properties. Multiple linear regression models were built providing understanding of the impact of each variable on granule hardness, Carr's index, tablet tensile strength, surface mean diameter of granules, and compression behavior. The experimental results showed that the impact of impeller speed was more dominant compared to wet massing time and water addition rate. The results also revealed that quality of granules and tablets could be optimized by adjusting specific process variables (impeller speed 1193 rpm, water spray rate 3.7 ml/min, and wet massing time 2.84 min). Overall desirability was 0.84 suggesting that the response values were closer to the target one. The SEM image of granules showed that spherical and smooth granules produced at higher impeller speed, whereas rough and irregular shape granules at lower speed. Moreover, multivariate data analysis demonstrated that impeller speed and massing time had strong correlation with the granule and tablet properties. In overall, the combined experimental design and principal component analysis approach allowed to better understand the correlation between process variables and granules and tablet attributes. Shenyang Pharmaceutical University 2019-05 2018-09-18 /pmc/articles/PMC7032112/ /pubmed/32104459 http://dx.doi.org/10.1016/j.ajps.2018.08.006 Text en © 2018 Shenyang Pharmaceutical University. Published by Elsevier B.V. http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Research Article Thapa, Prakash Choi, Du Hyung Kim, Min Soo Jeong, Seong Hoon Effects of granulation process variables on the physical properties of dosage forms by combination of experimental design and principal component analysis |
title | Effects of granulation process variables on the physical properties of dosage forms by combination of experimental design and principal component analysis |
title_full | Effects of granulation process variables on the physical properties of dosage forms by combination of experimental design and principal component analysis |
title_fullStr | Effects of granulation process variables on the physical properties of dosage forms by combination of experimental design and principal component analysis |
title_full_unstemmed | Effects of granulation process variables on the physical properties of dosage forms by combination of experimental design and principal component analysis |
title_short | Effects of granulation process variables on the physical properties of dosage forms by combination of experimental design and principal component analysis |
title_sort | effects of granulation process variables on the physical properties of dosage forms by combination of experimental design and principal component analysis |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7032112/ https://www.ncbi.nlm.nih.gov/pubmed/32104459 http://dx.doi.org/10.1016/j.ajps.2018.08.006 |
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