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Optimization of layering technique and secondary structure analysis during the formulation of nanoparticles containing lysozyme by quality by design approach
In our study, core-shell nanoparticles containing lysozyme were formulated with precipitation and layering self-assembly. Factorial design (DoE) was applied by setting the process parameters during the preparation with Quality by Design (QbD) approach. The factors were the concentration of lysozyme...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8659335/ https://www.ncbi.nlm.nih.gov/pubmed/34882727 http://dx.doi.org/10.1371/journal.pone.0260603 |
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author | Kristó, Katalin Manteghi, Reihaneh Ibrahim, Yousif H-E. Y. Ungor, Ditta Csapó, Edit Berkesi, Dániel Kónya, Zoltán Csóka, Ildikó |
author_facet | Kristó, Katalin Manteghi, Reihaneh Ibrahim, Yousif H-E. Y. Ungor, Ditta Csapó, Edit Berkesi, Dániel Kónya, Zoltán Csóka, Ildikó |
author_sort | Kristó, Katalin |
collection | PubMed |
description | In our study, core-shell nanoparticles containing lysozyme were formulated with precipitation and layering self-assembly. Factorial design (DoE) was applied by setting the process parameters during the preparation with Quality by Design (QbD) approach. The factors were the concentration of lysozyme and sodium alginate, and pH. Our aim was to understand the effect of process parameters through the determination of mathematical equations, based on which the optimization parameters can be predicted under different process parameters. The optimization parameters were encapsulation efficiency, particle size, enzyme activity and the amount of α-helix structure. The nanoparticles were analysed with transmission electron microscopy (TEM), Fourier-transform infrared spectroscopy (FTIR) and circular dichroism (CD) spectroscopy. Based on our results, we found that pH was the most important factor and pH 10 was recommended during the formulation. Enzyme activity and α-helix content correlated with each other very well, and particle size and encapsulation efficiency also showed very good correlation with each other. The results of the α-helix content of FTIR and CD measurements were very similar for the precipitated lysozyme due to the solid state of lysozyme. The mixing time had the best influence on the encapsulation efficiency and the particle size, which leads to the conclusion that a mixing time of 1 h is recommended. The novelty in our study is the presentation of a mathematical model with which the secondary structure of the protein and other optimization parameters can be controlled in the future during development of nanoparticle based on the process parameters. |
format | Online Article Text |
id | pubmed-8659335 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-86593352021-12-10 Optimization of layering technique and secondary structure analysis during the formulation of nanoparticles containing lysozyme by quality by design approach Kristó, Katalin Manteghi, Reihaneh Ibrahim, Yousif H-E. Y. Ungor, Ditta Csapó, Edit Berkesi, Dániel Kónya, Zoltán Csóka, Ildikó PLoS One Research Article In our study, core-shell nanoparticles containing lysozyme were formulated with precipitation and layering self-assembly. Factorial design (DoE) was applied by setting the process parameters during the preparation with Quality by Design (QbD) approach. The factors were the concentration of lysozyme and sodium alginate, and pH. Our aim was to understand the effect of process parameters through the determination of mathematical equations, based on which the optimization parameters can be predicted under different process parameters. The optimization parameters were encapsulation efficiency, particle size, enzyme activity and the amount of α-helix structure. The nanoparticles were analysed with transmission electron microscopy (TEM), Fourier-transform infrared spectroscopy (FTIR) and circular dichroism (CD) spectroscopy. Based on our results, we found that pH was the most important factor and pH 10 was recommended during the formulation. Enzyme activity and α-helix content correlated with each other very well, and particle size and encapsulation efficiency also showed very good correlation with each other. The results of the α-helix content of FTIR and CD measurements were very similar for the precipitated lysozyme due to the solid state of lysozyme. The mixing time had the best influence on the encapsulation efficiency and the particle size, which leads to the conclusion that a mixing time of 1 h is recommended. The novelty in our study is the presentation of a mathematical model with which the secondary structure of the protein and other optimization parameters can be controlled in the future during development of nanoparticle based on the process parameters. Public Library of Science 2021-12-09 /pmc/articles/PMC8659335/ /pubmed/34882727 http://dx.doi.org/10.1371/journal.pone.0260603 Text en © 2021 Kristó et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Kristó, Katalin Manteghi, Reihaneh Ibrahim, Yousif H-E. Y. Ungor, Ditta Csapó, Edit Berkesi, Dániel Kónya, Zoltán Csóka, Ildikó Optimization of layering technique and secondary structure analysis during the formulation of nanoparticles containing lysozyme by quality by design approach |
title | Optimization of layering technique and secondary structure analysis during the formulation of nanoparticles containing lysozyme by quality by design approach |
title_full | Optimization of layering technique and secondary structure analysis during the formulation of nanoparticles containing lysozyme by quality by design approach |
title_fullStr | Optimization of layering technique and secondary structure analysis during the formulation of nanoparticles containing lysozyme by quality by design approach |
title_full_unstemmed | Optimization of layering technique and secondary structure analysis during the formulation of nanoparticles containing lysozyme by quality by design approach |
title_short | Optimization of layering technique and secondary structure analysis during the formulation of nanoparticles containing lysozyme by quality by design approach |
title_sort | optimization of layering technique and secondary structure analysis during the formulation of nanoparticles containing lysozyme by quality by design approach |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8659335/ https://www.ncbi.nlm.nih.gov/pubmed/34882727 http://dx.doi.org/10.1371/journal.pone.0260603 |
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