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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...

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Autores principales: Kristó, Katalin, Manteghi, Reihaneh, Ibrahim, Yousif H-E. Y., Ungor, Ditta, Csapó, Edit, Berkesi, Dániel, Kónya, Zoltán, Csóka, Ildikó
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
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.
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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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