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Response Surface Methodology to Efficiently Optimize Intracellular Delivery by Photoporation
Photoporation is an up-and-coming technology for the gentle and efficient transfection of cells. Inherent to the application of photoporation is the optimization of several process parameters, such as laser fluence and sensitizing particle concentration, which is typically done one factor at a time...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9962540/ https://www.ncbi.nlm.nih.gov/pubmed/36834558 http://dx.doi.org/10.3390/ijms24043147 |
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author | Goemaere, Ilia Punj, Deep Harizaj, Aranit Woolston, Jessica Thys, Sofie Sterck, Karen De Smedt, Stefaan C. De Vos, Winnok H. Braeckmans, Kevin |
author_facet | Goemaere, Ilia Punj, Deep Harizaj, Aranit Woolston, Jessica Thys, Sofie Sterck, Karen De Smedt, Stefaan C. De Vos, Winnok H. Braeckmans, Kevin |
author_sort | Goemaere, Ilia |
collection | PubMed |
description | Photoporation is an up-and-coming technology for the gentle and efficient transfection of cells. Inherent to the application of photoporation is the optimization of several process parameters, such as laser fluence and sensitizing particle concentration, which is typically done one factor at a time (OFAT). However, this approach is tedious and runs the risk of missing a global optimum. Therefore, in this study, we explored whether response surface methodology (RSM) would allow for more efficient optimization of the photoporation procedure. As a case study, FITC-dextran molecules of 500 kDa were delivered to RAW264.7 mouse macrophage-like cells, making use of polydopamine nanoparticles (PDNPs) as photoporation sensitizers. Parameters that were varied to obtain an optimal delivery yield were PDNP size, PDNP concentration and laser fluence. Two established RSM designs were compared: the central composite design and the Box-Behnken design. Model fitting was followed by statistical assessment, validation, and response surface analysis. Both designs successfully identified a delivery yield optimum five- to eight-fold more efficiently than when using OFAT methodology while revealing a strong dependence on PDNP size within the design space. In conclusion, RSM proves to be a valuable approach to efficiently optimize photoporation conditions for a particular cell type. |
format | Online Article Text |
id | pubmed-9962540 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-99625402023-02-26 Response Surface Methodology to Efficiently Optimize Intracellular Delivery by Photoporation Goemaere, Ilia Punj, Deep Harizaj, Aranit Woolston, Jessica Thys, Sofie Sterck, Karen De Smedt, Stefaan C. De Vos, Winnok H. Braeckmans, Kevin Int J Mol Sci Article Photoporation is an up-and-coming technology for the gentle and efficient transfection of cells. Inherent to the application of photoporation is the optimization of several process parameters, such as laser fluence and sensitizing particle concentration, which is typically done one factor at a time (OFAT). However, this approach is tedious and runs the risk of missing a global optimum. Therefore, in this study, we explored whether response surface methodology (RSM) would allow for more efficient optimization of the photoporation procedure. As a case study, FITC-dextran molecules of 500 kDa were delivered to RAW264.7 mouse macrophage-like cells, making use of polydopamine nanoparticles (PDNPs) as photoporation sensitizers. Parameters that were varied to obtain an optimal delivery yield were PDNP size, PDNP concentration and laser fluence. Two established RSM designs were compared: the central composite design and the Box-Behnken design. Model fitting was followed by statistical assessment, validation, and response surface analysis. Both designs successfully identified a delivery yield optimum five- to eight-fold more efficiently than when using OFAT methodology while revealing a strong dependence on PDNP size within the design space. In conclusion, RSM proves to be a valuable approach to efficiently optimize photoporation conditions for a particular cell type. MDPI 2023-02-05 /pmc/articles/PMC9962540/ /pubmed/36834558 http://dx.doi.org/10.3390/ijms24043147 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Goemaere, Ilia Punj, Deep Harizaj, Aranit Woolston, Jessica Thys, Sofie Sterck, Karen De Smedt, Stefaan C. De Vos, Winnok H. Braeckmans, Kevin Response Surface Methodology to Efficiently Optimize Intracellular Delivery by Photoporation |
title | Response Surface Methodology to Efficiently Optimize Intracellular Delivery by Photoporation |
title_full | Response Surface Methodology to Efficiently Optimize Intracellular Delivery by Photoporation |
title_fullStr | Response Surface Methodology to Efficiently Optimize Intracellular Delivery by Photoporation |
title_full_unstemmed | Response Surface Methodology to Efficiently Optimize Intracellular Delivery by Photoporation |
title_short | Response Surface Methodology to Efficiently Optimize Intracellular Delivery by Photoporation |
title_sort | response surface methodology to efficiently optimize intracellular delivery by photoporation |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9962540/ https://www.ncbi.nlm.nih.gov/pubmed/36834558 http://dx.doi.org/10.3390/ijms24043147 |
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