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Design of cell expansion processes for adherent‐growing cells with mDoE‐workflow
Adherent cells, mammalian or human, are ubiquitous for production of viral vaccines, in gene therapy and in immuno‐oncology. The development of a cell‐expansion process with adherent cells is challenging as scale‐up requires the expansion of the cell culture surface. Microcarrier (MC)‐based cultures...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10158623/ https://www.ncbi.nlm.nih.gov/pubmed/37153028 http://dx.doi.org/10.1002/elsc.202200059 |
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author | Kuchemüller, Kim B. Pörtner, Ralf Möller, Johannes |
author_facet | Kuchemüller, Kim B. Pörtner, Ralf Möller, Johannes |
author_sort | Kuchemüller, Kim B. |
collection | PubMed |
description | Adherent cells, mammalian or human, are ubiquitous for production of viral vaccines, in gene therapy and in immuno‐oncology. The development of a cell‐expansion process with adherent cells is challenging as scale‐up requires the expansion of the cell culture surface. Microcarrier (MC)‐based cultures are still predominate. However, the development of MC processes from scratch possesses particular challenges due to their complexity. A novel approach for the reduction of development times and costs of cell propagation processes is the combination of mathematical process models with statistical optimization methods, called model‐assisted Design of Experiments (mDoE). In this study, an mDoE workflow was evaluated successfully for the design of a MC‐based expansion process of adherent L929 cells at a very early stage of development with limited prior knowledge. At the start, the analytical methods and the screening of appropriate MCs were evaluated. Then, cause‐effect relationships (e.g., cell growth related to medium conditions) were worked out, and a mathematical process model was set‐up and adapted to experimental data for modeling purposes. The model was subsequently used in mDoE to identify optimized process conditions, which were proven experimentally. An eight‐fold increase in cell yield was achieved basically by reducing the initial MC concentration. |
format | Online Article Text |
id | pubmed-10158623 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-101586232023-05-05 Design of cell expansion processes for adherent‐growing cells with mDoE‐workflow Kuchemüller, Kim B. Pörtner, Ralf Möller, Johannes Eng Life Sci Research Articles Adherent cells, mammalian or human, are ubiquitous for production of viral vaccines, in gene therapy and in immuno‐oncology. The development of a cell‐expansion process with adherent cells is challenging as scale‐up requires the expansion of the cell culture surface. Microcarrier (MC)‐based cultures are still predominate. However, the development of MC processes from scratch possesses particular challenges due to their complexity. A novel approach for the reduction of development times and costs of cell propagation processes is the combination of mathematical process models with statistical optimization methods, called model‐assisted Design of Experiments (mDoE). In this study, an mDoE workflow was evaluated successfully for the design of a MC‐based expansion process of adherent L929 cells at a very early stage of development with limited prior knowledge. At the start, the analytical methods and the screening of appropriate MCs were evaluated. Then, cause‐effect relationships (e.g., cell growth related to medium conditions) were worked out, and a mathematical process model was set‐up and adapted to experimental data for modeling purposes. The model was subsequently used in mDoE to identify optimized process conditions, which were proven experimentally. An eight‐fold increase in cell yield was achieved basically by reducing the initial MC concentration. John Wiley and Sons Inc. 2023-04-25 /pmc/articles/PMC10158623/ /pubmed/37153028 http://dx.doi.org/10.1002/elsc.202200059 Text en © 2023 The Authors. Engineering in Life Sciences published by Wiley‐VCH GmbH https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Articles Kuchemüller, Kim B. Pörtner, Ralf Möller, Johannes Design of cell expansion processes for adherent‐growing cells with mDoE‐workflow |
title | Design of cell expansion processes for adherent‐growing cells with mDoE‐workflow |
title_full | Design of cell expansion processes for adherent‐growing cells with mDoE‐workflow |
title_fullStr | Design of cell expansion processes for adherent‐growing cells with mDoE‐workflow |
title_full_unstemmed | Design of cell expansion processes for adherent‐growing cells with mDoE‐workflow |
title_short | Design of cell expansion processes for adherent‐growing cells with mDoE‐workflow |
title_sort | design of cell expansion processes for adherent‐growing cells with mdoe‐workflow |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10158623/ https://www.ncbi.nlm.nih.gov/pubmed/37153028 http://dx.doi.org/10.1002/elsc.202200059 |
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