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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...

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Autores principales: Kuchemüller, Kim B., Pörtner, Ralf, Möller, Johannes
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2023
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.
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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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