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Advances in monitoring and control of refolding kinetics combining PAT and modeling
ABSTRACT: Overexpression of recombinant proteins in Escherichia coli results in misfolded and non-active protein aggregates in the cytoplasm, so-called inclusion bodies (IB). In recent years, a change in the mindset regarding IBs could be observed: IBs are no longer considered an unwanted waste prod...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7954745/ https://www.ncbi.nlm.nih.gov/pubmed/33598720 http://dx.doi.org/10.1007/s00253-021-11151-y |
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author | Pauk, Jan Niklas Raju Palanisamy, Janani Kager, Julian Koczka, Krisztina Berghammer, Gerald Herwig, Christoph Veiter, Lukas |
author_facet | Pauk, Jan Niklas Raju Palanisamy, Janani Kager, Julian Koczka, Krisztina Berghammer, Gerald Herwig, Christoph Veiter, Lukas |
author_sort | Pauk, Jan Niklas |
collection | PubMed |
description | ABSTRACT: Overexpression of recombinant proteins in Escherichia coli results in misfolded and non-active protein aggregates in the cytoplasm, so-called inclusion bodies (IB). In recent years, a change in the mindset regarding IBs could be observed: IBs are no longer considered an unwanted waste product, but a valid alternative to produce a product with high yield, purity, and stability in short process times. However, solubilization of IBs and subsequent refolding is necessary to obtain a correctly folded and active product. This protein refolding process is a crucial downstream unit operation—commonly done as a dilution in batch or fed-batch mode. Drawbacks of the state-of-the-art include the following: the large volume of buffers and capacities of refolding tanks, issues with uniform mixing, challenging analytics at low protein concentrations, reaction kinetics in non-usable aggregates, and generally low re-folding yields. There is no generic platform procedure available and a lack of robust control strategies. The introduction of Quality by Design (QbD) is the method-of-choice to provide a controlled and reproducible refolding environment. However, reliable online monitoring techniques to describe the refolding kinetics in real-time are scarce. In our view, only monitoring and control of re-folding kinetics can ensure a productive, scalable, and versatile platform technology for re-folding processes. For this review, we screened the current literature for a combination of online process analytical technology (PAT) and modeling techniques to ensure a controlled refolding process. Based on our research, we propose an integrated approach based on the idea that all aspects that cannot be monitored directly are estimated via digital twins and used in real-time for process control. KEY POINTS: • Monitoring and a thorough understanding of refolding kinetics are essential for model-based control of refolding processes. • The introduction of Quality by Design combining Process Analytical Technology and modeling ensures a robust platform for inclusion body refolding. |
format | Online Article Text |
id | pubmed-7954745 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-79547452021-03-28 Advances in monitoring and control of refolding kinetics combining PAT and modeling Pauk, Jan Niklas Raju Palanisamy, Janani Kager, Julian Koczka, Krisztina Berghammer, Gerald Herwig, Christoph Veiter, Lukas Appl Microbiol Biotechnol Mini-Review ABSTRACT: Overexpression of recombinant proteins in Escherichia coli results in misfolded and non-active protein aggregates in the cytoplasm, so-called inclusion bodies (IB). In recent years, a change in the mindset regarding IBs could be observed: IBs are no longer considered an unwanted waste product, but a valid alternative to produce a product with high yield, purity, and stability in short process times. However, solubilization of IBs and subsequent refolding is necessary to obtain a correctly folded and active product. This protein refolding process is a crucial downstream unit operation—commonly done as a dilution in batch or fed-batch mode. Drawbacks of the state-of-the-art include the following: the large volume of buffers and capacities of refolding tanks, issues with uniform mixing, challenging analytics at low protein concentrations, reaction kinetics in non-usable aggregates, and generally low re-folding yields. There is no generic platform procedure available and a lack of robust control strategies. The introduction of Quality by Design (QbD) is the method-of-choice to provide a controlled and reproducible refolding environment. However, reliable online monitoring techniques to describe the refolding kinetics in real-time are scarce. In our view, only monitoring and control of re-folding kinetics can ensure a productive, scalable, and versatile platform technology for re-folding processes. For this review, we screened the current literature for a combination of online process analytical technology (PAT) and modeling techniques to ensure a controlled refolding process. Based on our research, we propose an integrated approach based on the idea that all aspects that cannot be monitored directly are estimated via digital twins and used in real-time for process control. KEY POINTS: • Monitoring and a thorough understanding of refolding kinetics are essential for model-based control of refolding processes. • The introduction of Quality by Design combining Process Analytical Technology and modeling ensures a robust platform for inclusion body refolding. Springer Berlin Heidelberg 2021-02-17 2021 /pmc/articles/PMC7954745/ /pubmed/33598720 http://dx.doi.org/10.1007/s00253-021-11151-y Text en © The Author(s) 2021 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Mini-Review Pauk, Jan Niklas Raju Palanisamy, Janani Kager, Julian Koczka, Krisztina Berghammer, Gerald Herwig, Christoph Veiter, Lukas Advances in monitoring and control of refolding kinetics combining PAT and modeling |
title | Advances in monitoring and control of refolding kinetics combining PAT and modeling |
title_full | Advances in monitoring and control of refolding kinetics combining PAT and modeling |
title_fullStr | Advances in monitoring and control of refolding kinetics combining PAT and modeling |
title_full_unstemmed | Advances in monitoring and control of refolding kinetics combining PAT and modeling |
title_short | Advances in monitoring and control of refolding kinetics combining PAT and modeling |
title_sort | advances in monitoring and control of refolding kinetics combining pat and modeling |
topic | Mini-Review |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7954745/ https://www.ncbi.nlm.nih.gov/pubmed/33598720 http://dx.doi.org/10.1007/s00253-021-11151-y |
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