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A Metabolomics Approach to Increasing Chinese Hamster Ovary (CHO) Cell Productivity
Much progress has been made in improving the viable cell density of bioreactor cultures in monoclonal antibody production from Chinese hamster ovary (CHO) cells; however, specific productivity (qP) has not been increased to the same degree. In this work, we analyzed a library of 24 antibody-expressi...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8704136/ https://www.ncbi.nlm.nih.gov/pubmed/34940581 http://dx.doi.org/10.3390/metabo11120823 |
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author | Yao, Grace Aron, Kathryn Borys, Michael Li, Zhengjian Pendse, Girish Lee, Kyongbum |
author_facet | Yao, Grace Aron, Kathryn Borys, Michael Li, Zhengjian Pendse, Girish Lee, Kyongbum |
author_sort | Yao, Grace |
collection | PubMed |
description | Much progress has been made in improving the viable cell density of bioreactor cultures in monoclonal antibody production from Chinese hamster ovary (CHO) cells; however, specific productivity (qP) has not been increased to the same degree. In this work, we analyzed a library of 24 antibody-expressing CHO cell clones to identify metabolites that positively associate with qP and could be used for clone selection or medium supplementation. An initial library of 12 clones, each producing one of two antibodies, was analyzed using untargeted LC-MS experiments. Metabolic model-based annotation followed by correlation analysis detected 73 metabolites that significantly correlated with growth, qP, or both. Of these, metabolites in the alanine, aspartate, and glutamate metabolism pathway, and the TCA cycle showed the strongest association with qP. To evaluate whether these metabolites could be used as indicators to identify clones with potential for high productivity, we performed targeted LC-MS experiments on a second library of 12 clones expressing a third antibody. These experiments found that aspartate and cystine were positively correlated with qP, confirming the results from untargeted analysis. To investigate whether qP correlated metabolites reflected endogenous metabolic activity beneficial for productivity, several of these metabolites were tested as medium additives during cell culture. Medium supplementation with citrate improved qP by up to 490% and more than doubled the titer. Together, these studies demonstrate the potential for using metabolomics to discover novel metabolite additives that yield higher volumetric productivity in biologics production processes. |
format | Online Article Text |
id | pubmed-8704136 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-87041362021-12-25 A Metabolomics Approach to Increasing Chinese Hamster Ovary (CHO) Cell Productivity Yao, Grace Aron, Kathryn Borys, Michael Li, Zhengjian Pendse, Girish Lee, Kyongbum Metabolites Article Much progress has been made in improving the viable cell density of bioreactor cultures in monoclonal antibody production from Chinese hamster ovary (CHO) cells; however, specific productivity (qP) has not been increased to the same degree. In this work, we analyzed a library of 24 antibody-expressing CHO cell clones to identify metabolites that positively associate with qP and could be used for clone selection or medium supplementation. An initial library of 12 clones, each producing one of two antibodies, was analyzed using untargeted LC-MS experiments. Metabolic model-based annotation followed by correlation analysis detected 73 metabolites that significantly correlated with growth, qP, or both. Of these, metabolites in the alanine, aspartate, and glutamate metabolism pathway, and the TCA cycle showed the strongest association with qP. To evaluate whether these metabolites could be used as indicators to identify clones with potential for high productivity, we performed targeted LC-MS experiments on a second library of 12 clones expressing a third antibody. These experiments found that aspartate and cystine were positively correlated with qP, confirming the results from untargeted analysis. To investigate whether qP correlated metabolites reflected endogenous metabolic activity beneficial for productivity, several of these metabolites were tested as medium additives during cell culture. Medium supplementation with citrate improved qP by up to 490% and more than doubled the titer. Together, these studies demonstrate the potential for using metabolomics to discover novel metabolite additives that yield higher volumetric productivity in biologics production processes. MDPI 2021-11-30 /pmc/articles/PMC8704136/ /pubmed/34940581 http://dx.doi.org/10.3390/metabo11120823 Text en © 2021 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 Yao, Grace Aron, Kathryn Borys, Michael Li, Zhengjian Pendse, Girish Lee, Kyongbum A Metabolomics Approach to Increasing Chinese Hamster Ovary (CHO) Cell Productivity |
title | A Metabolomics Approach to Increasing Chinese Hamster Ovary (CHO) Cell Productivity |
title_full | A Metabolomics Approach to Increasing Chinese Hamster Ovary (CHO) Cell Productivity |
title_fullStr | A Metabolomics Approach to Increasing Chinese Hamster Ovary (CHO) Cell Productivity |
title_full_unstemmed | A Metabolomics Approach to Increasing Chinese Hamster Ovary (CHO) Cell Productivity |
title_short | A Metabolomics Approach to Increasing Chinese Hamster Ovary (CHO) Cell Productivity |
title_sort | metabolomics approach to increasing chinese hamster ovary (cho) cell productivity |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8704136/ https://www.ncbi.nlm.nih.gov/pubmed/34940581 http://dx.doi.org/10.3390/metabo11120823 |
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