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Jiménez del Val I, Kyriakopoulos S, Albrecht S, Stockmann H, Rudd PM, Polizzi KM, Kontoravdi C. CHOmpact: A reduced metabolic model of Chinese hamster ovary cells with enhanced interpretability. Biotechnol Bioeng 2023; 120:2479-2493. [PMID: 37272445 PMCID: PMC10952303 DOI: 10.1002/bit.28459] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2022] [Revised: 05/19/2023] [Accepted: 05/22/2023] [Indexed: 06/06/2023]
Abstract
Metabolic modeling has emerged as a key tool for the characterization of biopharmaceutical cell culture processes. Metabolic models have also been instrumental in identifying genetic engineering targets and developing feeding strategies that optimize the growth and productivity of Chinese hamster ovary (CHO) cells. Despite their success, metabolic models of CHO cells still present considerable challenges. Genome-scale metabolic models (GeMs) of CHO cells are very large (>6000 reactions) and are difficult to constrain to yield physiologically consistent flux distributions. The large scale of GeMs also makes the interpretation of their outputs difficult. To address these challenges, we have developed CHOmpact, a reduced metabolic network that encompasses 101 metabolites linked through 144 reactions. Our compact reaction network allows us to deploy robust, nonlinear optimization and ensure that the computed flux distributions are physiologically consistent. Furthermore, our CHOmpact model delivers enhanced interpretability of simulation results and has allowed us to identify the mechanisms governing shifts in the anaplerotic consumption of asparagine and glutamate as well as an important mechanism of ammonia detoxification within mitochondria. CHOmpact, thus, addresses key challenges of large-scale metabolic models and will serve as a platform to develop dynamic metabolic models for the control and optimization of biopharmaceutical cell culture processes.
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Affiliation(s)
| | - Sarantos Kyriakopoulos
- Manufacturing Science and TechnologyBioMarin PharmaceuticalCorkIrelandIreland
- Present address:
Drug Product DevelopmentJanssen PharmaceuticalsSchaffhausenSwitzerland
| | - Simone Albrecht
- GlycoScience GroupNational Institute for Bioprocessing Research and TrainingDublinIreland
| | - Henning Stockmann
- GlycoScience GroupNational Institute for Bioprocessing Research and TrainingDublinIreland
| | - Pauline M. Rudd
- GlycoScience GroupNational Institute for Bioprocessing Research and TrainingDublinIreland
- Present address:
Bioprocessing Technology InstituteAgency for Science, Technology and Research (A*STAR)SingaporeSingapore
| | - Karen M. Polizzi
- Department of Chemical EngineeringImperial College LondonLondonUK
| | - Cleo Kontoravdi
- Department of Chemical EngineeringImperial College LondonLondonUK
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2
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Lee JH, Kang HI, Kim S, Ahn YB, Kim H, Hong JK, Baik JY. NAD + supplementation improves mAb productivity in CHO cells via a glucose metabolic shift. Biotechnol J 2023; 18:e2200570. [PMID: 36717516 DOI: 10.1002/biot.202200570] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2022] [Revised: 12/22/2022] [Accepted: 01/19/2023] [Indexed: 02/01/2023]
Abstract
Aerobic glycolysis and its by-product lactate accumulation are usually associated with adverse culture phenotypes such as poor cell viability and productivity. Due to the lack of knowledge on underlying mechanisms and accompanying biological processes, the regulation of aerobic glycolysis has been an ongoing challenge in culture process development for therapeutic protein productivity. Nicotinamide adenine dinucleotide (NAD+ ), a coenzyme and co-substrate in energy metabolism, promotes the conversion of inefficient glycolysis into an efficient oxidative phosphorylation (OXPHOS) pathway. However, the effect of NAD+ on Chinese hamster ovary (CHO) cells for biopharmaceutical production has not been reported yet. In this work, we aimed to elucidate the influence of NAD+ on cell culture performance by examining metabolic shifts and mAb productivity. The supplementation of NAD+ increased the intracellular concentration of NAD+ and promoted SIRT3 expression. Antibody titer and the specific productivity in the growth phase were improved by up to 1.82- and 1.88-fold, respectively, with marginal restrictions on cell growth. NAD+ significantly reduced the accumulation of reactive oxygen species (ROS) and the lactate yield from glucose, determined by lactate accumulation versus glucose consumption (YLAC/GLC ). In contrast, OXPHOS capacity and amino acid consumption rate increased substantially. Collectively, these results suggest that NAD+ contributes to improving therapeutic protein productivity in bioprocessing via inducing an energy metabolic shift.
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Affiliation(s)
- Ji Hwan Lee
- Department of Biological Sciences and Bioengineering, Inha University, Incheon, South Korea
| | - Hye-Im Kang
- Department of Biological Sciences and Bioengineering, Inha University, Incheon, South Korea
| | - Suheon Kim
- Department of Biological Sciences and Bioengineering, Inha University, Incheon, South Korea
| | - Yeong Bin Ahn
- Division of Biological Science and Technology, Yonsei University, Wonju, Gangwon-do, Republic of Korea
| | - Hagyeong Kim
- Department of Biological Sciences and Bioengineering, Inha University, Incheon, South Korea
| | - Jong Kwang Hong
- Division of Biological Science and Technology, Yonsei University, Wonju, Gangwon-do, Republic of Korea
| | - Jong Youn Baik
- Department of Biological Sciences and Bioengineering, Inha University, Incheon, South Korea
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Zhang HY, Fan ZL, Wang TY. Advances of Glycometabolism Engineering in Chinese Hamster Ovary Cells. Front Bioeng Biotechnol 2021; 9:774175. [PMID: 34926421 PMCID: PMC8675083 DOI: 10.3389/fbioe.2021.774175] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2021] [Accepted: 11/16/2021] [Indexed: 12/03/2022] Open
Abstract
As the most widely used mammalian cell line, Chinese hamster ovary (CHO) cells can express various recombinant proteins with a post translational modification pattern similar to that of the proteins from human cells. During industrial production, cells need large amounts of ATP to support growth and protein expression, and since glycometabolism is the main source of ATP for cells, protein production partly depends on the efficiency of glycometabolism. And efficient glycometabolism allows less glucose uptake by cells, reducing production costs, and providing a better mammalian production platform for recombinant protein expression. In the present study, a series of progresses on the comprehensive optimization in CHO cells by glycometabolism strategy were reviewed, including carbohydrate intake, pyruvate metabolism and mitochondrial metabolism. We analyzed the effects of gene regulation in the upstream and downstream of the glucose metabolism pathway on cell’s growth and protein expression. And we also pointed out the latest metabolic studies that are potentially applicable on CHO cells. In the end, we elaborated the application of metabolic models in the study of CHO cell metabolism.
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Affiliation(s)
- Huan-Yu Zhang
- Department of Biochemistry and Molecular Biology, Xinxiang Medical University, Xinxiang, China.,International Joint Research Laboratory for Recombinant Pharmaceutical Protein Expression System of Henan, Xinxiang, China
| | - Zhen-Lin Fan
- International Joint Research Laboratory for Recombinant Pharmaceutical Protein Expression System of Henan, Xinxiang, China.,Institutes of Health Central Plain, Xinxiang Medical University, Xinxiang, China
| | - Tian-Yun Wang
- Department of Biochemistry and Molecular Biology, Xinxiang Medical University, Xinxiang, China.,International Joint Research Laboratory for Recombinant Pharmaceutical Protein Expression System of Henan, Xinxiang, China
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Combe M, Sokolenko S. Quantifying the impact of cell culture media on CHO cell growth and protein production. Biotechnol Adv 2021; 50:107761. [PMID: 33945850 DOI: 10.1016/j.biotechadv.2021.107761] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Revised: 04/22/2021] [Accepted: 04/24/2021] [Indexed: 10/21/2022]
Abstract
In recombinant protein production, cell culture media development and optimization is typically seen as a useful strategy to increase titer and cell density, reduce by-products, as well as improve product quality (with cell density and titer often serving as the primary reported outcome of media studies). However, despite the large number of media optimization studies, there have been few attempts to comprehensively assess the overall effectiveness of media additives. The aim of this review is therefore both to document published media optimization studies over the last twenty years (in the context of Chinese hamster ovary cell recombinant production) and quantitatively estimate the impact of this media optimization on cell culture performance. In considering 78 studies, we have identified 238 unique media components that have been supplemented over the last 20 years. Among these additives, trace elements stood out as having a positive impact on cell density while nucleotides show potential for increasing titer, with commercial supplements benefiting both. However, we also identified that the impact of specific additives is far more variable than often perceived. With relatively few media studies considering multiple cell lines or multiple basal media, teasing out consistent and general trends becomes a considerable challenge. By extracting cell density and titer values from all of the reviewed studies, we were able to build a mixed-effect model capable of estimating the relative impact of additives, cell line, product type, basal medium, cultivation method (flask or reactor), and feeding strategy (batch or fed-batch). Overall, additives only accounted for 3% of the variation in cell density and 1% of the variation in titer. Similarly, the impact of basal media was also relatively modest, at 10% for cell density and 0% for titer. Cell line, product type, and feeding strategy were all found to have more impact. These results emphasize the need for media studies to consider more factors to ensure that reported observations can be generalized and further developed.
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Affiliation(s)
- Michelle Combe
- Department of Process Engineering and Applied Science, Dalhousie University, 1360 Barrington St., PO Box 15000, Halifax, NS B3H 4R2, Canada
| | - Stanislav Sokolenko
- Department of Process Engineering and Applied Science, Dalhousie University, 1360 Barrington St., PO Box 15000, Halifax, NS B3H 4R2, Canada.
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Martinez-Lopez JE, Coleman O, Meleady P, Clynes M. Transfection of miR-31* boosts oxidative phosphorylation metabolism in the mitochondria and enhances recombinant protein production in Chinese hamster ovary cells. J Biotechnol 2021; 333:86-96. [PMID: 33940052 DOI: 10.1016/j.jbiotec.2021.04.012] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2020] [Revised: 04/27/2021] [Accepted: 04/28/2021] [Indexed: 02/07/2023]
Abstract
MicroRNAs are increasingly being used to enhance relevant pathways of interest during CHO cell line development and to optimise biopharmaceutical production processes. Previous studies have demonstrated that genetic manipulation of microRNAs has led to the development of highly productive phenotypes by increasing cell density through modifying the cell cycle, extending the culture lifespan by delaying apoptotic mechanisms, or improving the energetic flux by targeting mitochondrial metabolism. Re-programming mitochondrial metabolism has arisen as a potential area of interest due to the potential to decrease the Warburg effect and increase cell specific productivity with significant impact on the manufacture of recombinant therapeutic proteins. In this study, we have demonstrated a role for miR-31* to enhance specific productivity in CHO cells by boosting oxidative phosphorylation in the mitochondria. A detailed analysis of the mitochondrial metabolism revealed that miR-31* transfection increases basal oxygen consumption and spare respiratory capacity that leads to an increase in ATP production. Additionally, a proteomic analysis unveiled a number of potential targets involved in fatty acid metabolism and the TCA cycle, both implicated in mitochondrial metabolism. This data demonstrates a potential role for miR-31* to reprogramme the mitochondrial energetic metabolism and increase recombinant protein production in CHO cells.
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Affiliation(s)
- Jesus E Martinez-Lopez
- National Institute for Cellular Biotechnology, Dublin City University, Dublin, D09 NR58, Ireland
| | - Orla Coleman
- National Institute for Cellular Biotechnology, Dublin City University, Dublin, D09 NR58, Ireland
| | - Paula Meleady
- National Institute for Cellular Biotechnology, Dublin City University, Dublin, D09 NR58, Ireland.
| | - Martin Clynes
- National Institute for Cellular Biotechnology, Dublin City University, Dublin, D09 NR58, Ireland
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Lemarié M, Chatonnet F, Caron G, Fest T. Early Emergence of Adaptive Mechanisms Sustaining Ig Production: Application to Antibody Therapy. Front Immunol 2021; 12:671998. [PMID: 33995412 PMCID: PMC8117215 DOI: 10.3389/fimmu.2021.671998] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2021] [Accepted: 04/12/2021] [Indexed: 01/13/2023] Open
Abstract
Antibody therapy, where artificially-produced immunoglobulins (Ig) are used to treat pathological conditions such as auto-immune diseases and cancers, is a very innovative and competitive field. Although substantial efforts have been made in recent years to obtain specific and efficient antibodies, there is still room for improvement especially when considering a precise tissular targeting or increasing antigen affinity. A better understanding of the cellular and molecular steps of terminal B cell differentiation, in which an antigen-activated B cell becomes an antibody secreting cell, may improve antibody therapy. In this review, we use our recently published data about human B cell differentiation, to show that the mechanisms necessary to adapt a metamorphosing B cell to its new secretory function appear quite early in the differentiation process i.e., at the pre-plasmablast stage. After characterizing the molecular pathways appearing at this stage, we will focus on recent findings about two main processes involved in antibody production: unfolded protein response (UPR) and endoplasmic reticulum (ER) stress. We’ll show that many genes coding for factors involved in UPR and ER stress are induced at the pre-plasmablast stage, sustaining our hypothesis. Finally, we propose to use this recently acquired knowledge to improve productivity of industrialized therapeutic antibodies.
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Affiliation(s)
- Maud Lemarié
- Université de Rennes 1, INSERM, Établissement Français du Sang de Bretagne, UMR_S1236, Rennes, France
| | - Fabrice Chatonnet
- Université de Rennes 1, INSERM, Établissement Français du Sang de Bretagne, UMR_S1236, Rennes, France.,Laboratoire d'Hématologie, Pôle de Biologie, Centre Hospitalier Universitaire, Rennes, France
| | - Gersende Caron
- Université de Rennes 1, INSERM, Établissement Français du Sang de Bretagne, UMR_S1236, Rennes, France.,Laboratoire d'Hématologie, Pôle de Biologie, Centre Hospitalier Universitaire, Rennes, France
| | - Thierry Fest
- Université de Rennes 1, INSERM, Établissement Français du Sang de Bretagne, UMR_S1236, Rennes, France.,Laboratoire d'Hématologie, Pôle de Biologie, Centre Hospitalier Universitaire, Rennes, France
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Braasch K, Kryworuchko M, Piret JM. Autophagy-inducing peptide increases CHO cell monoclonal antibody production in batch and fed-batch cultures. Biotechnol Bioeng 2021; 118:1876-1883. [PMID: 33543765 DOI: 10.1002/bit.27703] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2020] [Revised: 01/25/2021] [Accepted: 01/25/2021] [Indexed: 12/28/2022]
Abstract
The development of generic biopharmaceuticals is increasing the pressures for enhanced bioprocess productivity and yields. Autophagy ("self-eating") is a cellular process that allows cells to mitigate stresses such as nutrient deprivation. Reputed autophagy inhibitors have also been shown to increase autophagic flux under certain conditions, and enhance recombinant protein productivity in Chinese Hamster Ovary (CHO) cultures. Since peptides are commonly added to bioprocess culture media in hydrolysates, we evaluated the impact on productivity of an autophagy-inducing peptide (AIP), derived from the cellular autophagy protein Beclin 1. This was analyzed in CHO cell batch and fed-batch serum-free cultures producing a human Immunoglobulin G1 (IgG1). Interestingly, the addition of 1-4 µM AIP enhanced productivity in a concentration-dependent manner. Cell-specific productivity increased up to 1.8-fold in batch cultures, while in fed-batch cultures a maximum twofold increase in IgG concentration was observed. An initial drop in cell viability also occurred before cultures recovered normal growth. Overall, these findings strongly support the value of investigating the effects of autophagy pathway modulation, and in particular, the use of this AIP medium additive to increase CHO cell biotherapeutic protein production and yields.
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Affiliation(s)
- Katrin Braasch
- Michael Smith Laboratories, University of British Columbia, Vancouver, British Columbia, Canada
| | - Marko Kryworuchko
- BC Centre for Disease Control, Vancouver, British Columbia, Canada.,Department of Chemical and Biological Engineering, University of British Columbia, Vancouver, British Columbia, Canada.,School of Public Health, Vaccinology and Immunotherapeutics, University of Saskatchewan, Saskatoon, Saskatchewan, Canada
| | - James M Piret
- Michael Smith Laboratories, University of British Columbia, Vancouver, British Columbia, Canada.,Department of Chemical and Biological Engineering, University of British Columbia, Vancouver, British Columbia, Canada
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Bulté DB, Palomares LA, Parra CG, Martínez JA, Contreras MA, Noriega LG, Ramírez OT. Overexpression of the mitochondrial pyruvate carrier reduces lactate production and increases recombinant protein productivity in CHO cells. Biotechnol Bioeng 2020; 117:2633-2647. [DOI: 10.1002/bit.27439] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2020] [Revised: 04/15/2020] [Accepted: 05/20/2020] [Indexed: 01/08/2023]
Affiliation(s)
- Dubhe B. Bulté
- Instituto de BiotecnologíaUniversidad Nacional Autónoma de México Morelos Mexico
| | - Laura A. Palomares
- Instituto de BiotecnologíaUniversidad Nacional Autónoma de México Morelos Mexico
| | - Carolina Gómez Parra
- Instituto de BiotecnologíaUniversidad Nacional Autónoma de México Morelos Mexico
| | - Juan Andrés Martínez
- Instituto de BiotecnologíaUniversidad Nacional Autónoma de México Morelos Mexico
| | - Martha A. Contreras
- Instituto de BiotecnologíaUniversidad Nacional Autónoma de México Morelos Mexico
| | - Lilia G. Noriega
- Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán Mexico
| | - Octavio T. Ramírez
- Instituto de BiotecnologíaUniversidad Nacional Autónoma de México Morelos Mexico
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