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Naik HM, Cai X, Ladiwala P, Reddy JV, Betenbaugh MJ, Antoniewicz MR. Elucidating uptake and metabolic fate of dipeptides in CHO cell cultures using 13C labeling experiments and kinetic modeling. Metab Eng 2024; 83:12-23. [PMID: 38460784 DOI: 10.1016/j.ymben.2024.03.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2023] [Revised: 02/05/2024] [Accepted: 03/06/2024] [Indexed: 03/11/2024]
Abstract
The rapidly growing market of biologics including monoclonal antibodies has stimulated the need to improve biomanufacturing processes including mammalian host systems such as Chinese Hamster Ovary (CHO) cells. Cell culture media formulations continue to be enhanced to enable intensified cell culture processes and optimize cell culture performance. Amino acids, major components of cell culture media, are consumed in large amounts by CHO cells. Due to their low solubility and poor stability, certain amino acids including tyrosine, leucine, and phenylalanine can pose major challenges leading to suboptimal bioprocess performance. Dipeptides have the potential to replace amino acids in culture media. However, very little is known about the cleavage, uptake, and utilization kinetics of dipeptides in CHO cell cultures. In this study, replacing amino acids, including leucine and tyrosine by their respective dipeptides including but not limited to Ala-Leu and Gly-Tyr, supported similar cell growth, antibody production, and lactate profiles. Using 13C labeling techniques and spent media studies, dipeptides were shown to undergo both intracellular and extracellular cleavage in cultures. Extracellular cleavage increased with the culture duration, indicating cleavage by host cell proteins that are likely secreted and accumulate in cell culture over time. A kinetic model was built and for the first time, integrated with 13C labeling experiments to estimate dipeptide utilization rates, in CHO cell cultures. Dipeptides with alanine at the N-terminus had a higher utilization rate than dipeptides with alanine at the C-terminus and dipeptides with glycine instead of alanine at N-terminus. Simultaneous supplementation of more than one dipeptide in culture led to reduction in individual dipeptide utilization rates indicating that dipeptides compete for the same cleavage enzymes, transporters, or both. Dipeptide utilization rates in culture and cleavage rates in cell-free experiments appeared to follow Michaelis-Menten kinetics, reaching a maximum at higher dipeptide concentrations. Dipeptide utilization behavior was found to be similar in cell-free and cell culture environments, paving the way for future testing approaches for dipeptides in cell-free environments prior to use in large-scale bioreactors. Thus, this study provides a deeper understanding of the fate of dipeptides in CHO cell cultures through an integration of cell culture, 13C labeling, and kinetic modeling approaches providing insights in how to best use dipeptides in media formulations for robust and optimal mammalian cell culture performance.
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Affiliation(s)
- Harnish Mukesh Naik
- Department of Chemical and Biomolecular Engineering, Johns Hopkins University, Baltimore, MD, 21218, USA
| | - Xiangchen Cai
- Department of Chemical Engineering, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Pranay Ladiwala
- Department of Chemical and Biomolecular Engineering, Johns Hopkins University, Baltimore, MD, 21218, USA
| | - Jayanth Venkatarama Reddy
- Department of Chemical and Biomolecular Engineering, Johns Hopkins University, Baltimore, MD, 21218, USA
| | - Michael J Betenbaugh
- Department of Chemical and Biomolecular Engineering, Johns Hopkins University, Baltimore, MD, 21218, USA
| | - Maciek R Antoniewicz
- Department of Chemical Engineering, University of Michigan, Ann Arbor, MI, 48109, USA.
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Cheng J, Zhang Y, Tian Y, Cao L, Liu X, Miao S, Zhao L, Ye Q, Zhou Y, Tan WS. Development of a novel tyrosine-based selection system for generation of recombinant Chinese hamster ovary cells. J Biosci Bioeng 2024; 137:221-229. [PMID: 38220502 DOI: 10.1016/j.jbiosc.2023.12.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2023] [Revised: 12/18/2023] [Accepted: 12/18/2023] [Indexed: 01/16/2024]
Abstract
Efficiently expanding Chinese hamster ovary (CHO) cells, which serve as the primary host cells for recombinant protein production, have gained increasing industrial significance. A significant hurdle in stable cell line development is the low efficiency of the target gene integrated into the host genome, implying the necessity for an effective screening and selection procedure to separate these stable cells. In this study, the genes of phenylalanine hydroxylase (PAH) and pterin 4 alpha carbinolamine dehydratase 1 (PCBD1), which are key enzymes in the tyrosine synthesis pathway, were utilized as selection markers and transduced into host cells together with the target genes. This research investigated the enrichment effect of this system and advanced further in understanding its benefits for cell line development and rCHO cell culture. A novel tyrosine-based selection system that only used PCBD1 as a selection marker was designed to promote the enrichment effect. Post 9 days of starvation, positive transductants in the cell pool approached 100%. Applied the novel tyrosine-based selection system, rCHO cells expressing E2 protein were generated and named CHO TS cells. It could continue to grow, and the yield of E2 achieved 95.95 mg/L in a tyrosine-free and chemically-defined (CD) medium. Herein, we introduced an alternative to antibiotic-based selections for the establishment of CHO cell lines and provided useful insights for the design and development of CD medium.
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Affiliation(s)
- Jun Cheng
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai 200237, China
| | - Yanmin Zhang
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai 200237, China
| | - Yuan Tian
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai 200237, China
| | - Lei Cao
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai 200237, China
| | - Xuping Liu
- Shanghai BioEngine Sci-Tech Co., Ltd, Shanghai 201203, China
| | - Shiwei Miao
- Hangzhou Sumgen Biotech Co., Ltd., Hangzhou 310051, China
| | - Liang Zhao
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai 200237, China
| | - Qian Ye
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai 200237, China.
| | - Yan Zhou
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai 200237, China
| | - Wen-Song Tan
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai 200237, China
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3
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Doyle K, Tsopanoglou A, Fejér A, Glennon B, del Val IJ. Automated assembly of hybrid dynamic models for CHO cell culture processes. Biochem Eng J 2022. [DOI: 10.1016/j.bej.2022.108763] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
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4
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Deng Y, Han H, He L, Deng D, Wang J, Yin Y, Li T. Effects of Lysine-Lysine Dipeptide on Serum Amino Acid Profiles, Intestinal Morphology, and Microbiome in Suckling Piglets. Front Nutr 2022; 9:881371. [PMID: 35634396 PMCID: PMC9132013 DOI: 10.3389/fnut.2022.881371] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2022] [Accepted: 03/14/2022] [Indexed: 11/26/2022] Open
Abstract
Aims Small peptides are more energy-saving and efficiently absorbed compared to amino acids. Our study aimed to evaluate the effect of the Lys-Lys dipeptide on the improvement of growth performance, amino acid metabolism, and gut development in suckling piglets. Methods and Results Twenty-eight newborn suckling piglets were orally administrated with 0.1%, 1%, and 5% Lys-Lys dipeptide for 21 days. Our results showed that the Lys-Lys dipeptide has no significant effect on growth performance and intestinal morphology compared with the control group. We also found that the 1% Lys-Lys dipeptide significantly increased the concentrations of serum Lys, Thr, Phe, and Pro while decreasing Cys compared to the control group. Similarly, the 5% Lys-Lys dipeptide markedly increased the concentrations of serum Lys, Iso, Thr, Asp, Glu, and Pro compared to the control group. Moreover, the Lys-Lys dipeptide downregulated the expression of jejunal Slc7a1, Slc7a2, and Slc15a1 and ileal Slc7a2. Additionally, the Lys-Lys dipeptide decreased the microbiota richness indices and relative abundance of Bacteroidales. Conclusion In this study, we found that the Lys-Lys dipeptide contributes to the metabolism of amino acids but failed to affect the growth performance of piglets. Additionally, the Lys-Lys dipeptide decreased the relative abundance of Bacteroidales. These results provide a theoretical for the future application and research of Lys-Lys dipeptide in intestinal development of suckling piglets.
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Affiliation(s)
- Yuankun Deng
- College of Animal Science and Technology, Hunan Agricultural University, Changsha, China.,Hunan Provincial Engineering Research Centre for Healthy Livestock and Poultry Production, Scientific Observing and Experimental Station of Animal Nutrition and Feed Science in South-Central, Ministry of Agriculture, Hunan Provincial Key Laboratory of Animal Nutritional Physiology and Metabolic Process, Key Laboratory of Agro-Ecological Processes in Subtropical Region, Institute of Subtropical Agriculture, Chinese Academy of Sciences, Changsha, China
| | - Hui Han
- Hunan Provincial Engineering Research Centre for Healthy Livestock and Poultry Production, Scientific Observing and Experimental Station of Animal Nutrition and Feed Science in South-Central, Ministry of Agriculture, Hunan Provincial Key Laboratory of Animal Nutritional Physiology and Metabolic Process, Key Laboratory of Agro-Ecological Processes in Subtropical Region, Institute of Subtropical Agriculture, Chinese Academy of Sciences, Changsha, China.,Chinese Academy of Sciences, University of Chinese Academy of Sciences, Beijing, China
| | - Liuqin He
- Hunan Provincial Engineering Research Centre for Healthy Livestock and Poultry Production, Scientific Observing and Experimental Station of Animal Nutrition and Feed Science in South-Central, Ministry of Agriculture, Hunan Provincial Key Laboratory of Animal Nutritional Physiology and Metabolic Process, Key Laboratory of Agro-Ecological Processes in Subtropical Region, Institute of Subtropical Agriculture, Chinese Academy of Sciences, Changsha, China
| | - Dun Deng
- Hunan Provincial Engineering Research Centre for Healthy Livestock and Poultry Production, Scientific Observing and Experimental Station of Animal Nutrition and Feed Science in South-Central, Ministry of Agriculture, Hunan Provincial Key Laboratory of Animal Nutritional Physiology and Metabolic Process, Key Laboratory of Agro-Ecological Processes in Subtropical Region, Institute of Subtropical Agriculture, Chinese Academy of Sciences, Changsha, China.,Tang Ren Shen Group, Zhuzhou, China
| | - Jing Wang
- College of Animal Science and Technology, Hunan Agricultural University, Changsha, China.,Hunan Provincial Engineering Research Centre for Healthy Livestock and Poultry Production, Scientific Observing and Experimental Station of Animal Nutrition and Feed Science in South-Central, Ministry of Agriculture, Hunan Provincial Key Laboratory of Animal Nutritional Physiology and Metabolic Process, Key Laboratory of Agro-Ecological Processes in Subtropical Region, Institute of Subtropical Agriculture, Chinese Academy of Sciences, Changsha, China
| | - Yulong Yin
- Hunan Provincial Engineering Research Centre for Healthy Livestock and Poultry Production, Scientific Observing and Experimental Station of Animal Nutrition and Feed Science in South-Central, Ministry of Agriculture, Hunan Provincial Key Laboratory of Animal Nutritional Physiology and Metabolic Process, Key Laboratory of Agro-Ecological Processes in Subtropical Region, Institute of Subtropical Agriculture, Chinese Academy of Sciences, Changsha, China.,National Engineering Laboratory for Pollution Control and Waste Utilization in Livestock and Poultry Production, Changsha, China
| | - Tiejun Li
- Hunan Provincial Engineering Research Centre for Healthy Livestock and Poultry Production, Scientific Observing and Experimental Station of Animal Nutrition and Feed Science in South-Central, Ministry of Agriculture, Hunan Provincial Key Laboratory of Animal Nutritional Physiology and Metabolic Process, Key Laboratory of Agro-Ecological Processes in Subtropical Region, Institute of Subtropical Agriculture, Chinese Academy of Sciences, Changsha, China.,National Engineering Laboratory for Pollution Control and Waste Utilization in Livestock and Poultry Production, Changsha, China
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5
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Ying X, Agyei D, Udenigwe C, Adhikari B, Wang B. Manufacturing of Plant-Based Bioactive Peptides Using Enzymatic Methods to Meet Health and Sustainability Targets of the Sustainable Development Goals. FRONTIERS IN SUSTAINABLE FOOD SYSTEMS 2021. [DOI: 10.3389/fsufs.2021.769028] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
Due to the rapid growth in the global population, the consumption of animal-based food products/food compounds has been associated with negative implications for food sustainability/security. As a result, there is an increasing demand for the development of plant-based food and compounds as alternatives. Meanwhile, a growing number of studies report the health benefits of food protein-based peptides prepared via enzymatic hydrolysis and exhibiting biological properties such as antioxidant, antihypertensive, anti-thrombotic, and antidiabetic activities. However, the inherent bitterness of some peptides hinders their application in food products as ingredients. This article aims to provide the latest findings on plant-based bioactive peptides, particularly their health benefits, manufacturing methods, detection and qualification of their bitterness properties, as well as debittering methods to reduce or eliminate this negative sensory characteristic. However, there is still a paucity of research on the biological property of debittered peptides. Therefore, the role of plant protein-derived bioactive peptides to meet the health targets of the Sustainable Development Goals can only be realised if advances are made in the industrial-scale bioprocessing and debittering of these peptides.
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6
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Görgüç A, Gençdağ E, Yılmaz FM. Bioactive peptides derived from plant origin by-products: Biological activities and techno-functional utilizations in food developments - A review. Food Res Int 2020; 136:109504. [PMID: 32846583 DOI: 10.1016/j.foodres.2020.109504] [Citation(s) in RCA: 91] [Impact Index Per Article: 22.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2020] [Revised: 06/03/2020] [Accepted: 06/26/2020] [Indexed: 12/16/2022]
Abstract
Agro-industrial by-products containing considerable amounts of protein (10-50%) such as soybean meal, rice bran and coconut pulp are promising bioactive peptide sources with annual disposal rate of 800 million tons in the world. More recently, plant by-products rich in protein content have been studied under various prisms that include recovery techniques, peptide production methods, determination of technological benefits and functional properties, and their applications in foods. The researches in bioactive peptides provide evidence over the techno-functional properties and the health benefits are highly dependent upon their amino acid sequences, molecular weights, conformations and surface properties. Research findings compared bioactive properties of the obtained peptides with respect to their amino acid sequences and also reported that hydrophobic/hydrophilic properties have direct effect on both functional and health effects. In addition, the resultant properties of the peptides could be affected by the conducted extraction method (alkaline, enzymatic, ultrasound assisted, microwave assisted, etc.), extraction solvent, precipitation and purification techniques and even by the final drying process (spray, freeze, vacuum, etc.) which may alter molecular weights, conformations and surface properties. Latest studies have investigated solubility, emulsifying, foaming, water/oil holding capacity and surface properties and also antioxidant, antimicrobial, anticarcinogenic, hypocholesterolemic, antihypertensive, immunomodulatory and opioid activities of bioactive peptides obtained from plant by-products. Moreover, the application of the bioactive peptides into different food formulations has been a recent trend of functional food development. These bioactive peptides' bitter taste and toxicity are possible challenges in some cases that need to be resolved before their wider utilization.
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Affiliation(s)
- Ahmet Görgüç
- Aydın Adnan Menderes University, Engineering Faculty, Food Engineering Department, 09010 Efeler, Aydın, Turkey
| | - Esra Gençdağ
- Aydın Adnan Menderes University, Engineering Faculty, Food Engineering Department, 09010 Efeler, Aydın, Turkey
| | - Fatih Mehmet Yılmaz
- Aydın Adnan Menderes University, Engineering Faculty, Food Engineering Department, 09010 Efeler, Aydın, Turkey.
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7
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Schmidt C, Seibel R, Wehsling M, Le Mignon M, Wille G, Fischer M, Zimmer A. Keto leucine and keto isoleucine are bioavailable precursors of their respective amino acids in cell culture media. J Biotechnol 2020; 321:1-12. [DOI: 10.1016/j.jbiotec.2020.06.013] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2020] [Revised: 06/16/2020] [Accepted: 06/17/2020] [Indexed: 01/13/2023]
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8
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Verhagen N, Wijaya AW, Teleki A, Fadhlullah M, Unsöld A, Schilling M, Heinrich C, Takors R. Comparison of l-tyrosine containing dipeptides reveals maximum ATP availability for l-prolyl-l-tyrosine in CHO cells. Eng Life Sci 2020; 20:384-394. [PMID: 32944013 PMCID: PMC7481768 DOI: 10.1002/elsc.202000017] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2020] [Revised: 05/10/2020] [Accepted: 05/18/2020] [Indexed: 12/12/2022] Open
Abstract
Increasing markets for biopharmaceuticals, including monoclonal antibodies, have triggered a permanent need for bioprocess optimization. Biochemical engineering approaches often include the optimization of basal and feed media to improve productivities of Chinese hamster ovary (CHO) cell cultures. Often, l-tyrosine is added as dipeptide to deal with its poor solubility at neutral pH. Showcasing IgG1 production with CHO cells, we investigated the supplementation of three l-tyrosine (TYR, Y) containing dipeptides: glycyl-l-tyrosine (GY), l-tyrosyl-l-valine (YV), and l-prolyl-l-tyrosine (PY). While GY and YV led to almost no phenotypic and metabolic differences compared to reference samples, PY significantly amplified TYR uptake thus maximizing related catabolic activity. Consequently, ATP formation was roughly four times higher upon PY application than in reference samples.
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Affiliation(s)
- Natascha Verhagen
- Institute of Biochemical EngineeringUniversity of StuttgartStuttgartGermany
| | | | - Attila Teleki
- Institute of Biochemical EngineeringUniversity of StuttgartStuttgartGermany
| | | | - Andreas Unsöld
- Boehringer Ingelheim Pharma GmbH & Co. KGBiberachGermany
| | | | | | - Ralf Takors
- Institute of Biochemical EngineeringUniversity of StuttgartStuttgartGermany
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9
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Zhang W, Liu X, Tang H, Zhang X, Zhou Y, Fan L, Wang H, Tan WS, Zhao L. Investigation into the impact of tyrosine on the product formation and quality attributes of mAbs in rCHO cell cultures. Appl Microbiol Biotechnol 2020; 104:6953-6966. [PMID: 32577803 DOI: 10.1007/s00253-020-10744-3] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2020] [Revised: 06/04/2020] [Accepted: 06/15/2020] [Indexed: 11/26/2022]
Abstract
Tyrosine (Tyr) is crucial to the maintenance of the monoclonal antibody (mAb) titers and quality attributes in fed-batch cultures of recombinant Chinese hamster ovary (rCHO) cells. However, the relation between tyrosine and these aspects is not yet fully defined. In order to further elucidate such a relation, two groups of fed-batch experiments with high tyrosine (H-T) or low tyrosine (L-T) additions producing an IgG1 monoclonal antibody against CD20 were implemented to investigate the intracellular and extracellular effects of tyrosine on the culture performance. It was found that the scarcity of tyrosine led to the distinctive reduction in both viable cell density and antibody specific production rate, hence the sharply reduced titer, possibly related to the impaired translation efficiency caused by the substrate limitation of tyrosine. In addition, alterations to the critical quality attributes were detected in the L-T group, compared to those in the H-T condition. Notable decrease in the contents of intact antibody was found under the L-T condition because of the elevated reductive level in the supernatant. Moreover, the aggregate content in the L-T condition was also reduced, probably resulting from the accumulation of extracellular cystine. In particular, the lysine variant content noticeably increased with tyrosine limitation owing to the downregulation of two carboxypeptidases, i.e., CpB and CpH. Overall, understanding the role of tyrosine in these aspects is fundamental to the increase of product titers and control of critical quality attributes in the monoclonal antibody production of rCHO cell fed-batch cultures. KEY POINTS: • Tyrosine is essential in the maintenance of product titers and the control of product qualities in high cell density cultivations in rCHO cell. • This study revealed the bottleneck of decreased qmAbupon the deficiency of tyrosine. • The impact of tyrosine on the critical product qualities and the underlying mechanisms were also thoroughly assessed.
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Affiliation(s)
- Weijian Zhang
- The State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, 130 Meilong Road, P. O. Box 309#, Shanghai, 200237, China
| | - Xuping Liu
- The State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, 130 Meilong Road, P. O. Box 309#, Shanghai, 200237, China
| | - Hongping Tang
- The State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, 130 Meilong Road, P. O. Box 309#, Shanghai, 200237, China
| | - Xinran Zhang
- The State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, 130 Meilong Road, P. O. Box 309#, Shanghai, 200237, China
| | - Yanan Zhou
- The State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, 130 Meilong Road, P. O. Box 309#, Shanghai, 200237, China
| | - Li Fan
- The State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, 130 Meilong Road, P. O. Box 309#, Shanghai, 200237, China
| | - Haibin Wang
- Zhejiang Hisun Pharmaceutical Co., Ltd., Fuyang, Hangzhou, 311404, Zhejiang, China
| | - Wen-Song Tan
- The State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, 130 Meilong Road, P. O. Box 309#, Shanghai, 200237, China
| | - Liang Zhao
- The State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, 130 Meilong Road, P. O. Box 309#, Shanghai, 200237, China.
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10
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Tian J, He Q, Oliveira C, Qian Y, Egan S, Xu J, Qian N, Langsdorf E, Warrack B, Aranibar N, Reily M, Borys M, Li ZJ. Increased MSX level improves biological productivity and production stability in multiple recombinant GS CHO cell lines. Eng Life Sci 2020; 20:112-125. [PMID: 32874175 PMCID: PMC7447880 DOI: 10.1002/elsc.201900124] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2019] [Revised: 09/27/2019] [Accepted: 11/13/2019] [Indexed: 01/17/2023] Open
Abstract
Increasing cell culture productivity of recombinant proteins via process improvements is the primary focus for research groups within biologics manufacturing. Any recommendations to improve a manufacturing process obviously must be effective, but also be robust, scalable, and with product quality comparable to the original process. In this study, we report that three different GS-/- CHO cell lines developed in media containing a standard concentration of the selection agent methionine sulfoximine (MSX), but then exposed to increased MSX concentrations during seed train expansion, achieved titer increases of 10-19%. This result was observed in processes already considerably optimized. Expanding the cells with a higher MSX concentration improved cell line production stability with increased culture age. Production cultures in 500-L and 1000-L bioreactors replicated laboratory results using 5-L bioreactors, demonstrating process robustness and scalability. Furthermore, product quality attributes of the final drug substance using the higher MSX process were comparable with those from cells expanded in media with the standard selection MSX concentration. Subsequent mechanistic investigations confirmed that the cells were not altered at the genetic level in terms of integration profiles or gene copy number, nor transcriptional levels of glutamine synthetase, heavy chain, or light chain genes. This study provides an effective and applicable strategy to improve the productivity of therapeutic proteins for biologics manufacturing.
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Affiliation(s)
- Jun Tian
- Biologics Process DevelopmentGlobal Product Development and Supply, Bristol‐Myers Squibb CompanyDevensMAUSA
| | - Qin He
- Biologics Process DevelopmentGlobal Product Development and Supply, Bristol‐Myers Squibb CompanyDevensMAUSA
| | - Christopher Oliveira
- Biologics Process DevelopmentGlobal Product Development and Supply, Bristol‐Myers Squibb CompanyDevensMAUSA
| | - Yueming Qian
- Biologics Process DevelopmentGlobal Product Development and Supply, Bristol‐Myers Squibb CompanyDevensMAUSA
| | - Susan Egan
- Biologics Process DevelopmentGlobal Product Development and Supply, Bristol‐Myers Squibb CompanyDevensMAUSA
| | - Jianlin Xu
- Biologics Process DevelopmentGlobal Product Development and Supply, Bristol‐Myers Squibb CompanyDevensMAUSA
| | - Nan‐Xin Qian
- Biologics Process DevelopmentGlobal Product Development and Supply, Bristol‐Myers Squibb CompanyDevensMAUSA
| | - Erik Langsdorf
- Molecular & Cellular ScienceBristol‐Myers Squibb CompanyPrincetonNJUSA
| | - Bethanne Warrack
- Drug Development and Preclinical StudiesBristol‐Myers Squibb CompanyPrincetonNJUSA
| | - Nelly Aranibar
- Drug Development and Preclinical StudiesBristol‐Myers Squibb CompanyPrincetonNJUSA
| | - Michael Reily
- Drug Development and Preclinical StudiesBristol‐Myers Squibb CompanyPrincetonNJUSA
| | - Michael Borys
- Biologics Process DevelopmentGlobal Product Development and Supply, Bristol‐Myers Squibb CompanyDevensMAUSA
| | - Zheng Jian Li
- Biologics Process DevelopmentGlobal Product Development and Supply, Bristol‐Myers Squibb CompanyDevensMAUSA
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11
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Tang H, Zhang X, Zhang W, Fan L, Wang H, Tan WS, Zhao L. Insight into the roles of tyrosine on rCHO cell performance in fed-batch cultures. Appl Microbiol Biotechnol 2019; 103:6483-6494. [PMID: 31190239 DOI: 10.1007/s00253-019-09921-w] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2019] [Revised: 05/11/2019] [Accepted: 05/15/2019] [Indexed: 12/01/2022]
Abstract
Tyrosine (Tyr), as one of the least soluble amino acids, is essential to monoclonal antibody (mAb) production in recombinant Chinese hamster ovary (rCHO) cell cultures since its roles on maintaining the specific productivity (qmAb) and avoiding Tyr sequence variants. To understand the effects of Tyr on cell performance and its underlying mechanisms, rCHO cell-producing mAbs were cultivated at various cumulative Tyr addition concentrations (0.6 to 5.5 mM) in fed-batch processes. Low Tyr concentrations gave a much lower peak viable cell density (VCD) during the growth phase and also induced rapid cell death and pH decrease during the production phase, resulting in a low efficient fed-batch process. Autophagy was initiated following the inhibition of mTOR under the Tyr starvation condition. Excessive autophagy subsequently induced autophagic cell death, which was found as the major type of cell death in this study. Additionally, the results obtained here demonstrate that the decrease in culture pH under the Tyr starvation condition was associated with the autophagy and such pH drop might be attributed to the lysosome acidification and cell lysis.
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Affiliation(s)
- Hongping Tang
- The State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai, 200237, China
| | - Xintao Zhang
- The State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai, 200237, China
| | - Weijian Zhang
- The State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai, 200237, China
| | - Li Fan
- The State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai, 200237, China
| | - Haibin Wang
- Zhejiang Hisun Pharmaceutical Co., Ltd., Fuyang, Zhejiang, 311404, Hangzhou, China
| | - Wen-Song Tan
- The State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai, 200237, China.
| | - Liang Zhao
- The State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai, 200237, China.
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12
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Kshirsagar R, Ryll T. Innovation in Cell Banking, Expansion, and Production Culture. ADVANCES IN BIOCHEMICAL ENGINEERING/BIOTECHNOLOGY 2019; 165:51-74. [PMID: 29637222 DOI: 10.1007/10_2016_56] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Cell culture-based production processes enable the development and commercial supply of recombinant protein products. Such processes consist of the following elements: thaw and initiation of culture, seed expansion, and production culture. A robust cell source storage system in the form of a cell bank is developed and cells are thawed to initiate the cell culture process. Seed culture expansion generates sufficient cell mass to initiate the production culture. The production culture provides an environment where the cells can synthesize the product and is optimized to deliver the highest possible product concentration with acceptable product quality. This chapter describes the significant innovations made in these process elements and the resulting improvements in the overall efficiency, robustness, and safety of the processes and products.
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Affiliation(s)
- Rashmi Kshirsagar
- Technical Development, Biogen, 225 Binney Street, Cambridge, MA, 02142, USA
| | - Thomas Ryll
- Technical Operations, ImmunoGen, Inc., 830 Winter Street, Waltham, MA, 02451, USA.
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13
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Ritacco FV, Wu Y, Khetan A. Cell culture media for recombinant protein expression in Chinese hamster ovary (CHO) cells: History, key components, and optimization strategies. Biotechnol Prog 2018; 34:1407-1426. [DOI: 10.1002/btpr.2706] [Citation(s) in RCA: 86] [Impact Index Per Article: 14.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2018] [Revised: 08/03/2018] [Accepted: 08/06/2018] [Indexed: 02/06/2023]
Affiliation(s)
- Frank V. Ritacco
- Biologics Process DevelopmentBristol‐Myers Squibb Pennington New Jersey United States
| | - Yongqi Wu
- Biologics Process DevelopmentBristol‐Myers Squibb Pennington New Jersey United States
| | - Anurag Khetan
- Biologics Process DevelopmentBristol‐Myers Squibb Pennington New Jersey United States
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14
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Geoghegan D, Arnall C, Hatton D, Noble-Longster J, Sellick C, Senussi T, James DC. Control of amino acid transport into Chinese hamster ovary cells. Biotechnol Bioeng 2018; 115:2908-2929. [PMID: 29987891 DOI: 10.1002/bit.26794] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2018] [Revised: 06/06/2018] [Accepted: 07/04/2018] [Indexed: 12/21/2022]
Abstract
Amino acid transporters (AATs) represent a key interface between the cell and its environment, critical for all cellular processes: Energy generation, redox control, and synthesis of cell and product biomass. However, very little is known about the activity of different functional classes of AATs in Chinese hamster ovary (CHO) cells, how they support cell growth and productivity, and the potential for engineering their activity and/or the composition of amino acids in growth media to improve CHO cell performance in vitro. In this study, we have comparatively characterized AAT expression in untransfected and monoclonal antibody (MAb)-producing CHO cells using transcriptome analysis by RNA-seq, and mechanistically dissected AAT function using a variety of transporter-specific chemical inhibitors, comparing their effect on cell proliferation, recombinant protein production, and amino acid transport. Of a possible 56 mammalian plasma membrane AATs, 16 AAT messenger RNAs (mRNAs) were relatively abundant across all CHO cell populations. Of these, a subset of nine AAT mRNAs were more abundant in CHO cells engineered to produce a recombinant MAb. Together, upregulated AATs provide additional supply of specific amino acids overrepresented in MAb biomass compared to CHO host cell biomass, enable transport of synthetic substrates for glutathione synthesis, facilitate transport of essential amino acids to maintain active protein synthesis, and provide amino acid substrates for coordinated antiport systems to maintain supplies of proteinogenic and essential amino acids.
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Affiliation(s)
- Darren Geoghegan
- Department of Chemical and Biological Engineering, University of Sheffield, Sheffield, UK
| | - Claire Arnall
- Department of Chemical and Biological Engineering, University of Sheffield, Sheffield, UK
| | | | - Joanne Noble-Longster
- Department of Chemical and Biological Engineering, University of Sheffield, Sheffield, UK
| | | | | | - David C James
- Department of Chemical and Biological Engineering, University of Sheffield, Sheffield, UK
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15
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Hogiri T, Tamashima H, Nishizawa A, Okamoto M. Optimization of a pH-shift control strategy for producing monoclonal antibodies in Chinese hamster ovary cell cultures using a pH-dependent dynamic model. J Biosci Bioeng 2018; 125:245-250. [DOI: 10.1016/j.jbiosc.2017.08.015] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2017] [Revised: 08/05/2017] [Accepted: 08/26/2017] [Indexed: 01/26/2023]
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16
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Wei C, Pohorille A. Sequence-Dependent Interfacial Adsorption and Permeation of Dipeptides across Phospholipid Membranes. J Phys Chem B 2017; 121:9859-9867. [PMID: 28982244 DOI: 10.1021/acs.jpcb.7b08238] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
We investigate permeation of three blocked dipeptides with different side chain polarity across a phospholipid membrane and their behavior at the water-membrane interface by way of molecular dynamics simulations. Hydrophilic serine-serine dipeptide is found to desorb from the interface to aqueous phase, whereas hydrophobic phenylalanine-leucine and amphiphilic serine-leucine tend to accumulate at the interface with a free energy minimum of -3 kcal/mol. All three dipeptides exhibit free energy barriers to permeation across the membrane located at the center of the bilayer. The height of the barrier is strongly sequence dependent and increases with the dipeptide polarity. It is equal to 3.5, 6.4, and 10.0 kcal/mol for phenylalanine-leucine, serine-leucine, and serine-serine, respectively. The corresponding permeability coefficients are equal to 4.6 × 10-3, 4.5 × 10-5, and 8.7 × 10-8 cm/s. The apparent insensitivity of membrane permeability to hydrophobicity of dipeptides, found in some experiments, is attributed to neglecting corrections for unstirred water layers near membrane surface, which are significant for hydrophobic species. Different hydrophobicity of the dipeptides also influences their conformations and orientations, both at the interface and inside the membrane. In particular, penetration of hydrophilic serine-serine dipeptide causes the formation of water-filled defects in the bilayer. These results are relevant to the delivery of peptide-based therapeutic agents.
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Affiliation(s)
- Chenyu Wei
- NASA Ames Research Center, Mail Stop 239-4, Moffett Field, California 94035, United States.,Department of Pharmaceutical Chemistry, University of California, San Francisco , San Francisco, California 94143, United States
| | - Andrew Pohorille
- NASA Ames Research Center, Mail Stop 239-4, Moffett Field, California 94035, United States.,Department of Pharmaceutical Chemistry, University of California, San Francisco , San Francisco, California 94143, United States
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17
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Sánchez-Kopper A, Becker M, Pfizenmaier J, Kessler C, Karau A, Takors R. Tracking dipeptides at work-uptake and intracellular fate in CHO culture. AMB Express 2016; 6:48. [PMID: 27447702 PMCID: PMC4958091 DOI: 10.1186/s13568-016-0221-0] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2016] [Accepted: 07/15/2016] [Indexed: 01/08/2023] Open
Abstract
Market demands for monoclonal antibodies (mAbs) are steadily increasing worldwide. As a result, production processes using Chinese hamster ovary cells (CHO) are in the focus of ongoing intensification studies for maximizing cell-specific and volumetric productivities. This includes the optimization of animal-derived component free (ADCF) cultivation media as part of good cell culture practice. Dipeptides are known to improve CHO culture performance. However, little or even conflicting assumptions exist about their putative import and functionality inside the cells. A set of well-known performance boosters and new dipeptide prospects was evaluated. The present study revealed that dipeptides are indeed imported in the cells, where they are decomposed to the amino acids building blocks. Subsequently, they are metabolized or, unexpectedly, secreted to the medium. Monoclonal antibody production boosting additives like l-alanine-l-glutamine (AQ) or glycyl-l-glutamine (GQ) can be assigned to fast or slow dipeptide uptake, respectively, thus pinpointing to the need to study dipeptide kinetics and to adjust their feeding individually for optimizing mAb production.
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18
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Zalai D, Hevér H, Lovász K, Molnár D, Wechselberger P, Hofer A, Párta L, Putics Á, Herwig C. A control strategy to investigate the relationship between specific productivity and high-mannose glycoforms in CHO cells. Appl Microbiol Biotechnol 2016; 100:7011-24. [PMID: 26910040 PMCID: PMC4947490 DOI: 10.1007/s00253-016-7380-4] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2015] [Revised: 02/01/2016] [Accepted: 02/03/2016] [Indexed: 12/26/2022]
Abstract
The integration of physiological knowledge into process control strategies is a cornerstone for the improvement of biopharmaceutical cell culture technologies. The present contribution investigates the applicability of specific productivity as a physiological control parameter in a cell culture process producing a monoclonal antibody (mAb) in CHO cells. In order to characterize cell physiology, the on-line oxygen uptake rate (OUR) was monitored and the time-resolved specific productivity was calculated as physiological parameters. This characterization enabled to identify the tight link between the deprivation of tyrosine and the decrease in cell respiration and in specific productivity. Subsequently, this link was used to control specific productivity by applying different feeding profiles. The maintenance of specific productivity at various levels enabled to identify a correlation between the rate of product formation and the relative abundance of high-mannose glycoforms. An increase in high mannose content was assumed to be the result of high specific productivity. Furthermore, the high mannose content as a function of cultivation pH and specific productivity was investigated in a design of experiment approach. This study demonstrated how physiological parameters could be used to understand interactions between process parameters, physiological parameters, and product quality attributes.
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Affiliation(s)
- Dénes Zalai
- Department of Biotechnology, Gedeon Richter Plc., 19-21, Gyömrői út, Budapest, 1103, Hungary.,Institute of Chemical Engineering, Research Area Biochemical Engineering, Vienna University of Technology, Gumpendorfer Strasse 1a, 1060, Vienna, Austria
| | - Helga Hevér
- Spectroscopic Research Department, Gedeon Richter Plc., 19-21, Gyömrői út, Budapest, 1103, Hungary
| | - Krisztina Lovász
- Department of Biotechnology, Gedeon Richter Plc., 19-21, Gyömrői út, Budapest, 1103, Hungary
| | - Dóra Molnár
- Department of Biotechnology, Gedeon Richter Plc., 19-21, Gyömrői út, Budapest, 1103, Hungary
| | - Patrick Wechselberger
- Institute of Chemical Engineering, Research Area Biochemical Engineering, Vienna University of Technology, Gumpendorfer Strasse 1a, 1060, Vienna, Austria.,CD Laboratory for Mechanistic and Physiological Methods for Improved Bioprocesses, Vienna, Austria
| | - Alexandra Hofer
- Institute of Chemical Engineering, Research Area Biochemical Engineering, Vienna University of Technology, Gumpendorfer Strasse 1a, 1060, Vienna, Austria
| | - László Párta
- Department of Biotechnology, Gedeon Richter Plc., 19-21, Gyömrői út, Budapest, 1103, Hungary
| | - Ákos Putics
- Department of Biotechnology, Gedeon Richter Plc., 19-21, Gyömrői út, Budapest, 1103, Hungary
| | - Christoph Herwig
- Institute of Chemical Engineering, Research Area Biochemical Engineering, Vienna University of Technology, Gumpendorfer Strasse 1a, 1060, Vienna, Austria. .,CD Laboratory for Mechanistic and Physiological Methods for Improved Bioprocesses, Vienna, Austria.
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19
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Kishishita S, Katayama S, Kodaira K, Takagi Y, Matsuda H, Okamoto H, Takuma S, Hirashima C, Aoyagi H. Optimization of chemically defined feed media for monoclonal antibody production in Chinese hamster ovary cells. J Biosci Bioeng 2015; 120:78-84. [DOI: 10.1016/j.jbiosc.2014.11.022] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2014] [Revised: 11/21/2014] [Accepted: 11/25/2014] [Indexed: 12/11/2022]
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20
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Glutamine substitution: the role it can play to enhance therapeutic protein production. ACTA ACUST UNITED AC 2015. [DOI: 10.4155/pbp.15.6] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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21
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Moghal A, Mohler K, Ibba M. Mistranslation of the genetic code. FEBS Lett 2014; 588:4305-10. [PMID: 25220850 DOI: 10.1016/j.febslet.2014.08.035] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2014] [Revised: 08/28/2014] [Accepted: 08/29/2014] [Indexed: 01/02/2023]
Abstract
During mRNA decoding at the ribosome, deviations from stringent codon identity, or "mistranslation," are generally deleterious and infrequent. Observations of organisms that decode some codons ambiguously, and the discovery of a compensatory increase in mistranslation frequency to combat environmental stress have changed the way we view "errors" in decoding. Modern tools for the study of the frequency and phenotypic effects of mistranslation can provide quantitative and sensitive measurements of decoding errors that were previously inaccessible. Mistranslation with non-protein amino acids, in particular, is an enticing prospect for new drug therapies and the study of molecular evolution.
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Affiliation(s)
- Adil Moghal
- Ohio State Biochemistry Program, The Ohio State University, Columbus, OH 43210-1292, USA; Department of Microbiology, The Ohio State University, Columbus, OH 43210-1292, USA
| | - Kyle Mohler
- Department of Microbiology, The Ohio State University, Columbus, OH 43210-1292, USA; Center for RNA Biology, The Ohio State University, Columbus, OH 43210-1292, USA
| | - Michael Ibba
- Ohio State Biochemistry Program, The Ohio State University, Columbus, OH 43210-1292, USA; Department of Microbiology, The Ohio State University, Columbus, OH 43210-1292, USA; Center for RNA Biology, The Ohio State University, Columbus, OH 43210-1292, USA.
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22
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Zimmer A, Mueller R, Wehsling M, Schnellbaecher A, von Hagen J. Improvement and simplification of fed-batch bioprocesses with a highly soluble phosphotyrosine sodium salt. J Biotechnol 2014; 186:110-8. [PMID: 25014403 DOI: 10.1016/j.jbiotec.2014.06.026] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2014] [Revised: 06/19/2014] [Accepted: 06/25/2014] [Indexed: 01/15/2023]
Abstract
Fed-batch culture bioprocesses are currently used predominantly for the production of recombinant proteins, especially monoclonal antibodies. In these cultures, concentrated feeds are added during cultivation to prevent nutrient depletion, thus extending the cellular growth phase and increasing product concentrations. One limitation in these bioprocesses arises from the low solubility or stability of some compounds at high concentrations, in particular amino acids. This study describes the synthesis and evaluation of a phosphotyrosine disodium salt as a tyrosine source in fed-batch processes. This molecule is highly soluble in concentrated feeds at neutral pH. Mechanistic studies demonstrated that the molecule is cleaved in the cell culture supernatant after processing by released phosphatases, leading to phosphate and free L-tyrosine which can be taken up by the cells. No intact phosphotyrosine was detected intracellularly or incorporated into the sequence of the monoclonal antibody. The use of this new molecule allows the simplification of fed-batch processes in large scale manufacturing via the implementation of neutral pH, highly concentrated feeds.
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Affiliation(s)
- Aline Zimmer
- Merck Millipore, Pharm Chemical Solutions, Upstream Cell culture media R&D, Germany.
| | - Ronja Mueller
- Merck Millipore, Pharm Chemical Solutions, Upstream Cell culture media R&D, Germany
| | - Maria Wehsling
- Merck Millipore, Pharm Chemical Solutions, Upstream Cell culture media R&D, Germany
| | - Alisa Schnellbaecher
- Merck Millipore, Pharm Chemical Solutions, Upstream Cell culture media R&D, Germany
| | - Joerg von Hagen
- Merck Millipore, Pharm Chemical Solutions, Upstream Cell culture media R&D, Germany
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23
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Chaudhri VK, Salzler GG, Dick SA, Buckman MS, Sordella R, Karoly ED, Mohney R, Stiles BM, Elemento O, Altorki NK, McGraw TE. Metabolic alterations in lung cancer-associated fibroblasts correlated with increased glycolytic metabolism of the tumor. Mol Cancer Res 2013; 11:579-92. [PMID: 23475953 DOI: 10.1158/1541-7786.mcr-12-0437-t] [Citation(s) in RCA: 101] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
Cancer cells undergo a metabolic reprogramming but little is known about metabolic alterations of other cells within tumors. We use mass spectrometry-based profiling and a metabolic pathway-based systems analysis to compare 21 primary human lung cancer-associated fibroblast lines (CAF) to "normal" fibroblast lines (NF) generated from adjacent nonneoplastic lung tissue. CAFs are protumorigenic, although the mechanisms by which CAFs support tumors have not been elucidated. We have identified several pathways whose metabolite abundance globally distinguished CAFs from NFs, suggesting that metabolic alterations are not limited to cancer cells. In addition, we found metabolic differences between CAFs from high and low glycolytic tumors that might reflect distinct roles of CAFs related to the tumor's glycolytic capacity. One such change was an increase of dipeptides in CAFs. Dipeptides primarily arise from the breakdown of proteins. We found in CAFs an increase in basal macroautophagy which likely accounts for the increase in dipeptides. Furthermore, we show a difference between CAFs and NFs in the induction of autophagy promoted by reduced glucose. In sum, our data suggest that increased autophagy may account for metabolic differences between CAFs and NFs and may play additional as yet undetermined roles in lung cancer.
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Affiliation(s)
- Virendra K Chaudhri
- Department of Biochemistry, Weill Cornell Medical College New York, New York, NY 10065, USA
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