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Hernandez I, Dhiman H, Klanert G, Jadhav V, Auer N, Hanscho M, Baumann M, Esteve-Codina A, Dabad M, Gómez J, Alioto T, Merkel A, Raineri E, Heath S, Rico D, Borth N. Epigenetic regulation of gene expression in Chinese Hamster Ovary cells in response to the changing environment of a batch culture. Biotechnol Bioeng 2019; 116:677-692. [PMID: 30512195 PMCID: PMC6492168 DOI: 10.1002/bit.26891] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2018] [Revised: 10/18/2018] [Accepted: 11/21/2018] [Indexed: 12/31/2022]
Abstract
The existence of dynamic cellular phenotypes in changing environmental conditions is of major interest for cell biologists who aim to understand the mechanism and sequence of regulation of gene expression. In the context of therapeutic protein production by Chinese Hamster Ovary (CHO) cells, a detailed temporal understanding of cell‐line behavior and control is necessary to achieve a more predictable and reliable process performance. Of particular interest are data on dynamic, temporally resolved transcriptional regulation of genes in response to altered substrate availability and culture conditions. In this study, the gene transcription dynamics throughout a 9‐day batch culture of CHO cells was examined by analyzing histone modifications and gene expression profiles in regular 12‐ and 24‐hr intervals, respectively. Three levels of regulation were observed: (a) the presence or absence of DNA methylation in the promoter region provides an ON/OFF switch; (b) a temporally resolved correlation is observed between the presence of active transcription‐ and promoter‐specific histone marks and the expression level of the respective genes; and (c) a major mechanism of gene regulation is identified by interaction of coding genes with long non‐coding RNA (lncRNA), as observed in the regulation of the expression level of both neighboring coding/lnc gene pairs and of gene pairs where the lncRNA is able to form RNA–DNA–DNA triplexes. Such triplex‐forming regions were predominantly found in the promoter or enhancer region of the targeted coding gene. Significantly, the coding genes with the highest degree of variation in expression during the batch culture are characterized by a larger number of possible triplex‐forming interactions with differentially expressed lncRNAs. This indicates a specific role of lncRNA‐triplexes in enabling rapid and large changes in transcription. A more comprehensive understanding of these regulatory mechanisms will provide an opportunity for new tools to control cellular behavior and to engineer enhanced phenotypes.
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Affiliation(s)
- Inmaculada Hernandez
- Department of Biotechnology, University of Natural Resources and Life Sciences Vienna, Vienna, Austria.,Austrian Centre of Industrial Biotechnology, Vienna, Austria.,Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Heena Dhiman
- Department of Biotechnology, University of Natural Resources and Life Sciences Vienna, Vienna, Austria.,Austrian Centre of Industrial Biotechnology, Vienna, Austria
| | - Gerald Klanert
- Austrian Centre of Industrial Biotechnology, Vienna, Austria
| | - Vaibhav Jadhav
- Austrian Centre of Industrial Biotechnology, Vienna, Austria
| | - Norbert Auer
- Austrian Centre of Industrial Biotechnology, Vienna, Austria
| | - Michael Hanscho
- Austrian Centre of Industrial Biotechnology, Vienna, Austria
| | - Martina Baumann
- Austrian Centre of Industrial Biotechnology, Vienna, Austria
| | - Anna Esteve-Codina
- CNAG-CRG National Centre for Genomic Analysis-Centre for Genomic Regulation, Barcelona Institute of Science and Technology (BIST), Barcelona, Spain.,Universitat Pompeu Fabra (UPF), Barcelona, Spain
| | - Marc Dabad
- CNAG-CRG National Centre for Genomic Analysis-Centre for Genomic Regulation, Barcelona Institute of Science and Technology (BIST), Barcelona, Spain.,Universitat Pompeu Fabra (UPF), Barcelona, Spain
| | - Jessica Gómez
- CNAG-CRG National Centre for Genomic Analysis-Centre for Genomic Regulation, Barcelona Institute of Science and Technology (BIST), Barcelona, Spain.,Universitat Pompeu Fabra (UPF), Barcelona, Spain
| | - Tyler Alioto
- CNAG-CRG National Centre for Genomic Analysis-Centre for Genomic Regulation, Barcelona Institute of Science and Technology (BIST), Barcelona, Spain.,Universitat Pompeu Fabra (UPF), Barcelona, Spain
| | - Angelika Merkel
- CNAG-CRG National Centre for Genomic Analysis-Centre for Genomic Regulation, Barcelona Institute of Science and Technology (BIST), Barcelona, Spain
| | - Emanuele Raineri
- CNAG-CRG National Centre for Genomic Analysis-Centre for Genomic Regulation, Barcelona Institute of Science and Technology (BIST), Barcelona, Spain
| | - Simon Heath
- CNAG-CRG National Centre for Genomic Analysis-Centre for Genomic Regulation, Barcelona Institute of Science and Technology (BIST), Barcelona, Spain.,Universitat Pompeu Fabra (UPF), Barcelona, Spain
| | - Daniel Rico
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Nicole Borth
- Department of Biotechnology, University of Natural Resources and Life Sciences Vienna, Vienna, Austria.,Austrian Centre of Industrial Biotechnology, Vienna, Austria
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52
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Sha S, Huang Z, Wang Z, Yoon S. Mechanistic modeling and applications for CHO cell culture development and production. Curr Opin Chem Eng 2018. [DOI: 10.1016/j.coche.2018.08.010] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
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53
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54
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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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55
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Kaushik P, Henry M, Clynes M, Meleady P. The Expression Pattern of the Phosphoproteome Is Significantly Changed During the Growth Phases of Recombinant CHO Cell Culture. Biotechnol J 2018; 13:e1700221. [DOI: 10.1002/biot.201700221] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2018] [Revised: 07/13/2018] [Indexed: 12/31/2022]
Affiliation(s)
- Prashant Kaushik
- National Institute for Cellular Biotechnology; Dublin City University; Dublin 9 Ireland
| | - Michael Henry
- National Institute for Cellular Biotechnology; Dublin City University; Dublin 9 Ireland
| | - Martin Clynes
- National Institute for Cellular Biotechnology; Dublin City University; Dublin 9 Ireland
| | - Paula Meleady
- National Institute for Cellular Biotechnology; Dublin City University; Dublin 9 Ireland
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56
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Háda V, Bagdi A, Bihari Z, Timári SB, Fizil Á, Szántay C. Recent advancements, challenges, and practical considerations in the mass spectrometry-based analytics of protein biotherapeutics: A viewpoint from the biosimilar industry. J Pharm Biomed Anal 2018; 161:214-238. [PMID: 30205300 DOI: 10.1016/j.jpba.2018.08.024] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2018] [Revised: 08/08/2018] [Accepted: 08/10/2018] [Indexed: 01/22/2023]
Abstract
The extensive analytical characterization of protein biotherapeutics, especially of biosimilars, is a critical part of the product development and registration. High-resolution mass spectrometry became the primary analytical tool used for the structural characterization of biotherapeutics. Its high instrumental sensitivity and methodological versatility made it possible to use this technique to characterize both the primary and higher-order structure of these proteins. However, even by using high-end instrumentation, analysts face several challenges with regard to how to cope with industrial and regulatory requirements, that is, how to obtain accurate and reliable analytical data in a time- and cost-efficient way. New sample preparation approaches, measurement techniques and data evaluation strategies are available to meet those requirements. The practical considerations of these methods are discussed in the present review article focusing on hot topics, such as reliable and efficient sequencing strategies, minimization of artefact formation during sample preparation, quantitative peptide mapping, the potential of multi-attribute methodology, the increasing role of mass spectrometry in higher-order structure characterization and the challenges of MS-based identification of host cell proteins. On the basis of the opportunities in new instrumental techniques, methodological advancements and software-driven data evaluation approaches, for the future one can envision an even wider application area for mass spectrometry in the biopharmaceutical industry.
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Affiliation(s)
- Viktor Háda
- Analytical Department of Biotechnology, Gedeon Richter Plc, Hungary.
| | - Attila Bagdi
- Analytical Department of Biotechnology, Gedeon Richter Plc, Hungary
| | - Zsolt Bihari
- Analytical Department of Biotechnology, Gedeon Richter Plc, Hungary
| | | | - Ádám Fizil
- Analytical Department of Biotechnology, Gedeon Richter Plc, Hungary
| | - Csaba Szántay
- Spectroscopic Research Department, Gedeon Richter Plc, Hungary.
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57
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Yanaka S, Yagi H, Yogo R, Yagi-Utsumi M, Kato K. Stable isotope labeling approaches for NMR characterization of glycoproteins using eukaryotic expression systems. JOURNAL OF BIOMOLECULAR NMR 2018; 71:193-202. [PMID: 29492730 DOI: 10.1007/s10858-018-0169-2] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/08/2017] [Accepted: 02/17/2018] [Indexed: 05/25/2023]
Abstract
Glycoproteins are characterized by the heterogeneous and dynamic nature of their glycan moieties, which hamper crystallographic analysis. NMR spectroscopy provides potential advantages in dealing with such complicated systems, given that the target molecules can be isotopically labeled. Methods of metabolic isotope labeling in recombinant glycoproteins have been developed recently using a variety of eukaryotic production vehicles, including mammalian, yeast, insect, and plant cells, each of which has a distinct N-glycan diversification pathway. Yeast genetic engineering has enabled the overexpression of homogeneous high-mannose-type oligosaccharides with 13C labeling for NMR characterization of their conformational dynamics. The utility of stable isotope-assisted NMR spectroscopy has also been demonstrated using the Fc fragment of immunoglobulin G (IgG) as a model glycoprotein, providing useful information regarding intramolecular carbohydrate-protein interactions. Transverse relaxation optimization of intact IgG with a molecular mass of 150 kDa has been achieved by tailored deuteration of selected amino acid residues using a mammalian expression system. This offers a useful probe for the characterization of molecular interaction networks in multimolecular crowded systems typified by serum. Perspectives regarding the development of techniques for tailoring glycoform designs and isotope labeling of recombinant glycoproteins are also discussed.
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Affiliation(s)
- Saeko Yanaka
- Institute for Molecular Science and Okazaki Institute for Integrative Bioscience, National Institutes of Natural Sciences, 5-1 Higashiyama, Myodaiji, Okazaki, 444-8787, Japan
- Graduate School of Pharmaceutical Sciences, Nagoya City University, 3-1 Tanabe-dori, Mizuho-ku, Nagoya, 467-8603, Japan
| | - Hirokazu Yagi
- Graduate School of Pharmaceutical Sciences, Nagoya City University, 3-1 Tanabe-dori, Mizuho-ku, Nagoya, 467-8603, Japan
| | - Rina Yogo
- Institute for Molecular Science and Okazaki Institute for Integrative Bioscience, National Institutes of Natural Sciences, 5-1 Higashiyama, Myodaiji, Okazaki, 444-8787, Japan
- Graduate School of Pharmaceutical Sciences, Nagoya City University, 3-1 Tanabe-dori, Mizuho-ku, Nagoya, 467-8603, Japan
| | - Maho Yagi-Utsumi
- Institute for Molecular Science and Okazaki Institute for Integrative Bioscience, National Institutes of Natural Sciences, 5-1 Higashiyama, Myodaiji, Okazaki, 444-8787, Japan
- Graduate School of Pharmaceutical Sciences, Nagoya City University, 3-1 Tanabe-dori, Mizuho-ku, Nagoya, 467-8603, Japan
| | - Koichi Kato
- Institute for Molecular Science and Okazaki Institute for Integrative Bioscience, National Institutes of Natural Sciences, 5-1 Higashiyama, Myodaiji, Okazaki, 444-8787, Japan.
- Graduate School of Pharmaceutical Sciences, Nagoya City University, 3-1 Tanabe-dori, Mizuho-ku, Nagoya, 467-8603, Japan.
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58
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Torkashvand F, Mahboudi F, Vossoughi M, Fatemi E, Moosavi Basri SM, Heydari A, Vaziri B. Quantitative Proteomic Analysis of Cellular Responses to a Designed Amino Acid Feed in a Monoclonal Antibody
Producing Chinese Hamster Ovary Cell Line. IRANIAN BIOMEDICAL JOURNAL 2018. [PMID: 29678103 PMCID: PMC6305810 DOI: 10.29252/.22.6.385] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Background: Chinese hamster ovary (CHO) cell line is considered as the most common cell line in the biopharmaceutical industry because of its capability in performing efficient post-translational modifications and producing the recombinant proteins, which are similar to natural human proteins. The optimization of the upstream process via different feed strategies has a great impact on the target molecule expression and yield. Methods: To determine and understand the molecular events beneath the feed effects on the CHO cell, a label-free quantitative proteomic analysis was applied. The proteome changes followed by the addition of a designed amino acid feed to the monoclonal antibody producing CHO cell line culture medium were investigated. Results: The glutathione synthesis, the negative regulation of the programmed cell death, proteasomal catabolic process, and the endosomal transport pathway were up-regulated in the group fed with a designed amino acid feed compared to the control group. Conclusion: Our findings could be helpful to identify new targets for metabolic engineering.
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Affiliation(s)
- Fatemeh Torkashvand
- Medical Biotechnology Department, Biotechnology Research Center, Pasteur Institute of Iran, Tehran, Iran
| | - Fereidoun Mahboudi
- Medical Biotechnology Department, Biotechnology Research Center, Pasteur Institute of Iran, Tehran, Iran
| | - Manouchehr Vossoughi
- Department of Chemical and Petroleum Engineering, Biochemical and Bioenvironmental Research Center Sharif University of Technology, Tehran, Iran
| | - Elnaz Fatemi
- Medical Biotechnology Department, Biotechnology Research Center, Pasteur Institute of Iran, Tehran, Iran
| | - Seyed Masoud Moosavi Basri
- Medical Biotechnology Department, Biotechnology Research Center, Pasteur Institute of Iran, Tehran, Iran
| | - Amir Heydari
- Department of Chemical Engineering, University of Mohaghegh Ardabili, Ardabil, Iran
| | - Behrouz Vaziri
- Medical Biotechnology Department, Biotechnology Research Center, Pasteur Institute of Iran, Tehran, Iran
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59
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Affiliation(s)
- Nicole Borth
- Department of Biotechnology, Universität für Bodenkultur, Austria
| | - Wei-Shou Hu
- Department of Chemical Engineering and Materials Science, University of Minnesota, USA
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