51
|
Štambuk J, Nakić N, Vučković F, Pučić-Baković M, Razdorov G, Trbojević-Akmačić I, Novokmet M, Keser T, Vilaj M, Štambuk T, Gudelj I, Šimurina M, Song M, Wang H, Salihović MP, Campbell H, Rudan I, Kolčić I, Eller LA, McKeigue P, Robb ML, Halfvarson J, Kurtoglu M, Annese V, Škarić-Jurić T, Molokhia M, Polašek O, Hayward C, Kibuuka H, Thaqi K, Primorac D, Gieger C, Nitayaphan S, Spector T, Wang Y, Tillin T, Chaturvedi N, Wilson JF, Schanfield M, Filipenko M, Wang W, Lauc G. Global variability of the human IgG glycome. Aging (Albany NY) 2020; 12:15222-15259. [PMID: 32788422 PMCID: PMC7467356 DOI: 10.18632/aging.103884] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2020] [Accepted: 07/25/2020] [Indexed: 12/20/2022]
Abstract
Immunoglobulin G (IgG) is the most abundant serum antibody which structural characteristics and effector functions are modulated through the attachment of various sugar moieties called glycans. Composition of the IgG N-glycome changes with age of an individual and in different diseases. Variability of IgG glycosylation within a population is well studied and is known to be affected by both genetic and environmental factors. However, global inter-population differences in IgG glycosylation have never been properly addressed. Here we present population-specific N-glycosylation patterns of IgG, analyzed in 5 different populations totaling 10,482 IgG glycomes, and of IgG’s fragment crystallizable region (Fc), analyzed in 2,579 samples from 27 populations sampled across the world. Country of residence associated with many N-glycan features and the strongest association was with monogalactosylation where it explained 38% of variability. IgG monogalactosylation strongly correlated with the development level of a country, defined by United Nations health and socioeconomic development indicators, and with the expected lifespan. Subjects from developing countries had low levels of IgG galactosylation, characteristic for inflammation and ageing. Our results suggest that citizens of developing countries may be exposed to environmental factors that can cause low-grade chronic inflammation and the apparent increase in biological age.
Collapse
Affiliation(s)
- Jerko Štambuk
- Genos Glycoscience Research Laboratory, Zagreb, Croatia
| | - Natali Nakić
- Department of Neuroscience, Scuola Internazionale Superiore di Studi Avanzati (SISSA), Trieste, Italy
| | | | | | | | | | | | - Toma Keser
- Faculty of Pharmacy and Biochemistry, University of Zagreb, Zagreb, Croatia
| | - Marija Vilaj
- Genos Glycoscience Research Laboratory, Zagreb, Croatia
| | - Tamara Štambuk
- Faculty of Pharmacy and Biochemistry, University of Zagreb, Zagreb, Croatia
| | - Ivan Gudelj
- Genos Glycoscience Research Laboratory, Zagreb, Croatia
| | - Mirna Šimurina
- Faculty of Pharmacy and Biochemistry, University of Zagreb, Zagreb, Croatia
| | - Manshu Song
- Beijing Key Laboratory of Clinical Epidemiology, School of Public Health, Capital Medical University, Beijing, China.,School of Medical and Health Sciences, Edith Cowan University, Perth, Australia
| | - Hao Wang
- Beijing Key Laboratory of Clinical Epidemiology, School of Public Health, Capital Medical University, Beijing, China.,School of Medical and Health Sciences, Edith Cowan University, Perth, Australia
| | | | - Harry Campbell
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, The University of Edinburgh, Edinburgh, United Kingdom
| | - Igor Rudan
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, The University of Edinburgh, Edinburgh, United Kingdom
| | - Ivana Kolčić
- School of Medicine, University of Split, Split, Croatia
| | - Leigh Anne Eller
- Walter Reed Army Institute of Research, Silver Spring, MD 20910, USA.,Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD 20817, USA
| | - Paul McKeigue
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, The University of Edinburgh, Edinburgh, United Kingdom
| | - Merlin L Robb
- Walter Reed Army Institute of Research, Silver Spring, MD 20910, USA.,Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD 20817, USA
| | - Jonas Halfvarson
- Department of Gastroenterology, Faculty of Medicine and Health, Örebro University, Örebro, Sweden
| | - Metin Kurtoglu
- Department of Oncology, Koç University School of Medicine, Istanbul, Turkey
| | - Vito Annese
- Careggi University Hospital, Florence, Italy
| | | | - Mariam Molokhia
- School of Population Health and Environmental Sciences, King's College London, London, United Kingdom
| | - Ozren Polašek
- School of Medicine, University of Split, Split, Croatia
| | - Caroline Hayward
- MRC Human Genetics Unit, MRC Institute for Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, United Kingdom
| | - Hannah Kibuuka
- Makerere University Walter Reed Project, Kampala, Uganda
| | - Kujtim Thaqi
- Institute of Clinical Biochemistry, Priština, Kosovo
| | | | - Christian Gieger
- Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
| | | | - Tim Spector
- Department of Twin Research and Genetic Epidemiology, King's College London, London, United Kingdom
| | - Youxin Wang
- Beijing Key Laboratory of Clinical Epidemiology, School of Public Health, Capital Medical University, Beijing, China.,School of Medical and Health Sciences, Edith Cowan University, Perth, Australia
| | - Therese Tillin
- Institute of Cardiovascular Science, Faculty of Population Health Sciences, London, United Kingdom
| | - Nish Chaturvedi
- Institute of Cardiovascular Science, Faculty of Population Health Sciences, London, United Kingdom
| | - James F Wilson
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, The University of Edinburgh, Edinburgh, United Kingdom.,MRC Human Genetics Unit, MRC Institute for Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, United Kingdom
| | - Moses Schanfield
- Department of Forensic Sciences, George Washington University, Washington, DC 20007, USA
| | - Maxim Filipenko
- Institute of Chemical Biology and Fundamental Medicine, Novosibirsk, Russia
| | - Wei Wang
- Beijing Key Laboratory of Clinical Epidemiology, School of Public Health, Capital Medical University, Beijing, China.,School of Medical and Health Sciences, Edith Cowan University, Perth, Australia
| | - Gordan Lauc
- Genos Glycoscience Research Laboratory, Zagreb, Croatia.,Faculty of Pharmacy and Biochemistry, University of Zagreb, Zagreb, Croatia
| |
Collapse
|
52
|
Ma B, Guan X, Li Y, Shang S, Li J, Tan Z. Protein Glycoengineering: An Approach for Improving Protein Properties. Front Chem 2020; 8:622. [PMID: 32793559 PMCID: PMC7390894 DOI: 10.3389/fchem.2020.00622] [Citation(s) in RCA: 47] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2020] [Accepted: 06/15/2020] [Indexed: 12/12/2022] Open
Abstract
Natural proteins are an important source of therapeutic agents and industrial enzymes. While many of them have the potential to be used as highly effective medical treatments for a wide range of diseases or as catalysts for conversion of a range of molecules into important product types required by modern society, problems associated with poor biophysical and biological properties have limited their applications. Engineering proteins with reduced side-effects and/or improved biophysical and biological properties is therefore of great importance. As a common protein modification, glycosylation has the capacity to greatly influence these properties. Over the past three decades, research from many disciplines has established the importance of glycoengineering in overcoming the limitations of proteins. In this review, we will summarize the methods that have been used to glycoengineer proteins and briefly discuss some representative examples of these methods, with the goal of providing a general overview of this research area.
Collapse
Affiliation(s)
- Bo Ma
- State Key Laboratory of Bioactive Substance and Function of Natural Medicines, Institute of Materia Medica, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Xiaoyang Guan
- Department of Chemistry and Biochemistry and BioFrontiers Institute, University of Colorado, Boulder, CO, United States
| | - Yaohao Li
- State Key Laboratory of Bioactive Substance and Function of Natural Medicines, Institute of Materia Medica, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.,Department of Chemistry and Biochemistry and BioFrontiers Institute, University of Colorado, Boulder, CO, United States
| | - Shiying Shang
- School of Pharmaceutical Sciences, Tsinghua University, Beijing, China
| | - Jing Li
- Beijing Key Laboratory of DNA Damage Response and College of Life Sciences, Capital Normal University, Beijing, China
| | - Zhongping Tan
- State Key Laboratory of Bioactive Substance and Function of Natural Medicines, Institute of Materia Medica, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| |
Collapse
|
53
|
Majewska NI, Tejada ML, Betenbaugh MJ, Agarwal N. N-Glycosylation of IgG and IgG-Like Recombinant Therapeutic Proteins: Why Is It Important and How Can We Control It? Annu Rev Chem Biomol Eng 2020; 11:311-338. [DOI: 10.1146/annurev-chembioeng-102419-010001] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Regulatory bodies worldwide consider N-glycosylation to be a critical quality attribute for immunoglobulin G (IgG) and IgG-like therapeutics. This consideration is due to the importance of posttranslational modifications in determining the efficacy, safety, and pharmacokinetic properties of biologics. Given its critical role in protein therapeutic production, we review N-glycosylation beginning with an overview of the myriad interactions of N-glycans with other biological factors. We examine the mechanism and drivers for N-glycosylation during biotherapeutic production and the several competing factors that impact glycan formation, including the abundance of precursor nucleotide sugars, transporters, glycosidases, glycosyltransferases, and process conditions. We explore the role of these factors with a focus on the analytical approaches used to characterize glycosylation and associated processes, followed by the current state of advanced glycosylation modeling techniques. This combination of disciplines allows for a deeper understanding of N-glycosylation and will lead to more rational glycan control.
Collapse
Affiliation(s)
- Natalia I. Majewska
- Department of Chemical and Biomolecular Engineering, Whiting School of Engineering, Johns Hopkins University, Baltimore, Maryland 21218, USA;,
- Cell Culture and Fermentation Sciences, AstraZeneca, Gaithersburg, Maryland 20878, USA
| | - Max L. Tejada
- Bioassay, Impurities and Quality, AstraZeneca, Gaithersburg, Maryland 20878, USA
| | - Michael J. Betenbaugh
- Department of Chemical and Biomolecular Engineering, Whiting School of Engineering, Johns Hopkins University, Baltimore, Maryland 21218, USA;,
| | - Nitin Agarwal
- Cell Culture and Fermentation Sciences, AstraZeneca, Gaithersburg, Maryland 20878, USA
| |
Collapse
|
54
|
Sha S, Handelman G, Agarabi C, Yoon S. A high-resolution measurement of nucleotide sugars by using ion-pair reverse chromatography and tandem columns. Anal Bioanal Chem 2020; 412:3683-3693. [PMID: 32300845 DOI: 10.1007/s00216-020-02608-6] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2020] [Revised: 03/08/2020] [Accepted: 03/18/2020] [Indexed: 02/07/2023]
Abstract
N-Linked glycosylation is a cellular process transferring sugars from glycosyl donors to proteins or lipids. Biopharmaceutical products widely produced by culturing mammalian cells such as Chinese hamster ovary (CHO) cells are typically glycosylated during biosynthesis. For some biologics, the N-linked glycan is a critical quality attribute of the drugs. Nucleotide sugars are the glycan donors and impact the intracellular glycosylation process. In current analytical methods, robust separation of nucleotide sugar isomers such as UDP glucose and UDP galactose remains a challenge because of their structural similarity. In this study, we developed a strategy to resolve the separation of major nucleotide sugars including challenging isomers based on the use of ion-pair reverse phase (IP-RP) chromatography. The strategy applies core-shell columns and connects multiple columns in tandem to increase separation power and ultimately enables high-resolution detection of nucleotide sugars from cell extracts. The key parameters in the IP-RP method, including temperature, mobile phase, and flow rates, have been systematically evaluated in this work and the theoretical mechanisms of the chromatographic behavior were proposed. Graphical abstract.
Collapse
Affiliation(s)
- Sha Sha
- Biomedical Engineering and Biotechnology, University of Massachusetts Lowell, Lowell, MA, 01854, USA
| | - Garry Handelman
- Biomedical & Nutritional Sciences, University of Massachusetts Lowell, Lowell, MA, 01854, USA
| | - Cyrus Agarabi
- U.S. FDA, CDER/OBP/Division of Biotechnology Review and Research II, Silver Spring, MD, 20993, USA
| | - Seongkyu Yoon
- Biomedical Engineering and Biotechnology, University of Massachusetts Lowell, Lowell, MA, 01854, USA. .,Chemical Engineering, University of Massachusetts Lowell, Lowell, MA, 01854, USA.
| |
Collapse
|
55
|
Yoo DK, Lee SR, Jung Y, Han H, Lee HK, Han J, Kim S, Chae J, Ryu T, Chung J. Machine Learning-Guided Prediction of Antigen-Reactive In Silico Clonotypes Based on Changes in Clonal Abundance through Bio-Panning. Biomolecules 2020; 10:E421. [PMID: 32182714 PMCID: PMC7175295 DOI: 10.3390/biom10030421] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2019] [Revised: 03/04/2020] [Accepted: 03/06/2020] [Indexed: 02/07/2023] Open
Abstract
c-Met is a promising target in cancer therapy for its intrinsic oncogenic properties. However, there are currently no c-Met-specific inhibitors available in the clinic. Antibodies blocking the interaction with its only known ligand, hepatocyte growth factor, and/or inducing receptor internalization have been clinically tested. To explore other therapeutic antibody mechanisms like Fc-mediated effector function, bispecific T cell engagement, and chimeric antigen T cell receptors, a diverse panel of antibodies is essential. We prepared a chicken immune scFv library, performed four rounds of bio-panning, obtained 641 clones using a high-throughput clonal retrieval system (TrueRepertoireTM, TR), and found 149 antigen-reactive scFv clones. We also prepared phagemid DNA before the start of bio-panning (round 0) and, after each round of bio-panning (round 1-4), performed next-generation sequencing of these five sets of phagemid DNA, and identified 860,207 HCDR3 clonotypes and 443,292 LCDR3 clonotypes along with their clonal abundance data. We then established a TR data set consisting of antigen reactivity for scFv clones found in TR analysis and the clonal abundance of their HCDR3 and LCDR3 clonotypes in five sets of phagemid DNA. Using the TR data set, a random forest machine learning algorithm was trained to predict the binding properties of in silico HCDR3 and LCDR3 clonotypes. Subsequently, we synthesized 40 HCDR3 and 40 LCDR3 clonotypes predicted to be antigen reactive (AR) and constructed a phage-displayed scFv library called the AR library. In parallel, we also prepared an antigen non-reactive (NR) library using 10 HCDR3 and 10 LCDR3 clonotypes predicted to be NR. After a single round of bio-panning, we screened 96 randomly-selected phage clones from the AR library and found out 14 AR scFv clones consisting of 5 HCDR3 and 11 LCDR3 AR clonotypes. We also screened 96 randomly-selected phage clones from the NR library, but did not identify any AR clones. In summary, machine learning algorithms can provide a method for identifying AR antibodies, which allows for the characterization of diverse antibody libraries inaccessible by traditional methods.
Collapse
Affiliation(s)
- Duck Kyun Yoo
- Department of Biochemistry and Molecular Biology, Seoul National University College of Medicine, Seoul 03080, Korea
- Department of Biomedical Science, Seoul National University College of Medicine, Seoul 03080, Korea
| | - Seung Ryul Lee
- Department of Biochemistry and Molecular Biology, Seoul National University College of Medicine, Seoul 03080, Korea
- Cancer Research Institute, Seoul National University College of Medicine, Seoul 03080, Korea
| | - Yushin Jung
- Celemics, Inc., 131 Gasandigital 1-ro, Geumcheon-gu, Seoul 08506, Korea
| | - Haejun Han
- Celemics, Inc., 131 Gasandigital 1-ro, Geumcheon-gu, Seoul 08506, Korea
| | - Hwa Kyoung Lee
- Department of Biochemistry and Molecular Biology, Seoul National University College of Medicine, Seoul 03080, Korea
- Department of Biomedical Science, Seoul National University College of Medicine, Seoul 03080, Korea
| | - Jerome Han
- Department of Biochemistry and Molecular Biology, Seoul National University College of Medicine, Seoul 03080, Korea
- Department of Biomedical Science, Seoul National University College of Medicine, Seoul 03080, Korea
| | - Soohyun Kim
- Department of Biochemistry and Molecular Biology, Seoul National University College of Medicine, Seoul 03080, Korea
- Cancer Research Institute, Seoul National University College of Medicine, Seoul 03080, Korea
| | - Jisu Chae
- Department of Biochemistry and Molecular Biology, Seoul National University College of Medicine, Seoul 03080, Korea
- Cancer Research Institute, Seoul National University College of Medicine, Seoul 03080, Korea
| | - Taehoon Ryu
- Celemics, Inc., 131 Gasandigital 1-ro, Geumcheon-gu, Seoul 08506, Korea
| | - Junho Chung
- Department of Biochemistry and Molecular Biology, Seoul National University College of Medicine, Seoul 03080, Korea
- Department of Biomedical Science, Seoul National University College of Medicine, Seoul 03080, Korea
- Cancer Research Institute, Seoul National University College of Medicine, Seoul 03080, Korea
| |
Collapse
|
56
|
Larsen JS, Karlsson RTG, Tian W, Schulz MA, Matthes A, Clausen H, Petersen BL, Yang Z. Engineering mammalian cells to produce plant-specific N-glycosylation on proteins. Glycobiology 2020; 30:528-538. [DOI: 10.1093/glycob/cwaa009] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2019] [Revised: 12/30/2019] [Accepted: 02/05/2020] [Indexed: 02/06/2023] Open
Abstract
Abstract
Protein N-glycosylation is an essential and highly conserved posttranslational modification found in all eukaryotic cells. Yeast, plants and mammalian cells, however, produce N-glycans with distinct structural features. These species-specific features not only pose challenges in selecting host cells for production of recombinant therapeutics for human medical use but also provide opportunities to explore and utilize species-specific glycosylation in design of vaccines. Here, we used reverse cross-species engineering to stably introduce plant core α3fucose (α3Fuc) and β2xylose (β2Xyl) N-glycosylation epitopes in the mammalian Chinese hamster ovary (CHO) cell line. We used directed knockin of plant core fucosylation and xylosylation genes (AtFucTA/AtFucTB and AtXylT) and targeted knockout of endogenous genes for core fucosylation (fut8) and elongation (B4galt1), for establishing CHO cells with plant N-glycosylation capacities. The engineering was evaluated through coexpression of two human therapeutic N-glycoproteins, erythropoietin (EPO) and an immunoglobulin G (IgG) antibody. Full conversion to the plant-type α3Fuc/β2Xyl bi-antennary agalactosylated N-glycosylation (G0FX) was demonstrated for the IgG1 produced in CHO cells. These results demonstrate that N-glycosylation in mammalian cells is amenable for extensive cross-kingdom engineering and that engineered CHO cells may be used to produce glycoproteins with plant glycosylation.
Collapse
Affiliation(s)
- Joachim Steen Larsen
- Department of Plant and Environmental Sciences, University of Copenhagen, Thorvaldsensvej 40, 1871 Frederiksberg C, København, Denmark
- Copenhagen Center for Glycomics, Department of Molecular and Cellular Medicine, Faculty of Health Sciences, University of Copenhagen, Nørregade 10, 1165 København, Denmark
| | - Richard Torbjörn Gustav Karlsson
- Copenhagen Center for Glycomics, Department of Molecular and Cellular Medicine, Faculty of Health Sciences, University of Copenhagen, Nørregade 10, 1165 København, Denmark
| | - Weihua Tian
- Copenhagen Center for Glycomics, Department of Molecular and Cellular Medicine, Faculty of Health Sciences, University of Copenhagen, Nørregade 10, 1165 København, Denmark
| | - Morten Alder Schulz
- Copenhagen Center for Glycomics, Department of Molecular and Cellular Medicine, Faculty of Health Sciences, University of Copenhagen, Nørregade 10, 1165 København, Denmark
| | - Annemarie Matthes
- Department of Plant and Environmental Sciences, University of Copenhagen, Thorvaldsensvej 40, 1871 Frederiksberg C, København, Denmark
| | - Henrik Clausen
- Copenhagen Center for Glycomics, Department of Molecular and Cellular Medicine, Faculty of Health Sciences, University of Copenhagen, Nørregade 10, 1165 København, Denmark
| | - Bent Larsen Petersen
- Department of Plant and Environmental Sciences, University of Copenhagen, Thorvaldsensvej 40, 1871 Frederiksberg C, København, Denmark
- Copenhagen Center for Glycomics, Department of Molecular and Cellular Medicine, Faculty of Health Sciences, University of Copenhagen, Nørregade 10, 1165 København, Denmark
| | - Zhang Yang
- Copenhagen Center for Glycomics, Department of Molecular and Cellular Medicine, Faculty of Health Sciences, University of Copenhagen, Nørregade 10, 1165 København, Denmark
| |
Collapse
|
57
|
Carillo S, Pérez-Robles R, Jakes C, Ribeiro da Silva M, Millán Martín S, Farrell A, Navas N, Bones J. Comparing different domains of analysis for the characterisation of N-glycans on monoclonal antibodies. J Pharm Anal 2020; 10:23-34. [PMID: 32123597 PMCID: PMC7037591 DOI: 10.1016/j.jpha.2019.11.008] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2019] [Revised: 11/27/2019] [Accepted: 11/28/2019] [Indexed: 02/07/2023] Open
Abstract
With the size of the biopharmaceutical market exponentially increasing, there is an aligned growth in the importance of data-rich analyses, not only to assess drug product safety but also to assist drug development driven by the deeper understanding of structure/function relationships. In monoclonal antibodies, many functions are regulated by N-glycans present in the constant region of the heavy chains and their mechanisms of action are not completely known. The importance of their function focuses analytical research efforts on the development of robust, accurate and fast methods to support drug development and quality control. Released N-glycan analysis is considered as the gold standard for glycosylation characterisation; however, it is not the only method for quantitative analysis of glycoform heterogeneity. In this study, ten different analytical workflows for N-glycan analysis were compared using four monoclonal antibodies. While observing good comparability between the quantitative results generated, it was possible to appreciate the advantages and disadvantages of each technique and to summarise all the observations to guide the choice of the most appropriate analytical workflow according to application and the desired depth of data generated.
Collapse
Affiliation(s)
- Sara Carillo
- Characterisation and Comparability Laboratory, NIBRT – the National Institute for Bioprocessing Research and Training, Foster Avenue, Mount Merrion, Blackrock, Co. Dublin, A94 X099, Ireland
| | - Raquel Pérez-Robles
- Department of Analytical Chemistry, Biohealth Research Institute (ibs.GRANADA), University of Granada, Granada, Spain
| | - Craig Jakes
- Characterisation and Comparability Laboratory, NIBRT – the National Institute for Bioprocessing Research and Training, Foster Avenue, Mount Merrion, Blackrock, Co. Dublin, A94 X099, Ireland
- School of Chemical and Bioprocess Engineering, University College Dublin, Belfield, Dublin 4, D04 V1W8, Ireland
| | - Meire Ribeiro da Silva
- Characterisation and Comparability Laboratory, NIBRT – the National Institute for Bioprocessing Research and Training, Foster Avenue, Mount Merrion, Blackrock, Co. Dublin, A94 X099, Ireland
| | - Silvia Millán Martín
- Characterisation and Comparability Laboratory, NIBRT – the National Institute for Bioprocessing Research and Training, Foster Avenue, Mount Merrion, Blackrock, Co. Dublin, A94 X099, Ireland
| | - Amy Farrell
- Characterisation and Comparability Laboratory, NIBRT – the National Institute for Bioprocessing Research and Training, Foster Avenue, Mount Merrion, Blackrock, Co. Dublin, A94 X099, Ireland
| | - Natalia Navas
- Department of Analytical Chemistry, Biohealth Research Institute (ibs.GRANADA), University of Granada, Granada, Spain
| | - Jonathan Bones
- Characterisation and Comparability Laboratory, NIBRT – the National Institute for Bioprocessing Research and Training, Foster Avenue, Mount Merrion, Blackrock, Co. Dublin, A94 X099, Ireland
- School of Chemical and Bioprocess Engineering, University College Dublin, Belfield, Dublin 4, D04 V1W8, Ireland
| |
Collapse
|
58
|
Verhelst X, Dias AM, Colombel JF, Vermeire S, Van Vlierberghe H, Callewaert N, Pinho SS. Protein Glycosylation as a Diagnostic and Prognostic Marker of Chronic Inflammatory Gastrointestinal and Liver Diseases. Gastroenterology 2020; 158:95-110. [PMID: 31626754 DOI: 10.1053/j.gastro.2019.08.060] [Citation(s) in RCA: 79] [Impact Index Per Article: 19.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/09/2019] [Revised: 08/03/2019] [Accepted: 08/23/2019] [Indexed: 12/16/2022]
Abstract
Glycans are sequences of carbohydrates that are added to proteins or lipids to modulate their structure and function. Glycans modify proteins required for regulation of immune cells, and alterations have been associated with inflammatory conditions. For example, specific glycans regulate T-cell activation, structures, and functions of immunoglobulins; interactions between microbes and immune and epithelial cells; and malignant transformation in the intestine and liver. We review the effects of protein glycosylation in regulation of gastrointestinal and liver functions, and how alterations in glycosylation serve as diagnostic or prognostic factors, or as targets for therapy.
Collapse
Affiliation(s)
- Xavier Verhelst
- Department of Gastroenterology and Hepatology, Ghent University Hospital, Ghent, Belgium
| | - Ana M Dias
- Institute of Molecular Pathology and Immunology, University of Porto, Porto, Portugal; Institute for Research and Innovation in Health, University of Porto, Porto, Portugal
| | | | - Severine Vermeire
- Translational Research in Gastrointestinal Disorders, Department of Clinical and Experimental Medicine, Katholieke Universiteit Leuven, Leuven, Belgium; Department of Gastroenterology and Hepatology, University Hospitals Leuven, Katholieke Universiteit Leuven, Leuven, Belgium
| | - Hans Van Vlierberghe
- Department of Gastroenterology and Hepatology, Ghent University Hospital, Ghent, Belgium
| | - Nico Callewaert
- Vlaams Instituut voor Biotechnologie-UGent Center for Medical Biotechnology, Gent, Belgium
| | - Salomé S Pinho
- Institute of Molecular Pathology and Immunology, University of Porto, Porto, Portugal; Institute for Research and Innovation in Health, University of Porto, Porto, Portugal; Medical Faculty, University of Porto, Porto, Portugal.
| |
Collapse
|
59
|
Graham RJ, Ketcham S, Mohammad A, Bandaranayake BMB, Cao T, Ghosh B, Weaver J, Yoon S, Faustino PJ, Ashraf M, Cruz CN, Madhavarao CN. Zinc supplementation improves the harvest purity of β-glucuronidase from CHO cell culture by suppressing apoptosis. Appl Microbiol Biotechnol 2019; 104:1097-1108. [DOI: 10.1007/s00253-019-10296-1] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2019] [Revised: 11/21/2019] [Accepted: 12/03/2019] [Indexed: 11/30/2022]
|
60
|
Arigoni-Affolter I, Scibona E, Lin CW, Brühlmann D, Souquet J, Broly H, Aebi M. Mechanistic reconstruction of glycoprotein secretion through monitoring of intracellular N-glycan processing. SCIENCE ADVANCES 2019; 5:eaax8930. [PMID: 31807707 PMCID: PMC6881162 DOI: 10.1126/sciadv.aax8930] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/02/2019] [Accepted: 09/18/2019] [Indexed: 05/06/2023]
Abstract
N-linked glycosylation plays a fundamental role in determining the thermodynamic stability of proteins and is involved in multiple key biological processes. The mechanistic understanding of the intracellular machinery responsible for the stepwise biosynthesis of N-glycans is still incomplete due to limited understanding of in vivo kinetics of N-glycan processing along the secretory pathway. We present a glycoproteomics approach to monitor the processing of site-specific N-glycans in CHO cells. On the basis of a model-based analysis of structure-specific turnover rates, we provide a kinetic description of intracellular N-glycan processing along the entire secretory pathway. This approach refines and further extends the current knowledge on N-glycans biosynthesis and provides a basis to quantify alterations in the glycoprotein processing machinery.
Collapse
Affiliation(s)
| | - Ernesto Scibona
- Institute for Chemical and Bioengineering, Department of Chemistry, ETH Zürich, 8093 Zürich, Switzerland
| | - Chia-Wei Lin
- Institute of Microbiology, Department of Biology, ETH Zürich, 8093 Zürich, Switzerland
| | - David Brühlmann
- Merck Healthcare, Biotech Process Sciences, Route de Fenil 25, 1804 Corsier-sur-Vevey, Switzerland
| | - Jonathan Souquet
- Merck Healthcare, Biotech Process Sciences, Route de Fenil 25, 1804 Corsier-sur-Vevey, Switzerland
| | - Hervé Broly
- Merck Healthcare, Biotech Process Sciences, Route de Fenil 25, 1804 Corsier-sur-Vevey, Switzerland
| | - Markus Aebi
- Institute of Microbiology, Department of Biology, ETH Zürich, 8093 Zürich, Switzerland
- Corresponding author.
| |
Collapse
|
61
|
Zhang L, Wang M, Castan A, Stevenson J, Chatzissavidou N, Hjalmarsson H, Vilaplana F, Chotteau V. Glycan Residues Balance Analysis - GReBA: A novel model for the N-linked glycosylation of IgG produced by CHO cells. Metab Eng 2019; 57:118-128. [PMID: 31539564 DOI: 10.1016/j.ymben.2019.08.016] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2019] [Revised: 07/12/2019] [Accepted: 08/22/2019] [Indexed: 02/02/2023]
Abstract
The structure of N-linked glycosylation is a very important quality attribute for therapeutic monoclonal antibodies. Different carbon sources in cell culture media, such as mannose and galactose, have been reported to have different influences on the glycosylation patterns. Accurate prediction and control of the glycosylation profile are important for the process development of mammalian cell cultures. In this study, a mathematical model, that we named Glycan Residues Balance Analysis (GReBA), was developed based on the concept of Elementary Flux Mode (EFM), and used to predict the glycosylation profile for steady state cell cultures. Experiments were carried out in pseudo-perfusion cultivation of antibody producing Chinese Hamster Ovary (CHO) cells with various concentrations and combinations of glucose, mannose and galactose. Cultivation of CHO cells with mannose or the combinations of mannose and galactose resulted in decreased lactate and ammonium production, and more matured glycosylation patterns compared to the cultures with glucose. Furthermore, the growth rate and IgG productivity were similar in all the conditions. When the cells were cultured with galactose alone, lactate was fed as well to be used as complementary carbon source, leading to cell growth rate and IgG productivity comparable to feeding the other sugars. The data of the glycoprofiles were used for training the model, and then to simulate the glycosylation changes with varying the concentrations of mannose and galactose. In this study we showed that the GReBA model had a good predictive capacity of the N-linked glycosylation. The GReBA can be used as a guidance for development of glycoprotein cultivation processes.
Collapse
Affiliation(s)
- Liang Zhang
- Department of Industrial Biotechnology, School of Engineering Sciences in Chemistry, Biotechnology and Health, KTH-Royal Institute of Technology, Sweden; AdBIOPRO, VINNOVA Competence Centre for Advanced Bioproduction by Continuous Processing, KTH, Sweden
| | - MingLiang Wang
- AdBIOPRO, VINNOVA Competence Centre for Advanced Bioproduction by Continuous Processing, KTH, Sweden; Department of Automatic Control, School of Electrical Engineering and Computer Science, KTH-Royal Institute of Technology, Sweden
| | - Andreas Castan
- GE Healthcare Bio-Sciences AB, Björkgatan 30, 75184, Uppsala, Sweden
| | | | | | - Håkan Hjalmarsson
- AdBIOPRO, VINNOVA Competence Centre for Advanced Bioproduction by Continuous Processing, KTH, Sweden; Department of Automatic Control, School of Electrical Engineering and Computer Science, KTH-Royal Institute of Technology, Sweden
| | - Francisco Vilaplana
- Division of Glycoscience, Department of Chemistry, School of Engineering Sciences in Chemistry, Biotechnology and Health, KTH-Royal Institute of Technology, Sweden
| | - Veronique Chotteau
- Department of Industrial Biotechnology, School of Engineering Sciences in Chemistry, Biotechnology and Health, KTH-Royal Institute of Technology, Sweden; AdBIOPRO, VINNOVA Competence Centre for Advanced Bioproduction by Continuous Processing, KTH, Sweden.
| |
Collapse
|
62
|
Graham RJ, Bhatia H, Yoon S. Consequences of trace metal variability and supplementation on Chinese hamster ovary (CHO) cell culture performance: A review of key mechanisms and considerations. Biotechnol Bioeng 2019; 116:3446-3456. [PMID: 31403183 DOI: 10.1002/bit.27140] [Citation(s) in RCA: 36] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2019] [Revised: 07/19/2019] [Accepted: 08/05/2019] [Indexed: 12/18/2022]
Abstract
Trace metals are supplied to chemically-defined media (CDM) for optimal Chinese hamster ovary (CHO) cell culture performance during the production of monoclonal antibodies and other therapeutic proteins. However, lot-to-lot and vendor-to-vendor variability in raw materials consequently leads to an imbalance of trace metals that are supplied to CDM. This imbalance can yield detrimental effects rooted in several primary mechanisms and pathways including oxidative stress, apoptosis, lactate accumulation, and unfavorable glycan synthesis. Recent research endeavors involve supplying zinc, copper, and manganese to CDM in excess to further maximize culture productivity and product quality. These treatments significantly impact critical quality attributes and furthermore highlight the degree to which trace metal availability can affect CHO cell culture performance. This review highlights the role of trace metal variability, supplementation, and interplay on key cellular mechanisms responsible for overall culture performance and the production and quality of therapeutic proteins.
Collapse
Affiliation(s)
- Ryan J Graham
- Department of Chemical Engineering, University of Massachusetts Lowell, Lowell, Massachusetts
| | - Hemlata Bhatia
- Department of Chemical Engineering, University of Massachusetts Lowell, Lowell, Massachusetts
| | - Seongkyu Yoon
- Department of Chemical Engineering, University of Massachusetts Lowell, Lowell, Massachusetts
| |
Collapse
|
63
|
Mammalian Systems Biotechnology Reveals Global Cellular Adaptations in a Recombinant CHO Cell Line. Cell Syst 2019; 4:530-542.e6. [PMID: 28544881 DOI: 10.1016/j.cels.2017.04.009] [Citation(s) in RCA: 64] [Impact Index Per Article: 12.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2016] [Revised: 02/14/2017] [Accepted: 04/26/2017] [Indexed: 01/16/2023]
Abstract
Effective development of host cells for therapeutic protein production is hampered by the poor characterization of cellular transfection. Here, we employed a multi-omics-based systems biotechnology approach to elucidate the genotypic and phenotypic differences between a wild-type and recombinant antibody-producing Chinese hamster ovary (CHO) cell line. At the genomic level, we observed extensive rearrangements in specific targeted loci linked to transgene integration sites. Transcriptional re-wiring of DNA damage repair and cellular metabolism in the antibody producer, via changes in gene copy numbers, was also detected. Subsequent integration of transcriptomic data with a genome-scale metabolic model showed a substantial increase in energy metabolism in the antibody producer. Metabolomics, lipidomics, and glycomics analyses revealed an elevation in long-chain lipid species, potentially associated with protein transport and secretion requirements, and a surprising stability of N-glycosylation profiles between both cell lines. Overall, the proposed knowledge-based systems biotechnology framework can further accelerate mammalian cell-line engineering in a targeted manner.
Collapse
|
64
|
Impact of mammalian cell culture conditions on monoclonal antibody charge heterogeneity: an accessory monitoring tool for process development. J Ind Microbiol Biotechnol 2019; 46:1167-1178. [PMID: 31175523 PMCID: PMC6697719 DOI: 10.1007/s10295-019-02202-5] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2018] [Accepted: 05/30/2019] [Indexed: 02/06/2023]
Abstract
Recombinant monoclonal antibodies are predominantly produced in mammalian cell culture bioprocesses. Post-translational modifications affect the micro-heterogeneity of the product and thereby influence important quality attributes, such as stability, solubility, pharmacodynamics and pharmacokinetics. The analysis of the surface charge distribution of monoclonal antibodies provides aggregated information about these modifications. In this work, we established a direct injection pH gradient cation exchange chromatography method, which determines charge heterogeneity from cell culture supernatant without any purification steps. This tool was further applied to monitor processes that were performed under certain process conditions. Concretely, we were able to provide insights into charge variant formation during a fed-batch process of a Chinese hamster ovary cell culture, in turn producing a monoclonal antibody under varying temperatures and glucose feed strategies. Glucose concentration impacted the total emergence of acidic variants, whereas the variation of basic species was mainly dependent on process temperature. The formation rates of acidic species were described with a second-order reaction, where a temperature increase favored the conversion. This platform method will aid as a sophisticated optimization tool for mammalian cell culture processes. It provides a quality fingerprint for the produced mAb, which can be tested, compared to the desired target and confirmed early in the process chain.
Collapse
|
65
|
|
66
|
Bertrand V, Karst DJ, Bachmann A, Cantalupo K, Soos M, Morbidelli M. Transcriptome and proteome analysis of steady-state in a perfusion CHO cell culture process. Biotechnol Bioeng 2019; 116:1959-1972. [PMID: 30997936 DOI: 10.1002/bit.26996] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2018] [Revised: 01/31/2019] [Accepted: 03/28/2019] [Indexed: 01/05/2023]
Abstract
Long-term continuous protein production can be reached by perfusion operation. Through the continuous removal of waste metabolites and supply of nutrients, steady-state (SS) conditions are achieved after a certain transient period, where the conditions inside the reactor are not only uniform in space but also constant in time. Such stable conditions may have beneficial influences on the reduction of product heterogeneities. In this study, we investigated the impact of perfusion cultivation on the intracellular physiological state of a CHO cell line producing a monoclonal antibody (mAb) by global transcriptomics and proteomics. Despite stable viable cell density was maintained right from the beginning of the cultivation time, productivity decrease, and a transition phase for metabolites and product quality was observed before reaching SS conditions. These were traced back to three sources of transient behaviors being hydrodynamic flow rates, intracellular dynamics of gene expression as well as metabolism and cell line instability, superimposing each other. However, 99.4% of all transcripts and proteins reached SS during the first week or were at SS from the beginning. These results demonstrate that the stable extracellular conditions of perfusion lead to SS also of the cellular level.
Collapse
Affiliation(s)
- Vania Bertrand
- Department of Chemistry and Applied Biosciences, Institute for Chemical and Bioengineering, ETH Zurich, Zurich, Switzerland
| | - Daniel J Karst
- Department of Chemistry and Applied Biosciences, Institute for Chemical and Bioengineering, ETH Zurich, Zurich, Switzerland
| | - Alessia Bachmann
- RBM S.p.A. Istituto di Ricerche Biomediche A.Marxer, Merck, Rome, Italy
| | - Katia Cantalupo
- RBM S.p.A. Istituto di Ricerche Biomediche A.Marxer, Merck, Rome, Italy
| | - Miroslav Soos
- Department of Chemical Engineering, University of Chemistry and Technology, Technicka 5, 166 28, Prague, Czech Republic
| | - Massimo Morbidelli
- Department of Chemistry and Applied Biosciences, Institute for Chemical and Bioengineering, ETH Zurich, Zurich, Switzerland
| |
Collapse
|
67
|
Prediction of N-linked Glycoform Profiles of Monoclonal Antibody with Extracellular Metabolites and Two-Step Intracellular Models. Processes (Basel) 2019. [DOI: 10.3390/pr7040227] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
Monoclonal antibodies (mAbs) are commonly glycosylated and show varying levels of galactose attachment. A set of experiments in our work showed that the galactosylation level of mAbs was altered by the culture conditions of hybridoma cells. The uridine diphosphate galactose (UDP-Gal) is one of the substrates of galactosylation. Based on that, we proposed a two-step model to predict N-linked glycoform profiles by solely using extracellular metabolites from cell culture. At the first step, the flux level of UDP-Gal in each culture was estimated based on a computational flux balance analysis (FBA); its level was found to be linear with the galactosylation degree on mAbs. At the second step, the glycoform profiles especially for G0F (agalactosylated), G1F (monogalactosylated) and G2F (digalactosylated) were predicted by a kinetic model. The model outputs well matched with the experimental data. Our study demonstrated that the integrated mathematical approach combining FBA and kinetic model is a promising strategy to predict glycoform profiles for mAbs during cell culture processes.
Collapse
|
68
|
Klontz EH, Trastoy B, Deredge D, Fields JK, Li C, Orwenyo J, Marina A, Beadenkopf R, Günther S, Flores J, Wintrode PL, Wang LX, Guerin ME, Sundberg EJ. Molecular Basis of Broad Spectrum N-Glycan Specificity and Processing of Therapeutic IgG Monoclonal Antibodies by Endoglycosidase S2. ACS CENTRAL SCIENCE 2019; 5:524-538. [PMID: 30937380 PMCID: PMC6439443 DOI: 10.1021/acscentsci.8b00917] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/10/2018] [Indexed: 06/02/2023]
Abstract
Immunoglobulin G (IgG) glycosylation critically modulates antibody effector functions. Streptococcus pyogenes secretes a unique endo-β-N-acetylglucosaminidase, EndoS2, which deglycosylates the conserved N-linked glycan at Asn297 on IgG Fc to eliminate its effector functions and evade the immune system. EndoS2 and specific point mutants have been used to chemoenzymatically synthesize antibodies with customizable glycosylation for gain of functions. EndoS2 is useful in these schemes because it accommodates a broad range of N-glycans, including high-mannose, complex, and hybrid types; however, its mechanism of substrate recognition is poorly understood. We present crystal structures of EndoS2 alone and bound to complex and high-mannose glycans; the broad N-glycan specificity is governed by critical loops that shape the binding site of EndoS2. Furthermore, hydrolytic experiments, domain-swap chimeras, and hydrogen-deuterium exchange mass spectrometry reveal the importance of the carbohydrate-binding module in the mechanism of IgG recognition by EndoS2, providing insights into engineering enzymes to catalyze customizable glycosylation reactions.
Collapse
Affiliation(s)
- Erik H. Klontz
- Institute
of Human Virology, Department of Microbiology & Immunology, and Program in Molecular
Microbiology & Immunology, University
of Maryland School of Medicine, Baltimore, Maryland 21201, United States
| | - Beatriz Trastoy
- Structural
Biology Unit, CIC bioGUNE, Bizkaia Technology Park, 48160 Derio, Spain
| | - Daniel Deredge
- Department
of Pharmaceutical Sciences, University of
Maryland School of Pharmacy, Baltimore, Maryland 21201, United States
| | - James K. Fields
- Institute
of Human Virology, Department of Microbiology & Immunology, and Program in Molecular
Microbiology & Immunology, University
of Maryland School of Medicine, Baltimore, Maryland 21201, United States
| | - Chao Li
- Department
of Chemistry and Biochemistry, University
of Maryland, College Park, Maryland 20742, United States
| | - Jared Orwenyo
- Department
of Chemistry and Biochemistry, University
of Maryland, College Park, Maryland 20742, United States
| | - Alberto Marina
- Structural
Biology Unit, CIC bioGUNE, Bizkaia Technology Park, 48160 Derio, Spain
| | - Robert Beadenkopf
- Institute
of Human Virology, Department of Microbiology & Immunology, and Program in Molecular
Microbiology & Immunology, University
of Maryland School of Medicine, Baltimore, Maryland 21201, United States
| | - Sebastian Günther
- Institute
of Human Virology, Department of Microbiology & Immunology, and Program in Molecular
Microbiology & Immunology, University
of Maryland School of Medicine, Baltimore, Maryland 21201, United States
- Photon
Science, Deutsches Elektronen-Synchrotron, Hamburg 22607, Germany
| | - Jair Flores
- Institute
of Human Virology, Department of Microbiology & Immunology, and Program in Molecular
Microbiology & Immunology, University
of Maryland School of Medicine, Baltimore, Maryland 21201, United States
| | - Patrick L. Wintrode
- Department
of Pharmaceutical Sciences, University of
Maryland School of Pharmacy, Baltimore, Maryland 21201, United States
| | - Lai-Xi Wang
- Department
of Chemistry and Biochemistry, University
of Maryland, College Park, Maryland 20742, United States
| | - Marcelo E. Guerin
- Structural
Biology Unit, CIC bioGUNE, Bizkaia Technology Park, 48160 Derio, Spain
- IKERBASQUE,
Basque Foundation for Science, 48013 Bilbao, Spain
| | - Eric J. Sundberg
- Institute
of Human Virology, Department of Microbiology & Immunology, and Program in Molecular
Microbiology & Immunology, University
of Maryland School of Medicine, Baltimore, Maryland 21201, United States
- Department
of Medicine, University of Maryland School
of Medicine, Baltimore, Maryland 21201, United States
| |
Collapse
|
69
|
Fisher AC, Kamga MH, Agarabi C, Brorson K, Lee SL, Yoon S. The Current Scientific and Regulatory Landscape in Advancing Integrated Continuous Biopharmaceutical Manufacturing. Trends Biotechnol 2019; 37:253-267. [DOI: 10.1016/j.tibtech.2018.08.008] [Citation(s) in RCA: 81] [Impact Index Per Article: 16.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2018] [Revised: 08/20/2018] [Accepted: 08/29/2018] [Indexed: 01/19/2023]
|
70
|
Simonov V, Ivanov S, Smolov M, Abbasova S, Piskunov A, Poteryaev D. Control of therapeutic IgG antibodies galactosylation during cultivation process and its impact on IgG1/FcγR interaction and ADCC activity. Biologicals 2019; 58:16-21. [DOI: 10.1016/j.biologicals.2019.01.002] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2018] [Revised: 12/04/2018] [Accepted: 01/02/2019] [Indexed: 01/08/2023] Open
|
71
|
Guerra A, von Stosch M, Glassey J. Toward biotherapeutic product real-time quality monitoring. Crit Rev Biotechnol 2019; 39:289-305. [DOI: 10.1080/07388551.2018.1524362] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Affiliation(s)
- André Guerra
- School of Chemical Engineering and Advanced Materials, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Moritz von Stosch
- School of Chemical Engineering and Advanced Materials, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Jarka Glassey
- School of Chemical Engineering and Advanced Materials, Newcastle University, Newcastle upon Tyne, United Kingdom
| |
Collapse
|
72
|
Sumit M, Dolatshahi S, Chu AHA, Cote K, Scarcelli JJ, Marshall JK, Cornell RJ, Weiss R, Lauffenburger DA, Mulukutla BC, Figueroa B. Dissecting N-Glycosylation Dynamics in Chinese Hamster Ovary Cells Fed-batch Cultures using Time Course Omics Analyses. iScience 2019; 12:102-120. [PMID: 30682623 PMCID: PMC6352710 DOI: 10.1016/j.isci.2019.01.006] [Citation(s) in RCA: 42] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2018] [Revised: 11/19/2018] [Accepted: 01/03/2019] [Indexed: 12/24/2022] Open
Abstract
N-linked glycosylation affects the potency, safety, immunogenicity, and pharmacokinetic clearance of several therapeutic proteins including monoclonal antibodies. A robust control strategy is needed to dial in appropriate glycosylation profile during the course of cell culture processes accurately. However, N-glycosylation dynamics remains insufficiently understood owing to the lack of integrative analyses of factors that influence the dynamics, including sugar nucleotide donors, glycosyltransferases, and glycosidases. Here, an integrative approach involving multi-dimensional omics analyses was employed to dissect the temporal dynamics of glycoforms produced during fed-batch cultures of CHO cells. Several pathways including glycolysis, tricarboxylic citric acid cycle, and nucleotide biosynthesis exhibited temporal dynamics over the cell culture period. The steps involving galactose and sialic acid addition were determined as temporal bottlenecks. Our results show that galactose, and not manganese, is able to mitigate the temporal bottleneck, despite both being known effectors of galactosylation. Furthermore, sialylation is limited by the galactosylated precursors and autoregulation of cytidine monophosphate-sialic acid biosynthesis. Major glycosylated species exhibit temporal dynamics during fed-batch processes Key metabolic pathways linked to N-glycosylation exhibit significant temporal dynamics Dynamics in nucleotide sugar donors (NSDs) directly influences glycoform heterogeneity Glycoform heterogeneity can be mitigated by supplementing NSD biosynthetic precursors
Collapse
Affiliation(s)
- Madhuresh Sumit
- Culture Process Development, Bio Therapeutics Pharmaceutical Sciences, Pfizer, 1 Burtt Road, Andover, MA 01810, USA
| | - Sepideh Dolatshahi
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - An-Hsiang Adam Chu
- Analytical Research and Development, Bio Therapeutics Pharmaceutical Sciences, Pfizer, 1 Burtt Road, Andover, MA 01810, USA
| | - Kaffa Cote
- Analytical Research and Development, Bio Therapeutics Pharmaceutical Sciences, Pfizer, 1 Burtt Road, Andover, MA 01810, USA
| | - John J Scarcelli
- Cell Line Development, Bio Therapeutics Pharmaceutical Sciences, Pfizer, 1 Burtt Road, Andover, MA 01810, USA
| | - Jeffrey K Marshall
- Analytical Research and Development, Bio Therapeutics Pharmaceutical Sciences, Pfizer, 1 Burtt Road, Andover, MA 01810, USA
| | - Richard J Cornell
- Analytical Research and Development, Bio Therapeutics Pharmaceutical Sciences, Pfizer, 1 Burtt Road, Andover, MA 01810, USA
| | - Ron Weiss
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Douglas A Lauffenburger
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Bhanu Chandra Mulukutla
- Culture Process Development, Bio Therapeutics Pharmaceutical Sciences, Pfizer, 1 Burtt Road, Andover, MA 01810, USA.
| | - Bruno Figueroa
- Culture Process Development, Bio Therapeutics Pharmaceutical Sciences, Pfizer, 1 Burtt Road, Andover, MA 01810, USA
| |
Collapse
|
73
|
Zhang L, Castan A, Stevenson J, Chatzissavidou N, Vilaplana F, Chotteau V. Combined effects of glycosylation precursors and lactate on the glycoprofile of IgG produced by CHO cells. J Biotechnol 2019; 289:71-79. [DOI: 10.1016/j.jbiotec.2018.11.004] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2018] [Revised: 10/30/2018] [Accepted: 11/06/2018] [Indexed: 12/29/2022]
|
74
|
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]
|
75
|
|
76
|
Kontoravdi C, Jimenez del Val I. Computational tools for predicting and controlling the glycosylation of biopharmaceuticals. Curr Opin Chem Eng 2018. [DOI: 10.1016/j.coche.2018.08.007] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
|
77
|
Zhou Q, Qiu H. The Mechanistic Impact of N-Glycosylation on Stability, Pharmacokinetics, and Immunogenicity of Therapeutic Proteins. J Pharm Sci 2018; 108:1366-1377. [PMID: 30471292 DOI: 10.1016/j.xphs.2018.11.029] [Citation(s) in RCA: 81] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2018] [Revised: 11/09/2018] [Accepted: 11/14/2018] [Indexed: 01/03/2023]
Abstract
N-glycosylation is one of major post-translational modifications in nature, and it is essential for protein structure and function. As hydrophilic moieties of glycoproteins, N-glycans play important roles in protein stability. They protect the proteins against proteolytic degradation, aggregation, and thermal denaturation through maintaining optimal conformations. There are extensive evidences showing the involvement of N-glycans in the pharmacodynamics and pharmacokinetics of recombinant therapeutic proteins and antibodies. Highly sialylated complex-type glycans enable the longer serum half-lives of proteins against uptake through hepatic asialoglycoprotein receptor and mannose receptor for degradation in lysosomes. Moreover, the presence of nonhuman glycans results in clearance through pre-existing antibodies from serum and induces IgE-mediated anaphylaxis. N-glycans also facilitate or reduce the adverse immune responses of the proteins through interacting with multiple glycan-binding proteins, including those specific for mannose or mannose 6-phosphate. Due to the glycan impacts, a few therapeutic proteins were glycoengineered to improve the pharmacokinetics and stability. Thus, N-glycosylation should be extensively investigated and optimized for each individual protein for better efficacy and safety.
Collapse
Affiliation(s)
- Qun Zhou
- Biologics Research, Sanofi, 49 New York Avenue, Framingham, Massachusetts 01701.
| | - Huawei Qiu
- Biologics Research, Sanofi, 49 New York Avenue, Framingham, Massachusetts 01701
| |
Collapse
|
78
|
Dias AM, Pereira MS, Padrão NA, Alves I, Marcos-Pinto R, Lago P, Pinho SS. Glycans as critical regulators of gut immunity in homeostasis and disease. Cell Immunol 2018; 333:9-18. [DOI: 10.1016/j.cellimm.2018.07.007] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2018] [Revised: 07/04/2018] [Accepted: 07/17/2018] [Indexed: 12/19/2022]
|
79
|
Loebrich S, Clark E, Ladd K, Takahashi S, Brousseau A, Kitchener S, Herbst R, Ryll T. Comprehensive manipulation of glycosylation profiles across development scales. MAbs 2018; 11:335-349. [PMID: 30252592 DOI: 10.1080/19420862.2018.1527665] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022] Open
Abstract
The extent and pattern of glycosylation on therapeutic antibodies can influence their circulatory half-life, engagement of effector functions, and immunogenicity, with direct consequences to efficacy and patient safety. Hence, controlling glycosylation patterns is central to any drug development program, yet poses a formidable challenge to the bio-manufacturing industry. Process changes, which can affect glycosylation patterns, range from manufacturing at different scales or sites, to switching production process mode, all the way to using alternative host cell lines. In the emerging space of biosimilars development, often times all of these aspects apply. Gaining a deep understanding of the direction and extent to which glycosylation quality attributes can be modulated is key for efficient fine-tuning of glycan profiles in a stage appropriate manner, but establishment of such platform knowledge is time consuming and resource intensive. Here we report an inexpensive and highly adaptable screening system for comprehensive modulation of glycans on antibodies expressed in CHO cells. We characterize 10 media additives in univariable studies and in combination, using a design of experiments approach to map the design space for tuning glycosylation profile attributes. We introduce a robust workflow that does not require automation, yet enables rapid process optimization. We demonstrate scalability across deep wells, shake flasks, AMBR-15 cell culture system, and 2 L single-use bioreactors. Further, we show that it is broadly applicable to different molecules and host cell lineages. This universal approach permits fine-tuned modulation of glycan product quality, reduces development costs, and enables agile implementation of process changes throughout the product lifecycle.
Collapse
Affiliation(s)
- Sven Loebrich
- a Cell Line and Upstream Process Development , Waltham , USA.,b Technical Operations , ImmunoGen, Waltham , USA
| | - Elisa Clark
- a Cell Line and Upstream Process Development , Waltham , USA.,b Technical Operations , ImmunoGen, Waltham , USA
| | - Kristina Ladd
- a Cell Line and Upstream Process Development , Waltham , USA.,b Technical Operations , ImmunoGen, Waltham , USA
| | - Stefani Takahashi
- b Technical Operations , ImmunoGen, Waltham , USA.,c Process Analytics , Waltham , USA
| | - Anna Brousseau
- b Technical Operations , ImmunoGen, Waltham , USA.,d High Throughput Sciences , Waltham , USA
| | - Seth Kitchener
- a Cell Line and Upstream Process Development , Waltham , USA.,b Technical Operations , ImmunoGen, Waltham , USA
| | | | - Thomas Ryll
- b Technical Operations , ImmunoGen, Waltham , USA
| |
Collapse
|
80
|
Comparative Glycopeptide Analysis for Protein Glycosylation by Liquid Chromatography and Tandem Mass Spectrometry: Variation in Glycosylation Patterns of Site-Directed Mutagenized Glycoprotein. Int J Anal Chem 2018; 2018:8605021. [PMID: 30245723 PMCID: PMC6139207 DOI: 10.1155/2018/8605021] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2018] [Revised: 06/29/2018] [Accepted: 07/31/2018] [Indexed: 01/16/2023] Open
Abstract
Glycosylation is one of the most important posttranslational modifications for proteins, including therapeutic antibodies, and greatly influences protein physiochemical properties. In this study, glycopeptide mapping of a reference and biosimilar recombinant antibodies (rAbs) was performed using liquid chromatography-electrospray ionization tandem mass spectrometry (LC-ESI-MS/MS) and an automated Glycoproteome Analyzer (GPA) algorithm. The tandem mass analyses for the reference and biosimilar samples indicate that this approach proves to be highly efficient in reproducing consistent analytical results and discovering the implications of different rAb production methods on glycosylation patterns. Furthermore, the comparative analysis of a mutagenized rAb glycoprotein proved that a single amino acid mutation in the Fc portion of the antibody molecule caused increased variations in glycosylation patterns. These variations were also detected by the mass spectrometry method efficiently. This mapping method, focusing on precise glycopeptide identification and comparison for the identified glycoforms, can be useful in differentiating aberrant glycosylation in biosimilar rAb products.
Collapse
|
81
|
Effect of Environmental Parameters on Glycosylation of Recombinant Immunoglobulin G Produced from Recombinant CHO Cells. BIOTECHNOL BIOPROC E 2018. [DOI: 10.1007/s12257-018-0109-8] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
|
82
|
Mahour R, Klapproth J, Rexer TFT, Schildbach A, Klamt S, Pietzsch M, Rapp E, Reichl U. Establishment of a five-enzyme cell-free cascade for the synthesis of uridine diphosphate N-acetylglucosamine. J Biotechnol 2018; 283:120-129. [PMID: 30044949 DOI: 10.1016/j.jbiotec.2018.07.027] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2018] [Revised: 07/17/2018] [Accepted: 07/21/2018] [Indexed: 12/17/2022]
Abstract
In spite of huge endeavors in cell line engineering to produce glycoproteins with desired and uniform glycoforms, it is still not possible in vivo. Alternatively, in vitro glycoengineering can be used for the modification of glycans. However, in vitro glycoengineering relies on expensive nucleotide sugars, such as uridine 5'-diphospho-N-acetylglucosamine (UDP-GlcNAc) which serves as GlcNAc donor for the synthesis of various glycans. In this work, we present a systematic study for the cell-free de novo synthesis and regeneration of UDP-GlcNAc from polyphosphate, UMP and GlcNAc by a cascade of five enzymes (N-acetylhexosamine kinase (NahK), Glc-1P uridyltransferase (GalU), uridine monophosphate kinase (URA6), polyphosphate kinase (PPK3), and inorganic diphosphatase (PmPpA). All enzymes were expressed in E. coli BL21 Gold (DE3) and purified using immobilized metal affinity chromatography (IMAC). Results from one-pot experiments demonstrate the successful production of UDP-GlcNAc with a yield approaching 100%. The highest volumetric productivity of the cascade was about 0.81 g L-1 h-1 of UDP-GlcNAc. A simple model based on mass action kinetics was sufficient to capture the dynamic behavior of the multienzyme pathway. Moreover, a design equation based on metabolic control analysis was established to investigate the effect of enzyme concentration on the UDP-GlcNAc flux and to demonstrate that the flux of UDP-GlcNAc can be controlled by means of the enzyme concentrations. The effect of temperature on the UDP-GlcNAc flux followed an Arrhenius equation and the optimal co-factor concentration (Mg2+) for high UDP-GlcNAc synthesis rates depended on the working temperature. In conclusion, the study covers the entire engineering process of a multienzyme cascade, i.e. pathway design, enzyme expression, enzyme purification, reaction kinetics and investigation of the influence of basic parameters (temperature, co-factor concentration, enzyme concentration) on the synthesis rate. Thus, the study lays the foundation for future cascade optimization, preparative scale UDP-GlcNAc synthesis and for in situ coupling of the network with UDP-GlcNAc transferases to efficiently regenerate UDP-GlcNAc. Hence, this study provides a further step towards cost-effective in vitro glycoengineering of antibodies and other glycosylated proteins.
Collapse
Affiliation(s)
- Reza Mahour
- Max Planck Institute for Dynamics of Complex Technical Systems, Bioprocess Engineering, Magdeburg, Germany.
| | - Jan Klapproth
- Martin Luther University Halle-Wittenberg, Institute of Pharmacy, Department of Downstream Processing, Halle (Saale), Germany.
| | - Thomas F T Rexer
- Max Planck Institute for Dynamics of Complex Technical Systems, Bioprocess Engineering, Magdeburg, Germany.
| | - Anna Schildbach
- Martin Luther University Halle-Wittenberg, Institute of Pharmacy, Department of Downstream Processing, Halle (Saale), Germany.
| | - Steffen Klamt
- Max Planck Institute for Dynamics of Complex Technical Systems, Analysis and Redesign of Biological Networks, Magdeburg, Germany.
| | - Markus Pietzsch
- Martin Luther University Halle-Wittenberg, Institute of Pharmacy, Department of Downstream Processing, Halle (Saale), Germany.
| | - Erdmann Rapp
- Max Planck Institute for Dynamics of Complex Technical Systems, Bioprocess Engineering, Magdeburg, Germany.
| | - Udo Reichl
- Max Planck Institute for Dynamics of Complex Technical Systems, Bioprocess Engineering, Magdeburg, Germany; Otto-von-Guericke University Magdeburg, Chair of Bioprocess Engineering, Magdeburg, Germany.
| |
Collapse
|
83
|
Partyka J, Krenkova J, Cmelik R, Foret F. Multi-charged labeling of oligosaccharides and N-linked glycans by hexahistidine-based tags for capillary electrophoresis-mass spectrometry analysis. J Chromatogr A 2018; 1560:91-96. [DOI: 10.1016/j.chroma.2018.05.030] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2018] [Revised: 05/09/2018] [Accepted: 05/14/2018] [Indexed: 12/11/2022]
|
84
|
Trastoy B, Klontz E, Orwenyo J, Marina A, Wang LX, Sundberg EJ, Guerin ME. Structural basis for the recognition of complex-type N-glycans by Endoglycosidase S. Nat Commun 2018; 9:1874. [PMID: 29760474 PMCID: PMC5951799 DOI: 10.1038/s41467-018-04300-x] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2017] [Accepted: 04/18/2018] [Indexed: 11/09/2022] Open
Abstract
Endoglycosidase S (EndoS) is a bacterial endo-β-N-acetylglucosaminidase that specifically catalyzes the hydrolysis of the β-1,4 linkage between the first two N-acetylglucosamine residues of the biantennary complex-type N-linked glycans of IgG Fc regions. It is used for the chemoenzymatic synthesis of homogeneously glycosylated antibodies with improved therapeutic properties, but the molecular basis for its substrate specificity is unknown. Here, we report the crystal structure of the full-length EndoS in complex with its oligosaccharide G2 product. The glycoside hydrolase domain contains two well-defined asymmetric grooves that accommodate the complex-type N-linked glycan antennae near the active site. Several loops shape the glycan binding site, thereby governing the strict substrate specificity of EndoS. Comparing the arrangement of these loops within EndoS and related endoglycosidases, reveals distinct-binding site architectures that correlate with the respective glycan specificities, providing a basis for the bioengineering of endoglycosidases to tailor the chemoenzymatic synthesis of monoclonal antibodies. Endoglycosidase S only recognizes one particular type of glycan within IgG antibodies but the molecular basis for this high specificity is not fully understood. Here, the authors present the crystal structure of product-bound Endoglycosidase S, revealing the determinants for its glycan specificity.
Collapse
Affiliation(s)
- Beatriz Trastoy
- Structural Biology Unit, CIC bioGUNE, Bizkaia Technology Park, 48160, Derio, Spain
| | - Erik Klontz
- Institute of Human Virology, University of Maryland School of Medicine, Baltimore, MD, 21201, USA.,Department of Medicine, University of Maryland School of Medicine, Baltimore, MD, 21201, USA
| | - Jared Orwenyo
- Department of Chemistry and Biochemistry, University of Maryland, College Park, MD, 20742, USA
| | - Alberto Marina
- Structural Biology Unit, CIC bioGUNE, Bizkaia Technology Park, 48160, Derio, Spain
| | - Lai-Xi Wang
- Department of Chemistry and Biochemistry, University of Maryland, College Park, MD, 20742, USA
| | - Eric J Sundberg
- Institute of Human Virology, University of Maryland School of Medicine, Baltimore, MD, 21201, USA. .,Department of Medicine, University of Maryland School of Medicine, Baltimore, MD, 21201, USA. .,Department of Microbiology and Immunology, University of Maryland School of Medicine, Baltimore, MD, 21201, USA.
| | - Marcelo E Guerin
- Structural Biology Unit, CIC bioGUNE, Bizkaia Technology Park, 48160, Derio, Spain. .,Unidad de Biofísica, Centro Mixto Consejo Superior de Investigaciones Científicas-Universidad del País Vasco/Euskal Herriko Unibertsitatea (CSIC,UPV/EHU), Barrio Sarriena s/n Leioa, Bizkaia, 48940, Spain. .,Departamento de Bioquímica, Universidad del País Vasco, Leioa, 48940, Spain. .,IKERBASQUE, Basque Foundation for Science, 48013, Bilbao, Spain.
| |
Collapse
|
85
|
Prabhu A, Gadre R, Gadgil M. Zinc supplementation decreases galactosylation of recombinant IgG in CHO cells. Appl Microbiol Biotechnol 2018; 102:5989-5999. [PMID: 29749563 DOI: 10.1007/s00253-018-9064-8] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2018] [Revised: 04/26/2018] [Accepted: 04/27/2018] [Indexed: 01/13/2023]
Abstract
Trace element composition of culture medium can be altered to modulate glycoform of recombinant glycoproteins. In this study, we show that Zn2+ supplementation at or above 100 μM decreases galactosylation of recombinant IgG expressed in Chinese Hamster Ovary cells. This decrease in galactosylation is not due to reduced galactosyltransferase expression. This effect persists upon supplementation of galactose and uridine to the culture, indicating that it may not be due to reduced UDP-Gal availability. Measurements of galactosyltransferase activity in the cell lysate show that activity decreases with increasing Zn2+/Mn2+ ratio. This suggests that one possible explanation of the effect of Zn2+ may be reduced intracellular galactosyltransferase activity due to increase in Zn2+/Mn2+ ratio. Consistent with this, the decrease in galactosylation of IgG could be reversed by supplementation of Mn2+ (a cofactor of galactosyltransferase) which increases intracellular Mn2+ content. Measurement of total intracellular Zn2+ content, however, indicates no significant upregulation of total intracellular Zn2+ content and no significant downregulation of intracellular Mn2+ content with Zn2+ supplementation. One possible explanation could be that cellular detoxification response to higher extracellular Zn2+ concentration might lead to changes in intracellular distribution of Mn2+. In this case, Zn2+ supplementation would be expected to interfere with other known effects of Mn2+. Indeed, the previously reported increase in high mannose glycans upon Mn2+ supplementation in the absence of glucose is reversed by Zn2+ supplementation. This study also suggests the use of Mn2+ supplementation as a strategy to overcome the effect of lot-to-lot variability in trace element concentrations on galactosylation.
Collapse
Affiliation(s)
- Anuja Prabhu
- Chemical Engineering and Process Development Division, CSIR-National Chemical Laboratory, Pune, 411008, India
| | - Ramchandra Gadre
- Chemical Engineering and Process Development Division, CSIR-National Chemical Laboratory, Pune, 411008, India
| | - Mugdha Gadgil
- Chemical Engineering and Process Development Division, CSIR-National Chemical Laboratory, Pune, 411008, India.
| |
Collapse
|
86
|
Sha S, Bhatia H, Yoon S. An RNA-seq based transcriptomic investigation into the productivity and growth variants with Chinese hamster ovary cells. J Biotechnol 2018; 271:37-46. [DOI: 10.1016/j.jbiotec.2018.02.008] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2017] [Revised: 01/26/2018] [Accepted: 02/19/2018] [Indexed: 02/06/2023]
|
87
|
Xu J, Rehmann MS, Xu X, Huang C, Tian J, Qian NX, Li ZJ. Improving titer while maintaining quality of final formulated drug substance via optimization of CHO cell culture conditions in low-iron chemically defined media. MAbs 2018; 10:488-499. [PMID: 29388872 DOI: 10.1080/19420862.2018.1433978] [Citation(s) in RCA: 39] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023] Open
Abstract
During biopharmaceutical process development, it is important to improve titer to reduce drug manufacturing costs and to deliver comparable quality attributes of therapeutic proteins, which helps to ensure patient safety and efficacy. We previously reported that relative high-iron concentrations in media increased titer, but caused unacceptable coloration of a fusion protein during early-phase process development. Ultimately, the fusion protein with acceptable color was manufactured using low-iron media, but the titer decreased significantly in the low-iron process. Here, long-term passaging in low-iron media is shown to significantly improve titer while maintaining acceptable coloration during late-phase process development. However, the long-term passaging also caused a change in the protein charge variant profile by significantly increasing basic variants. Thus, we systematically studied the effect of media components, seed culture conditions, and downstream processing on productivity and quality attributes. We found that removing β-glycerol phosphate (BGP) from basal media reduced basic variants without affecting titer. Our goals for late-phase process development, improving titer and matching quality attributes to the early-phase process, were thus achieved by prolonging seed culture age and removing BGP. This process was also successfully scaled up in 500-L bioreactors. In addition, we demonstrated that higher concentrations of reactive oxygen species were present in the high-iron Chinese hamster ovary cell cultures compared to that in the low-iron cultures, suggesting a possible mechanism for the drug substance coloration caused by high-iron media. Finally, hypotheses for the mechanisms of titer improvement by both high-iron and long-term culture are discussed.
Collapse
Affiliation(s)
- Jianlin Xu
- a Global Product Development and Supply, Bristol-Myers Squibb Company , Devens , MA , United States
| | - Matthew S Rehmann
- a Global Product Development and Supply, Bristol-Myers Squibb Company , Devens , MA , United States
| | - Xuankuo Xu
- a Global Product Development and Supply, Bristol-Myers Squibb Company , Devens , MA , United States
| | - Chao Huang
- a Global Product Development and Supply, Bristol-Myers Squibb Company , Devens , MA , United States
| | - Jun Tian
- a Global Product Development and Supply, Bristol-Myers Squibb Company , Devens , MA , United States
| | - Nan-Xin Qian
- a Global Product Development and Supply, Bristol-Myers Squibb Company , Devens , MA , United States
| | - Zheng Jian Li
- a Global Product Development and Supply, Bristol-Myers Squibb Company , Devens , MA , United States
| |
Collapse
|
88
|
Bhatia H, Mehdizadeh H, Drapeau D, Yoon S. In-line monitoring of amino acids in mammalian cell cultures using raman spectroscopy and multivariate chemometrics models. Eng Life Sci 2018; 18:55-61. [PMID: 32624861 PMCID: PMC6999330 DOI: 10.1002/elsc.201700084] [Citation(s) in RCA: 54] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2017] [Revised: 09/01/2017] [Accepted: 09/25/2017] [Indexed: 12/11/2022] Open
Abstract
The application of PAT for in-line monitoring of biopharmaceutical manufacturing operations has a central role in developing more robust and consistent processes. Various spectroscopic techniques have been applied for collecting real-time data from cell culture processes. Among these, Raman spectroscopy has been shown to have advantages over other spectroscopic techniques, especially in aqueous culture solutions. Measurements of several process parameters such as glucose, lactate, glutamine, glutamate, ammonium, osmolality and VCD using Raman-based chemometrics models have been reported in literature. The application of Raman spectroscopy, coupled with calibration models for amino acid measurement in cell cultures, has been assessed. The developed models cover four amino acids important for cell growth and production: tyrosine, tryptophan, phenylalanine and methionine. The chemometrics models based on Raman spectroscopy data demonstrate the significant potential for the quantification of tyrosine, tryptophan and phenylalanine. The model for methionine would have to be further refined to improve quantification.
Collapse
Affiliation(s)
- Hemlata Bhatia
- Department of Biomedical Engineering and BiotechnologyUniversity of Massachusetts LowellLowellMA, USA
| | - Hamidreza Mehdizadeh
- Advanced Manufacturing TechnologyGlobal Technology ServicesPfizer Global SuppliesPfizer‐Inc.PeapackNJ, USA
| | | | - Seongkyu Yoon
- Department of Chemical EngineeringUniversity of Massachusetts LowellLowellMA, USA
| |
Collapse
|
89
|
Rexer TFT, Schildbach A, Klapproth J, Schierhorn A, Mahour R, Pietzsch M, Rapp E, Reichl U. One pot synthesis of GDP-mannose by a multi-enzyme cascade for enzymatic assembly of lipid-linked oligosaccharides. Biotechnol Bioeng 2017; 115:192-205. [PMID: 28922469 PMCID: PMC5765510 DOI: 10.1002/bit.26454] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2017] [Revised: 09/08/2017] [Accepted: 09/11/2017] [Indexed: 12/22/2022]
Abstract
Glycosylation of proteins is a key function of the biosynthetic‐secretory pathway in the endoplasmic reticulum (ER) and Golgi apparatus. Glycosylated proteins play a crucial role in cell trafficking and signaling, cell‐cell adhesion, blood‐group antigenicity, and immune response. In addition, the glycosylation of proteins is an important parameter in the optimization of many glycoprotein‐based drugs such as monoclonal antibodies. In vitro glycoengineering of proteins requires glycosyltransferases as well as expensive nucleotide sugars. Here, we present a designed pathway consisting of five enzymes, glucokinase (Glk), phosphomannomutase (ManB), mannose‐1‐phosphate‐guanyltransferase (ManC), inorganic pyrophosphatase (PmPpA), and 1‐domain polyphosphate kinase 2 (1D‐Ppk2) expressed in E. coli for the cell‐free production and regeneration of GDP‐mannose from mannose and polyphosphate with catalytic amounts of GDP and ADP. It was shown that GDP‐mannose is produced at various conditions, that is pH 7–8, temperature 25–35°C and co‐factor concentrations of 5–20 mM MgCl2. The maximum reaction rate of GDP‐mannose achieved was 2.7 μM/min at 30°C and 10 mM MgCl2 producing 566 nmol GDP‐mannose after a reaction time of 240 min. With respect to the initial GDP concentration (0.8 mM) this is equivalent to a yield of 71%. Additionally, the cascade was coupled to purified, transmembrane‐deleted Alg1 (ALG1ΔTM), the first mannosyltransferase in the ER‐associated lipid‐linked oligosaccharide (LLO) assembly. Thereby, in a one‐pot reaction, phytanyl‐PP‐(GlcNAc)2‐Man1 was produced with efficient nucleotide sugar regeneration for the first time. Phytanyl‐PP‐(GlcNAc)2‐Man1 can serve as a substrate for the synthesis of LLO for the cell‐free in vitro glycosylation of proteins. A high‐performance anion exchange chromatography method with UV and conductivity detection (HPAEC‐UV/CD) assay was optimized and validated to determine the enzyme kinetics. The established kinetic model enabled the optimization of the GDP‐mannose regenerating cascade and can further be used to study coupling of the GDP‐mannose cascade with glycosyltransferases. Overall, the study envisages a first step towards the development of a platform for the cell‐free production of LLOs as precursors for in vitro glycoengineering of proteins.
Collapse
Affiliation(s)
- Thomas F T Rexer
- Max Planck Institute for Dynamics of Complex Technical Systems, Bioprocess Engineering, Magdeburg, Germany
| | - Anna Schildbach
- Department of Downstream Processing, Institute of Pharmacy, Martin Luther University Halle-Wittenberg, Halle (Saale), Germany
| | - Jan Klapproth
- Department of Downstream Processing, Institute of Pharmacy, Martin Luther University Halle-Wittenberg, Halle (Saale), Germany
| | - Angelika Schierhorn
- Institute of Biochemistry and Biotechnology, Martin Luther University Halle-Wittenberg, Halle (Saale), Germany
| | - Reza Mahour
- Max Planck Institute for Dynamics of Complex Technical Systems, Bioprocess Engineering, Magdeburg, Germany
| | - Markus Pietzsch
- Department of Downstream Processing, Institute of Pharmacy, Martin Luther University Halle-Wittenberg, Halle (Saale), Germany
| | - Erdmann Rapp
- Max Planck Institute for Dynamics of Complex Technical Systems, Bioprocess Engineering, Magdeburg, Germany
| | - Udo Reichl
- Max Planck Institute for Dynamics of Complex Technical Systems, Bioprocess Engineering, Magdeburg, Germany.,Otto-von-Guericke University Magdeburg, Chair of Bioprocess Engineering, Magdeburg, Germany
| |
Collapse
|
90
|
Isaacs J, Gonçalves J, Strohal R, Castañeda-Hernández G, Azevedo V, Dörner T, McInnes I. The biosimilar approval process: how different is it? ACTA ACUST UNITED AC 2017. [DOI: 10.1136/conmed-2017-100003] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
|
91
|
Beyer B, Schuster M, Jungbauer A, Lingg N. Microheterogeneity of Recombinant Antibodies: Analytics and Functional Impact. Biotechnol J 2017; 13. [PMID: 28862393 DOI: 10.1002/biot.201700476] [Citation(s) in RCA: 49] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2017] [Revised: 08/08/2017] [Indexed: 02/04/2023]
Abstract
Antibodies are typical examples of biopharmaceuticals which are composed of numerous, almost infinite numbers of potential molecular entities called variants or isoforms, which constitute the microheterogeneity of these molecules. These variants are generated during biosynthesis by so-called posttranslational modification, during purification or upon storage. The variants differ in biological properties such as pharmacodynamic properties, for example, Antibody Dependent Cellular Cytotoxicity, complement activation, and pharmacokinetic properties, for example, serum half-life and safety. Recent progress in analytical technologies such as various modes of liquid chromatography and mass spectrometry has helped to elucidate the structure of a lot of these variants and their biological properties. In this review the most important modifications (glycosylation, terminal modifications, amino acid side chain modifications, glycation, disulfide bond variants and aggregation) are reviewed and an attempt is made to give an overview on the biological properties, for which the reports are often contradictory. Even though there is a deep understanding of cellular and molecular mechanism of antibody modification and their consequences, the clinical proof of the effects observed in vitro and in vivo is still not fully rendered. For some modifications such as core-fucosylation of the N-glycan and aggregation the effects are clear and should be monitored, but with others such as C-terminal lysine clipping the reports are contradictory. As a consequence it seems too early to tell if any modification can be safely ignored.
Collapse
Affiliation(s)
- Beate Beyer
- Department of Biotechnology, University of Natural Resources and Life Sciences Vienna, Vienna, Austria.,Austrian Centre of Industrial Biotechnology, Vienna, Austria
| | | | - Alois Jungbauer
- Department of Biotechnology, University of Natural Resources and Life Sciences Vienna, Vienna, Austria.,Austrian Centre of Industrial Biotechnology, Vienna, Austria
| | - Nico Lingg
- Austrian Centre of Industrial Biotechnology, Vienna, Austria
| |
Collapse
|
92
|
Huang Z, Lee DY, Yoon S. Quantitative intracellular flux modeling and applications in biotherapeutic development and production using CHO cell cultures. Biotechnol Bioeng 2017; 114:2717-2728. [DOI: 10.1002/bit.26384] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2016] [Revised: 06/07/2017] [Accepted: 07/12/2017] [Indexed: 12/23/2022]
Affiliation(s)
- Zhuangrong Huang
- Department of Chemical Engineering, University of Massachusetts Lowell; One University Avenue; Lowell Massachusetts
| | - Dong-Yup Lee
- Department of Chemical and Biomolecular Engineering; National University of Singapore; Singapore Singapore
- Bioprocessing Technology Institute; Agency for Science, Technology and Research (A*STAR); Singapore Singapore
| | - Seongkyu Yoon
- Department of Chemical Engineering, University of Massachusetts Lowell; One University Avenue; Lowell Massachusetts
| |
Collapse
|
93
|
Glycosylation flux analysis reveals dynamic changes of intracellular glycosylation flux distribution in Chinese hamster ovary fed-batch cultures. Metab Eng 2017; 43:9-20. [PMID: 28754360 DOI: 10.1016/j.ymben.2017.07.005] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2017] [Revised: 06/29/2017] [Accepted: 07/20/2017] [Indexed: 01/06/2023]
Abstract
N-linked glycosylation of proteins has both functional and structural significance. Importantly, the glycan structure of a therapeutic protein influences its efficacy, pharmacokinetics, pharmacodynamics and immunogenicity. In this work, we developed glycosylation flux analysis (GFA) for predicting intracellular production and consumption rates (fluxes) of glycoforms, and applied this analysis to CHO fed-batch immunoglobulin G (IgG) production using two different media compositions, with and without additional manganese feeding. The GFA is based on a constraint-based modeling of the glycosylation network, employing a pseudo steady state assumption. While the glycosylation fluxes in the network are balanced at each time point, the GFA allows the fluxes to vary with time by way of two scaling factors: (1) an enzyme-specific factor that captures the temporal changes among glycosylation reactions catalysed by the same enzyme, and (2) the cell specific productivity factor that accounts for the dynamic changes in the IgG production rate. The GFA of the CHO fed-batch cultivations showed that regardless of the media composition, galactosylation fluxes decreased with the cultivation time more significantly than the other glycosylation reactions. Furthermore, the GFA showed that the addition of Mn, a cofactor of galactosyltransferase, has the effect of increasing the galactosylation fluxes but only during the beginning of the cultivation period. The results thus demonstrated the power of the GFA in delineating the dynamic alterations of the glycosylation fluxes by local (enzyme-specific) and global (cell specific productivity) factors.
Collapse
|
94
|
Chen CL, Hsu JC, Lin CW, Wang CH, Tsai MH, Wu CY, Wong CH, Ma C. Crystal Structure of a Homogeneous IgG-Fc Glycoform with the N-Glycan Designed to Maximize the Antibody Dependent Cellular Cytotoxicity. ACS Chem Biol 2017; 12:1335-1345. [PMID: 28318221 DOI: 10.1021/acschembio.7b00140] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
N-glycosylation on IgG modulates Fc conformation and effector functions. An IgG-Fc contains a human sialo-complex type (hSCT) glycan of biantennary structure with two α2,6-sialylations and without core-fucosylation is an optimized glycoform developed to enhance the antibody dependent cellular cytotoxicity (ADCC). hSCT modification not only enhances the binding affinity to Fc receptors in the presence of antigen but also in some cases provides gain-of-function effector activity. We used enzymatic glyco-engineering to prepare an IgG-Fc with homogeneous hSCT attached to each CH2 domain and solved its crystal structure. A compact form and an open form were observed in an asymmetric unit in the crystal. In the compact structure, the double glycan latches from the two hSCT chains stabilize the CH2 domains in a closed conformation. In the open structure, the terminal sialic acid (N-acetylneuraminic acid or NeuNAc) residue interacts through water-mediated hydrogen bonds with the D249-L251 helix, to modulate the pivot region of the CH2-CH3 interface. The double glycan latches and the sialic acid modulation may be mutually exclusive. This is the first crystal structure of glyco-engineered Fc with enhanced effector activities. This work provides insights into the relationship between the structural stability and effector functions affected by hSCT modification and the development of better antibodies for therapeutic applications.
Collapse
Affiliation(s)
- Chia-Lin Chen
- Genomics
Research Center, Academia Sinica, Taipei, Taiwan
- Chemical
Biology and Molecular Biophysics program, Taiwan International Graduate
Program, Academia Sinica, Taipei, Taiwan
- Institute
of Biochemical Sciences, National Taiwan University, Taipei, Taiwan
| | - Jen-Chi Hsu
- Genomics
Research Center, Academia Sinica, Taipei, Taiwan
| | - Chin-Wei Lin
- Genomics
Research Center, Academia Sinica, Taipei, Taiwan
- Chemical
Biology and Molecular Biophysics program, Taiwan International Graduate
Program, Academia Sinica, Taipei, Taiwan
- Department
of Chemistry, National Taiwan University, Taipei, Taiwan
| | | | | | - Chung-Yi Wu
- Genomics
Research Center, Academia Sinica, Taipei, Taiwan
- Chemical
Biology and Molecular Biophysics program, Taiwan International Graduate
Program, Academia Sinica, Taipei, Taiwan
| | - Chi-Huey Wong
- Genomics
Research Center, Academia Sinica, Taipei, Taiwan
- Chemical
Biology and Molecular Biophysics program, Taiwan International Graduate
Program, Academia Sinica, Taipei, Taiwan
- Institute
of Biochemical Sciences, National Taiwan University, Taipei, Taiwan
- Department
of Chemistry, National Taiwan University, Taipei, Taiwan
| | - Che Ma
- Genomics
Research Center, Academia Sinica, Taipei, Taiwan
- Chemical
Biology and Molecular Biophysics program, Taiwan International Graduate
Program, Academia Sinica, Taipei, Taiwan
| |
Collapse
|
95
|
Yang Y, Wang G, Song T, Lebrilla CB, Heck AJR. Resolving the micro-heterogeneity and structural integrity of monoclonal antibodies by hybrid mass spectrometric approaches. MAbs 2017; 9:638-645. [PMID: 28281873 PMCID: PMC5419080 DOI: 10.1080/19420862.2017.1290033] [Citation(s) in RCA: 38] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023] Open
Abstract
For therapeutic monoclonal antibodies (mAbs), detailed analysis of the structural integrity and heterogeneity, which results from multiple types of post-translational modifications (PTMs), is relevant to various processes, including product characterization, storage stability and quality control. Despite the recent rapid development of new bioanalytical techniques, it is still challenging to completely characterize the proteoform profile of a mAb. As a nearly indispensable tool in mAb analysis, mass spectrometry (MS) provides unique structural information at multiple levels. Here, we tested a hybrid strategy for the comprehensive characterization of micro-heterogeneity by integrating 2 state-of-the-art MS-based approaches, high-resolution native MS and targeted glycan profiling, to perform complementary analysis at the intact protein level and released glycan level, respectively. We compared the performance of these methods using samples of engineered half-body IgG4s and a panel of mAbs approved for human use. The glycosylation characterization data derived from these approaches were found to be mutually consistent in composition profiling, and complementary in identification and relative-quantitation of low-abundant uncommon glycoforms. In addition, multiple other sources of micro-heterogeneity, such as glycation, lack of glycosylation, and loss of light chains, could be detected by this approach, and the contribution of multiple types of modifications to the overall micro-heterogeneity could be assessed using our superposition algorithm. Our data demonstrate that the hybrid strategy allows reliable and thorough characterization of mAbs, revealing product characteristics that would easily be missed if only a single approach were used.
Collapse
Affiliation(s)
- Yang Yang
- a Biomolecular Mass Spectrometry and Proteomics , Bijvoet Center for Biomolecular Research and Utrecht Institute for Pharmaceutical Sciences, University of Utrecht , Utrecht , The Netherlands.,b Netherlands Proteomics Center , Utrecht , The Netherlands
| | - Guanbo Wang
- a Biomolecular Mass Spectrometry and Proteomics , Bijvoet Center for Biomolecular Research and Utrecht Institute for Pharmaceutical Sciences, University of Utrecht , Utrecht , The Netherlands.,b Netherlands Proteomics Center , Utrecht , The Netherlands
| | - Ting Song
- c Department of Chemistry , University of California , Davis , CA , USA
| | | | - Albert J R Heck
- a Biomolecular Mass Spectrometry and Proteomics , Bijvoet Center for Biomolecular Research and Utrecht Institute for Pharmaceutical Sciences, University of Utrecht , Utrecht , The Netherlands.,b Netherlands Proteomics Center , Utrecht , The Netherlands
| |
Collapse
|
96
|
How to Use Mechanistic Metabolic Modeling to Ensure High Quality Glycoprotein Production. ACTA ACUST UNITED AC 2017. [DOI: 10.1016/b978-0-444-63965-3.50475-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register]
|
97
|
Jefferis R. Recombinant Proteins and Monoclonal Antibodies. ADVANCES IN BIOCHEMICAL ENGINEERING/BIOTECHNOLOGY 2017; 175:281-318. [DOI: 10.1007/10_2017_32] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
|
98
|
Fan Y, Kildegaard HF, Andersen MR. Engineer Medium and Feed for Modulating N-Glycosylation of Recombinant Protein Production in CHO Cell Culture. Methods Mol Biol 2017; 1603:209-226. [PMID: 28493133 DOI: 10.1007/978-1-4939-6972-2_14] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
Chinese hamster ovary (CHO) cells have become the primary expression system for the production of complex recombinant proteins due to their long-term success in industrial scale production and generating appropriate protein N-glycans similar to that of humans. Control and optimization of protein N-glycosylation is crucial, as the structure of N-glycans can largely influence both biological and physicochemical properties of recombinant proteins. Protein N-glycosylation in CHO cell culture can be controlled and tuned by engineering medium, feed, culture process, as well as genetic elements of the cell. In this chapter, we will focus on how to carry out experiments for N-glycosylation modulation through medium and feed optimization. The workflow and typical methods involved in the experiment process will be presented.
Collapse
Affiliation(s)
- Yuzhou Fan
- Department of Systems Biology, Technical University of Denmark, Kgs. Lyngby, Denmark.
- The Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800 Kgs. Lyngby, Denmark.
| | - Helene Faustrup Kildegaard
- The Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800 Kgs. Lyngby, Denmark
| | | |
Collapse
|
99
|
Hefzi H, Ang KS, Hanscho M, Bordbar A, Ruckerbauer D, Lakshmanan M, Orellana CA, Baycin-Hizal D, Huang Y, Ley D, Martinez VS, Kyriakopoulos S, Jiménez NE, Zielinski DC, Quek LE, Wulff T, Arnsdorf J, Li S, Lee JS, Paglia G, Loira N, Spahn PN, Pedersen LE, Gutierrez JM, King ZA, Lund AM, Nagarajan H, Thomas A, Abdel-Haleem AM, Zanghellini J, Kildegaard HF, Voldborg BG, Gerdtzen ZP, Betenbaugh MJ, Palsson BO, Andersen MR, Nielsen LK, Borth N, Lee DY, Lewis NE. A Consensus Genome-scale Reconstruction of Chinese Hamster Ovary Cell Metabolism. Cell Syst 2016; 3:434-443.e8. [PMID: 27883890 PMCID: PMC5132346 DOI: 10.1016/j.cels.2016.10.020] [Citation(s) in RCA: 152] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2016] [Revised: 06/16/2016] [Accepted: 10/21/2016] [Indexed: 12/22/2022]
Abstract
Chinese hamster ovary (CHO) cells dominate biotherapeutic protein production and are widely used in mammalian cell line engineering research. To elucidate metabolic bottlenecks in protein production and to guide cell engineering and bioprocess optimization, we reconstructed the metabolic pathways in CHO and associated them with >1,700 genes in the Cricetulus griseus genome. The genome-scale metabolic model based on this reconstruction, iCHO1766, and cell-line-specific models for CHO-K1, CHO-S, and CHO-DG44 cells provide the biochemical basis of growth and recombinant protein production. The models accurately predict growth phenotypes and known auxotrophies in CHO cells. With the models, we quantify the protein synthesis capacity of CHO cells and demonstrate that common bioprocess treatments, such as histone deacetylase inhibitors, inefficiently increase product yield. However, our simulations show that the metabolic resources in CHO are more than three times more efficiently utilized for growth or recombinant protein synthesis following targeted efforts to engineer the CHO secretory pathway. This model will further accelerate CHO cell engineering and help optimize bioprocesses.
Collapse
Affiliation(s)
- Hooman Hefzi
- Department of Bioengineering, University of California, San Diego, La Jolla, CA 92093, USA; Novo Nordisk Foundation Center for Biosustainability at the School of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Kok Siong Ang
- Department of Chemical and Biomolecular Engineering, National University of Singapore, 4 Engineering Drive 4, Singapore 117585, Singapore; Bioprocessing Technology Institute, Agency for Science, Technology and Research (A(∗)STAR), 20 Biopolis Way, 06-01, Centros, Singapore 138668, Singapore
| | - Michael Hanscho
- Department of Biotechnology, University of Natural Resources and Life Sciences, Vienna, 1190 Vienna, Austria; Austrian Centre of Industrial Biotechnology, 1190 Vienna, Austria
| | - Aarash Bordbar
- Department of Bioengineering, University of California, San Diego, La Jolla, CA 92093, USA
| | - David Ruckerbauer
- Department of Biotechnology, University of Natural Resources and Life Sciences, Vienna, 1190 Vienna, Austria; Austrian Centre of Industrial Biotechnology, 1190 Vienna, Austria
| | - Meiyappan Lakshmanan
- Bioprocessing Technology Institute, Agency for Science, Technology and Research (A(∗)STAR), 20 Biopolis Way, 06-01, Centros, Singapore 138668, Singapore
| | - Camila A Orellana
- Australian Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland, Corner College and Cooper Roads (Building 75), Brisbane, QLD 4072, Australia
| | - Deniz Baycin-Hizal
- Department of Chemical and Biomolecular Engineering, Johns Hopkins University, Baltimore, MD 21218, USA
| | - Yingxiang Huang
- Bioinformatics and Systems Biology Program, University of California, San Diego, La Jolla 92093, CA, USA
| | - Daniel Ley
- Department of Systems Biology, Technical University of Denmark, 2800 Kgs. Lyngby, Denmark; Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800 Kgs. Lyngby, Denmark
| | - Veronica S Martinez
- Australian Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland, Corner College and Cooper Roads (Building 75), Brisbane, QLD 4072, Australia
| | - Sarantos Kyriakopoulos
- Bioprocessing Technology Institute, Agency for Science, Technology and Research (A(∗)STAR), 20 Biopolis Way, 06-01, Centros, Singapore 138668, Singapore
| | - Natalia E Jiménez
- Centre for Biotechnology and Bioengineering, Department of Chemical Engineering and Biotechnology, University of Chile, Santiago 8370456, Chile; MATHomics, Center for Mathematical Modeling; Center for Genome Regulation (Fondap 15090007), University of Chile, Santiago 8370456, Chile
| | - Daniel C Zielinski
- Department of Bioengineering, University of California, San Diego, La Jolla, CA 92093, USA
| | - Lake-Ee Quek
- Australian Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland, Corner College and Cooper Roads (Building 75), Brisbane, QLD 4072, Australia
| | - Tune Wulff
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800 Kgs. Lyngby, Denmark
| | - Johnny Arnsdorf
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800 Kgs. Lyngby, Denmark
| | - Shangzhong Li
- Department of Bioengineering, University of California, San Diego, La Jolla, CA 92093, USA; Novo Nordisk Foundation Center for Biosustainability at the School of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Jae Seong Lee
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800 Kgs. Lyngby, Denmark
| | - Giuseppe Paglia
- Center for Systems Biology, University of Iceland, 101 Reykjavik, Iceland
| | - Nicolas Loira
- Centre for Biotechnology and Bioengineering, Department of Chemical Engineering and Biotechnology, University of Chile, Santiago 8370456, Chile; MATHomics, Center for Mathematical Modeling; Center for Genome Regulation (Fondap 15090007), University of Chile, Santiago 8370456, Chile
| | - Philipp N Spahn
- Department of Bioengineering, University of California, San Diego, La Jolla, CA 92093, USA; Novo Nordisk Foundation Center for Biosustainability at the School of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Lasse E Pedersen
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800 Kgs. Lyngby, Denmark
| | - Jahir M Gutierrez
- Department of Bioengineering, University of California, San Diego, La Jolla, CA 92093, USA; Novo Nordisk Foundation Center for Biosustainability at the School of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Zachary A King
- Department of Bioengineering, University of California, San Diego, La Jolla, CA 92093, USA
| | - Anne Mathilde Lund
- Department of Systems Biology, Technical University of Denmark, 2800 Kgs. Lyngby, Denmark; Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800 Kgs. Lyngby, Denmark
| | - Harish Nagarajan
- Bioinformatics and Systems Biology Program, University of California, San Diego, La Jolla 92093, CA, USA
| | - Alex Thomas
- Novo Nordisk Foundation Center for Biosustainability at the School of Medicine, University of California, San Diego, La Jolla, CA 92093, USA; Bioinformatics and Systems Biology Program, University of California, San Diego, La Jolla 92093, CA, USA
| | - Alyaa M Abdel-Haleem
- Novo Nordisk Foundation Center for Biosustainability at the School of Medicine, University of California, San Diego, La Jolla, CA 92093, USA; Computational Bioscience Research Centre, King Abdullah University of Science and Technology, Thuwal 23955, Saudi Arabia
| | - Juergen Zanghellini
- Department of Biotechnology, University of Natural Resources and Life Sciences, Vienna, 1190 Vienna, Austria; Austrian Centre of Industrial Biotechnology, 1190 Vienna, Austria
| | - Helene F Kildegaard
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800 Kgs. Lyngby, Denmark
| | - Bjørn G Voldborg
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800 Kgs. Lyngby, Denmark
| | - Ziomara P Gerdtzen
- Centre for Biotechnology and Bioengineering, Department of Chemical Engineering and Biotechnology, University of Chile, Santiago 8370456, Chile; MATHomics, Center for Mathematical Modeling; Center for Genome Regulation (Fondap 15090007), University of Chile, Santiago 8370456, Chile
| | - Michael J Betenbaugh
- Department of Chemical and Biomolecular Engineering, Johns Hopkins University, Baltimore, MD 21218, USA
| | - Bernhard O Palsson
- Department of Bioengineering, University of California, San Diego, La Jolla, CA 92093, USA; Novo Nordisk Foundation Center for Biosustainability at the School of Medicine, University of California, San Diego, La Jolla, CA 92093, USA; Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800 Kgs. Lyngby, Denmark; Department of Pediatrics, University of California, San Diego, La Jolla, CA 92093, USA
| | - Mikael R Andersen
- Department of Systems Biology, Technical University of Denmark, 2800 Kgs. Lyngby, Denmark
| | - Lars K Nielsen
- Australian Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland, Corner College and Cooper Roads (Building 75), Brisbane, QLD 4072, Australia
| | - Nicole Borth
- Department of Biotechnology, University of Natural Resources and Life Sciences, Vienna, 1190 Vienna, Austria; Austrian Centre of Industrial Biotechnology, 1190 Vienna, Austria.
| | - Dong-Yup Lee
- Department of Chemical and Biomolecular Engineering, National University of Singapore, 4 Engineering Drive 4, Singapore 117585, Singapore; Bioprocessing Technology Institute, Agency for Science, Technology and Research (A(∗)STAR), 20 Biopolis Way, 06-01, Centros, Singapore 138668, Singapore.
| | - Nathan E Lewis
- Novo Nordisk Foundation Center for Biosustainability at the School of Medicine, University of California, San Diego, La Jolla, CA 92093, USA; Department of Pediatrics, University of California, San Diego, La Jolla, CA 92093, USA.
| |
Collapse
|
100
|
McDonald AG, Hayes JM, Davey GP. Metabolic flux control in glycosylation. Curr Opin Struct Biol 2016; 40:97-103. [DOI: 10.1016/j.sbi.2016.08.007] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2016] [Revised: 08/04/2016] [Accepted: 08/29/2016] [Indexed: 11/17/2022]
|