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Zhu Q, Geng D, Li J, Zhang J, Sun H, Fan Z, He J, Hao N, Tian Y, Wen L, Li T, Qin W, Chu X, Wang Y, Yi W. A Computational and Chemical Design Strategy for Manipulating Glycan-Protein Recognition. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024; 11:e2308522. [PMID: 38582526 PMCID: PMC11199974 DOI: 10.1002/advs.202308522] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/08/2023] [Revised: 03/23/2024] [Indexed: 04/08/2024]
Abstract
Glycans are complex biomolecules that encode rich information and regulate various biological processes, such as fertilization, host-pathogen binding, and immune recognition, through interactions with glycan-binding proteins. A key driving force for glycan-protein recognition is the interaction between the π electron density of aromatic amino acid side chains and polarized C─H groups of the pyranose (termed the CH-π interaction). However, the relatively weak binding affinity between glycans and proteins has hindered the application of glycan detection and imaging. Here, computational modeling and molecular dynamics simulations are employed to design a chemical strategy that enhances the CH-π interaction between glycans and proteins by genetically incorporating electron-rich tryptophan derivatives into a lectin PhoSL, which specifically recognizes core fucosylated N-linked glycans. This significantly enhances the binding affinity of PhoSL with the core fucose ligand and enables sensitive detection and imaging of core fucosylated glycans in vitro and in xenograft tumors in mice. Further, the study showed that this strategy is applicable to improve the binding affinity of GafD lectin for N-acetylglucosamine-containing glycans. The approach thus provides a general and effective way to manipulate glycan-protein recognition for glycoscience applications.
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Affiliation(s)
- Qiang Zhu
- Departments of Biochemistry & BiophysicsCollege of Life SciencesZhejiang UniversityHangzhou310012China
| | - Didi Geng
- Departments of Biochemistry & BiophysicsCollege of Life SciencesZhejiang UniversityHangzhou310012China
| | - Jingchao Li
- Departments of Biochemistry & BiophysicsCollege of Life SciencesZhejiang UniversityHangzhou310012China
| | - Jinqiu Zhang
- Departments of Biochemistry & BiophysicsCollege of Life SciencesZhejiang UniversityHangzhou310012China
| | - Haofan Sun
- National Center for Protein Sciences BeijingState Key Laboratory of ProteomicsBeijing Proteome Research CenterBeijing Institute of LifeomicsBeijing100026China
| | - Zhiya Fan
- National Center for Protein Sciences BeijingState Key Laboratory of ProteomicsBeijing Proteome Research CenterBeijing Institute of LifeomicsBeijing100026China
| | - Jiahui He
- Departments of Biochemistry & BiophysicsCollege of Life SciencesZhejiang UniversityHangzhou310012China
| | - Ninghui Hao
- The Provincial International Science and Technology Cooperation Base on Engineering BiologyShanghai Institute for Advanced StudyInstitute of Quantitative BiologyInternational Campus of Zhejiang UniversityHaining314499China
| | - Yinping Tian
- Carbohydrate‐Based Drug Research CenterShanghai Institute of Materia MedicaChinese Academy of SciencesShanghai201203China
| | - Liuqing Wen
- Carbohydrate‐Based Drug Research CenterShanghai Institute of Materia MedicaChinese Academy of SciencesShanghai201203China
| | - Tiehai Li
- Carbohydrate‐Based Drug Research CenterShanghai Institute of Materia MedicaChinese Academy of SciencesShanghai201203China
| | - Weijie Qin
- National Center for Protein Sciences BeijingState Key Laboratory of ProteomicsBeijing Proteome Research CenterBeijing Institute of LifeomicsBeijing100026China
| | - Xiakun Chu
- Advanced Materials ThrustFunction HubThe Hong Kong University of Science and TechnologyGuangzhou511400China
| | - Yong Wang
- Departments of Biochemistry & BiophysicsCollege of Life SciencesZhejiang UniversityHangzhou310012China
- The Provincial International Science and Technology Cooperation Base on Engineering BiologyShanghai Institute for Advanced StudyInstitute of Quantitative BiologyInternational Campus of Zhejiang UniversityHaining314499China
| | - Wen Yi
- Departments of Biochemistry & BiophysicsCollege of Life SciencesZhejiang UniversityHangzhou310012China
- Cancer CentreZhejiang UniversityHangzhou310012China
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2
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Dubey KK, Kumar A, Baldia A, Rajput D, Kateriya S, Singh R, Nikita, Tandon R, Mishra YK. Biomanufacturing of glycosylated antibodies: Challenges, solutions, and future prospects. Biotechnol Adv 2023; 69:108267. [PMID: 37813174 DOI: 10.1016/j.biotechadv.2023.108267] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2023] [Revised: 09/03/2023] [Accepted: 09/28/2023] [Indexed: 10/11/2023]
Abstract
Traditionally, recombinant protein production has been done in several expression hosts of bacteria, fungi, and majorly CHO (Chinese Hamster Ovary) cells; few have high production costs and are susceptible to harmful toxin contamination. Green algae have the potential to produce recombinant proteins in a more sustainable manner. Microalgal diversity leads to offer excellent opportunities to produce glycosylated antibodies. An antibody with humanized glycans plays a crucial role in cellular communication that works to regulate cells and molecules, to control disease, and to stimulate immunity. Therefore, it becomes necessary to understand the role of abiotic factors (light, temperature, pH, etc.) in the production of bioactive molecules and molecular mechanisms of product synthesis from microalgae which would lead to harnessing the potential of algal bio-refinery. However, the potential of microalgae as the source of bio-refinery has been less explored. In the present review, omics approaches for microalgal engineering, methods of humanized glycoproteins production focusing majorly on N-glycosylation pathways, light-based regulation of glycosylation machinery, and production of antibodies with humanized glycans in microalgae with a major emphasis on modulation of post-translation machinery of microalgae which might play a role in better understanding of microalgal potential as a source for antibody production along with future perspectives.
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Affiliation(s)
- Kashyap Kumar Dubey
- Biomanufacturing and Process Development Laboratory, School of Biotechnology, Jawaharlal Nehru University, New Delhi 110067, India.
| | - Akshay Kumar
- Biomanufacturing and Process Development Laboratory, School of Biotechnology, Jawaharlal Nehru University, New Delhi 110067, India
| | - Anshu Baldia
- Biomanufacturing and Process Development Laboratory, School of Biotechnology, Jawaharlal Nehru University, New Delhi 110067, India
| | - Deepanshi Rajput
- Biomanufacturing and Process Development Laboratory, School of Biotechnology, Jawaharlal Nehru University, New Delhi 110067, India
| | - Suneel Kateriya
- Laboratory of Optobiotechnology, School of Biotechnology, Jawaharlal Nehru University, New Delhi 110067, India
| | - Rajani Singh
- Laboratory of Optobiotechnology, School of Biotechnology, Jawaharlal Nehru University, New Delhi 110067, India
| | - Nikita
- Laboratory of AIDS Research and Immunology, School of Biotechnology, Jawaharlal Nehru University, New Delhi 110067, India
| | - Ravi Tandon
- Laboratory of AIDS Research and Immunology, School of Biotechnology, Jawaharlal Nehru University, New Delhi 110067, India
| | - Yogendra Kumar Mishra
- Mads Clausen Institute, NanoSYD, University of Southern Denmark, Alison 2, 6400 Sønderborg, Denmark.
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3
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García-Alija M, van Moer B, Sastre DE, Azzam T, Du JJ, Trastoy B, Callewaert N, Sundberg EJ, Guerin ME. Modulating antibody effector functions by Fc glycoengineering. Biotechnol Adv 2023; 67:108201. [PMID: 37336296 PMCID: PMC11027751 DOI: 10.1016/j.biotechadv.2023.108201] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2023] [Revised: 06/09/2023] [Accepted: 06/16/2023] [Indexed: 06/21/2023]
Abstract
Antibody based drugs, including IgG monoclonal antibodies, are an expanding class of therapeutics widely employed to treat cancer, autoimmune and infectious diseases. IgG antibodies have a conserved N-glycosylation site at Asn297 that bears complex type N-glycans which, along with other less conserved N- and O-glycosylation sites, fine-tune effector functions, complement activation, and half-life of antibodies. Fucosylation, galactosylation, sialylation, bisection and mannosylation all generate glycoforms that interact in a specific manner with different cellular antibody receptors and are linked to a distinct functional profile. Antibodies, including those employed in clinical settings, are generated with a mixture of glycoforms attached to them, which has an impact on their efficacy, stability and effector functions. It is therefore of great interest to produce antibodies containing only tailored glycoforms with specific effects associated with them. To this end, several antibody engineering strategies have been developed, including the usage of engineered mammalian cell lines, in vitro and in vivo glycoengineering.
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Affiliation(s)
- Mikel García-Alija
- Structural Glycobiology Laboratory, Biocruces Health Research Institute, Barakaldo, Bizkaia 48903, Spain
| | - Berre van Moer
- VIB Center for Medical Biotechnology, VIB, Zwijnaarde, Technologiepark 71, 9052 Ghent (Zwijnaarde), Belgium; Department of Biochemistry and Microbiology, Ghent University, Technologiepark 71, 9052 Ghent (Zwijnaarde), Belgium
| | - Diego E Sastre
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Tala Azzam
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Jonathan J Du
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Beatriz Trastoy
- Structural Glycoimmunology Laboratory, Biocruces Health Research Institute, Barakaldo, Bizkaia, 48903, Spain; Ikerbasque, Basque Foundation for Science, 48009 Bilbao, Spain.
| | - Nico Callewaert
- VIB Center for Medical Biotechnology, VIB, Zwijnaarde, Technologiepark 71, 9052 Ghent (Zwijnaarde), Belgium; Department of Biochemistry and Microbiology, Ghent University, Technologiepark 71, 9052 Ghent (Zwijnaarde), Belgium.
| | - Eric J Sundberg
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA 30322, USA.
| | - Marcelo E Guerin
- Structural Glycobiology Laboratory, Biocruces Health Research Institute, Barakaldo, Bizkaia 48903, Spain; Ikerbasque, Basque Foundation for Science, 48009 Bilbao, Spain.
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4
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Hsu YP, Nourzaie O, Tocher AE, Nerella K, Ermakov G, Jung J, Fowler A, Wu P, Ayesa U, Willingham A, Beaumont M, Ingale S. Site-Specific Antibody Conjugation Using Modified Bisected N-Glycans: Method Development and Potential toward Tunable Effector Function. Bioconjug Chem 2023; 34:1633-1644. [PMID: 37620302 PMCID: PMC10516122 DOI: 10.1021/acs.bioconjchem.3c00302] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2023] [Revised: 08/08/2023] [Indexed: 08/26/2023]
Abstract
Antibody-drug conjugates (ADCs) have garnered worldwide attention for disease treatment, as they possess high target specificity, a long half-life, and outstanding potency to kill or modulate the functions of targets. FDA approval of multiple ADCs for cancer therapy has generated a strong desire for novel conjugation strategies with high biocompatibility and controllable bioproperties. Herein, we present a bisecting glycan-bridged conjugation strategy that enables site-specific conjugation without the need for the oligosaccharide synthesis and genetic engineering of antibodies. Application of this method is demonstrated by conjugation of anti-HER2 human and mouse IgGs with a cytotoxic drug, monomethyl auristatin E. The glycan bridge showed outstanding stability, and the resulting ADCs eliminated HER2-expressing cancer cells effectively. Moreover, our strategy preserves the feasibility of glycan structure remodeling to fine-tune the immunogenicity and pharmacokinetic properties of ADCs through glycoengineering.
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Affiliation(s)
- Yen-Pang Hsu
- MRL,
Merck & Co., Inc., 320 Bent St., Cambridge, Massachusetts 02141, United States
| | - Omar Nourzaie
- MRL,
Merck & Co., Inc., 213 E. Grand Ave., South San Francisco, California 94080, United States
| | - Ariel E. Tocher
- MRL,
Merck & Co., Inc., 33 Avenue Louis Pasteur, Boston, Massachusetts 02115, United States
| | - Kavitha Nerella
- MRL,
Merck & Co., Inc., 320 Bent St., Cambridge, Massachusetts 02141, United States
| | - Grigori Ermakov
- MRL,
Merck & Co., Inc., 213 E. Grand Ave., South San Francisco, California 94080, United States
| | - Jiwon Jung
- MRL,
Merck & Co., Inc., 213 E. Grand Ave., South San Francisco, California 94080, United States
| | - Alexandra Fowler
- MRL,
Merck & Co., Inc., 320 Bent St., Cambridge, Massachusetts 02141, United States
| | - Peidong Wu
- MRL,
Merck & Co., Inc., 320 Bent St., Cambridge, Massachusetts 02141, United States
| | - Umme Ayesa
- MRL, Merck
& Co., Inc., 90 E.
Scott Ave., Rahway, New Jersey 07065, United States
| | - Aarron Willingham
- MRL,
Merck & Co., Inc., 213 E. Grand Ave., South San Francisco, California 94080, United States
| | - Maribel Beaumont
- MRL,
Merck & Co., Inc., 213 E. Grand Ave., South San Francisco, California 94080, United States
| | - Sampat Ingale
- MRL,
Merck & Co., Inc., 320 Bent St., Cambridge, Massachusetts 02141, United States
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5
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Fan S, Li W, Zhang K, Zou X, Shi W, Liu Z, Tang C, Huang W, Tang F. Enhanced antibody-defucosylation capability of α-L-fucosidase by proximity-based protein fusion. Biochem Biophys Res Commun 2023; 645:40-46. [PMID: 36680935 DOI: 10.1016/j.bbrc.2023.01.031] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2022] [Accepted: 01/11/2023] [Indexed: 01/15/2023]
Abstract
Up to date, the reported fucosidases generally show poor activities toward the IgG core-fucose, which limits the efficiency of ENGase-catalyzed glycoengineering process. However, EndoS or EndoS2 owns excellent activity and great selectivity towards the N-glycosylation of IgGs, and their non-catalytic domains are deduced to have specific interactions to IgG Fc domain that result in the great activity and selectivity. Herein, we constructed a series fusion protein of AlfC (an α-l-fucosidase from Lactobacillus casei BL23) with EndoS/S2 non-catalytic domain by replacing the catalytic GH (glycan hydrolase) domain of EndoS/S2 with the AlfC. We found that all these fused AlfCs showed significantly enhanced defucosylation activity toward the deglycosylated IgGs (Fucα1,6GlcNAc-IgG). We also performed the kinetic study of these fusion enzymes, and our results tend to tell that the EndoS-based fusion proteins have higher kcat values while the EndoS2-based ones possess lower Km values other than higher kcat. Conclusively, our research provides an effective approach to improve the activity of AlfC and remarkably shortened the defucosylation process within several minutes, which will significantly promote the development of glycoengineered antibodies in the future.
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Affiliation(s)
- Shuquan Fan
- School of Life Science, Liaocheng University, 1 Hunan Road, Liaocheng, 252000, PR China.
| | - Wanzhen Li
- CAS Key Laboratory of Receptor Research, CAS Center for Excellence in Molecular Cell Science, Center for Biotherapeutics Discovery Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, 555 Zuchongzhi Road, Pudong, Shanghai, 201203, PR China
| | - Kuixing Zhang
- School of Life Science, Liaocheng University, 1 Hunan Road, Liaocheng, 252000, PR China
| | - Xiangman Zou
- CAS Key Laboratory of Receptor Research, CAS Center for Excellence in Molecular Cell Science, Center for Biotherapeutics Discovery Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, 555 Zuchongzhi Road, Pudong, Shanghai, 201203, PR China
| | - Wei Shi
- CAS Key Laboratory of Receptor Research, CAS Center for Excellence in Molecular Cell Science, Center for Biotherapeutics Discovery Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, 555 Zuchongzhi Road, Pudong, Shanghai, 201203, PR China
| | - Zhi Liu
- CAS Key Laboratory of Receptor Research, CAS Center for Excellence in Molecular Cell Science, Center for Biotherapeutics Discovery Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, 555 Zuchongzhi Road, Pudong, Shanghai, 201203, PR China
| | - Caihong Tang
- CAS Key Laboratory of Receptor Research, CAS Center for Excellence in Molecular Cell Science, Center for Biotherapeutics Discovery Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, 555 Zuchongzhi Road, Pudong, Shanghai, 201203, PR China
| | - Wei Huang
- CAS Key Laboratory of Receptor Research, CAS Center for Excellence in Molecular Cell Science, Center for Biotherapeutics Discovery Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, 555 Zuchongzhi Road, Pudong, Shanghai, 201203, PR China; School of Pharmaceutical Science and Technology, Hangzhou, Institute for Advanced Study, University of Chinese Academy of Sciences, Hangzhou, 310024, PR China.
| | - Feng Tang
- CAS Key Laboratory of Receptor Research, CAS Center for Excellence in Molecular Cell Science, Center for Biotherapeutics Discovery Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, 555 Zuchongzhi Road, Pudong, Shanghai, 201203, PR China.
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6
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Hsu YP, Verma D, Sun S, McGregor C, Mangion I, Mann BF. Successive remodeling of IgG glycans using a solid-phase enzymatic platform. Commun Biol 2022; 5:328. [PMID: 35393560 PMCID: PMC8990068 DOI: 10.1038/s42003-022-03257-4] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2021] [Accepted: 03/11/2022] [Indexed: 12/02/2022] Open
Abstract
The success of glycoprotein-based drugs in various disease treatments has become widespread. Frequently, therapeutic glycoproteins exhibit a heterogeneous array of glycans that are intended to mimic human glycopatterns. While immunogenic responses to biologic drugs are uncommon, enabling exquisite control of glycosylation with minimized microheterogeneity would improve their safety, efficacy and bioavailability. Therefore, close attention has been drawn to the development of glycoengineering strategies to control the glycan structures. With the accumulation of knowledge about the glycan biosynthesis enzymes, enzymatic glycan remodeling provides a potential strategy to construct highly ordered glycans with improved efficiency and biocompatibility. In this study, we quantitatively evaluate more than 30 enzymes for glycoengineering immobilized immunoglobulin G, an impactful glycoprotein class in the pharmaceutical field. We demonstrate successive glycan remodeling in a solid-phase platform, which enabled IgG glycan harmonization into a series of complex-type N-glycoforms with high yield and efficiency while retaining native IgG binding affinity. A solid-phase glycan remodeling (SPGR) platform is presented. Over thirty enzymes were evaluated for successive glycoengineering of immobilized antibodies with outstanding performance in several SPGR reactions.
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Affiliation(s)
- Yen-Pang Hsu
- Analytical Research and Development, Merck & Co., Inc, Rahway, NJ, 07065, USA.,Exploratory Science Center, Merck & Co., Inc, Cambridge, MA, 02141, USA
| | - Deeptak Verma
- Computational and Structural Chemistry, Discovery Chemistry, Merck & Co., Inc, Rahway, NJ, 07065, USA
| | - Shuwen Sun
- Analytical Research and Development, Merck & Co., Inc, Rahway, NJ, 07065, USA
| | - Caroline McGregor
- Process Research & Development, Merck & Co., Inc, Rahway, NJ, 07065, USA
| | - Ian Mangion
- Analytical Research and Development, Merck & Co., Inc, Rahway, NJ, 07065, USA
| | - Benjamin F Mann
- Analytical Research and Development, Merck & Co., Inc, Rahway, NJ, 07065, USA.
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7
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Adak AK, Huang KT, Liao CY, Lee YJ, Kuo WH, Huo YR, Li PJ, Chen YJ, Chen BS, Chen YJ, Chu Hwang K, Wayne Chang WS, Lin CC. Investigating a Boronate-Affinity-Guided Acylation Reaction for Labelling Native Antibodies. Chemistry 2022; 28:e202104178. [PMID: 35143090 DOI: 10.1002/chem.202104178] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2021] [Indexed: 12/12/2022]
Abstract
The excellent molecular recognition capabilities of monoclonal antibodies (mAbs) have opened up exciting opportunities for biotherapeutic discovery. Taking advantage of the full potential of this tool necessitates affinity ligands capable of conjugating directly with small molecules to a defined degree of biorthogonality, especially when modifying natural Abs. Herein, a bioorthogonal boronate-affinity-based Ab ligand featuring a 4-(dimethylamino)pyridine and an S-aryl thioester to label full-length Abs is reported. The photoactivatable linker in the acyl donor facilitated purification of azide-labelled Ab (N3 -Ab) was quantitatively cleaved upon brief exposure to UV light while retaining the original Ab activity. Click reactions enabled the precise addition of biotin, a fluorophore, and a pharmacological agent to the purified N3 -Abs. The resulting immunoconjugate showed selectivity against targeted cells. Bioorthogonal traceless design and reagentless purification allow this strategy to be a powerful tool to engineer native antibodies amenable to therapeutic intervention.
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Affiliation(s)
- Avijit K Adak
- Department of Chemistry, National Tsing Hua University, Hsinchu, 300, Taiwan
| | - Kuan-Ting Huang
- Department of Chemistry, National Tsing Hua University, Hsinchu, 300, Taiwan
| | - Chien-Yu Liao
- National Institute of Cancer Research, National Health Research Institutes, Miaoli, 350, Taiwan
| | - Yuan-Jung Lee
- Department of Chemistry, National Tsing Hua University, Hsinchu, 300, Taiwan
| | - Wen-Hua Kuo
- Department of Chemistry, National Tsing Hua University, Hsinchu, 300, Taiwan
| | - Yi-Ren Huo
- Department of Chemistry, National Tsing Hua University, Hsinchu, 300, Taiwan
| | - Pei-Jhen Li
- Department of Chemistry, National Tsing Hua University, Hsinchu, 300, Taiwan
| | - Yi-Ju Chen
- Institute of Chemistry, Academia Sinica, Nankang, Taipei 115, Taiwan
| | - Bo-Shiun Chen
- Institute of Chemistry, Academia Sinica, Nankang, Taipei 115, Taiwan
| | - Yu-Ju Chen
- Institute of Chemistry, Academia Sinica, Nankang, Taipei 115, Taiwan
| | - Kuo Chu Hwang
- Department of Chemistry, National Tsing Hua University, Hsinchu, 300, Taiwan
| | - Wun-Shang Wayne Chang
- National Institute of Cancer Research, National Health Research Institutes, Miaoli, 350, Taiwan
| | - Chun-Cheng Lin
- Department of Chemistry, National Tsing Hua University, Hsinchu, 300, Taiwan.,Department of Medicinal and Applied Chemistry, Kaohsiung Medical University, Kaohsiung, 807, Taiwan
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8
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Glycoengineering of Therapeutic Antibodies with Small Molecule Inhibitors. Antibodies (Basel) 2021; 10:antib10040044. [PMID: 34842612 PMCID: PMC8628514 DOI: 10.3390/antib10040044] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2021] [Revised: 10/27/2021] [Accepted: 10/27/2021] [Indexed: 01/22/2023] Open
Abstract
Monoclonal antibodies (mAbs) are one of the cornerstones of modern medicine, across an increasing range of therapeutic areas. All therapeutic mAbs are glycoproteins, i.e., their polypeptide chain is decorated with glycans, oligosaccharides of extraordinary structural diversity. The presence, absence, and composition of these glycans can have a profound effect on the pharmacodynamic and pharmacokinetic profile of individual mAbs. Approaches for the glycoengineering of therapeutic mAbs—the manipulation and optimisation of mAb glycan structures—are therefore of great interest from a technological, therapeutic, and regulatory perspective. In this review, we provide a brief introduction to the effects of glycosylation on the biological and pharmacological functions of the five classes of immunoglobulins (IgG, IgE, IgA, IgM and IgD) that form the backbone of all current clinical and experimental mAbs, including an overview of common mAb expression systems. We review selected examples for the use of small molecule inhibitors of glycan biosynthesis for mAb glycoengineering, we discuss the potential advantages and challenges of this approach, and we outline potential future applications. The main aim of the review is to showcase the expanding chemical toolbox that is becoming available for mAb glycoengineering to the biology and biotechnology community.
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9
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IgE Antibodies against Cancer: Efficacy and Safety. Antibodies (Basel) 2020; 9:antib9040055. [PMID: 33081206 PMCID: PMC7709114 DOI: 10.3390/antib9040055] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2020] [Revised: 09/25/2020] [Accepted: 10/09/2020] [Indexed: 12/13/2022] Open
Abstract
Immunoglobulin E (IgE) antibodies are well known for their role in allergic diseases and for contributions to antiparasitic immune responses. Properties of this antibody class that mediate powerful effector functions may be redirected for the treatment of solid tumours. This has led to the rise of a new class of therapeutic antibodies to complement the armamentarium of approved tumour targeting antibodies, which to date are all IgG class. The perceived risk of type I hypersensitivity reactions following administration of IgE has necessitated particular consideration in the development of these therapeutic agents. Here, we bring together the properties of IgE antibodies pivotal to the hypothesis for superior antitumour activity compared to IgG, observations of in vitro and in vivo efficacy and mechanisms of action, and a focus on the safety considerations for this novel class of therapeutic agent. These include in vitro studies of potential hypersensitivity, selection of and observations from appropriate in vivo animal models and possible implications of the high degree of glycosylation of IgE. We also discuss the use of ex vivo predictive and monitoring clinical tools, as well as the risk mitigation steps employed in, and the preliminary outcomes from, the first-in-human clinical trial of a candidate anticancer IgE therapeutic.
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10
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Trabik YA, Moenes EM, Al-Ghobashy MA, Nebsen M, Ayad MF. Analytical comparability study of anti-CD20 monoclonal antibodies rituximab and obinutuzumab using a stability-indicating orthogonal testing protocol: Effect of structural optimization and glycoengineering. J Chromatogr B Analyt Technol Biomed Life Sci 2020; 1159:122359. [PMID: 32920338 DOI: 10.1016/j.jchromb.2020.122359] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2020] [Revised: 08/14/2020] [Accepted: 08/29/2020] [Indexed: 01/01/2023]
Abstract
Glycoengineering and biosimilarity are the key factors for growing, promising and progressive approaches in monoclonal antibodies development. In this study, the physicochemical stability of anti-CD20 rituximab (RTX); originator and biosimilar was compared to its glycoengineered humanized version; obinutuzumab (OBZ). An orthogonal stability-indicating protocol using a set of validated bioanalytical techniques; size exclusion high performance liquid chromatography (SE-HPLC), reversed phase liquid chromatography (RP-HPLC), quantitative gel electrophoresis by TapeStation, receptor binding assay and dynamic light scattering (DLS) was used to investigate the effect of different stress factors on the pattern and kinetics of degradation. SE-HPLC results supported with spectral purity showed similar degradation extent with a different pattern of degradation between RTX and OBZ. A lower tendency to form degraded fragments and a relatively higher favorability for degradation through aggregate formation has been revealed in case of OBZ. Results were in agreement with those of DLS and receptor binding assay which showed specificity to the intact antibodies in the presence of their degradation products. Furthermore, results were additionally confirmed through denaturing quantitative gel electrophoresis which suggested reducible covalent bonds as the mechanism for aggregates formation. RP-HPLC results showed two oxidized forms via excessive oxidation of RTX and OBZ with nearly the same degradation percent. Comparability data of RTX and OBZ using the applied methodologies showed that although glycoengineering; carried out to enhance the therapeutic and biological activity of OBZ altered the pattern of degradation but did not significantly affect the overall stability. Results showed also consistent stability profile between the biosimilar and its originator RTX products.
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Affiliation(s)
- Yossra A Trabik
- Pharmaceutical Analytical Chemistry Department, Faculty of Pharmacy, Ain Shams University, Egypt
| | - Eman M Moenes
- National Organization for Research and Control of Biologicals, Egypt
| | - Medhat A Al-Ghobashy
- Analytical Chemistry Department, Faculty of Pharmacy, Cairo University, Egypt; Bioanalysis Research Group, School of Pharmacy, Newgiza University, Egypt.
| | - Marianne Nebsen
- Analytical Chemistry Department, Faculty of Pharmacy, Cairo University, Egypt
| | - Miriam F Ayad
- Pharmaceutical Analytical Chemistry Department, Faculty of Pharmacy, Ain Shams University, Egypt
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11
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A Markov model of glycosylation elucidates isozyme specificity and glycosyltransferase interactions for glycoengineering. CURRENT RESEARCH IN BIOTECHNOLOGY 2020; 2:22-36. [PMID: 32285041 DOI: 10.1016/j.crbiot.2020.01.001] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Glycosylated biopharmaceuticals are important in the global pharmaceutical market. Despite the importance of their glycan structures, our limited knowledge of the glycosylation machinery still hinders controllability of this critical quality attribute. To facilitate discovery of glycosyltransferase specificity and predict glycoengineering efforts, here we extend the approach to model N-linked protein glycosylation as a Markov process. Our model leverages putative glycosyltransferase (GT) specificity to define the biosynthetic pathways for all measured glycans, and the Markov chain modelling is used to learn glycosyltransferase isoform activities and predict glycosylation following glycosyltransferase knock-in/knockout. We apply our methodology to four different glycoengineered therapeutics (i.e., Rituximab, erythropoietin, Enbrel, and alpha-1 antitrypsin) produced in CHO cells. Our model accurately predicted N-linked glycosylation following glycoengineering and further quantified the impact of glycosyltransferase mutations on reactions catalyzed by other glycosyltransferases. By applying these learned GT-GT interaction rules identified from single glycosyltransferase mutants, our model further predicts the outcome of multi-gene glycosyltransferase mutations on the diverse biotherapeutics. Thus, this modeling approach enables rational glycoengineering and the elucidation of relationships between glycosyltransferases, thereby facilitating biopharmaceutical research and aiding the broader study of glycosylation to elucidate the genetic basis of complex changes in glycosylation.
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12
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Yehuda S, Padler-Karavani V. Glycosylated Biotherapeutics: Immunological Effects of N-Glycolylneuraminic Acid. Front Immunol 2020; 11:21. [PMID: 32038661 PMCID: PMC6989436 DOI: 10.3389/fimmu.2020.00021] [Citation(s) in RCA: 39] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2019] [Accepted: 01/07/2020] [Indexed: 12/14/2022] Open
Abstract
The emerging field of biotherapeutics provides successful treatments for various diseases, yet immunogenicity and limited efficacy remain major concerns for many products. Glycosylation is a key factor determining the pharmacological properties of biotherapeutics, including their stability, solubility, bioavailability, pharmacokinetics, and immunogenicity. Hence, an increased attention is directed at optimizing the glycosylation properties of biotherapeutics. Currently, most biotherapeutics are produced in non-human mammalian cells in light of their ability to produce human-like glycosylation. However, most mammals produce the sialic acid N-glycolylneuraminic acid (Neu5Gc), while humans cannot due to a specific genetic defect. Humans consume Neu5Gc in their diet from mammalian derived foods (red meat and dairy) and produce polyclonal antibodies against diverse Neu5Gc-glycans. Moreover, Neu5Gc can metabolically incorporate into human cells and become presented on surface or secreted glycans, glycoproteins, and glycolipids. Several studies in mice suggested that the combination of Neu5Gc-containing epitopes and anti-Neu5Gc antibodies could contribute to exacerbation of chronic inflammation-mediated diseases (e.g., cancer, cardiovascular diseases, and autoimmunity). This could potentially become complicated with exposure to Neu5Gc-containing biotherapeutics, bio-devices or xenografts. Indeed, Neu5Gc can be found on various approved and marketed biotherapeutics. Here, we provide a perspective review on the possible consequences of Neu5Gc glycosylation of therapeutic protein drugs due to the limited published evidence of Neu5Gc glycosylation on marketed biotherapeutics and studies on their putative effects on immunogenicity, drug efficacy, and safety.
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Affiliation(s)
- Sharon Yehuda
- Department of Cell Research and Immunology, The George S. Wise Faculty of Life Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Vered Padler-Karavani
- Department of Cell Research and Immunology, The George S. Wise Faculty of Life Sciences, Tel Aviv University, Tel Aviv, Israel
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13
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Karottki KJLC, Hefzi H, Xiong K, Shamie I, Hansen AH, Li S, Pedersen LE, Li S, Lee JS, Lee GM, Kildegaard HF, Lewis NE. Awakening dormant glycosyltransferases in CHO cells with CRISPRa. Biotechnol Bioeng 2019; 117:593-598. [PMID: 31631317 DOI: 10.1002/bit.27199] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2019] [Revised: 10/09/2019] [Accepted: 10/15/2019] [Indexed: 12/21/2022]
Abstract
Chinese hamster ovary (CHO) cells are the preferred workhorse for the biopharmaceutical industry, and CRISPR/Cas9 has proven powerful for generating targeted gene perturbations in CHO cells. Here, we expand the CRISPR engineering toolbox with CRISPR activation (CRISPRa) to increase transcription of endogenous genes. We successfully increased transcription of Mgat3 and St6gal1, and verified their activity on a functional level by subsequently detecting that the appropriate glycan structures were produced. This study demonstrates that CRISPRa can make targeted alterations of CHO cells for desired phenotypes.
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Affiliation(s)
- Karen Julie la Cour Karottki
- The Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Kongens Lyngby, Denmark
| | - Hooman Hefzi
- Department of Pediatrics, University of California San Diego, San Diego, California.,The Novo Nordisk Foundation Center for Biosustainability, University of California San Diego, San Diego, California
| | - Kai Xiong
- The Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Kongens Lyngby, Denmark
| | - Isaac Shamie
- Department of Pediatrics, University of California San Diego, San Diego, California.,The Novo Nordisk Foundation Center for Biosustainability, University of California San Diego, San Diego, California
| | - Anders Holmgaard Hansen
- The Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Kongens Lyngby, Denmark
| | - Songyuan Li
- The Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Kongens Lyngby, Denmark
| | - Lasse Ebdrup Pedersen
- The Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Kongens Lyngby, Denmark
| | - Shangzhong Li
- Department of Pediatrics, University of California San Diego, San Diego, California.,The Novo Nordisk Foundation Center for Biosustainability, University of California San Diego, San Diego, California.,Department of Bioengineering, University of California San Diego, San Diego, California
| | - Jae Seong Lee
- Department of Molecular Science and Technology, Ajou University, Suwon, Republic of Korea
| | - Gyun Min Lee
- The Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Kongens Lyngby, Denmark.,Department of Biological Sciences, KAIST, Daejeon, Republic of Korea
| | - Helene Faustrup Kildegaard
- The Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Kongens Lyngby, Denmark
| | - Nathan E Lewis
- Department of Pediatrics, University of California San Diego, San Diego, California.,The Novo Nordisk Foundation Center for Biosustainability, University of California San Diego, San Diego, California.,Department of Bioengineering, University of California San Diego, San Diego, California
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14
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Kang M, Lu Y, Chen S, Tian F. Harnessing the power of an expanded genetic code toward next-generation biopharmaceuticals. Curr Opin Chem Biol 2018; 46:123-129. [DOI: 10.1016/j.cbpa.2018.07.018] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2018] [Revised: 04/30/2018] [Accepted: 07/13/2018] [Indexed: 10/28/2022]
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15
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Glycans and glycosaminoglycans in neurobiology: key regulators of neuronal cell function and fate. Biochem J 2018; 475:2511-2545. [PMID: 30115748 DOI: 10.1042/bcj20180283] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2018] [Revised: 07/14/2018] [Accepted: 07/18/2018] [Indexed: 12/16/2022]
Abstract
The aim of the present study was to examine the roles of l-fucose and the glycosaminoglycans (GAGs) keratan sulfate (KS) and chondroitin sulfate/dermatan sulfate (CS/DS) with selected functional molecules in neural tissues. Cell surface glycans and GAGs have evolved over millions of years to become cellular mediators which regulate fundamental aspects of cellular survival. The glycocalyx, which surrounds all cells, actuates responses to growth factors, cytokines and morphogens at the cellular boundary, silencing or activating downstream signaling pathways and gene expression. In this review, we have focused on interactions mediated by l-fucose, KS and CS/DS in the central and peripheral nervous systems. Fucose makes critical contributions in the area of molecular recognition and information transfer in the blood group substances, cytotoxic immunoglobulins, cell fate-mediated Notch-1 interactions, regulation of selectin-mediated neutrophil extravasation in innate immunity and CD-34-mediated new blood vessel development, and the targeting of neuroprogenitor cells to damaged neural tissue. Fucosylated glycoproteins regulate delivery of synaptic neurotransmitters and neural function. Neural KS proteoglycans (PGs) were examined in terms of cellular regulation and their interactive properties with neuroregulatory molecules. The paradoxical properties of CS/DS isomers decorating matrix and transmembrane PGs and the positive and negative regulatory cues they provide to neurons are also discussed.
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16
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Kuo CC, Chiang AW, Shamie I, Samoudi M, Gutierrez JM, Lewis NE. The emerging role of systems biology for engineering protein production in CHO cells. Curr Opin Biotechnol 2017; 51:64-69. [PMID: 29223005 DOI: 10.1016/j.copbio.2017.11.015] [Citation(s) in RCA: 51] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2017] [Revised: 11/24/2017] [Accepted: 11/24/2017] [Indexed: 12/26/2022]
Abstract
To meet the ever-growing demand for effective, safe, and affordable protein therapeutics, decades of intense efforts have aimed to maximize the quantity and quality of recombinant proteins produced in CHO cells. Bioprocessing innovations and cell engineering efforts have improved product titer; however, uncharacterized cellular processes and gene regulatory mechanisms still hinder cell growth, specific productivity, and protein quality. Herein, we summarize recent advances in systems biology and data-driven approaches aiming to unravel how molecular pathways, cellular processes, and extrinsic factors (e.g. media supplementation) influence recombinant protein production. In particular, as the available omics data for CHO cells continue to grow, predictive models and screens will be increasingly used to unravel the biological drivers of protein production, which can be used with emerging genome editing technologies to rationally engineer cells to further control the quantity, quality and affordability of many biologic drugs.
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Affiliation(s)
- Chih-Chung Kuo
- Department of Bioengineering, University of California, San Diego, United States; Novo Nordisk Foundation Center for Biosustainability at the University of California, San Diego, United States
| | - Austin Wt Chiang
- Novo Nordisk Foundation Center for Biosustainability at the University of California, San Diego, United States; Department of Pediatrics, University of California, San Diego, United States
| | - Isaac Shamie
- Novo Nordisk Foundation Center for Biosustainability at the University of California, San Diego, United States; Bioinformatics and Systems Biology Program, University of California, San Diego, United States
| | - Mojtaba Samoudi
- Novo Nordisk Foundation Center for Biosustainability at the University of California, San Diego, United States; Department of Pediatrics, University of California, San Diego, United States
| | - Jahir M Gutierrez
- Department of Bioengineering, University of California, San Diego, United States; Novo Nordisk Foundation Center for Biosustainability at the University of California, San Diego, United States
| | - Nathan E Lewis
- Department of Bioengineering, University of California, San Diego, United States; Novo Nordisk Foundation Center for Biosustainability at the University of California, San Diego, United States; Department of Pediatrics, University of California, San Diego, United States.
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17
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Li W, Zhu Z, Chen W, Feng Y, Dimitrov DS. Crystallizable Fragment Glycoengineering for Therapeutic Antibodies Development. Front Immunol 2017; 8:1554. [PMID: 29181010 PMCID: PMC5693878 DOI: 10.3389/fimmu.2017.01554] [Citation(s) in RCA: 55] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2017] [Accepted: 10/31/2017] [Indexed: 11/23/2022] Open
Abstract
Monoclonal antibody (mAb)-based therapeutics are the fastest growing class of human pharmaceuticals. They are typically IgG1 molecules with N-glycans attached to the N297 residue on crystallizable fragment (Fc). Different Fc glycoforms impact their effector function, pharmacokinetics, stability, aggregation, safety, and immunogenicity. Fc glycoforms affect mAbs effector functions including antibody-dependent cell-mediated cytotoxicity (ADCC) and complement-dependent cytotoxicity (CDC) by modulating the Fc-FcγRs and Fc-C1q interactions. While the terminal galactose enhances CDC activity, the fucose significantly decreases ADCC. Defucosylated immunoglobulin Gs (IgGs) are thus highly pursued as next-generation therapeutic mAbs with potent ADCC at reduced doses. A plethora of cell glycoengineering and chemoenzymatic glycoengineering strategies is emerging to produce IgGs with homogenous glycoforms especially without core fucose. The chemoenzymatic glycosylation remodeling also offers useful avenues for site-specific conjugations of small molecule drugs onto mAbs. Herein, we review the current progress of IgG-Fc glycoengineering. We begin with the discussion of the structures of IgG N-glycans and biosynthesis followed by reviewing the impact of IgG glycoforms on antibody effector functions and the current Fc glycoengineering strategies with emphasis on Fc defucosylation. Furthermore, we briefly discuss two novel therapeutic mAbs formats: aglycosylated mAbs and Fc glycan specific antibody-drug conjugates (ADCs). The advances in the understanding of Fc glycobiology and development of novel glycoengineering technologies have facilitated the generation of therapeutic mAbs with homogenous glycoforms and improved therapeutic efficacy.
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Affiliation(s)
- Wei Li
- Protein Interactions Section, Cancer and Inflammation Program, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Frederick, MD, United States
| | - Zhongyu Zhu
- Protein Interactions Section, Cancer and Inflammation Program, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Frederick, MD, United States
| | - Weizao Chen
- Protein Interactions Section, Cancer and Inflammation Program, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Frederick, MD, United States
| | - Yang Feng
- Protein Interactions Section, Cancer and Inflammation Program, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Frederick, MD, United States
| | - Dimiter S. Dimitrov
- Protein Interactions Section, Cancer and Inflammation Program, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Frederick, MD, United States
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18
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Richelle A, Lewis NE. Improvements in protein production in mammalian cells from targeted metabolic engineering. ACTA ACUST UNITED AC 2017; 6:1-6. [PMID: 29104947 DOI: 10.1016/j.coisb.2017.05.019] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Bioprocess optimization has yielded powerful clones for biotherapeutic production. However, new genomic technologies allow more targeted approaches to cell line development. Here we review efforts to enhance protein production in mammalian cells through metabolic engineering. Most efforts aimed to reduce toxic byproducts accumulation to enhance protein productivity. However, recent work highlights the possibility of regulating other desirable traits (e.g., apoptosis and glycosylation) by targeting central metabolism since these processes are interconnected. Therefore, as we further detail the pathways underlying cell growth and protein production and deploy diverse algorithms for their analysis, opportunities will arise to move beyond simple cell line designs and facilitate cell engineering strategies with complex combinations of genes that together underlie a phenotype of interest.
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Affiliation(s)
- Anne Richelle
- Novo Nordisk Foundation Center for Biosustainability at the University of California, San Diego, School of Medicine, La Jolla, CA 92093, United States.,Department of Pediatrics, University of California, San Diego, School of Medicine, La Jolla, CA 92093, United States
| | - Nathan E Lewis
- Novo Nordisk Foundation Center for Biosustainability at the University of California, San Diego, School of Medicine, La Jolla, CA 92093, United States.,Department of Pediatrics, University of California, San Diego, School of Medicine, La Jolla, CA 92093, United States
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19
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Spahn PN, Hansen AH, Kol S, Voldborg BG, Lewis NE. Predictive glycoengineering of biosimilars using a Markov chain glycosylation model. Biotechnol J 2016; 12. [PMID: 27860290 DOI: 10.1002/biot.201600489] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2016] [Revised: 10/27/2016] [Accepted: 11/15/2016] [Indexed: 12/17/2022]
Abstract
Biosimilar drugs must closely resemble the pharmacological attributes of innovator products to ensure safety and efficacy to obtain regulatory approval. Glycosylation is one critical quality attribute that must be matched, but it is inherently difficult to control due to the complexity of its biogenesis. This usually implies that costly and time-consuming experimentation is required for clone identification and optimization of biosimilar glycosylation. Here, a computational method that utilizes a Markov model of glycosylation to predict optimal glycoengineering strategies to obtain a specific glycosylation profile with desired properties is described. The approach uses a genetic algorithm to find the required quantities to perturb glycosylation reaction rates that lead to the best possible match with a given glycosylation profile. Furthermore, the approach can be used to identify cell lines and clones that will require minimal intervention while achieving a glycoprofile that is most similar to the desired profile. Thus, this approach can facilitate biosimilar design by providing computational glycoengineering guidelines that can be generated with a minimal time and cost.
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Affiliation(s)
- Philipp N Spahn
- Department of Pediatrics, University of California San Diego, School of Medicine, La Jolla, CA, USA.,The Novo Nordisk Foundation Center for Biosustainability at the University of California, San Diego, La Jolla, CA, USA
| | - Anders H Hansen
- The Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Lyngby, Denmark
| | - Stefan Kol
- The Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Lyngby, Denmark
| | - Bjørn G Voldborg
- The Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Lyngby, Denmark
| | - Nathan E Lewis
- Department of Pediatrics, University of California San Diego, School of Medicine, La Jolla, CA, USA.,The Novo Nordisk Foundation Center for Biosustainability at the University of California, San Diego, La Jolla, CA, USA
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