1
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Kendrick BS, Sampathkumar K, Gabrielson JP, Ren D. Analytical control strategy for biologics. Part I: Foundations. J Pharm Sci 2025; 114:103826. [PMID: 40354897 DOI: 10.1016/j.xphs.2025.103826] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2025] [Revised: 05/06/2025] [Accepted: 05/06/2025] [Indexed: 05/14/2025]
Abstract
Biologic therapeutics encompass different modalities with vastly different molecular profiles. Despite these differences, all products follow a similar approach to Pharmaceutical Development, which includes an integrated control strategy that relies on a clinical target product profile (TPP), a quality target product profile (QTPP), biophysical, biochemical and biological characterization, elucidation of critical quality attributes (CQAs), and development of an analytical control strategy. Technical and regulatory requirements for biologics development are established in numerous regulatory guidance documents issued by ICH, FDA, EMA, and other bodies. While there is substantial published knowledge on specific studies needed for development of a product, there is no specific guidance on establishing a comprehensive analytical control strategy as part of a modern integrated control strategy. This commentary is Part I of a two-part commentary series on analytical control strategy. In this part we present the foundations that are essential for developing an analytical control strategy to enable efficient lifecycle management across different biologic protein-based therapeutic modalities. In Part II, we will present a stage-appropriate roadmap to implementing an analytical control strategy from discovery research through the commercial life of the biologic.
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Affiliation(s)
| | - Krishnan Sampathkumar
- SSK Biosolutions LLC, North Potomac, MD, 20878, USA; Currently at Invetx, Inc., By Dechra, Natick, MA, 01760, USA
| | | | - Da Ren
- BioTherapeutics Solutions, Westlake Village, CA, 91361, USA
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2
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Karbyshev MS, Kalashnikova IV, Dubrovskaya VV, Baskakova KO, Kuzmichev PK, Sandig V. Trends and challenges in bispecific antibody production. J Chromatogr A 2025; 1744:465722. [PMID: 39884073 DOI: 10.1016/j.chroma.2025.465722] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2024] [Revised: 01/05/2025] [Accepted: 01/23/2025] [Indexed: 02/01/2025]
Abstract
Bispecific antibodies (bsAbs) represent a rapidly growing field of therapeutic agents. More bsAbs are being approved worldwide and are in various stages of clinical trials. However, the discovery and production of novel bsAbs presents significant challenges due to their complex structure. Thus, precise control of assembly and stability is required, given the many formats developed. This review examines recent trends in bsAb production, focusing on advancements in engineering platforms, production strategies, and challenges in large-scale manufacturing. Key developments include improvements in modular antibody design, novel expression systems, and optimization of bioprocessing techniques to enhance stability, yield, and efficacy. Additionally, the article explores the future potential of bsAbs as next-generation therapeutics, underscoring the growing impact of these innovations on expanding treatment options for patients with unmet medical needs.
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Affiliation(s)
- Mikhail S Karbyshev
- Department of Biotechnology, Moscow Polytechnic University (Moscow Polytech), Moscow, Russia; Department of Biochemistry and Molecular Biology, Pirogov Russian National Research Medical University, Moscow, Russia.
| | | | | | - Kristina O Baskakova
- Department of Biochemistry and Molecular Biology, Pirogov Russian National Research Medical University, Moscow, Russia
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3
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Fukuda M, Nagae S, Takarada T, Noda S, Morita SY, Tanaka M. Potential risk factors of protein aggregation in syringe handling during antibody drug dilution for intravenous administration. J Pharm Sci 2025; 114:1625-1638. [PMID: 39862973 DOI: 10.1016/j.xphs.2024.12.029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2024] [Revised: 12/30/2024] [Accepted: 12/30/2024] [Indexed: 01/27/2025]
Abstract
Protein aggregation, a major concern in biopharmaceutical quality control, can be accelerated by various stresses during clinical handling. This study investigated potential aggregation risk factors during dilution process with syringe handling for intravenous administration. Using γ-globulin and IgG solutions as surrogate models of antibody therapeutics, we examined the effects of high sliding speeds and piston operations of the syringe on protein aggregation during saline dilution. Our results revealed that elevated sliding speeds promoted proteinaceous subvisible and/or visible particle formation, which was further enhanced by piston operations. The proteinaceous particle formation was presumed to be caused by fine air bubbles generated due to rapid pressure changes arising from shear stress during needle passage. While polysorbate 20 effectively suppressed the particle formation induced by the syringe handling at sufficient concentrations, its protective effect became inadequate under high dilution conditions, as exemplified by those encountered in low-body-weight patient protocols. Different proteins exhibited varying susceptibility to the syringe-induced aggregation. These findings demonstrate that the combination of syringe handling and dilution conditions could significantly impact protein stability during clinical handling, particularly for less stable biopharmaceuticals. A deeper understanding of these factors is crucial for developing more robust formulations and establishing safer handling practices for biopharmaceuticals.
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Affiliation(s)
- Masakazu Fukuda
- Laboratory of Functional Molecular Chemistry, Kobe Pharmaceutical University, 4-19-1, Motoyamakita-machi, Higashinada-ku, Kobe 658-8558, Japan.
| | - Shino Nagae
- Laboratory of Functional Molecular Chemistry, Kobe Pharmaceutical University, 4-19-1, Motoyamakita-machi, Higashinada-ku, Kobe 658-8558, Japan
| | - Toru Takarada
- Laboratory of Functional Molecular Chemistry, Kobe Pharmaceutical University, 4-19-1, Motoyamakita-machi, Higashinada-ku, Kobe 658-8558, Japan
| | - Satoshi Noda
- Department of Pharmacotherapeutics, Shiga University of Medical Science, Seta Tsukinowa-cho, Otsu, Shiga 520-2192, Japan; College of Pharmaceutical Sciences, Ritsumeikan University, 1-1-1 Noji-higashi, Kusatsu, Shiga 525-8577, Japan
| | - Shin-Ya Morita
- Department of Pharmacotherapeutics, Shiga University of Medical Science, Seta Tsukinowa-cho, Otsu, Shiga 520-2192, Japan
| | - Masafumi Tanaka
- Laboratory of Functional Molecular Chemistry, Kobe Pharmaceutical University, 4-19-1, Motoyamakita-machi, Higashinada-ku, Kobe 658-8558, Japan
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4
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Velankar KY, Gawalt ES, Wen Y, Meng WS. Pharmaceutical proteins at the interfaces and the role of albumin. Biotechnol Prog 2024; 40:e3474. [PMID: 38647437 DOI: 10.1002/btpr.3474] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2023] [Revised: 01/15/2024] [Accepted: 04/09/2024] [Indexed: 04/25/2024]
Abstract
A critical measure of the quality of pharmaceutical proteins is the preservation of native conformations of the active pharmaceutical ingredients. Denaturation of the active proteins in any step before administration into patients could lead to loss of potency and/or aggregation, which is associated with an increased risk of immunogenicity of the products. Interfacial stress enhances protein instability as their adsorption to the air-liquid and liquid-solid interfaces are implicated in the formation of denatured proteins and aggregates. While excipients in protein formulations have been employed to reduce the risk of aggregation, the roles of albumin as a stabilizer have not been reviewed from practical and theoretical standpoints. The amphiphilic nature of albumin makes it accumulate at the interfaces. In this review, we aim to bridge the knowledge gap between interfacial instability and the influence of albumin as a surface-active excipient in the context of reducing the immunogenicity risk of protein formulations.
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Affiliation(s)
- Ketki Y Velankar
- Graduate School of Pharmaceutical Sciences, Duquesne University, Pittsburgh, Pennsylvania, USA
| | - Ellen S Gawalt
- Department of Chemistry and Biochemistry, Duquesne University, Pittsburgh, Pennsylvania, USA
- McGowan Institute for Regenerative Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Yi Wen
- Lilly Research Laboratories, Eli Lilly and Company, Indianapolis, Indiana, USA
| | - Wilson S Meng
- Graduate School of Pharmaceutical Sciences, Duquesne University, Pittsburgh, Pennsylvania, USA
- McGowan Institute for Regenerative Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
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5
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Escobar ELN, Vaclaw MC, Lozenski JT, Dhar P. Using Passive Microrheology to Measure the Evolution of the Rheological Properties of NIST mAb Formulations during Adsorption to the Air-Water Interface. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2024; 40:4789-4800. [PMID: 38379175 DOI: 10.1021/acs.langmuir.3c03658] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/22/2024]
Abstract
The development of novel protein-based therapeutics, such as monoclonal antibodies (mAbs), is often limited due to challenges associated with maintaining the stability of these formulations during manufacturing, storage, and clinical administration. An undesirable consequence of the instability of protein therapeutics is the formation of protein particles. MAbs can adsorb to interfaces and have the potential to undergo partial unfolding as well as to form viscoelastic gels. Further, the viscoelastic properties may be correlated with their aggregation potential. In this work, a passive microrheology technique was used to correlate the evolution of surface adsorption with the evolution of surface rheology of the National Institute of Standards and Technology (NIST) mAb reference material (NIST mAb) and interface-induced subvisible protein particle formation. The evolution of the surface adsorption and interfacial shear rheological properties of the NIST mAb was recorded in four formulation conditions: two different buffers (histidine vs phosphate-buffered saline) and two different pHs (6.0 and 7.6). Our results together demonstrate the existence of multiple stages for both surface adsorption and surface rheology, characterized by an induction period that appears to be purely viscous, followed by a sharp increase in protein molecules at the interface when the film rheology is viscoelastic and ultimately a slowdown in the surface adsorption that corresponds to the formation of solid-like or glassy films at the interface. When the transitions between the different stages occurred, they were dependent on the buffer/pH of the formulations. The onset of these transitions can also be correlated to the number of protein particles formed at the interface. Finally, the addition of polysorbate 80, an FDA-approved surfactant used to mitigate protein particle formation, led to the interface being surfactant-dominated, and the resulting interface remained purely viscous.
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Affiliation(s)
- Estephanie Laura Nottar Escobar
- Department of Chemical and Petroleum Engineering, The University of Kansas, 1530W 15th Street, Lawrence, Kansas 66045, United States
| | - M Coleman Vaclaw
- Bioengineering Program, School of Engineering, The University of Kansas, 1530W 15th Street, Lawrence, Kansas 66045, United States
| | - Joseph T Lozenski
- Department of Chemical and Petroleum Engineering, The University of Kansas, 1530W 15th Street, Lawrence, Kansas 66045, United States
| | - Prajnaparamita Dhar
- Department of Chemical and Petroleum Engineering, The University of Kansas, 1530W 15th Street, Lawrence, Kansas 66045, United States
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6
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Saurabh S, Zhang Q, Seddon JM, Lu JR, Kalonia C, Bresme F. Unraveling the Microscopic Mechanism of Molecular Ion Interaction with Monoclonal Antibodies: Impact on Protein Aggregation. Mol Pharm 2024; 21:1285-1299. [PMID: 38345400 PMCID: PMC10915798 DOI: 10.1021/acs.molpharmaceut.3c00963] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2023] [Revised: 01/23/2024] [Accepted: 01/24/2024] [Indexed: 03/05/2024]
Abstract
Understanding and predicting protein aggregation represents one of the major challenges in accelerating the pharmaceutical development of protein therapeutics. In addition to maintaining the solution pH, buffers influence both monoclonal antibody (mAb) aggregation in solution and the aggregation mechanisms since the latter depend on the protein charge. Molecular-level insight is necessary to understand the relationship between the buffer-mAb interaction and mAb aggregation. Here, we use all-atom molecular dynamics simulations to investigate the interaction of phosphate (Phos) and citrate (Cit) buffer ions with the Fab and Fc domains of mAb COE3. We demonstrate that Phos and Cit ions feature binding mechanisms, with the protein that are very different from those reported previously for histidine (His). These differences are reflected in distinctive ion-protein binding modes and adsorption/desorption kinetics of the buffer molecules from the mAb surface and result in dissimilar effects of these buffer species on mAb aggregation. While His shows significant affinity toward hydrophobic amino acids on the protein surface, Phos and Cit ions preferentially bind to charged amino acids. We also show that Phos and Cit anions provide bridging contacts between basic amino acids in neighboring proteins. The implications of such contacts and their connection to mAb aggregation in therapeutic formulations are discussed.
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Affiliation(s)
- Suman Saurabh
- Department
of Chemistry, Molecular Sciences Research Hub, Imperial College, London W12 0BZ, U.K.
| | - Qinkun Zhang
- Department
of Chemistry, Molecular Sciences Research Hub, Imperial College, London W12 0BZ, U.K.
| | - John M. Seddon
- Department
of Chemistry, Molecular Sciences Research Hub, Imperial College, London W12 0BZ, U.K.
| | - Jian R. Lu
- Biological
Physics Group, School of Physics and Astronomy, Faculty of Science
and Engineering, The University of Manchester, Oxford Road, Manchester M13 9PL, U.K.
| | - Cavan Kalonia
- Dosage
Form Design and Development, BioPharmaceutical Development, BioPharmaceuticals
R&D, AstraZeneca, Gaithersburg, Maryland 20878, United States
| | - Fernando Bresme
- Department
of Chemistry, Molecular Sciences Research Hub, Imperial College, London W12 0BZ, U.K.
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7
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Tang S, Tao J, Li Y. Challenges and solutions for the downstream purification of therapeutic proteins. Antib Ther 2024; 7:1-12. [PMID: 38235378 PMCID: PMC10791043 DOI: 10.1093/abt/tbad028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2023] [Revised: 10/27/2023] [Accepted: 11/15/2023] [Indexed: 01/19/2024] Open
Abstract
The innovation in recombinant protein technology has brought forth a host of challenges related to the purification of these therapeutic proteins. This article delves into the intricate landscape of developing purification processes for artificially designed therapeutic proteins. The key hurdles include controlling protein reduction, protein capture, ensuring stability, eliminating aggregates, removing host cell proteins and optimizing protein recovery. In this review, we outline the purification strategies in order to obtain products of high purity, highlighting the corresponding solutions to circumvent the unique challenges presented by recombinant therapeutic proteins, and exemplify the practical applications by case studies. Finally, a perspective towards future purification process development is provided.
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Affiliation(s)
- Shuo Tang
- GenScript ProBio Biotechnology Co., Ltd, Nanjing, Jiangsu 21100, P.R. China
| | - Jiaoli Tao
- GenScript ProBio Biotechnology Co., Ltd, Nanjing, Jiangsu 21100, P.R. China
| | - Ying Li
- GenScript ProBio Biotechnology Co., Ltd, Nanjing, Jiangsu 21100, P.R. China
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8
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Amash A, Volkers G, Farber P, Griffin D, Davison KS, Goodman A, Tonikian R, Yamniuk A, Barnhart B, Jacobs T. Developability considerations for bispecific and multispecific antibodies. MAbs 2024; 16:2394229. [PMID: 39189686 DOI: 10.1080/19420862.2024.2394229] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2024] [Revised: 08/08/2024] [Accepted: 08/15/2024] [Indexed: 08/28/2024] Open
Abstract
Bispecific antibodies (bsAb) and multispecific antibodies (msAb) encompass a diverse variety of formats that can concurrently bind multiple epitopes, unlocking mechanisms to address previously difficult-to-treat or incurable diseases. Early assessment of candidate developability enables demotion of antibodies with low potential and promotion of the most promising candidates for further development. Protein-based therapies have a stringent set of developability requirements in order to be competitive (e.g. high-concentration formulation, and long half-life) and their assessment requires a robust toolkit of methods, few of which are validated for interrogating bsAbs/msAbs. Important considerations when assessing the developability of bsAbs/msAbs include their molecular format, likelihood for immunogenicity, specificity, stability, and potential for high-volume production. Here, we summarize the critical aspects of developability assessment, and provide guidance on how to develop a comprehensive plan tailored to a given bsAb/msAb.
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Affiliation(s)
- Alaa Amash
- AbCellera Biologics Inc, Vancouver, BC, Canada
| | | | | | | | | | | | | | | | | | - Tim Jacobs
- AbCellera Biologics Inc, Vancouver, BC, Canada
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9
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Komuczki D, Hesse N, Schmidt J, Satzer P. A step closer to continuous buffer preparation from solids: Predicting powder compaction and how to prevent it. N Biotechnol 2023; 76:98-105. [PMID: 37230177 DOI: 10.1016/j.nbt.2023.05.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2023] [Revised: 05/13/2023] [Accepted: 05/18/2023] [Indexed: 05/27/2023]
Abstract
The preparation of buffer solutions used in the biopharmaceutical industry is typically performed manually by the addition of one or multiple buffering reagents to water. Recently, the adaptation of powder feeders for continuous solid feeding was demonstrated for continuous buffer preparation. However, the intrinsic characteristics of powders can change the stability of the process, due to the hygroscopic nature of some substances and humidity induced caking and compaction behavior, but there is no simple and easy methodology available predicting this behavior for buffer species. To predict which buffering reagents are suitable without special precautions and investigate their behavior, force displacement measurements were conducted with a customized rheometer over 18hours. While most of the eight investigated buffering reagents indicated uniform compaction, especially sodium acetate and dipotassium hydrogen phosphate (K2HPO4) showed a significant increase in yield stress after 2hours. Experiments conducted with a 3D printed miniaturized screw conveyor confirmed the increased yield stress measurement by visible compaction and failure of the feeding. By taking additional precautions and adjusting the design of the hopper, we demonstrated a highly linear profile of all buffering reagents over a duration of 12 and 24hours. We showed that force displacement measurements accurately predict the behavior of buffer components in continuous feeding devices for continuous buffer preparation and are a valuable tool to identify buffer components that need special precautions. Stable, precise feeding of all tested buffer components was demonstrated, showing the importance of identifying buffers that need a specialized setup with a fast methodology.
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Affiliation(s)
- D Komuczki
- Institute of Bioprocess Engineering and Sciences (IBSE), University of Natural Resources and Life Sciences, Vienna, Austria.
| | - N Hesse
- Institute of Particle Technology, Friedrich-Alexander-Universität (FAU) Erlangen-Nürnberg, Erlangen, Germany
| | - J Schmidt
- Institute of Particle Technology, Friedrich-Alexander-Universität (FAU) Erlangen-Nürnberg, Erlangen, Germany
| | - P Satzer
- Institute of Bioprocess Engineering and Sciences (IBSE), University of Natural Resources and Life Sciences, Vienna, Austria; Austrian Centre of Industrial Biotechnology (ACIB), Vienna, Austria
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10
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Mohammadi M, Jeddi-Tehrani M, Golsaz-Shirazi F, Arjmand M, Torkashvand F, Bahadori T, Judaki MA, Shiravi F, Ahmadi Zare H, Notash Haghighat F, Mobini M, Shokri F, Amiri MM. A Novel Fc-Engineered Anti-HER2 Bispecific Antibody With Enhanced Antitumor Activity. J Immunother 2023; 46:121-131. [PMID: 36939675 DOI: 10.1097/cji.0000000000000464] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2022] [Accepted: 02/17/2023] [Indexed: 03/21/2023]
Abstract
Human epidermal growth factor receptor 2 (HER2) overexpression has been demonstrated in a variety of cancers. Targeted therapy with anti-HER2 monoclonal antibodies (mAbs) has been approved as a therapeutic modality. Despite the efficacy of mAbs in tumor treatment, many patients do not benefit from this therapeutic platform. Fragment crystallizable (Fc) engineering is a common approach to improve the efficacy of therapeutic mAbs. Five Fc-engineered mAbs have so far been approved by FDA. We have recently developed an anti-HER2 bispecific mAb, BiHT, constructed from variable domains of trastuzumab, and our novel humanized anti-HER2 mAb, hersintuzumab. BiHT displayed promising antitumor activity as potently as the combination of the parental mAbs. Here, we aimed to modify the Fc of BiHT to improve its therapeutic efficacy. The Fc-engineered BiHT (MBiHT) bound to recombinant HER2 and its subdomains with an affinity similar to BiHT. It also recognized native HER2 on different cell lines, inhibited their proliferation, downregulated HER2 expression, and suppressed downstream signaling pathways similar to BiHT. Compared with BiHT, MBiHT displayed enhanced antibody-dependent cellular cytotoxicity activity against various tumor cell lines. It also inhibited the growth of ovarian xenograft tumors in nude mice more potently than BiHT. Our findings suggest that MBiHT could be a potent therapeutic candidate for the treatment of HER2-overexpressing cancer types.
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Affiliation(s)
- Mehdi Mohammadi
- Department of Immunology, School of Public Health, Tehran University of Medical Sciences
| | | | - Forough Golsaz-Shirazi
- Department of Immunology, School of Public Health, Tehran University of Medical Sciences
| | | | | | - Tannaz Bahadori
- Department of Immunology, School of Public Health, Tehran University of Medical Sciences
| | - Mohammad Ali Judaki
- Department of Immunology, School of Public Health, Tehran University of Medical Sciences
| | - Fariba Shiravi
- Department of Immunology, School of Public Health, Tehran University of Medical Sciences
| | | | | | - Maryam Mobini
- Department of Immunology, School of Public Health, Tehran University of Medical Sciences
| | - Fazel Shokri
- Department of Immunology, School of Public Health, Tehran University of Medical Sciences
| | - Mohammad Mehdi Amiri
- Department of Immunology, School of Public Health, Tehran University of Medical Sciences
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11
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Desai PG, Garidel P, Gbormittah FO, Kamen DE, Mills BJ, Narasimhan CN, Singh S, Stokes ESE, Walsh ER. An Intercompany Perspective on Practical Experiences of Predicting, Optimizing and Analyzing High Concentration Biologic Therapeutic Formulations. J Pharm Sci 2023; 112:359-369. [PMID: 36442683 DOI: 10.1016/j.xphs.2022.11.020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2022] [Revised: 11/18/2022] [Accepted: 11/18/2022] [Indexed: 11/27/2022]
Abstract
Developing high-dose biologic drugs for subcutaneous injection often requires high-concentration formulations and optimizing viscosity, solubility, and stability while overcoming analytical, manufacturing, and administration challenges. To understand industry approaches for developing high-concentration formulations, the Formulation Workstream of the BioPhorum Development Group, an industry-wide consortium, conducted an inter-company collaborative exercise which included several surveys. This collaboration provided an industry perspective, experience, and insight into the practicalities for developing high-concentration biologics. To understand solubility and viscosity, companies desire predictive tools, but experience indicates that these are not reliable and experimental strategies are best. Similarly, most companies prefer accelerated and stress stability studies to in-silico or biophysical-based prediction methods to assess aggregation. In addition, optimization of primary container-closure and devices are pursued to mitigate challenges associated with high viscosity of the formulation. Formulation strategies including excipient selection and application of studies at low concentration to high-concentration formulations are reported. Finally, analytical approaches to high concentration formulations are presented. The survey suggests that although prediction of viscosity, solubility, and long-term stability is desirable, the outcome can be inconsistent and molecule dependent. Significant experimental studies are required to confirm robust product definition as modeling at low protein concentrations will not necessarily extrapolate to high concentration formulations.
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Affiliation(s)
- Preeti G Desai
- Bristol Myers Squibb, Sterile Product Development, 556 Morris Avenue, Summit, NJ 07901, USA
| | - Patrick Garidel
- Boehringer Ingelheim Pharma GmbH Co KG, Innovation Unit, PDB-TIP, 88397 Biberach an der Riss, Germany
| | - Francisca O Gbormittah
- GlaxoSmithKline, Strategic External Development, 1000 Winter Street North, Waltham, MA 02451, USA
| | - Douglas E Kamen
- Regeneron Pharmaceuticals Inc., Formulation Development, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Brittney J Mills
- AbbVie, NBE Drug Product Development, 1 N Waukegan Road, North Chicago, IL 60064, USA
| | | | - Shubhadra Singh
- GlaxoSmithKline R&D, Biopharmaceutical Product Sciences, Collegeville, PA 19426, USA
| | - Elaine S E Stokes
- BioPhorum, The Gridiron Building, 1 Pancras Square, London N1C 4AG UK.
| | - Erika R Walsh
- Merck & Co., Inc., Sterile and Specialty Products, Rahway, NJ, USA
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12
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Shahfar H, O'Brien CJ, Budyak IL, Roberts CJ. Predicting Experimental B22 Values and the Effects of Histidine Charge States for Monoclonal Antibodies Using Coarse-Grained Molecular Simulations. Mol Pharm 2022; 19:3820-3830. [PMID: 36194430 DOI: 10.1021/acs.molpharmaceut.2c00337] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Static light scattering (SLS) was used to characterize five monoclonal antibodies (MAbs) as a function of total ionic strength (TIS) at pH values between 5.5 and 7.0. Second osmotic virial coefficient (B22) values were determined experimentally for each MAb as a function of TIS using low protein concentration SLS data. Coarse-grained molecular simulations were performed to predict the B22 values for each MAb at a given pH and TIS. To include the effect of charge fluctuations of titratable residues in the B22 calculations, a statistical approach was introduced in the Monte Carlo algorithm based on the protonation probability based on a given pH value and the Henderson-Hasselbalch equation. The charged residues were allowed to fluctuate individually, based on the sampled microstates and the influence of electrostatic interactions on net protein-protein interactions during the simulations. Compared to static charge simulations, the new approach provided improved results compared to experimental B22 values at pH conditions near the pKa of titratable residues.
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Affiliation(s)
- Hassan Shahfar
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, Delaware19716, United States
| | - Christopher J O'Brien
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, Delaware19716, United States
| | - Ivan L Budyak
- Bioproduct Research and Development, Lilly Research Laboratories, Eli Lilly and Company, Indianapolis, Indiana46285, United States
| | - Christopher J Roberts
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, Delaware19716, United States
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13
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Wu HH, Crames M, Wei Y, Liu D, Gueneva-Boucheva K, Son I, Frego L, Han F, Kroe-Barrett R, Nixon A, Michael M. Effect of the ADCC-modulating mutations and the selection of human IgG isotypes on physicochemical properties of Fc. J Pharm Sci 2022; 111:2411-2421. [PMID: 35760121 DOI: 10.1016/j.xphs.2022.06.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Revised: 06/19/2022] [Accepted: 06/20/2022] [Indexed: 11/30/2022]
Abstract
Monoclonal antibodies, particularly IgGs and Ig-based molecules, are a well-established and growing class of biotherapeutic drugs. In order to improve efficacy, potency and pharmacokinetics of these therapeutic drugs, pharmaceutical industries have investigated significantly in engineering fragment crystallizable (Fc) domain of these drugs to optimize the interactions of these drugs and Fc gamma receptors (FcγRs) in recent ten years. The biological function of the therapeutics with the antibody-dependent cellular cytotoxicity (ADCC) enhanced double mutation (S239D/I332E) of isotype IgG1, the ADCC reduced double mutation (L234A/L235A) of isotype IgG1, and ADCC reduced isotype IgG4 has been well understood. However, limited information regarding the effect of these mutations or isotype difference on physicochemical properties (PCP), developability, and manufacturability of therapeutics bearing these different Fc regions is available. In this report, we systematically characterize the effects of the mutations and IgG4 isotype on conformation stability, colloidal stability, solubility, and storage stability at accelerated conditions in two buffer systems using six Fc variants. Our results provide a basis for selecting appropriate Fc region during development of IgG or Ig-based therapeutics and predicting effect of the mutations on CMC development process.
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Affiliation(s)
- Helen Haixia Wu
- Boehringer Ingelheim Pharmaceuticals Inc., Innovation Unit, Biotherapeutics Discovery, Ridgefield, Connecticut, USA.
| | - Maureen Crames
- Boehringer Ingelheim Pharmaceuticals Inc., Innovation Unit, Biotherapeutics Discovery, Ridgefield, Connecticut, USA
| | - Yangjie Wei
- Amgen Inc., Drug Product Technologies, Thousand Oaks, California, USA
| | - Dongmei Liu
- Boehringer Ingelheim Pharmaceuticals Inc., Innovation Unit, Biotherapeutics Discovery, Ridgefield, Connecticut, USA
| | - Kristina Gueneva-Boucheva
- Boehringer Ingelheim Pharmaceuticals Inc., Innovation Unit, Biotherapeutics Discovery, Ridgefield, Connecticut, USA
| | - Ikbae Son
- Boehringer Ingelheim Pharmaceuticals Inc., Innovation Unit, Biotherapeutics Discovery, Ridgefield, Connecticut, USA
| | - Lee Frego
- Boehringer Ingelheim Pharmaceuticals Inc., Innovation Unit, Biotherapeutics Discovery, Ridgefield, Connecticut, USA
| | - Fei Han
- Boehringer Ingelheim Pharmaceuticals Inc., Innovation Unit, Biotherapeutics Discovery, Ridgefield, Connecticut, USA
| | - Rachel Kroe-Barrett
- Boehringer Ingelheim Pharmaceuticals Inc., Innovation Unit, Biotherapeutics Discovery, Ridgefield, Connecticut, USA
| | - Andrew Nixon
- Boehringer Ingelheim Pharmaceuticals Inc., Innovation Unit, Biotherapeutics Discovery, Ridgefield, Connecticut, USA
| | - Marlow Michael
- Boehringer Ingelheim Pharmaceuticals Inc., Innovation Unit, Biotherapeutics Discovery, Ridgefield, Connecticut, USA
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14
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Utility of High Resolution 2D NMR Fingerprinting in Assessing Viscosity of Therapeutic Monoclonal Antibodies. Pharm Res 2022; 39:529-539. [PMID: 35174433 PMCID: PMC9043092 DOI: 10.1007/s11095-022-03200-6] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2021] [Accepted: 02/11/2022] [Indexed: 11/08/2022]
Abstract
Purpose The viscosity of highly concentrated therapeutic monoclonal antibody (mAb) formulations at concentrations ≥ 100 mg/mL can significantly affect the stability, processing, and drug product development for subcutaneous delivery. An early identification of a viscosity prone mAb during candidate selection stages are often beneficial for downstream processes. Higher order structure of mAbs may often dictate their viscosity behavior at high concentration. Thus it is beneficial to gauge or rank-order their viscosity behavior using noninvasive structural fingerprinting methods and to potentially screen for suitable viscosity lowering excipients. Methods In this study, Dynamic Light Scattering (DLS) and 2D NMR based methyl fingerprinting were used to correlate viscosity behavior of a set of Pfizer mAbs. The viscosities of mAbs were determined. Respective Fab and Fc domains were generated for studies. Result Methyl fingerprinting of intact mAbs allows for differentiation of viscosity prone mAbs from well behaved ones even at 30–40 mg/ml, where bulk viscosity of the solutions are near identical. For viscosity prone mAbs, peak broadening and or distinct chemical shift changes were noted in intact and fragment fingerprints, unlike the well-behaved mAbs, indicative of protein protein interactions (PPI). Conclusion Fab-Fab or Fab-Fc interactions may lead to formation of protein networks at high concentration. The early transients to these network formation may be manifested through peak broadening or peak shift in the 2D NMR spectrum of mAb/mAb fragments. Such insights go beyond rank ordering mAbs based on viscosity behavior, which can be obtained by other methods as well.. Supplementary Information The online version contains supplementary material available at 10.1007/s11095-022-03200-6.
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15
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Das TK, Chou DK, Jiskoot W, Arosio P. Nucleation in protein aggregation in biotherapeutic development: a look into the heart of the event. J Pharm Sci 2022; 111:951-959. [DOI: 10.1016/j.xphs.2022.01.017] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2021] [Revised: 01/24/2022] [Accepted: 01/24/2022] [Indexed: 12/26/2022]
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16
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Napoleone A, Laurén I, Linkgreim T, Dahllund L, Persson H, Andersson O, Olsson A, Hultqvist G, Frank P, Hall M, Morrison A, Andersson A, Lord M, Mangsbo S. Fed-batch production assessment of a tetravalent bispecific antibody: A case study on piggyBac stably transfected HEK293 cells. N Biotechnol 2021; 65:9-19. [PMID: 34273575 DOI: 10.1016/j.nbt.2021.07.002] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2021] [Revised: 07/07/2021] [Accepted: 07/11/2021] [Indexed: 12/24/2022]
Abstract
The transition from preclinical biological drug development into clinical trials requires an efficient upscaling process. In this context, bispecific antibody drugs are particularly challenging due to their propensity to form aggregates and generally produce low titers. Here, the upscaling process for a tetravalent bispecific antibody expressed by a piggyBac transposon-mediated stable HEK293 cell pool has been evaluated. The project was performed as a case study at Testa Center, a non-GMP facility for scale-up testing of biologics in Sweden, and encompassed media adaptation strategies, fed-batch optimization and a novel antibody purification technology. The cell pool was adapted to different culture media for evaluation in terms of cell viability and titers compared to its original Expi293 Expression Medium. These parameters were assessed in both sequential stepwise adaption and direct media exchanges. By this, a more affordable medium was identified that did not require stepwise adaptation and with similar titers and viability as in the Expi293 Expression Medium. Fed-batch optimizations resulted in culture densities reaching up to 20 × 106 viable cells/mL with over 90 % viability 12 days post-inoculum, and antibody titers three times higher than corresponding batch cultures. By implementing a novel high-speed protein A fiber technology (Fibro PrismA) with a capture residence time of only 7.5 s, 8 L of supernatant could be purified in 4.5 h without compromising the purity, structural integrity and function of the bispecific antibody. Results from this study related to medium adaptation and design of fed-batch protocols will be highly beneficial during the forthcoming scale-up of this therapeutic antibody.
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Affiliation(s)
- Antonino Napoleone
- Department of Pharmaceutical Biosciences, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Ida Laurén
- Department of Pharmaceutical Biosciences, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Triinu Linkgreim
- Department of Pharmaceutical Biosciences, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Leif Dahllund
- Science for Life Laboratory, Drug Discovery and Development & School of Engineering Sciences in Chemistry, Biotechnology and Health, KTH Royal Institute of Technology, Stockholm, Sweden
| | - Helena Persson
- Science for Life Laboratory, Drug Discovery and Development & School of Engineering Sciences in Chemistry, Biotechnology and Health, KTH Royal Institute of Technology, Stockholm, Sweden
| | - Oskar Andersson
- Science for Life Laboratory, Drug Discovery and Development & School of Engineering Sciences in Chemistry, Biotechnology and Health, KTH Royal Institute of Technology, Stockholm, Sweden
| | - Anders Olsson
- Science for Life Laboratory, Drug Discovery and Development & School of Engineering Sciences in Chemistry, Biotechnology and Health, KTH Royal Institute of Technology, Stockholm, Sweden
| | - Greta Hultqvist
- Department of Pharmaceutical Biosciences, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Peter Frank
- Wicket AB, Väderkvarnsgatan 30, 75329 Uppsala, Sweden
| | - Martin Hall
- Cytiva AB, Björkgatan 30, 751 84 Uppsala, Sweden
| | - Annika Morrison
- Cytiva Testa Center AB, Björkgatan 30, 751 84 Uppsala, Sweden
| | | | - Martin Lord
- Department of Pharmaceutical Biosciences, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Sara Mangsbo
- Department of Pharmaceutical Biosciences, Science for Life Laboratory, Uppsala University, Uppsala, Sweden.
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17
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Pham NB, Meng WS. Protein aggregation and immunogenicity of biotherapeutics. Int J Pharm 2020; 585:119523. [PMID: 32531452 DOI: 10.1016/j.ijpharm.2020.119523] [Citation(s) in RCA: 89] [Impact Index Per Article: 17.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2020] [Revised: 06/01/2020] [Accepted: 06/06/2020] [Indexed: 12/19/2022]
Abstract
Recombinant proteins are the mainstay of biopharmaceuticals. A key challenge in the manufacturing and formulation of protein biologic products is the tendency for the active pharmaceutical ingredients to aggregate, resulting in irreversible drug loss, and an increase in immunogenicity risk. While the molecular mechanisms of protein aggregation have been discussed extensively in the literature, knowledge gaps remain in connecting the phenomenon in the context of immunogenicity of biotherapeutics. In this review, we discussed factors that drive aggregation of pharmaceutical recombinant proteins, and highlighted methods of prediction and mitigation that can be deployed through the development stages, from formulation to bioproduction. The purpose is to stimulate new dialogs that would bridge the interface between physical characterizations of protein aggregates in biotherapeutics and the functional attributes of the immune system.
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Affiliation(s)
- Ngoc B Pham
- Graduate School of Pharmaceutical Sciences, School of Pharmacy, Duquesne University, Pittsburgh, PA 15282, United States
| | - Wilson S Meng
- Graduate School of Pharmaceutical Sciences, School of Pharmacy, Duquesne University, Pittsburgh, PA 15282, United States; McGowan Institute for Regenerative Medicine, University of Pittsburgh, PA 15219, United States.
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18
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Elliott KW, Ghasriani H, Wikström M, Giddens JP, Aubin Y, Delaglio F, Marino JP, Arbogast LW. Comparative Analysis of One-Dimensional Protein Fingerprint by Line Shape Enhancement and Two-Dimensional 1H, 13C Methyl NMR Methods for Characterization of the Higher Order Structure of IgG1 Monoclonal Antibodies. Anal Chem 2020; 92:6366-6373. [PMID: 32267681 PMCID: PMC8054654 DOI: 10.1021/acs.analchem.9b05385] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
The use of NMR spectroscopy has emerged as a premier tool to characterize the higher order structure of protein therapeutics and in particular IgG1 monoclonal antibodies (mAbs). Due to their large size, traditional 1H-15N correlation experiments have proven exceedingly difficult to implement on mAbs, and a number of alternative techniques have been proposed, including the one-dimensional (1D) 1H protein fingerprint by line shape enhancement (PROFILE) method and the two-dimensional (2D) 1H-13C methyl correlation-based approach. Both 1D and 2D approaches have relative strengths and weaknesses, related to the inherent sensitivity and resolution of the respective methods. To further increase the utility of NMR to the biopharmaceutical community, harmonized criteria for decision making in employing 1D and 2D approaches for mAb characterization are warranted. To this end, we have conducted an interlaboratory comparative study of the 1D PROFILE and 2D methyl methods on several mAbs samples to determine the degree to which each method is suited to detect spectral difference between the samples and the degree to which results from each correlate with one another. Results from the study demonstrate both methods provide statistical data highly comparable to one another and that each method is capable of complementing the limitations commonly associated with the other, thus providing a better overall picture of higher order structure.
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Affiliation(s)
- Korth W Elliott
- Institute for Bioscience and Biotechnology Research, National Institute of Standards and Technology, 9600 Gudelsky Drive, Rockville, Maryland 20850, United States
| | - Houman Ghasriani
- Center for Biologics Evaluation, Biologics and Genetic Therapies Directorate, Health Canada, 251 Sir Frederick Banting Driveway, Tunney's Pasture, A/K 2201E, Ottawa, Ontario KIA 0K9, Canada
| | - Mats Wikström
- Higher Order Structure Group, Amgen, Incorporated, One Amgen Center Drive, Thousand Oaks, California 91320, United States
| | - John P Giddens
- Institute for Bioscience and Biotechnology Research, National Institute of Standards and Technology, 9600 Gudelsky Drive, Rockville, Maryland 20850, United States
| | - Yves Aubin
- Center for Biologics Evaluation, Biologics and Genetic Therapies Directorate, Health Canada, 251 Sir Frederick Banting Driveway, Tunney's Pasture, A/K 2201E, Ottawa, Ontario KIA 0K9, Canada
| | - Frank Delaglio
- Institute for Bioscience and Biotechnology Research, National Institute of Standards and Technology, 9600 Gudelsky Drive, Rockville, Maryland 20850, United States
| | - John P Marino
- Institute for Bioscience and Biotechnology Research, National Institute of Standards and Technology, 9600 Gudelsky Drive, Rockville, Maryland 20850, United States
| | - Luke W Arbogast
- Institute for Bioscience and Biotechnology Research, National Institute of Standards and Technology, 9600 Gudelsky Drive, Rockville, Maryland 20850, United States
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19
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Willis LF, Kumar A, Jain T, Caffry I, Xu Y, Radford SE, Kapur N, Vásquez M, Brockwell DJ. The uniqueness of flow in probing the aggregation behavior of clinically relevant antibodies. ENGINEERING REPORTS : OPEN ACCESS 2020; 2:e12147. [PMID: 34901768 PMCID: PMC8638667 DOI: 10.1002/eng2.12147] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/17/2019] [Revised: 02/18/2020] [Accepted: 02/19/2020] [Indexed: 06/10/2023]
Abstract
The development of therapeutic monoclonal antibodies (mAbs) can be hindered by their tendency to aggregate throughout their lifetime, which can illicit immunogenic responses and render mAb manufacturing unfeasible. Consequently, there is a need to identify mAbs with desirable thermodynamic stability, solubility, and lack of self-association. These behaviors are assessed using an array of in silico and in vitro assays, as no single assay can predict aggregation and developability. We have developed an extensional and shear flow device (EFD), which subjects proteins to defined hydrodynamic forces which mimic those experienced in bioprocessing. Here, we utilize the EFD to explore the aggregation propensity of 33 IgG1 mAbs, whose variable domains are derived from clinical antibodies. Using submilligram quantities of material per replicate, wide-ranging EFD-induced aggregation (9-81% protein in pellet) was observed for these mAbs, highlighting the EFD as a sensitive method to assess aggregation propensity. By comparing the EFD-induced aggregation data to those obtained previously from 12 other biophysical assays, we show that the EFD provides distinct information compared with current measures of adverse biophysical behavior. Assessing a candidate's liability to hydrodynamic force thus adds novel insight into the rational selection of developable mAbs that complements other assays.
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Affiliation(s)
- Leon F. Willis
- School of Molecular and Cellular Biology, Faculty of Biological SciencesUniversity of LeedsLeedsUK
- Astbury Centre for Structural Molecular BiologyUniversity of LeedsLeedsUK
| | - Amit Kumar
- School of Molecular and Cellular Biology, Faculty of Biological SciencesUniversity of LeedsLeedsUK
- Astbury Centre for Structural Molecular BiologyUniversity of LeedsLeedsUK
- Department of Life SciencesImperial College LondonLondonUK
| | | | - Isabelle Caffry
- Adimab LLCLebanonNew HampshireUSA
- Cornell Johnson Graduate School of ManagementIthacaNew YorkUSA
| | - Yingda Xu
- Adimab LLCLebanonNew HampshireUSA
- Biotheus Inc.ZhuhaiGuangdong ProvinceChina
| | - Sheena E. Radford
- School of Molecular and Cellular Biology, Faculty of Biological SciencesUniversity of LeedsLeedsUK
- Astbury Centre for Structural Molecular BiologyUniversity of LeedsLeedsUK
| | - Nikil Kapur
- School of Mechanical Engineering, Faculty of EngineeringUniversity of LeedsLeedsUK
| | | | - David J. Brockwell
- School of Molecular and Cellular Biology, Faculty of Biological SciencesUniversity of LeedsLeedsUK
- Astbury Centre for Structural Molecular BiologyUniversity of LeedsLeedsUK
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20
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Relationship of PEG-induced precipitation with protein-protein interactions and aggregation rates of high concentration mAb formulations at 5 °C. Eur J Pharm Biopharm 2020; 151:53-60. [PMID: 32197816 DOI: 10.1016/j.ejpb.2020.03.011] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2020] [Revised: 03/13/2020] [Accepted: 03/14/2020] [Indexed: 12/12/2022]
Abstract
Native protein-protein interactions can play an important role in determining the tendency of monoclonal antibodies (mAbs) to aggregate under storage conditions. In this context, phase separation of mAb solutions induced by the addition of neutral polymers such as poly(ethylene glycol) (PEG) represents a simple method to assess the tendency of proteins to self-associate in the native state. Here, we investigated their relationships between PEG-induced phase separation, protein-protein interactions and long-term aggregation rate of several formulations of four mAbs at 100 mg/mL and 5 °C over 12 weeks of storage. We observed that the location of the phase boundary correlated well with the osmotic second virial coefficient B22 determined in absence of the polymer, indicating that for our solutions PEG primarily leads to depletion forces between protein molecules, which are additive to protein-protein interactions. However, limited correlation between aggregation rate at 5 °C and phase behavior was observed across different mAbs, pH values and ionic strengths, indicating that colloidal stability is not the only determinant of aggregation even at such low temperature and high protein concentration. Our results contribute to the growing realization that aggregation propensity in the context of antibody developability is a complex feature, which depends on a variety of biophysical properties rather than one single parameter.
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21
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Oyama H, Koga H, Tadokoro T, Maenaka K, Shiota A, Yokoyama M, Noda M, Torisu T, Uchiyama S. Relation of Colloidal and Conformational Stabilities to Aggregate Formation in a Monoclonal Antibody. J Pharm Sci 2020; 109:308-315. [DOI: 10.1016/j.xphs.2019.10.038] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2019] [Revised: 10/18/2019] [Accepted: 10/21/2019] [Indexed: 12/30/2022]
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