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Gangwar N, Balraj K, Rathore AS. Explainable AI for CHO cell culture media optimization and prediction of critical quality attribute. Appl Microbiol Biotechnol 2024; 108:308. [PMID: 38656382 PMCID: PMC11043154 DOI: 10.1007/s00253-024-13147-w] [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: 12/22/2023] [Revised: 03/28/2024] [Accepted: 04/11/2024] [Indexed: 04/26/2024]
Abstract
Cell culture media play a critical role in cell growth and propagation by providing a substrate; media components can also modulate the critical quality attributes (CQAs). However, the inherent complexity of the cell culture media makes unraveling the impact of the various media components on cell growth and CQAs non-trivial. In this study, we demonstrate an end-to-end machine learning framework for media component selection and prediction of CQAs. The preliminary dataset for feature selection was generated by performing CHO-GS (-/-) cell culture in media formulations with varying metal ion concentrations. Acidic and basic charge variant composition of the innovator product (24.97 ± 0.54% acidic and 11.41 ± 1.44% basic) was chosen as the target variable to evaluate the media formulations. Pearson's correlation coefficient and random forest-based techniques were used for feature ranking and feature selection for the prediction of acidic and basic charge variants. Furthermore, a global interpretation analysis using SHapley Additive exPlanations was utilized to select optimal features by evaluating the contributions of each feature in the extracted vectors. Finally, the medium combinations were predicted by employing fifteen different regression models and utilizing a grid search and random search cross-validation for hyperparameter optimization. Experimental results demonstrate that Fe and Zn significantly impact the charge variant profile. This study aims to offer insights that are pertinent to both innovators seeking to establish a complete pipeline for media development and optimization and biosimilar-based manufacturers who strive to demonstrate the analytical and functional biosimilarity of their products to the innovator. KEY POINTS: • Developed a framework for optimizing media components and prediction of CQA. • SHAP enhances global interpretability, aiding informed decision-making. • Fifteen regression models were employed to predict medium combinations.
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Affiliation(s)
- Neelesh Gangwar
- School of Interdisciplinary Research, Indian Institute of Technology, Delhi, New Delhi, 110016, India
| | - Keerthiveena Balraj
- Yardi School of Artificial Intelligence, Indian Institute of Technology, Delhi, New Delhi, 110016, India
| | - Anurag S Rathore
- Yardi School of Artificial Intelligence, Indian Institute of Technology, Delhi, New Delhi, 110016, India.
- Department of Chemical Engineering, Indian Institute of Technology, Delhi, New Delhi, 110016, India.
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2
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Xiang S, Zhang J, Yu L, Tian J, Tang W, Tang H, Xu K, Wang X, Cui Y, Ren K, Cao W, Su Y, Zhou W. Developing an ultra-intensified fed-batch cell culture process with greatly improved performance and productivity. Biotechnol Bioeng 2024; 121:696-709. [PMID: 37994547 DOI: 10.1002/bit.28605] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2023] [Revised: 10/31/2023] [Accepted: 11/06/2023] [Indexed: 11/24/2023]
Abstract
Intensified fed-batch (IFB), a popular cell culture intensification strategy, has been widely used for productivity improvement through high density inoculation followed by fed-batch cultivation. However, such an intensification strategy may counterproductively induce rapidly progressing cell apoptosis and difficult-to-sustain productivity. To improve culture performance, we developed a novel cell culture process intermittent-perfusion fed-batch (IPFB) which incorporates one single or multiple cycles of intermittent perfusion during an IFB process for better sustained cellular and metabolic behaviors and notably improved productivity. Unlike continuous perfusion or other semi-continuous processes such as hybrid perfusion fed-batch with only early-stage perfusion, IPFB applies limited times of intermittent perfusion in the mid-to-late stage of production and still inherits bolus feedings on nonperfusion days as in a fed-batch culture. Compared to IFB, an average titer increase of ~45% was obtained in eight recombinant CHO cell lines studied. Beyond IPFB, ultra-intensified IPFB (UI-IPFB) was designed with a markedly elevated seeding density of 20-80 × 106 cell/mL, achieved through the conventional alternating tangential flow filtration (ATF) perfusion expansion followed with a cell culture concentration step using the same ATF system. With UI-IPFB, up to ~6 folds of traditional fed-batch and ~3 folds of IFB productivity were achieved. Furthermore, the application grounded in these two novel processes showed broad-based feasibility in multiple cell lines and products of interest, and was proven to be effective in cost of goods reduction and readily scalable to a larger scale in existing facilities.
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Affiliation(s)
| | | | - Le Yu
- Process Development, WuXi Biologics, Wuxi, China
| | - Jun Tian
- Process Development, WuXi Biologics, Wuxi, China
| | - Wenxiu Tang
- Process Development, WuXi Biologics, Wuxi, China
| | - Hao Tang
- Process Development, WuXi Biologics, Wuxi, China
| | - Kecui Xu
- Process Development, WuXi Biologics, Wuxi, China
| | - Xin Wang
- Process Development, WuXi Biologics, Wuxi, China
| | - Yanyan Cui
- Process Development, WuXi Biologics, Wuxi, China
| | - Kaidi Ren
- Process Development, WuXi Biologics, Wuxi, China
| | - Weijia Cao
- Process Development, WuXi Biologics, Wuxi, China
| | - Yuning Su
- Process Development, WuXi Biologics, Wuxi, China
| | - Weichang Zhou
- Waigaoqiao Free Trade Zone, WuXi Biologics, Shanghai, China
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3
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Chen H, Qiu D, Shi J, Wang N, Li M, Wu Y, Tian Y, Bu X, Liu Q, Jiang Y, Hamilton SE, Han P, Sun S. In-Depth Structure and Function Characterization of Heterogeneous Interchain Cysteine-Conjugated Antibody-Drug Conjugates. ACS Pharmacol Transl Sci 2024; 7:212-221. [PMID: 38230295 PMCID: PMC10789146 DOI: 10.1021/acsptsci.3c00235] [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: 09/12/2023] [Revised: 11/14/2023] [Accepted: 11/22/2023] [Indexed: 01/18/2024]
Abstract
Antibody-drug conjugates (ADCs), integrating high specificity of antigen-targeting antibodies and high potency of cell-killing chemical drugs, have become one of the most rapidly expanding therapeutic biologics in oncology. Although ADCs were widely studied from multiple aspects, overall structural elucidation with comprehensive understanding of variants is scarcely reported. Here, for the first time, we present a holistic and in-depth characterization of an interchain cysteine-conjugated ADC, focusing on conjugation and charge heterogeneity, and in vitro biological activities. Conjugation mapping utilized a bottom-up approach, unraveled positional isomer composition, provided insights into the conjugation process, and elucidated how conjugation affects the physicochemical and biological properties of an ADC. Charge profiling combined bottom-up and top-down approaches to interrogate the origin of charge heterogeneity, its impact on function, and best practice for characterization. Specifically, we pioneered the utilization of capillary isoelectric focusing-mass spectrometry to decode not only critical post-translational modifications but also drug load and positional isomer distribution. The study design provides general guidance for in-depth characterization of ADCs, and the analytical findings in turn benefit the discovery and development of future ADCs.
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Affiliation(s)
- Huijie Chen
- Analytical
Sciences, WuXi Biologics, 31 Yiwei Road, Waigaoqiao Free Trade Zone, Shanghai 200131, China
| | - Danye Qiu
- Analytical
Sciences, WuXi Biologics, 1150 Lanfeng Road, Fengxian District, Shanghai 201403, China
| | - Jian Shi
- Analytical
Sciences, WuXi Biologics, 31 Yiwei Road, Waigaoqiao Free Trade Zone, Shanghai 200131, China
| | - Ningning Wang
- WuXi
Process Development Analytical Science, WuXi Biologics, 200
Meiliang Road, Binhu District, WuXi, Jiangsu 214092, China
| | - Muchen Li
- WuXi
Process Development Analytical Science, WuXi Biologics, 200
Meiliang Road, Binhu District, WuXi, Jiangsu 214092, China
| | - Ying Wu
- Analytical
Sciences, WuXi Biologics, 31 Yiwei Road, Waigaoqiao Free Trade Zone, Shanghai 200131, China
| | - Yu Tian
- Biologics
Innovation & Discovery, WuXi Biologics, 227 Meisheng Road, Waigaoqiao Free
Trade Zone, Shanghai 200131, China
| | - Xiaodong Bu
- Analytical
Research & Development, Merck &
Co., Inc., 126 E. Lincoln
Avenue, Rahway, New Jersey 07065, United States
| | - Qingyuan Liu
- Analytical
Research & Development, Merck &
Co., Inc., 2000 Galloping
Hill Road, Kenilworth, New
Jersey 07033, United States
| | - Yanrui Jiang
- Analytical
Research & Development, MSD, Industrie Nord 1, Schachen (Luzern) CH-6105, Switzerland
| | - Simon E. Hamilton
- Analytical
Research & Development, MSD, 120 Moorgate, London EC2M 6UR, U.K.
| | - Ping Han
- Analytical
Research & Development, Merck &
Co., Inc., 2000 Galloping
Hill Road, Kenilworth, New
Jersey 07033, United States
| | - Shuwen Sun
- Analytical
Research & Development, Merck &
Co., Inc., 126 E. Lincoln
Avenue, Rahway, New Jersey 07065, United States
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4
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Kaur R, Jain R, Budholiya N, Rathore AS. Long term culturing of CHO cells: phenotypic drift and quality attributes of the expressed monoclonal antibody. Biotechnol Lett 2023; 45:357-370. [PMID: 36707452 DOI: 10.1007/s10529-023-03346-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2022] [Revised: 12/13/2022] [Accepted: 01/05/2023] [Indexed: 01/29/2023]
Abstract
OBJECTIVE Establishing cell lines with enhanced protein production requires a deep understanding of the cellular dynamics and cell line stability. The aim of the study is to investigate the impact of long term culturing (LTC) on cell morphology and altered cellular functions possibly leading to phenotypic drift, impacting product yield and quality. Study highlights the orthogonal cellular and analytical assay toolbox to define cell line stability for optimal culture performance and product quality. METHODS We investigated recombinant monoclonal antibody (mAb) expressing CHO cells for 60 passages or 180 generations and assessed the cell growth characteristics and morphology by confocal and scanning electron microscopy. Quality attributes of expressed mAb is accessed by performing charge variants, glycan, and host cell protein analysis. RESULTS We observed a 1.65-fold increase in viable cell population and 1.3-fold increase in cell specific growth rate. A 2.5-fold decrease in antibody titer and abatement of actin filament indicate cellular phenotypic drift. Mitochondrial membrane potential (∆ΨM) signified cell health and metabolic activity during LTC. Host cell protein production is reduced by 1.8-fold. Charge heterogeneity was perturbed with 12.5% and 43% reduction in abundance of acidic and basic charge variants respectively. Glycan profile indicated a decline in fucosylation with 17% increase in galactosylated species as compared with early passaged cells. CONCLUSION LTC impinges on cellular phenotype as well as the quality of the expressed antibody, suggesting a defined subculturing limit to retain stable protein expression and cell morphology to achieve consistent product quality. Study signifies the changes in cellular and metabolic markers, suggesting cellular and analytical toolbox which could play a significant role in defining cell characteristics and ensured product quality.
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Affiliation(s)
- Rajinder Kaur
- Department of Chemical Engineering, Indian Institute of Technology Delhi, New Delhi, India
| | - Ritu Jain
- Department of Chemical Engineering, Indian Institute of Technology Delhi, New Delhi, India
| | - Niharika Budholiya
- Department of Chemical Engineering, Indian Institute of Technology Delhi, New Delhi, India
| | - Anurag S Rathore
- Department of Chemical Engineering, Indian Institute of Technology Delhi, New Delhi, India.
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Torkashvand F, Mehranfar M, Rashidi Gero M, Jafarian P, Mirabzadeh E, Azarian B, Sardari S, Vaziri B. Trastuzumab Charge Variants: a Study on Physicochemical and Pharmacokinetic Properties. IRANIAN BIOMEDICAL JOURNAL 2023; 27:108-16. [PMID: 37070702 PMCID: PMC10314757 DOI: 10.61186/ibj.3837] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/01/2022] [Accepted: 12/28/2022] [Indexed: 12/17/2023]
Abstract
Background Post-translational modifications in bioprocessing and storage of recombinant mAbs are the main sources of charge variants. While the profile of these kinds of variants is considered an important attribute for the therapeutic mAbs, there is controversy about their direct role in safety and efficacy. In this study, the physicochemical and pharmacokinetic (PK) properties of the separated charge variants belonging to a trastuzumab potential biosimilar, were examined. Methods The acidic peaks, basic peaks, and main variants of trastuzumab were separated and enriched by semi-preparative weak cation exchange. A panel of analytical techniques was utilized to characterize the physicochemical properties of these variants. The binding affinity to HER2 and FcγRs and the PK parameters were evaluated for each variant. Results Based on the results, the charge variants of the proposed biosimilar had no significant influence on the examined efficacy and PK parameters. Conclusion During the development and production of biosimilar monoclonal antibodies, evaluating the effect of their charge variants on efficacy and PK parameters is needed.
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Affiliation(s)
- Fatemeh Torkashvand
- Biotechnology Research Centre, Pasteur Institute of Iran, Tehran, Iran
- These authors contributed equally to this work
| | - Mahsa Mehranfar
- Biotechnology Research Centre, Pasteur Institute of Iran, Tehran, Iran
- These authors contributed equally to this work
| | - Mahsa Rashidi Gero
- Biotechnology Research Centre, Pasteur Institute of Iran, Tehran, Iran
- Department of Biology, Science and Research Branch, Islamic Azad University, Tehran, Iran
| | - Parisa Jafarian
- Biotechnology Research Centre, Pasteur Institute of Iran, Tehran, Iran
- Department of Biochemistry, Faculty of Biological Sciences, North Tehran branch, Islamic Azad University, Tehran, Iran
| | - Esmat Mirabzadeh
- Biotechnology Research Centre, Pasteur Institute of Iran, Tehran, Iran
| | - Bahareh Azarian
- Biotechnology Research Centre, Pasteur Institute of Iran, Tehran, Iran
| | - Soroush Sardari
- Biotechnology Research Centre, Pasteur Institute of Iran, Tehran, Iran
| | - Behrouz Vaziri
- Biotechnology Research Centre, Pasteur Institute of Iran, Tehran, Iran
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Beck A, Nowak C, Meshulam D, Reynolds K, Chen D, Pacardo DB, Nicholls SB, Carven GJ, Gu Z, Fang J, Wang D, Katiyar A, Xiang T, Liu H. Risk-Based Control Strategies of Recombinant Monoclonal Antibody Charge Variants. Antibodies (Basel) 2022; 11:73. [PMID: 36412839 PMCID: PMC9703962 DOI: 10.3390/antib11040073] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2022] [Revised: 10/27/2022] [Accepted: 11/11/2022] [Indexed: 09/28/2023] Open
Abstract
Since the first approval of the anti-CD3 recombinant monoclonal antibody (mAb), muromonab-CD3, a mouse antibody for the prevention of transplant rejection, by the US Food and Drug Administration (FDA) in 1986, mAb therapeutics have become increasingly important to medical care. A wealth of information about mAbs regarding their structure, stability, post-translation modifications, and the relationship between modification and function has been reported. Yet, substantial resources are still required throughout development and commercialization to have appropriate control strategies to maintain consistent product quality, safety, and efficacy. A typical feature of mAbs is charge heterogeneity, which stems from a variety of modifications, including modifications that are common to many mAbs or unique to a specific molecule or process. Charge heterogeneity is highly sensitive to process changes and thus a good indicator of a robust process. It is a high-risk quality attribute that could potentially fail the specification and comparability required for batch disposition. Failure to meet product specifications or comparability can substantially affect clinical development timelines. To mitigate these risks, the general rule is to maintain a comparable charge profile when process changes are inevitably introduced during development and even after commercialization. Otherwise, new peaks or varied levels of acidic and basic species must be justified based on scientific knowledge and clinical experience for a specific molecule. Here, we summarize the current understanding of mAb charge variants and outline risk-based control strategies to support process development and ultimately commercialization.
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Affiliation(s)
- Alain Beck
- Centre d’Immunologie Pierre-Fabre (CIPF), 5 Avenue Napoléon III, 74160 Saint-Julien-en-Genevois, France
| | - Christine Nowak
- Protein Characterization, Alexion AstraZeneca Rare Disease, 100 College St., New Haven, CT 06510, USA
| | - Deborah Meshulam
- Technical Operations/CMC, Scholar Rock, 301 Binney Street, 3rd Floor, Cambridge, MA 02142, USA
| | - Kristina Reynolds
- Technical Operations/CMC, Scholar Rock, 301 Binney Street, 3rd Floor, Cambridge, MA 02142, USA
| | - David Chen
- Technical Operations/CMC, Scholar Rock, 301 Binney Street, 3rd Floor, Cambridge, MA 02142, USA
| | - Dennis B. Pacardo
- Technical Operations/CMC, Scholar Rock, 301 Binney Street, 3rd Floor, Cambridge, MA 02142, USA
| | - Samantha B. Nicholls
- Protein Sciences, Scholar Rock, 301 Binney Street, 3rd Floor, Cambridge, MA 02142, USA
| | - Gregory J. Carven
- Research, Scholar Rock, 301 Binney Street, 3rd Floor, Cambridge, MA 02142, USA
| | - Zhenyu Gu
- Jasper Therapeutics, Inc., 2200 Bridge Pkwy Suite 102, Redwood City, CA 94065, USA
| | - Jing Fang
- Biological Drug Discovery, Biogen, 225 Binney St., Cambridge, MA 02142, USA
| | - Dongdong Wang
- Global Biologics, Takeda Pharmaceuticals, 300 Shire Way, Lexington, MA 02421, USA
| | - Amit Katiyar
- CMC Technical Operations, Magenta Therapeutics, 100 Technology Square, Cambridge, MA 02139, USA
| | - Tao Xiang
- Downstream Process and Analytical Development, Boston Institute of Biotechnology, 225 Turnpike Rd., Southborough, MA 01772, USA
| | - Hongcheng Liu
- Technical Operations/CMC, Scholar Rock, 301 Binney Street, 3rd Floor, Cambridge, MA 02142, USA
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Pouri S, Torkashvand F, Aghamirza Moghim H, Fard-Esfahani P, Golkar M, Vaziri B. Quality by Design in Downstream Process Development of Romiplostim. IRANIAN BIOMEDICAL JOURNAL 2022; 26:414-25. [PMID: 36439274 PMCID: PMC9841220 DOI: 10.52547/ibj.3790] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/12/2022] [Accepted: 09/10/2022] [Indexed: 12/14/2022]
Abstract
Background Background: Downstream processing of therapeutic recombinant proteins expressed as the inclusion bodies (IBs) in E. coli is quite challenging. This study aimed to use the quality by design approach for developing the multi-step downstream process of a structurally complex therapeutic Fc-Peptide fusion protein, romiplostim. Methods Methods: For development of a successful downstream process, risk analysis and experimental designs were used to characterize the most critical quality attributes (CQAs) and effects of process parameters on these quality attributes. Results Results: The solubilization of IBs was optimized by design of experiment on three parameters with a focus on solubility yield, which resulted in >75% increase of the target protein solubilization. The pH of sample was identified as CQA in anion exchange chromatography that might have an impact on achieving >85% host cell proteins removal and >90% host cell DNA reduction. In the refolding step, process parameters were screened. Cystine/cysteine ratio, pH, and incubation time identified as CPPs were further optimized using Box-Behnken analysis, which >85% of the target protein was refolded. The design space for further purification step by HIC was mapped with a focus on high molecular weight impurities. After polishing by gel filtration, the final product's biological activity showed no statistically significant differences among the groups received romiplostim and Nplate®, as the reference product. Conclusions Conclusion: This research presents a precise and exhaustive model for mapping the design space in order to describe and anticipate the link between the yield and quality of romiplostim and its downstream process parameters.
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Affiliation(s)
- Saeedeh Pouri
- Biotechnology Research Center, Pasteur Institute of Iran, Tehran, Iran
| | | | | | | | - Majid Golkar
- Department of Parasitology, Pasteur Institute of Iran, Tehran, Iran
| | - Behrouz Vaziri
- Biotechnology Research Center, Pasteur Institute of Iran, Tehran, Iran
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Gurel B, Berksoz M, Capkin E, Parlar A, Pala MC, Ozkan A, Capan Y, Daglikoca DE, Yuce M. Structural and Functional Analysis of CEX Fractions Collected from a Novel Avastin® Biosimilar Candidate and Its Innovator: A Comparative Study. Pharmaceutics 2022; 14:pharmaceutics14081571. [PMID: 36015197 PMCID: PMC9415858 DOI: 10.3390/pharmaceutics14081571] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2022] [Revised: 07/25/2022] [Accepted: 07/25/2022] [Indexed: 02/01/2023] Open
Abstract
Avastin® is a humanized recombinant monoclonal antibody used to treat cancer by targeting VEGF-A to inhibit angiogenesis. SIMAB054, an Avastin® biosimilar candidate developed in this study, showed a different charge variant profile than its innovator. Thus, it is fractionated into acidic, main, and basic isoforms and collected physically by Cation Exchange Chromatography (CEX) for a comprehensive structural and functional analysis. The innovator product, fractionated into the same species and collected by the same method, is used as a reference for comparative analysis. Ultra-Performance Liquid Chromatography (UPLC) ESI-QToF was used to analyze the modifications leading to charge heterogeneities at intact protein and peptide levels. The C-terminal lysine clipping and glycosylation profiles of the samples were monitored by intact mAb analysis. The post-translational modifications, including oxidation, deamidation, and N-terminal pyroglutamic acid formation, were determined by peptide mapping analysis in the selected signal peptides. The relative binding affinities of the fractionated charge isoforms against the antigen, VEGF-A, and the neonatal receptor, FcRn, were revealed by Surface Plasmon Resonance (SPR) studies. The results show that all CEX fractions from the innovator product and the SIMAB054 shared the same structural variants, albeit in different ratios. Common glycoforms and post-translational modifications were the same, but at different percentages for some samples. The dissimilarities were mostly originating from the presence of extra C-term Lysin residues, which are prone to enzymatic degradation in the body, and thus they were previously assessed as clinically irrelevant. Another critical finding was the presence of different glyco proteoforms in different charge species, such as increased galactosylation in the acidic and afucosylation in the basic species. SPR characterization of the isolated charge variants further confirmed that basic species found in the CEX analyses of the biosimilar candidate were also present in the innovator product, although at lower amounts. The charge variants’ in vitro antigen- and neonatal receptor-binding activities varied amongst the samples, which could be further investigated in vivo with a larger sample set to reveal the impact on the pharmacokinetics of drug candidates. Minor structural differences may explain antigen-binding differences in the isolated charge variants, which is a key parameter in a comparability exercise. Consequently, such a biosimilar candidate may not comply with high regulatory standards unless the binding differences observed are justified and demonstrated not to have any clinical impact.
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Affiliation(s)
- Busra Gurel
- SUNUM Nanotechnology Research and Application Center, Sabanci University, Istanbul 34956, Turkey;
| | - Melike Berksoz
- ILKO ARGEM Biotechnology R&D Center, Istanbul 34906, Turkey; (M.B.); (E.C.); (M.C.P.); (A.O.); (Y.C.)
| | - Eda Capkin
- ILKO ARGEM Biotechnology R&D Center, Istanbul 34906, Turkey; (M.B.); (E.C.); (M.C.P.); (A.O.); (Y.C.)
- Faculty of Engineering and Natural Sciences, Sabanci University, Istanbul 34956, Turkey;
| | - Ayhan Parlar
- Faculty of Engineering and Natural Sciences, Sabanci University, Istanbul 34956, Turkey;
| | - Meltem Corbacioglu Pala
- ILKO ARGEM Biotechnology R&D Center, Istanbul 34906, Turkey; (M.B.); (E.C.); (M.C.P.); (A.O.); (Y.C.)
| | - Aylin Ozkan
- ILKO ARGEM Biotechnology R&D Center, Istanbul 34906, Turkey; (M.B.); (E.C.); (M.C.P.); (A.O.); (Y.C.)
| | - Yılmaz Capan
- ILKO ARGEM Biotechnology R&D Center, Istanbul 34906, Turkey; (M.B.); (E.C.); (M.C.P.); (A.O.); (Y.C.)
| | - Duygu Emine Daglikoca
- ILKO ARGEM Biotechnology R&D Center, Istanbul 34906, Turkey; (M.B.); (E.C.); (M.C.P.); (A.O.); (Y.C.)
- Correspondence: (D.E.D.); (M.Y.)
| | - Meral Yuce
- SUNUM Nanotechnology Research and Application Center, Sabanci University, Istanbul 34956, Turkey;
- Correspondence: (D.E.D.); (M.Y.)
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9
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Optimized Methods for Analytical and Functional Comparison of Biosimilar mAb Drugs: A Case Study for Avastin, Mvasi, and Zirabev. Sci Pharm 2022. [DOI: 10.3390/scipharm90020036] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
Bevacizumab is a humanized therapeutic monoclonal antibody used to reduce angiogenesis, a hallmark of cancer, by binding to VEGF-A. Many pharmaceutical companies have developed biosimilars of Bevacizumab in the last decade. The official reports provided by the FDA and EMA summarize the analytical performance of biosimilars as compared to the originators without giving detailed analytical procedures. In the current study, several key methods were optimized and reported for analytical and functional comparison of bevacizumab originators (Avastin, Altuzan) and approved commercial biosimilars (Zirabev and Mvasi). This case study presents a comparative analysis of a set of biosimilars under optimized analytical conditions for the first time in the literature. The chemical structure of all products was analyzed at intact protein and peptide levels by high-resolution mass spectrometry; the major glycoforms and posttranslational modifications, including oxidation, deamidation, N-terminal PyroGlu addition, and C-terminal Lys clipping, were compared. The SPR technique was used to reveal antigen and some receptor binding kinetics of all products, and the ELISA technique was used for C1q binding affinity analysis. Finally, the inhibition performance of the samples was evaluated by an MTS-based proliferation assay in vitro. Major glycoforms were similar, with minor differences among the samples. Posttranslational modifications, except C-terminal Lys, were determined similarly, while unclipped Lys percentage was higher in Zirabev. The binding kinetics for VEGF, FcRn, FcγRIa, and C1q were similar or in the value range of originators. The anti-proliferative effect of Zirabev was slightly higher than the originators and Mvasi. The analysis of biosimilars under the same conditions could provide a new aspect to the literature in terms of the applied analytical techniques. Further studies in this field would be helpful to better understand the inter-comparability of the biosimilars.
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Peters B, Bautista J, Slaney TR, Guo H, Huang RY, Krause ME, Zeng M, Cheng J, Chen Z. Enzymatic removal of sialic acid enables iCIEF stability monitoring of charge variants of a highly sialylated bispecific antibody. Electrophoresis 2022; 43:1059-1067. [DOI: 10.1002/elps.202100259] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2021] [Revised: 03/17/2022] [Accepted: 03/22/2022] [Indexed: 11/11/2022]
Affiliation(s)
| | - James Bautista
- Drug Product Development Bristol Myers Squibb New Brunswick New Jersey USA
| | - Thomas R. Slaney
- Biologics Development Bristol Myers Squibb New Brunswick New Jersey USA
| | - Hongyue Guo
- Drug Product Development Bristol Myers Squibb New Brunswick New Jersey USA
| | - Richard Y.‐C. Huang
- Pharmaceutical Candidate Optimization Bristol Myers Squibb Lawrence Township New Jersey USA
| | - Mary E. Krause
- Drug Product Development Bristol Myers Squibb New Brunswick New Jersey USA
| | - Ming Zeng
- Biologics Development Bristol Myers Squibb New Brunswick New Jersey USA
| | - Julie Cheng
- Drug Product Development Bristol Myers Squibb New Brunswick New Jersey USA
| | - Zhi Chen
- Drug Product Development Bristol Myers Squibb New Brunswick New Jersey USA
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Abstract
Monoclonal antibodies are susceptible to chemical and enzymatic modifications during manufacturing, storage, and shipping. Deamidation, isomerization, and oxidation can compromise the potency, efficacy, and safety of therapeutic antibodies. Recently, in silico tools have been used to identify liable residues and engineer antibodies with better chemical stability. Computational approaches for predicting deamidation, isomerization, oxidation, glycation, carbonylation, sulfation, and hydroxylation are reviewed here. Although liable motifs have been used to improve the chemical stability of antibodies, the accuracy of in silico predictions can be improved using machine learning and molecular dynamic simulations. In addition, there are opportunities to improve predictions for specific stress conditions, develop in silico prediction of novel modifications in antibodies, and predict the impact of modifications on physical stability and antigen-binding.
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Affiliation(s)
- Shabdita Vatsa
- Development Services, Lonza Biologics, Singapore, Singapore
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12
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Gao D, Nie L, Yuan J, Hu F, Wu Z, Lin Q, Wang H. Physicochemical and functional characterization of HS016, a biosimilar of adalimumab (Humira). J Pharm Sci 2021; 111:1142-1151. [PMID: 34863972 DOI: 10.1016/j.xphs.2021.12.001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2021] [Revised: 12/01/2021] [Accepted: 12/01/2021] [Indexed: 12/13/2022]
Abstract
The characterization of a biosimilar drug HS016, the reference product adalimumab (Humira), and their biosimilarities were determined using physical chemistry and functional similarity tests. The primary and higher order structures, size and charge variants, glycosylation profiles, and in vitro potency of both antibodies were characterized both for unstressed and stability samples. Slight differences were observed in the relative levels of methionine oxidation, low molecular weight components, terminal lysine variant, high mannoses and galactosylated glycans between HS016 and Humira. However, no differences in antigen binding activity, Fc receptor affinity, antibody-dependent cell-mediated cytotoxicity or complemented-dependent cytotoxicity were found. The primary and higher order structures, physicochemical properties, and biological activity of HS016 and adalimumab were similar.
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Affiliation(s)
- Dong Gao
- BioRay Pharmaceutical Co., Ltd., Taizhou, China
| | - Lei Nie
- BioRay Pharmaceutical Co., Ltd., Taizhou, China
| | - Junjie Yuan
- Hisun BioPharmaceutical Co., Ltd., Hangzhou, China
| | - Feng Hu
- Hisun BioPharmaceutical Co., Ltd., Hangzhou, China
| | - Zhenhua Wu
- BioRay Pharmaceutical Co., Ltd., Taizhou, China
| | - Qunhai Lin
- Hisun BioPharmaceutical Co., Ltd., Hangzhou, China
| | - Haibin Wang
- BioRay Pharmaceutical Co., Ltd., Taizhou, China; Hisun BioPharmaceutical Co., Ltd., Hangzhou, China.
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13
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Zhao Q, Yuan JJ, Hu F, Qian C, Tian CF, Wang JT, Gao D, Yi W, Wang HB. Isolation, physicochemical, and structure-function relationship of the hydrophobic variant of Fc-fusion proteins that bind to TNF-α receptor, HS002 and HS002A. J Chromatogr B Analyt Technol Biomed Life Sci 2021; 1186:123026. [PMID: 34781108 DOI: 10.1016/j.jchromb.2021.123026] [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: 05/31/2021] [Revised: 09/05/2021] [Accepted: 11/04/2021] [Indexed: 10/19/2022]
Abstract
HS002 is the recombinant human tumor necrosis factor-α receptor Ⅱ: IgG Fc fusion protein licensed in China to treat rheumatism and psoriasis. The aim of this study was to isolate and characterize the hydrophobic freeze-dried powder injection (HS002) and ampoule injection (HS002A) variants derived from proteins of the same sequence and then to explore the structure-function relationship. Extensive physicochemical and structural testing was performed during a side-by-side comparison of the monomer peak and variant. Then the TNF-α-related binding activity, cell biological activity and affinity with FcRn were analyzed. Finally, a transformation study of the hydrophobic variant was performed under serum-like redox conditions. This research revealed that HS002A has similar physicochemical and structure-function relationship profiles to those of HS002. The hydrophobic variant exhibited the presence of new incorrect disulfide bridging. At the same time, this novel disulfide scrambled species structure-function relationship was found to be the molecular basis for reduced TNF-α binding and cell biological activities. In addition, incorrect disulfide bridging was found to be reversible under serum-like redox conditions, restoring TNF-α binding and cell biological activities to almost normal levels, all of which indicate that the variant is probably irrelevant to clinical efficacy once the drug enters the bloodstream.
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Affiliation(s)
- Qiang Zhao
- College of Life Sciences, Zhejiang University, Hangzhou, Zhejiang 310058, China; Zhejiang Bioray Biopharmaceutical Co., Ltd., Taizhou, Zhejiang 318000, China
| | - Jun-Jie Yuan
- Zhejiang Bioray Biopharmaceutical Co., Ltd., Taizhou, Zhejiang 318000, China
| | - Feng Hu
- Zhejiang Bioray Biopharmaceutical Co., Ltd., Taizhou, Zhejiang 318000, China
| | - Ci Qian
- Zhejiang Bioray Biopharmaceutical Co., Ltd., Taizhou, Zhejiang 318000, China
| | - Cheng-Fu Tian
- Zhejiang Bioray Biopharmaceutical Co., Ltd., Taizhou, Zhejiang 318000, China
| | - Ji-Teng Wang
- Zhejiang Bioray Biopharmaceutical Co., Ltd., Taizhou, Zhejiang 318000, China
| | - Dong Gao
- Zhejiang Bioray Biopharmaceutical Co., Ltd., Taizhou, Zhejiang 318000, China
| | - Wen Yi
- College of Life Sciences, Zhejiang University, Hangzhou, Zhejiang 310058, China
| | - Hai-Bin Wang
- Zhejiang Bioray Biopharmaceutical Co., Ltd., Taizhou, Zhejiang 318000, China.
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14
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Shatat SM, Al-Ghobashy MA, Fathalla FA, Abbas SS, Eltanany BM. Coupling of Trastuzumab chromatographic profiling with machine learning tools: A complementary approach for biosimilarity and stability assessment. J Chromatogr B Analyt Technol Biomed Life Sci 2021; 1184:122976. [PMID: 34656909 DOI: 10.1016/j.jchromb.2021.122976] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2021] [Revised: 09/13/2021] [Accepted: 09/15/2021] [Indexed: 12/14/2022]
Abstract
Biosimilar products present a growing opportunity to improve the global healthcare systems. The amount of accepted variability during the comparative assessments of biosimilar products introduces a significant challenge for both the biosimilar developers and the regulatory authorities. The aim of this study was to explore unsupervised machine learning tools as a mathematical aid for the interpretation and visualization of such comparability under control and stress conditions using data extracted from high throughput analytical techniques. For this purpose, a head-to-head analysis of the physicochemical characteristics of three Trastuzumab (TTZ) approved biosimilars and the originator product (Herceptin®) was performed. The studied quality attributes included the primary structure and identity by peptide mapping (PM) with reversed-phase chromatography-UV detection, size and charge profiles by stability-indicating size exclusion and cation exchange chromatography. Stress conditions involved pH and thermal stress. Principal component analysis (PCA) and two of the widely used cluster analysis tools, namely, K-means and Density-based Spatial Clustering of Applications with Noise (DBSCAN), were explored for clustering and feature representation of varied analytical datasets. It has been shown that the clustering patterns delineated by the used algorithms changed based on the included chromatographic profiles. The applied data analysis tools were found effective in revealing patterns of similarity and variability between i) intact and stressed as well as ii) originator and biosimilar samples.
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Affiliation(s)
- Sara M Shatat
- 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
| | - Faten A Fathalla
- National Organization for Research and Control of Biologicals, Egypt
| | - Samah S Abbas
- Analytical Chemistry Department, Faculty of Pharmacy, Cairo University, Egypt
| | - Basma M Eltanany
- Analytical Chemistry Department, Faculty of Pharmacy, Cairo University, Egypt.
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15
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Verscheure L, Cerdobbel A, Sandra P, Lynen F, Sandra K. Monoclonal antibody charge variant characterization by fully automated four-dimensional liquid chromatography-mass spectrometry. J Chromatogr A 2021; 1653:462409. [PMID: 34325295 DOI: 10.1016/j.chroma.2021.462409] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2021] [Revised: 07/09/2021] [Accepted: 07/09/2021] [Indexed: 10/20/2022]
Abstract
Fully automated characterization of monoclonal antibody (mAb) charge variants using four-dimensional liquid chromatography-mass spectrometry (4D-LC-MS) is reported and illustrated. Charge variants resolved by cation-exchange chromatography (CEX) using a salt- or pH-gradient are collected in loops installed on a multiple heart-cutting valve and consequently subjected to online desalting, denaturation, reduction and trypsin digestion prior to LC-MS based peptide mapping. This innovation which substantially reduces turnaround time, sample manipulation, loss and artefacts and increases information gathering, is described in great technical detail, and applied to characterize the charge heterogeneity associated with three therapeutic mAbs. Sequence coverages > 95% are obtained for major and minor charge variants (> 1.0%). Post-translational modifications (PTMs) and modification sites are readily revealed in a repeatable manner including unstable succinimide intermediates which are not maintained when performing classical in-solution overnight digestion of offline collected CEX peaks.
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Affiliation(s)
- Liesa Verscheure
- RIC group, President Kennedypark 26, Kortrijk 8500, Belgium; Separation Science Group, Department of Organic and Macromolecular Chemistry, Ghent University, Krijgslaan 281-S4, Ghent B-9000, Belgium
| | - An Cerdobbel
- RIC group, President Kennedypark 26, Kortrijk 8500, Belgium
| | - Pat Sandra
- RIC group, President Kennedypark 26, Kortrijk 8500, Belgium; Separation Science Group, Department of Organic and Macromolecular Chemistry, Ghent University, Krijgslaan 281-S4, Ghent B-9000, Belgium
| | - Frederic Lynen
- Separation Science Group, Department of Organic and Macromolecular Chemistry, Ghent University, Krijgslaan 281-S4, Ghent B-9000, Belgium
| | - Koen Sandra
- RIC group, President Kennedypark 26, Kortrijk 8500, Belgium; Separation Science Group, Department of Organic and Macromolecular Chemistry, Ghent University, Krijgslaan 281-S4, Ghent B-9000, Belgium.
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16
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Shi RL, Xiao G, Dillon TM, Ricci MS, Bondarenko PV. Characterization of therapeutic proteins by cation exchange chromatography-mass spectrometry and top-down analysis. MAbs 2021; 12:1739825. [PMID: 32292112 PMCID: PMC7188404 DOI: 10.1080/19420862.2020.1739825] [Citation(s) in RCA: 33] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023] Open
Abstract
Recently, cation exchange chromatography (CEX) using aqueous volatile buffers was directly coupled with mass spectrometry (MS) and applied for intact analysis of therapeutic proteins and antibodies. In our study, chemical modifications responsible for charge variants were identified by CEX-UV-MS for a monoclonal antibody (mAb), a bispecific antibody, and an Fc-fusion protein. We also report post-CEX column addition of organic solvent and acid followed by mixing at elevated temperatures, which unfolded proteins, increased ion intensity (sensitivity) and facilitated top-down analysis. mAb stressed by hydrogen peroxide oxidation was used as a model system, which produced additional CEX peaks. The on-line CEX-UV-MS top-down analysis produced gas-phase fragments containing one or two methionine residues. Oxidation of some methionine residues contributed to earlier (acidic), some to later (basic) eluting peaks, while oxidation of other residues did not change CEX elution. The abundance of the oxidized and non-oxidized fragment ions also allowed estimation of the oxidation percentage of different methionine residues in stressed mAb. CEX-UV-MS measurement revealed a new intact antibody proteoform at 5% that eluted as a basic peak and included paired modifications: high-mannose glycosylation and remaining C-terminal lysine residue (M5/M5 + K). This finding was confirmed by peptide mapping and on-column disulfide reduction coupled with reversed-phase liquid chromatography – top-down MS analysis of the collected basic peak. Overall, our results demonstrate the utility of the on-line method in providing site-specific structural information of charge modifications without fraction collection and laborious peptide mapping.
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Affiliation(s)
- Rachel Liuqing Shi
- Attribute Sciences, Process Development, Amgen Inc., Thousand Oaks, CA, USA
| | - Gang Xiao
- Attribute Sciences, Process Development, Amgen Inc., Thousand Oaks, CA, USA
| | - Thomas M Dillon
- Attribute Sciences, Process Development, Amgen Inc., Thousand Oaks, CA, USA
| | - Margaret S Ricci
- Attribute Sciences, Process Development, Amgen Inc., Thousand Oaks, CA, USA
| | - Pavel V Bondarenko
- Attribute Sciences, Process Development, Amgen Inc., Thousand Oaks, CA, USA
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17
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Yüce M, Sert F, Torabfam M, Parlar A, Gürel B, Çakır N, Dağlıkoca DE, Khan MA, Çapan Y. Fractionated charge variants of biosimilars: A review of separation methods, structural and functional analysis. Anal Chim Acta 2021; 1152:238189. [PMID: 33648647 DOI: 10.1016/j.aca.2020.12.064] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2020] [Revised: 12/28/2020] [Accepted: 12/29/2020] [Indexed: 12/21/2022]
Abstract
The similarity between originator and biosimilar monoclonal antibody candidates are rigorously assessed based on primary, secondary, tertiary, quaternary structures, and biological functions. Minor differences in such parameters may alter target-binding, potency, efficacy, or half-life of the molecule. The charge heterogeneity analysis is a prerequisite for all biotherapeutics. Monoclonal antibodies are prone to enzymatic or non-enzymatic structural modifications during or after the production processes, leading to the formation of fragments or aggregates, various glycoforms, oxidized, deamidated, and other degraded residues, reduced Fab region binding activity or altered FcR binding activity. Therefore, the charge variant profiles of the monoclonal antibodies must be regularly and thoroughly evaluated. Comparative structural and functional analysis of physically separated or fractioned charged variants of monoclonal antibodies has gained significant attention in the last few years. The fraction-based charge variant analysis has proved very useful for the biosimilar candidates comprising of unexpected charge isoforms. In this report, the key methods for the physical separation of monoclonal antibody charge variants, structural and functional analyses by liquid chromatography-mass spectrometry, and surface plasmon resonance techniques were reviewed.
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Affiliation(s)
- Meral Yüce
- Sabanci University, SUNUM Nanotechnology Research and Application Center, 34956, Istanbul, Turkey.
| | - Fatma Sert
- Sabanci University, Faculty of Engineering and Natural Sciences, 34956, Istanbul, Turkey; ILKO ARGEM Biotechnology R&D Center, 34906, Pendik, Istanbul, Turkey
| | - Milad Torabfam
- Sabanci University, Faculty of Engineering and Natural Sciences, 34956, Istanbul, Turkey
| | - Ayhan Parlar
- Sabanci University, Faculty of Engineering and Natural Sciences, 34956, Istanbul, Turkey
| | - Büşra Gürel
- Sabanci University, SUNUM Nanotechnology Research and Application Center, 34956, Istanbul, Turkey
| | - Nilüfer Çakır
- Sabanci University, Faculty of Engineering and Natural Sciences, 34956, Istanbul, Turkey; ILKO ARGEM Biotechnology R&D Center, 34906, Pendik, Istanbul, Turkey
| | - Duygu E Dağlıkoca
- ILKO ARGEM Biotechnology R&D Center, 34906, Pendik, Istanbul, Turkey
| | - Mansoor A Khan
- Texas A&M Health Sciences Centre, Irma Lerma Rangel College of Pharmacy, TX, 77843, USA
| | - Yılmaz Çapan
- ILKO ARGEM Biotechnology R&D Center, 34906, Pendik, Istanbul, Turkey; Hacettepe University, Faculty of Pharmacy, 06100, Ankara, Turkey.
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18
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Yuan JJ, Gao D, Hu F, Shi Y, Wu ZH, Hu CQ, Huang XD, Fang WJ, Zhang HT, Wang HB. Isolation and characterization of charge variants of infliximab biosimilar HS626. J Chromatogr B Analyt Technol Biomed Life Sci 2021; 1162:122485. [PMID: 33360415 DOI: 10.1016/j.jchromb.2020.122485] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2020] [Revised: 11/29/2020] [Accepted: 11/30/2020] [Indexed: 12/31/2022]
Abstract
Charge variants are the most commonly observed sources of heterogeneity in the routine manufacturing of monoclonal antibodies. To gain further insight into the structural foundation of charge heterogeneity and its influence on biological functions, an infliximab biosimilar HS626 from a biopharmaceutical facility was isolated by semipreparative cation exchange chromatography (CEX) to obtain fractions of acidic and basic charge variants and determine the main species. It was assessed again by CEX to ensure purities. Through a series of structural and physicochemical characterizations, we concluded that the acidic variants were caused by fragments, Met oxidation, Asn deamidation, higher levels of sialylation and galactosylation of N-linked glycans, and less high mannose. The basic variants resulted mainly from aggregates, fragments, and Met oxidation. Through further analysis of antigen binding affinity, cell death inhibitory activity, ADCC, and CDC, as well as FcRn, FcγRIIIa, and C1q affinity, we demonstrated that the charge heterogeneity did not affect biological functions. This research enhances the understanding of charge variants, which are usually effective components that should not be intentionally reduced unless biological functions are affected.
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Affiliation(s)
- Jun-Jie Yuan
- College of Pharmaceutical Sciences, Zhejiang University, Hangzhou, Zhejiang 310058, China; Zhejiang Hisun Bioray Biopharmaceutical Co., Ltd., Taizhou, Zhejiang 318000, China
| | - Dong Gao
- Zhejiang Hisun Bioray Biopharmaceutical Co., Ltd., Taizhou, Zhejiang 318000, China
| | - Feng Hu
- Zhejiang Hisun Bioray Biopharmaceutical Co., Ltd., Taizhou, Zhejiang 318000, China
| | - Yang Shi
- Zhejiang Hisun Bioray Biopharmaceutical Co., Ltd., Taizhou, Zhejiang 318000, China
| | - Zhen-Hua Wu
- Zhejiang Hisun Bioray Biopharmaceutical Co., Ltd., Taizhou, Zhejiang 318000, China
| | - Chuan-Qin Hu
- Zhejiang Hisun Bioray Biopharmaceutical Co., Ltd., Taizhou, Zhejiang 318000, China
| | - Xiao-Dong Huang
- Zhejiang Hisun Bioray Biopharmaceutical Co., Ltd., Taizhou, Zhejiang 318000, China
| | - Wei-Jie Fang
- College of Pharmaceutical Sciences, Zhejiang University, Hangzhou, Zhejiang 310058, China
| | - Hai-Tao Zhang
- College of Pharmaceutical Sciences, Zhejiang University, Hangzhou, Zhejiang 310058, China
| | - Hai-Bin Wang
- Zhejiang Hisun Bioray Biopharmaceutical Co., Ltd., Taizhou, Zhejiang 318000, China.
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19
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Prade E, Zeck A, Stiefel F, Unsoeld A, Mentrup D, Arango Gutierrez E, Gorr IH. Cysteine in cell culture media induces acidic IgG1 species by disrupting the disulfide bond network. Biotechnol Bioeng 2020; 118:1091-1104. [PMID: 33200817 PMCID: PMC7986432 DOI: 10.1002/bit.27628] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2020] [Revised: 10/29/2020] [Accepted: 11/11/2020] [Indexed: 01/16/2023]
Abstract
A high degree of charge heterogeneity is an unfavorable phenomenon commonly observed for therapeutic monoclonal antibodies (mAbs). Removal of these impurities during manufacturing often comes at the cost of impaired step yields. A wide spectrum of posttranslational and chemical modifications is known to modify mAb charge. However, a deeper understanding of underlying mechanisms triggering charged species would be beneficial for the control of mAb charge variants during bioprocessing. In this study, a comprehensive analytical investigation was carried out to define the root causes and mechanisms inducing acidic variants of an immunoglobulin G1‐derived mAb. Characterization of differently charged species by liquid chromatography–mass spectrometry revealed the reduction of disulfide bonds in acidic variants, which is followed by cysteinylation and glutathionylation of cysteines. Importantly, biophysical stability and integrity of the mAb are not affected. By in vitro incubation of the mAb with the reducing agent cysteine, disulfide bond degradation was directly linked to an increase of numerous acidic species. Modifying the concentrations of cysteine during the fermentation of various mAbs illustrated that redox potential is a critical aspect to consider during bioprocess development with respect to charge variant control.
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Affiliation(s)
- Elke Prade
- Early Stage Bioprocess Development, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany
| | - Anne Zeck
- Pharma and Biotech, NMI Natural and Medical Sciences Institute, University of Tübingen, Reutlingen, Germany
| | - Fabian Stiefel
- Late Stage USP Development, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany
| | - Andreas Unsoeld
- Late Stage USP Development, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany
| | - David Mentrup
- Early Stage Bioprocess Development, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany
| | - Erik Arango Gutierrez
- Early Stage Bioprocess Development, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany
| | - Ingo H Gorr
- Early Stage Bioprocess Development, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany
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20
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Recent advances in LC–MS based characterization of protein-based bio-therapeutics – mastering analytical challenges posed by the increasing format complexity. J Pharm Biomed Anal 2020; 186:113251. [DOI: 10.1016/j.jpba.2020.113251] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2019] [Revised: 03/05/2020] [Accepted: 03/09/2020] [Indexed: 12/25/2022]
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21
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Ying Y, Li H. Recent progress in the analysis of protein deamidation using mass spectrometry. Methods 2020; 200:42-57. [PMID: 32544593 DOI: 10.1016/j.ymeth.2020.06.009] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2020] [Revised: 05/15/2020] [Accepted: 06/11/2020] [Indexed: 02/06/2023] Open
Abstract
Deamidation is a nonenzymatic and spontaneous posttranslational modification (PTM) that introduces changes in both structure and charge of proteins, strongly associated with aging proteome instability and degenerative diseases. Deamidation is also a common PTM occurring in biopharmaceutical proteins, representing a major cause of degradation. Therefore, characterization of deamidation alongside its inter-related modifications, isomerization and racemization, is critically important to understand their roles in protein stability and diseases. Mass spectrometry (MS) has become an indispensable tool in site-specific identification of PTMs for proteomics and structural studies. In this review, we focus on the recent advances of MS analysis in protein deamidation. In particular, we provide an update on sample preparation, chromatographic separation, and MS technologies at multi-level scales, for accurate and reliable characterization of protein deamidation in both simple and complex biological samples, yielding important new insight on how deamidation together with isomerization and racemization occurs. These technological progresses will lead to a better understanding of how deamidation contributes to the pathology of aging and other degenerative diseases and the development of biopharmaceutical drugs.
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Affiliation(s)
- Yujia Ying
- School of Pharmaceutical Sciences, University of Sun Yat-sen University, No.132 Wai Huan Dong Lu, Guangzhou Higher Education Mega Center, Guangzhou 510006, China; School of Pharmacy, China Pharmaceutical University, 639 Longmian Avenue, Nanjing 211198, China
| | - Huilin Li
- School of Pharmaceutical Sciences, University of Sun Yat-sen University, No.132 Wai Huan Dong Lu, Guangzhou Higher Education Mega Center, Guangzhou 510006, China; Guangdong Key Laboratory of Chiral Molecule and Drug Discovery, School of Pharmaceutical Sciences, Sun Yat-sen University, Guangzhou, Guangdong 510006, China.
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22
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Pérez-Robles R, Cuadros-Rodríguez L, Salmerón-García A, Cabeza-Barrera J, Navas N. Intact charge variant analysis of ziv-aflibercept by cationic exchange liquid chromatography as a proof of concept: Comparison between volatile and non-volatile salts in the mobile phase. J Pharm Biomed Anal 2020; 185:113233. [DOI: 10.1016/j.jpba.2020.113233] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2019] [Revised: 01/15/2020] [Accepted: 03/04/2020] [Indexed: 12/17/2022]
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23
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Characterization of the acidic species of a monoclonal antibody using free flow electrophoresis fractionation and mass spectrometry. J Pharm Biomed Anal 2020; 185:113217. [DOI: 10.1016/j.jpba.2020.113217] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2019] [Revised: 02/26/2020] [Accepted: 02/27/2020] [Indexed: 12/19/2022]
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24
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Chen X, Liu X, Xiao Z, Liu J, Zhao L, Tan WS, Fan L. Insights into the loss of protein sialylation in an fc-fusion protein-producing CHO cell bioprocess. Appl Microbiol Biotechnol 2019; 103:4753-4765. [DOI: 10.1007/s00253-019-09850-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2019] [Revised: 04/09/2019] [Accepted: 04/11/2019] [Indexed: 10/26/2022]
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25
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Beck A, Liu H. Macro- and Micro-Heterogeneity of Natural and Recombinant IgG Antibodies. Antibodies (Basel) 2019; 8:antib8010018. [PMID: 31544824 PMCID: PMC6640695 DOI: 10.3390/antib8010018] [Citation(s) in RCA: 59] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2018] [Revised: 01/19/2019] [Accepted: 02/13/2019] [Indexed: 12/22/2022] Open
Abstract
Recombinant monoclonal antibodies (mAbs) intended for therapeutic usage are required to be thoroughly characterized, which has promoted an extensive effort towards the understanding of the structures and heterogeneity of this major class of molecules. Batch consistency and comparability are highly relevant to the successful pharmaceutical development of mAbs and related products. Small structural modifications that contribute to molecule variants (or proteoforms) differing in size, charge or hydrophobicity have been identified. These modifications may impact (or not) the stability, pharmacokinetics, and efficacy of mAbs. The presence of the same type of modifications as found in endogenous immunoglobulin G (IgG) can substantially lower the safety risks of mAbs. The knowledge of modifications is also critical to the ranking of critical quality attributes (CQAs) of the drug and define the Quality Target Product Profile (QTPP). This review provides a summary of the current understanding of post-translational and physico-chemical modifications identified in recombinant mAbs and endogenous IgGs at physiological conditions.
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Affiliation(s)
- Alain Beck
- Biologics CMC and developability, IRPF, Center d'immunologie Pierre Fabre, St Julien-en-Genevois CEDEX, 74160 Saint-Julien en Genevois, France.
| | - Hongcheng Liu
- Anokion, 50 Hampshire Street, Suite 402, Cambridge, MA 02139, USA.
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26
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Chung S, Tian J, Tan Z, Chen J, Zhang N, Huang Y, Vandermark E, Lee J, Borys M, Li ZJ. Modulating cell culture oxidative stress reduces protein glycation and acidic charge variant formation. MAbs 2019; 11:205-216. [PMID: 30602334 DOI: 10.1080/19420862.2018.1537533] [Citation(s) in RCA: 27] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023] Open
Abstract
Controlling acidic charge variants is critical for an industrial bioprocess due to the potential impact on therapeutic efficacy and safety. Achieving a consistent charge variant profile at manufacturing scale remains challenging and may require substantial resources to investigate effective control strategies. This is partially due to incomplete understanding of the underlying causes for charge variant formation during the cell culture process. To address this gap, we examined the effects of four process input factors (temperature, iron concentration, feed media age, and antioxidant (rosmarinic acid) concentration) on charge variant profile. These factors were found to affect the charge profile by modulating the cell culture oxidative state. Process conditions with higher acidic peaks corresponded to elevated supernatant peroxide concentration, intracellular reactive oxygen species (ROS) levels, or both. Changes in glycation level were the primary cause of the charge heterogeneity, and for the first time, supernatant peroxide was found to positively correlate with glycation levels. Based on these findings, a novel mathematical model was developed to demonstrate that the rate of acidic species formation was exponentially proportional to the concentrations of supernatant peroxide and protein product. This work provides critical insights into charge variant formation during the cell culture process and highlights the importance of modulating of cell culture oxidative stress for charge variant control.
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Affiliation(s)
- Stanley Chung
- a Department of Chemical Engineering , Northeastern University , Boston , MA
| | - Jun Tian
- b Biologics Development, Global Product Development and Supply , Bristol-Myers Squibb Company , Devens , MA
| | - Zhijun Tan
- b Biologics Development, Global Product Development and Supply , Bristol-Myers Squibb Company , Devens , MA
| | - Jie Chen
- b Biologics Development, Global Product Development and Supply , Bristol-Myers Squibb Company , Devens , MA
| | - Na Zhang
- b Biologics Development, Global Product Development and Supply , Bristol-Myers Squibb Company , Devens , MA
| | - Yunping Huang
- c Mass Spectrometry COE 1, Global Product Development and Supply , Bristol-Myers Squibb Company , Pennington , RJ
| | - Erik Vandermark
- b Biologics Development, Global Product Development and Supply , Bristol-Myers Squibb Company , Devens , MA
| | - Jongchan Lee
- b Biologics Development, Global Product Development and Supply , Bristol-Myers Squibb Company , Devens , MA
| | - Michael Borys
- b Biologics Development, Global Product Development and Supply , Bristol-Myers Squibb Company , Devens , MA
| | - Zheng Jian Li
- b Biologics Development, Global Product Development and Supply , Bristol-Myers Squibb Company , Devens , MA
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