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Tiwari A, Masampally VS, Agarwal A, Rathore AS. Digital twin of a continuous chromatography process for mAb purification: Design and model-based control. Biotechnol Bioeng 2023; 120:748-766. [PMID: 36517960 DOI: 10.1002/bit.28307] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2022] [Revised: 12/08/2022] [Accepted: 12/13/2022] [Indexed: 12/23/2022]
Abstract
Model-based design of integrated continuous train coupled with online process analytical technology (PAT) tool can be a potent facilitator for monitoring and control of Critical Quality Attributes (CQAs) in real time. Charge variants are product related variants and are often regarded as CQAs as they may impact potency and efficacy of drug. Robust pooling decision is required for achieving uniform charge variant composition for mAbs as baseline separation between closely related variants is rarely achieved in process scale chromatography. In this study, we propose a digital twin of a continuous chromatography process, integrated with an online HPLC-PAT tool for delivering real time pooling decisions to achieve uniform charge variant composition. The integrated downstream process comprised continuous multicolumn capture protein A chromatography, viral inactivation in coiled flow inverter reactor (CFIR), and multicolumn CEX polishing step. An online HPLC was connected to the harvest tank before protein A chromatography. Both empirical and mechanistic modeling have been considered. The model states were updated in real time using online HPLC charge variant data for prediction of the initial and final cut point for CEX eluate, according to which the process chromatography was directed to switch from collection to waste to achieve the desired charge variant composition in the CEX pool. Two case studies were carried out to demonstrate this control strategy. In the first case study, the continuous train was run for initially 14 h for harvest of fixed charge variant composition as feed. In the second case study, charge variant composition was dynamically changed by introducing forced perturbation to mimic the deviations that may be encountered during perfusion cell culture. The control strategy was successfully implemented for more than ±5% variability in the acidic variants of the feed with its composition in the range of acidic (13%-17%), main (18%-23%), and basic (59%-68%) variants. Both the case studies yielded CEX pool of uniform distribution of acidic, main and basic profiles in the range of 15 ± 0.8, 31 ± 0.3, and 53 ± 0.5%, respectively, in the case of empirical modeling and 15 ± 0.5, 31 ± 0.3, and 53 ± 0.3%, respectively, in the case of mechanistic modeling. In both cases, process yield for main species was >85% and the use of online HPLC early in the purification train helped in making quicker decision for pooling of CEX eluate. The results thus successfully demonstrate the technical feasibility of creating digital twins of bioprocess operations and their utility for process control.
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Affiliation(s)
- Anamika Tiwari
- Department of Chemical Engineering, Indian Institute of Technology, Hauz Khas, India
| | | | - Anshul Agarwal
- TCS Research, Tata Consultancy Services Limited, Pune, India
| | - Anurag S Rathore
- Department of Chemical Engineering, Indian Institute of Technology, Hauz Khas, India
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2
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Steinebach F, Wälchli R, Pfister D, Morbidelli M. Adsorption Behavior of Charge Isoforms of Monoclonal Antibodies on Strong Cation Exchangers. Biotechnol J 2017; 12. [DOI: 10.1002/biot.201700123] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2017] [Revised: 10/01/2017] [Indexed: 12/12/2022]
Affiliation(s)
- Fabian Steinebach
- Institute for Chemical and Bioengineering, Department of Chemistry and Applied Biosciences; ETH Zurich 8093 Zurich Switzerland
| | - Ruben Wälchli
- Institute for Chemical and Bioengineering, Department of Chemistry and Applied Biosciences; ETH Zurich 8093 Zurich Switzerland
| | | | - Massimo Morbidelli
- Institute for Chemical and Bioengineering, Department of Chemistry and Applied Biosciences; ETH Zurich 8093 Zurich Switzerland
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3
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Li M, Li Y, Yu L, Sun Y. Characterization of poly(allylamine) as a polymeric ligand for ion-exchange protein chromatography. J Chromatogr A 2017; 1486:103-109. [DOI: 10.1016/j.chroma.2016.11.012] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2016] [Revised: 10/24/2016] [Accepted: 11/10/2016] [Indexed: 01/19/2023]
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4
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Wang Q, Yu L, Sun Y. Grafting glycidyl methacrylate to Sepharose gel for fabricating high-capacity protein anion exchangers. J Chromatogr A 2016; 1443:118-25. [DOI: 10.1016/j.chroma.2016.03.033] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2016] [Revised: 03/14/2016] [Accepted: 03/14/2016] [Indexed: 12/20/2022]
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Brorson K, Jia AY. Therapeutic monoclonal antibodies and consistent ends: terminal heterogeneity, detection, and impact on quality. Curr Opin Biotechnol 2014; 30:140-6. [DOI: 10.1016/j.copbio.2014.06.012] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2014] [Revised: 06/04/2014] [Accepted: 06/15/2014] [Indexed: 01/16/2023]
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6
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Corbier M, Schrag D, Raimondi S. Ion exchange-high-performance liquid chromatography (IEX-HPLC). Methods Mol Biol 2014; 1131:501-506. [PMID: 24515485 DOI: 10.1007/978-1-62703-992-5_30] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/03/2023]
Abstract
The ion exchange-high-performance liquid chromatography is a high-throughput analytical method that allows to determine the charge profile of purified antibodies. Here, we describe the preparation of the samples, chromatographic conditions to be used (buffer preparation, salt gradient, quantity injected, flow rate, run time, column suitability, etc.), validity of the analysis, and integration of the chromatogram in order to calculate the proportion of the different isoforms.
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Marek W, Muca R, Woś S, Piątkowski W, Antos D. Isolation of monoclonal antibody from a Chinese hamster ovary supernatant. II: Dynamics of the integrated separation on ion exchange and hydrophobic interaction chromatography media. J Chromatogr A 2013; 1305:64-75. [DOI: 10.1016/j.chroma.2013.06.076] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2013] [Revised: 06/14/2013] [Accepted: 06/27/2013] [Indexed: 01/13/2023]
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Linke T, Feng J, Yu K, Kim HJ, Wei Z, Wang Y, Wang WK, Hunter AK. Process scale separation of an anti-CD22 immunotoxin charge variant. J Chromatogr A 2012; 1260:120-5. [PMID: 22980642 DOI: 10.1016/j.chroma.2012.08.061] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2012] [Revised: 08/13/2012] [Accepted: 08/19/2012] [Indexed: 11/19/2022]
Abstract
We describe the analytical characterization and process scale separation of a deamidated variant of an immunotoxin. The different charge variants of the immunotoxin were separated using analytical ion-exchange HPLC. These charge variants were analyzed by peptide mapping and LC-MS/MS to identify the site of modification, which was determined to reside in the toxin portion of the molecule. Using a cell-based bioassay it was also determined that deamidation led to reduced biological activity, requiring it be controlled during manufacturing. This was accomplished using process scale anion-exchange chromatography. The process was capable of reducing the deamidated form to a level low enough for the resulting product to maintain acceptable biological activity. Keys to the successful control of this impurity at process scale were a good understanding of structure-function relationship and the availability of an analytical HPLC assay to provide a surrogate for the cell-based bioassay.
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Affiliation(s)
- Thomas Linke
- MedImmune, One MedImmune Way, Gaithersburg, MD 20878, USA
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Guélat B, Ströhlein G, Lattuada M, Delegrange L, Valax P, Morbidelli M. Simulation model for overloaded monoclonal antibody variants separations in ion-exchange chromatography. J Chromatogr A 2012; 1253:32-43. [DOI: 10.1016/j.chroma.2012.06.081] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2012] [Revised: 06/21/2012] [Accepted: 06/25/2012] [Indexed: 12/18/2022]
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Tao Y, Chen N, Carta G, Ferreira G, Robbins D. Modeling multicomponent adsorption of monoclonal antibody charge variants in cation exchange columns. AIChE J 2011. [DOI: 10.1002/aic.13718] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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11
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Adsorption of deamidated antibody variants on macroporous and dextran-grafted cation exchangers: I. Adsorption equilibrium. J Chromatogr A 2011; 1218:1519-29. [DOI: 10.1016/j.chroma.2011.01.049] [Citation(s) in RCA: 53] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2010] [Revised: 01/13/2011] [Accepted: 01/17/2011] [Indexed: 11/22/2022]
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12
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Adsorption of deamidated antibody variants on macroporous and dextran-grafted cation exchangers: II. Adsorption kinetics. J Chromatogr A 2011; 1218:1530-7. [DOI: 10.1016/j.chroma.2011.01.050] [Citation(s) in RCA: 45] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2010] [Revised: 01/13/2011] [Accepted: 01/17/2011] [Indexed: 11/24/2022]
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Hart DS, Harinarayan C, Malmquist G, Axén A, Sharma M, van Reis R. Surface extenders and an optimal pore size promote high dynamic binding capacities of antibodies on cation exchange resins. J Chromatogr A 2008; 1216:4372-6. [PMID: 19168177 DOI: 10.1016/j.chroma.2008.11.083] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2008] [Revised: 11/01/2008] [Accepted: 11/13/2008] [Indexed: 11/15/2022]
Abstract
Increased recombinant protein expression yields and a large installed base of manufacturing facilities designed for smaller bulk sizes has led to the need for high capacity chromatographic resins. This work explores the impact of three pore sizes (with dextran distribution coefficients of 0.4, 0.53, and 0.64), dextran surface extender concentration (11-20mg/mL), and ligand density (77-138 micromol H+/mL resin) of cation exchange resins on the dynamic binding capacity of a therapeutic antibody. An intermediate optimal pore size was identified from three pore sizes examined. Increasing ligand density was shown to increase the critical ionic strength, while increasing dextran content increased dynamic binding capacity mainly at the optimal pore size and lower conductivities. Dynamic binding capacity as high as 200mg/mL was obtained at the optimum pore size and dextran content.
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Affiliation(s)
- David S Hart
- Genentech Inc., 1 DNA Way, South San Francisco, CA 94080, USA
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Forrer N, Butté A, Morbidelli M. Chromatographic behavior of a polyclonal antibody mixture on a strong cation exchanger column. Part I: Adsorption characterization. J Chromatogr A 2008; 1214:59-70. [DOI: 10.1016/j.chroma.2008.10.048] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2008] [Revised: 10/07/2008] [Accepted: 10/13/2008] [Indexed: 10/21/2022]
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Forrer N, Kartachova O, Butté A, Morbidelli M. Investigation of the Porosity Variation during Chromatographic Experiments. Ind Eng Chem Res 2008. [DOI: 10.1021/ie800131t] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Nicola Forrer
- Institute for Chemical and Bioengineering, Department of Chemistry and Applied Biosciences, ETH Zurich, 8093 Zurich, Switzerland
| | - Olga Kartachova
- Institute for Chemical and Bioengineering, Department of Chemistry and Applied Biosciences, ETH Zurich, 8093 Zurich, Switzerland
| | - Alessandro Butté
- Institute for Chemical and Bioengineering, Department of Chemistry and Applied Biosciences, ETH Zurich, 8093 Zurich, Switzerland
| | - Massimo Morbidelli
- Institute for Chemical and Bioengineering, Department of Chemistry and Applied Biosciences, ETH Zurich, 8093 Zurich, Switzerland
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16
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Butté A, Storti G, Mazzotti M. Shock formation in binary systems with nonlinear characteristic curves. Chem Eng Sci 2008. [DOI: 10.1016/j.ces.2008.05.029] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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17
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Melter L, Butté A, Morbidelli M. Preparative weak cation-exchange chromatography of monoclonal antibody variants. J Chromatogr A 2008; 1200:156-65. [DOI: 10.1016/j.chroma.2008.05.061] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2008] [Revised: 05/08/2008] [Accepted: 05/22/2008] [Indexed: 10/22/2022]
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18
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Dick LW, Qiu D, Mahon D, Adamo M, Cheng KC. C-terminal lysine variants in fully human monoclonal antibodies: Investigation of test methods and possible causes. Biotechnol Bioeng 2008; 100:1132-43. [DOI: 10.1002/bit.21855] [Citation(s) in RCA: 121] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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