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Shekhawat LK, Godara A, Kumar V, Rathore AS. Design of experiments applications in bioprocessing: Chromatography process development using split design of experiments. Biotechnol Prog 2018; 35:e2730. [PMID: 30315679 DOI: 10.1002/btpr.2730] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2018] [Revised: 10/08/2018] [Accepted: 10/09/2018] [Indexed: 11/11/2022]
Abstract
Development of a chromatographic step in a time and resource efficient manner remains a serious bottleneck in protein purification. Chromatographic performance typically depends on raw material attributes, feed material attributes, process factors, and their interactions. Design of experiments (DOE) based process development is often chosen for this purpose. A challenge is, however, in performing a DOE with such a large number of process factors. A split DOE approach based on process knowledge in order to reduce the number of experiments is proposed. The first DOE targets optimizing factors that are likely to significantly impact the process and their effect on process performance is unknown. The second DOE aims to fine-tune another set of interacting process factors, impact of whom on process performance is known from process understanding. Furthermore, modeling of a large set of output response variables has been achieved by fitting the output responses to an empirical equation and then using the parametric constants of the equation as output response variables for regression modeling. Two case studies involving hydrophobic interaction chromatography for removal of aggregates and cation exchange chromatography for separation of charge variants and aggregates have been utilized to illustrate the proposed approach. Proposed methodology reduced total number of experiments by 25% and 72% compared to a single DOE based on central composite design and full factorial design, respectively. The proposed approach is likely to result in a significant reduction in resources required as well as time taken during process development. © 2018 American Institute of Chemical Engineers Biotechnol. Prog., 35: e2730, 2019.
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Affiliation(s)
- Lalita K Shekhawat
- Dept. of Chemical Engineering, Indian Inst. of Technology, Hauz Khas, New Delhi, India
| | - Avinash Godara
- Dept. of Chemical Engineering, Indian Inst. of Technology, Hauz Khas, New Delhi, India
| | - Vijesh Kumar
- Dept. of Chemical Engineering, Indian Inst. of Technology, Hauz Khas, New Delhi, India
| | - Anurag S Rathore
- Dept. of Chemical Engineering, Indian Inst. of Technology, Hauz Khas, New Delhi, India
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Kinna A, Tolner B, Rota EM, Titchener-Hooker N, Nesbeth D, Chester K. IMAC capture of recombinant protein from unclarified mammalian cell feed streams. Biotechnol Bioeng 2016; 113:130-40. [PMID: 26174988 PMCID: PMC4737217 DOI: 10.1002/bit.25705] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2015] [Revised: 06/30/2015] [Accepted: 07/10/2015] [Indexed: 12/25/2022]
Abstract
Fusion-tag affinity chromatography is a key technique in recombinant protein purification. Current methods for protein recovery from mammalian cells are hampered by the need for feed stream clarification. We have developed a method for direct capture using immobilized metal affinity chromatography (IMAC) of hexahistidine (His6) tagged proteins from unclarified mammalian cell feed streams. The process employs radial flow chromatography with 300-500 μm diameter agarose resin beads that allow free passage of cells but capture His-tagged proteins from the feed stream; circumventing expensive and cumbersome centrifugation and/or filtration steps. The method is exemplified by Chinese Hamster Ovary (CHO) cell expression and subsequent recovery of recombinant His-tagged carcinoembryonic antigen (CEA); a heavily glycosylated and clinically relevant protein. Despite operating at a high NaCl concentration necessary for IMAC binding, cells remained over 96% viable after passage through the column with host cell proteases and DNA detected at ∼ 8 U/mL and 2 ng/μL in column flow-through, respectively. Recovery of His-tagged CEA from unclarified feed yielded 71% product recovery. This work provides a basis for direct primary capture of fully glycosylated recombinant proteins from unclarified mammalian cell feed streams.
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Affiliation(s)
- Alexander Kinna
- Department of Oncology, University College London, UCL Cancer Institute, 72 Huntley Street, London, WC1E 6BT, UK
- Department of Biochemical Engineering, University College London, Gower Street, London, WC1E 6BT, UK
| | - Berend Tolner
- Department of Oncology, University College London, UCL Cancer Institute, 72 Huntley Street, London, WC1E 6BT, UK
| | - Enrique Miranda Rota
- Department of Oncology, University College London, UCL Cancer Institute, 72 Huntley Street, London, WC1E 6BT, UK
| | - Nigel Titchener-Hooker
- Department of Biochemical Engineering, University College London, Gower Street, London, WC1E 6BT, UK
| | - Darren Nesbeth
- Department of Biochemical Engineering, University College London, Gower Street, London, WC1E 6BT, UK
| | - Kerry Chester
- Department of Oncology, University College London, UCL Cancer Institute, 72 Huntley Street, London, WC1E 6BT, UK.
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Ji Y, Tian Y, Ahnfelt M, Sui L. Design and optimization of a chromatographic purification process for Streptococcus pneumoniae serotype 23F capsular polysaccharide by a Design of Experiments approach. J Chromatogr A 2014; 1348:137-49. [PMID: 24845825 DOI: 10.1016/j.chroma.2014.04.096] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2014] [Revised: 04/13/2014] [Accepted: 04/29/2014] [Indexed: 11/28/2022]
Abstract
Multivalent pneumococcal vaccines were used worldwide to protect human beings from pneumococcal diseases. In order to eliminate the toxic organic solutions used in the traditional vaccine purification process, an alternative chromatographic process for Streptococcus pneumoniae serotype 23F capsular polysaccharide (CPS) was proposed in this study. The strategy of Design of Experiments (DoE) was introduced into the process development to solve the complicated design procedure. An initial process analysis was given to review the whole flowchart, identify the critical factors of chromatography through FMEA and chose the flowthrough mode due to the property of the feed. A resin screening study was then followed to select candidate resins. DoE was utilized to generate a resolution IV fractional factorial design to further compare candidates and narrow down the design space. After Capto Adhere was selected, the Box-Behnken DoE was executed to model the process and characterize all effects of factors on the responses. Finally, Monte Carlo simulation was used to optimize the process, test the chosen optimal conditions and define the control limit. The results of three scale-up runs at set points verified the DoE and simulation predictions. The final results were well in accordance with the EU pharmacopeia requirements: Protein/CPS (w/w) 1.08%; DNA/CPS (w/w) 0.61%; the phosphorus content 3.1%; the nitrogen 0.315% and the Methyl-pentose percentage 47.9%. Other tests of final pure CPS also met the pharmacopeia specifications. This alternative chromatographic purification process for pneumococcal vaccine without toxic organic solvents was successfully developed by the DoE approach and proved scalability, robustness and suitability for large scale manufacturing.
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Affiliation(s)
- Yu Ji
- GE Healthcare Fast Trak China, 1800 Cailun Road, Zhangjiang Hi-tech Park, Pudong, Shanghai 201203, China.
| | - Yang Tian
- GE Healthcare Fast Trak China, 1800 Cailun Road, Zhangjiang Hi-tech Park, Pudong, Shanghai 201203, China
| | - Mattias Ahnfelt
- GE Healthcare Bio-Sciences, Björkgatan 30, SE-75184 Uppsala, Sweden
| | - Lili Sui
- GE Healthcare Fast Trak China, 1800 Cailun Road, Zhangjiang Hi-tech Park, Pudong, Shanghai 201203, China
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Xu Z, Li J, Zhou JX. PROCESS DEVELOPMENT FOR ROBUST REMOVAL OF AGGREGATES USING CATION EXCHANGE CHROMATOGRAPHY IN MONOCLONAL ANTIBODY PURIFICATION WITH IMPLEMENTATION OF QUALITY BY DESIGN. Prep Biochem Biotechnol 2012; 42:183-202. [DOI: 10.1080/10826068.2012.654572] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
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High productivity chromatography refolding process for Hepatitis B Virus X (HBx) protein guided by statistical design of experiment studies. J Chromatogr A 2012; 1223:64-71. [DOI: 10.1016/j.chroma.2011.12.037] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2011] [Revised: 12/08/2011] [Accepted: 12/08/2011] [Indexed: 12/17/2022]
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Effects of resin ligand density on yield and impurity clearance in preparative cation exchange chromatography. II. Process characterization. J Chromatogr A 2012; 1225:70-8. [DOI: 10.1016/j.chroma.2011.12.049] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2011] [Revised: 11/02/2011] [Accepted: 12/15/2011] [Indexed: 11/22/2022]
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Jiang C, Flansburg L, Ghose S, Jorjorian P, Shukla AA. Defining process design space for a hydrophobic interaction chromatography (HIC) purification step: application of quality by design (QbD) principles. Biotechnol Bioeng 2011; 107:985-97. [PMID: 20683852 DOI: 10.1002/bit.22894] [Citation(s) in RCA: 58] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Abstract
The concept of design space has been taking root under the quality by design paradigm as a foundation of in-process control strategies for biopharmaceutical manufacturing processes. This paper outlines the development of a design space for a hydrophobic interaction chromatography (HIC) process step. The design space included the impact of raw material lot-to-lot variability and variations in the feed stream from cell culture. A failure modes and effects analysis was employed as the basis for the process characterization exercise. During mapping of the process design space, the multi-dimensional combination of operational variables were studied to quantify the impact on process performance in terms of yield and product quality. Variability in resin hydrophobicity was found to have a significant influence on step yield and high-molecular weight aggregate clearance through the HIC step. A robust operating window was identified for this process step that enabled a higher step yield while ensuring acceptable product quality.
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Affiliation(s)
- Canping Jiang
- Manufacturing Sciences & Technology, Bristol-Myers Squibb Co., East Syracuse, New York 13057, USA
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Pieracci J, Perry L, Conley L. Using partition designs to enhance purification process understanding. Biotechnol Bioeng 2011; 107:814-24. [PMID: 20632374 DOI: 10.1002/bit.22866] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Abstract
Characterization of purification processes by identifying significant input parameters and establishing predictive models is vital to developing robust processes. Current experimental design approaches restrict analysis to one process step at a time, which can severely limit the ability to identify interactions between process steps. This can be overcome by the use of partition designs which can model multiple, sequential process steps simultaneously. This paper presents the application of partition designs to a monoclonal antibody purification process. Three sequential purification steps were modeled using both traditional experimental designs and partition designs and the results compared as a proof of concept study. The partition and traditional design approaches identified the same input parameters within each process step that significantly affected the product quality output examined. The partition design also identified significant interactions between input parameters across process steps that could not be uncovered by the traditional approach.
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Abu-Absi SF, Yang L, Thompson P, Jiang C, Kandula S, Schilling B, Shukla AA. Defining process design space for monoclonal antibody cell culture. Biotechnol Bioeng 2010; 106:894-905. [DOI: 10.1002/bit.22764] [Citation(s) in RCA: 84] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
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Molina MA, Zhao W, Sankaran S, Schivo M, Kenyon NJ, Davis CE. Design-of-experiment optimization of exhaled breath condensate analysis using a miniature differential mobility spectrometer (DMS). Anal Chim Acta 2008; 628:155-61. [PMID: 18929003 DOI: 10.1016/j.aca.2008.09.010] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2008] [Revised: 08/24/2008] [Accepted: 09/05/2008] [Indexed: 10/21/2022]
Abstract
Analytical instruments that can measure small amounts of chemicals in complicated biological samples are often useful as diagnostic tools. However, it can be challenging to optimize these sensors using actual clinical samples, given the heterogeneous background and composition of the test materials. Here we use gas chromatography-differential mobility spectrometry (GC/DMS) to analyze the chemical content of human exhaled breath condensate (EBC). Ultimately, this system can be used for non-invasive disease diagnostics. Many parameters can be adjusted within this instrument system, and we implemented a factorial design-of-experiments to systematically test several combinations of parameter settings while concurrently analyzing effects and interactions. We examined four parameters that affect sensitivity and detection for our instrument, requiring a 2(4) factorial design. We optimized sensor function using EBC samples spiked with acetone, a known clinical biomarker in breath. Two outputs were recorded for each experiment combination: number of chemicals detected, and the amplitude of acetone signal. Our goal is to find the best parameter combination that yields the highest acetone peak while also preserving the largest number of other chemical peaks in the spectra. By optimizing the system, we can conduct further clinical experiments with our sensor more efficiently and accurately.
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Affiliation(s)
- Mary A Molina
- Department of Mechanical and Aeronautical Engineering, University of California, Davis, One Shields Avenue, Davis, CA 95616, United States
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Viral clearance studies on new and used chromatography resins: Critical review of a large dataset. Biologicals 2008; 36:88-98. [DOI: 10.1016/j.biologicals.2007.08.001] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2007] [Revised: 07/18/2007] [Accepted: 08/24/2007] [Indexed: 11/21/2022] Open
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Rezania S, Ahn DG, Kang KA. Separation of protein C from Cohn Fraction IV-1 by mini-antibody. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2007; 599:125-31. [PMID: 17727256 DOI: 10.1007/978-0-387-71764-7_17] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Human protein C (PC) is a natural anticoagulant, antithrombotic, anti-inflammatory, and anti-apoptotic in the bloodstream. PC deficiency can lead to abnormal blood clot formation inside blood vessels, possibly causing heart attack, stroke, skin necrosis, or even death. PC can be, therefore, a valuable therapeutic with little side effect, unlike the currently used anti-coagulants. To reduce the cost involved in immuno purification of PC from blood plasma, single chain variable fragments (mini-Mab) are being produced by recombinant E. coli using phagemid technique. As an economic means of purifying the PC specific mini-Mab, metal affinity chromatography (IMAC) purification process was also investigated. Then using the purified mini-Mab, the feasibility of PC purification from the Cohn Fraction IV-1 was examined. Cohn Fraction IV-1 is usually a discarded side-stream from the blood plasma fractionation of human serum albumin. It holds 90% of PC in plasma, but is very cheap. Preliminary study of PC purification from the Cohn Fraction IV-1 showed 16% purification yield using mini-Mab immobilized NHS-activated Sepharose. The economic analysis for PC purification using mini-Mab showed that the overall process was found to be tens of times cheaper than that using Mab.
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Affiliation(s)
- Samin Rezania
- Department of Chemical Engineering, University of Louisville, Louisville, KY 40292, USA
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Graumann K, Premstaller A. Manufacturing of recombinant therapeutic proteins in microbial systems. Biotechnol J 2006; 1:164-86. [PMID: 16892246 DOI: 10.1002/biot.200500051] [Citation(s) in RCA: 110] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
Recombinant therapeutic proteins have gained enormous importance for clinical applications. The first recombinant products have been produced in E. coli more than 20 years ago. Although with the advent of antibody-based therapeutics mammalian expression systems have experienced a major boost, microbial expression systems continue to be widely used in industry. Their intrinsic advantages, such as rapid growth, high yields and ease of manipulation, make them the premier choice for expression of non-glycosylated peptides and proteins. Innovative product classes such as antibody fragments or alternative binding molecules will further expand the use of microbial systems. Even more, novel, engineered production hosts and integrated technology platforms hold enormous potential for future applications. This review summarizes current applications and trends for development, production and analytical characterization of recombinant therapeutic proteins in microbial systems.
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Affiliation(s)
- Klaus Graumann
- Novartis Biopharmaceutical Operations, Sandoz GmbH, Biochemiestrasse 10, 6250 Kundl, Austria.
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Jakobsson N, Degerman M, Nilsson B. Optimisation and robustness analysis of a hydrophobic interaction chromatography step. J Chromatogr A 2005; 1099:157-66. [PMID: 16213511 DOI: 10.1016/j.chroma.2005.09.009] [Citation(s) in RCA: 45] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2005] [Revised: 08/31/2005] [Accepted: 09/05/2005] [Indexed: 11/30/2022]
Abstract
Process development, optimisation and robustness analysis for chromatography separations are often entirely based on experimental work and generic knowledge. The present study proposes a method of gaining process knowledge and assisting in the robustness analysis and optimisation of a hydrophobic interaction chromatography step using a model-based approach. Factorial experimental design is common practice in industry today for robustness analysis. The method presented in this study can be used to find the critical parameter variations and serve as a basis for reducing the experimental work. In addition, the calibrated model obtained with this approach is used to find the optimal operating conditions for the chromatography column. The methodology consists of three consecutive steps. Firstly, screening experiments are performed using a factorial design. Secondly, a kinetic-dispersive model is calibrated using gradient elution and column load experiments. Finally, the model is used to find optimal operating conditions and a robustness analysis is conducted at the optimal point. The process studied in this work is the separation of polyclonal IgG from BSA using hydrophobic interaction chromatography.
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Affiliation(s)
- Niklas Jakobsson
- Department of Chemical Engineering, Lund University, P.O. Box 124, SE-221 00 Lund, Sweden
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Abstract
The use of 'design of experiments' (DoE) is a revolutionary approach to optimisation and screening of experimental parameters. Simple experimental designs and statistical tools for data analysis can provide much information about the system under investigation after only a few experiments. Such information can be key in decision-making for further experiments and can enable the development of robust and reliable protocols for chemical synthesis, analytical methods or biological assays. Coupling of design of experiments with modern high-throughput automation systems has the potential to maximise the capabilities of these systems and give increased productivity for many drug discovery applications.
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Affiliation(s)
- Heather Tye
- Evotec OAI, 151 Milton Park, Abingdon, Oxfordshire, UK, OX14 4SD.
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