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Toustou C, Boulogne I, Gonzalez AA, Bardor M. Comparative RNA-Seq of Ten Phaeodactylum tricornutum Accessions: Unravelling Criteria for Robust Strain Selection from a Bioproduction Point of View. Mar Drugs 2024; 22:353. [PMID: 39195469 DOI: 10.3390/md22080353] [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: 04/30/2024] [Revised: 07/26/2024] [Accepted: 07/29/2024] [Indexed: 08/29/2024] Open
Abstract
The production of biologics in mammalian cells is hindered by some limitations including high production costs, prompting the exploration of other alternative expression systems that are cheaper and sustainable like microalgae. Successful productions of biologics such as monoclonal antibodies have already been demonstrated in the diatom Phaeodactylum tricornutum; however, limited production yields still remain compared to mammalian cells. Therefore, efforts are needed to make this microalga more competitive as a cell biofactory. Among the seventeen reported accessions of P. tricornutum, ten have been mainly studied so far. Among them, some have already been used to produce high-value-added molecules such as biologics. The use of "omics" is increasingly being described as useful for the improvement of both upstream and downstream steps in bioprocesses using mammalian cells. Therefore, in this context, we performed an RNA-Seq analysis of the ten most used P. tricornutum accessions (Pt1 to Pt10) and deciphered the differential gene expression in pathways that could affect bioproduction of biologics in P. tricornutum. Our results highlighted the benefits of certain accessions such as Pt9 or Pt4 for the production of biologics. Indeed, these accessions seem to be more advantageous. Moreover, these results contribute to a better understanding of the molecular and cellular biology of P. tricornutum.
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Affiliation(s)
- Charlotte Toustou
- Laboratoire GlycoMEV UR 4358, Université de Rouen Normandie, SFR Normandie Végétal FED 4277, Innovation Chimie Carnot, 76000 Rouen, France
| | - Isabelle Boulogne
- Laboratoire GlycoMEV UR 4358, Université de Rouen Normandie, SFR Normandie Végétal FED 4277, Innovation Chimie Carnot, 76000 Rouen, France
| | - Anne-Alicia Gonzalez
- MGX-Montpellier GenomiX, Univ. Montpellier, CNRS, INSERM, 34094 Montpellier, France
| | - Muriel Bardor
- Laboratoire GlycoMEV UR 4358, Université de Rouen Normandie, SFR Normandie Végétal FED 4277, Innovation Chimie Carnot, 76000 Rouen, France
- ALGA BIOLOGICS, CURIB, 25 rue Tesnières, 76821 Mont-Saint-Aignan, France
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2
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Ito T, Lutz H, Tan L, Wang B, Tan J, Patel M, Chen L, Tsunakawa Y, Park B, Banerjee S. Host cell proteins in monoclonal antibody processing: Control, detection, and removal. Biotechnol Prog 2024; 40:e3448. [PMID: 38477405 DOI: 10.1002/btpr.3448] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2023] [Revised: 02/13/2024] [Accepted: 02/14/2024] [Indexed: 03/14/2024]
Abstract
Host cell proteins (HCPs) are process-related impurities in a therapeutic protein expressed using cell culture technology. This review presents biopharmaceutical industry trends in terms of both HCPs in the bioprocessing of monoclonal antibodies (mAbs) and the capabilities for HCP clearance by downstream unit operations. A comprehensive assessment of currently implemented and emerging technologies in the manufacturing processes with extensive references was performed. Meta-analyses of published downstream data were conducted to identify trends. Improved analytical methods and understanding of "high-risk" HCPs lead to more robust manufacturing processes and higher-quality therapeutics. The trend of higher cell density cultures leads to both higher mAb expression and higher HCP levels. However, HCP levels can be significantly reduced with improvements in operations, resulting in similar concentrations of approx. 10 ppm HCPs. There are no differences in the performance of HCP clearance between recent enhanced downstream operations and traditional batch processing. This review includes best practices for developing improved processes.
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Affiliation(s)
- Takao Ito
- Life Science, Process Solutions, Merck Ltd. (An Affiliate of Merck KGaA, Darmstadt, Germany), Tokyo, Japan
| | - Herb Lutz
- Independent Consultant, Sudbury, Massachusetts, USA
| | - Lihan Tan
- Life Science Services, Sigma-Aldrich Pte Ltd, Singapore, Singapore
| | - Bin Wang
- Life Science, Process Solutions, Merck Chemicals (Shanghai) Co. Ltd. (An Affiliate of Merck KGaA Darmstadt, Germany), Shanghai, China
| | - Janice Tan
- Life Science, Process Solutions, Merck Pte Ltd. (An Affiliate of Merck KGaA, Darmstadt, Germany), Singapore
| | - Masum Patel
- Life Science, Process Solutions, Merck Life Sciences Pvt. Ltd. (An Affiliate of Merck KGaA, Darmstadt, Germany), Bangalore, India
| | - Lance Chen
- Life Science, Process Solutions, Merck Pte Ltd. (An Affiliate of Merck KGaA, Darmstadt, Germany), Singapore
| | - Yuki Tsunakawa
- Life Science, Process Solutions, Merck Ltd. (An Affiliate of Merck KGaA, Darmstadt, Germany), Tokyo, Japan
| | - Byunghyun Park
- Life Science, Process Solutions, Merck Ltd. (An Affiliate of Merck KGaA, Darmstadt, Germany), Seoul, South Korea
| | - Subhasis Banerjee
- Life Science, Process Solutions, Merck Life Sciences Pvt. Ltd. (An Affiliate of Merck KGaA, Darmstadt, Germany), Bangalore, India
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3
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King A, Zhao Y, Lazar A, Capron M, Thiruvur N, Liu X. Methods comparison of two-dimensional gel electrophoresis for host cell protein characterization. Biotechnol Prog 2024; 40:e3452. [PMID: 38494896 DOI: 10.1002/btpr.3452] [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: 12/19/2023] [Accepted: 02/19/2024] [Indexed: 03/19/2024]
Abstract
Two-dimensional electrophoresis (2DE) is a gel-based protein separation method based on size and charge which is commonly used for the characterization of host cell proteins (HCPs) during drug development in biotech and pharmaceutical companies. HCPs are a heterogenous mixture of proteins produced by host cells during a biologics drug manufacturing process. Different gel electrophoresis methods including traditional 2D SDS-PAGE with silver and SYPRO Ruby fluorescent dye staining as well as two-dimensional difference gel electrophoresis (2D-DIGE) were compared for their relative abilities to characterize HCPs. SYPRO Ruby was shown to be more sensitive than silver stain in the traditional 2D gels both with and without product protein present. Silver stain also displayed a significant preference for staining acidic proteins over basic ones while SYPRO Ruby was more consistent in imaging proteins across different isoelectric points. The non-traditional method of 2D-DIGE provides high resolution and reproducibility when comparing samples with similar protein profiles but was limited in imaging HCP spots due to its narrow dynamic range. Overall, 2DE is a powerful tool to separate and characterize HCPs and is optimized by choosing the best stain or method for each specific application. Using a combination of two or more different 2DE staining methods, when possible, provides the most comprehensive coverage to support the characterization of a complex mixture like HCPs. However, in instances where only one staining method can be used, SYPRO Ruby is shown to be the more reliable, more sensitive, and easier to use traditional staining method for most HCP-based applications.
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Affiliation(s)
- Abigail King
- Department of Analytical Development, Mural Oncology, Inc., Waltham, Massachusetts, USA
| | - Yiwei Zhao
- Department of Analytical Development, Mural Oncology, Inc., Waltham, Massachusetts, USA
| | - Alexandru Lazar
- Department of Analytical Development, Mural Oncology, Inc., Waltham, Massachusetts, USA
| | - Margeaux Capron
- Department of Analytical Development, Mural Oncology, Inc., Waltham, Massachusetts, USA
| | - Niranjan Thiruvur
- Department of Analytical Development, Mural Oncology, Inc., Waltham, Massachusetts, USA
| | - Xinrong Liu
- Department of Analytical Development, Mural Oncology, Inc., Waltham, Massachusetts, USA
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4
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Koch LF, Best T, Wüstenhagen E, Adrian K, Rammo O, Saul MJ. Novel insights into the isolation of extracellular vesicles by anion exchange chromatography. Front Bioeng Biotechnol 2024; 11:1298892. [PMID: 38312509 PMCID: PMC10836363 DOI: 10.3389/fbioe.2023.1298892] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2023] [Accepted: 12/12/2023] [Indexed: 02/06/2024] Open
Abstract
Extracellular vesicles (EVs) are membrane structures enclosed by a lipid bilayer that are released into the extracellular space by all types of cells. EVs are involved in many physiological processes by transporting biologically active substances. Interest in EVs for diagnostic biomarker research and therapeutic drug delivery applications has increased in recent years. The realization of the full therapeutic potential of EVs is currently hampered by the lack of a suitable technology for the isolation and purification of EVs for downstream pharmaceutical applications. Anion Exchange Chromatography (AEX) is an established method in which specific charges on the AEX matrix can exploit charges on the surface of EVs and their interactions to provide a productive and scalable separation and purification method. The established AEX method using Eshmuno® Q, a strong tentacle anion exchange resin, was used to demonstrate the principal feasibility of AEX-based isolation and gain insight into isolated EV properties. Using several EV analysis techniques to provide a more detailed insight into EV populations during AEX isolation, we demonstrated that although the composition of CD9/63/81 remained constant for tetraspanin positive EVs, the size distribution and purity changed during elution. Higher salt concentrations eluted larger tetraspanin negative vesicles.
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Affiliation(s)
- Leon F. Koch
- Department of Biology, Technische Universität Darmstadt, Darmstadt, Germany
| | - Tatjana Best
- Department of Biology, Technische Universität Darmstadt, Darmstadt, Germany
- Merck Life Science KGaA, Darmstadt, Germany
| | | | | | | | - Meike J. Saul
- Department of Biology, Technische Universität Darmstadt, Darmstadt, Germany
- Department of Oncology, Hematology and Bone Marrow Transplantation with Section Pneumology, Universtiy Cancer Center Hamburg, University Clinic Hamburg-Eppendorf, Hamburg, Germany
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5
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Drobnjakovic M, Hart R, Kulvatunyou BS, Ivezic N, Srinivasan V. Current challenges and recent advances on the path towards continuous biomanufacturing. Biotechnol Prog 2023; 39:e3378. [PMID: 37493037 DOI: 10.1002/btpr.3378] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Revised: 05/13/2023] [Accepted: 06/21/2023] [Indexed: 07/27/2023]
Abstract
Continuous biopharmaceutical manufacturing is currently a field of intense research due to its potential to make the entire production process more optimal for the modern, ever-evolving biopharmaceutical market. Compared to traditional batch manufacturing, continuous bioprocessing is more efficient, adjustable, and sustainable and has reduced capital costs. However, despite its clear advantages, continuous bioprocessing is yet to be widely adopted in commercial manufacturing. This article provides an overview of the technological roadblocks for extensive adoptions and points out the recent advances that could help overcome them. In total, three key areas for improvement are identified: Quality by Design (QbD) implementation, integration of upstream and downstream technologies, and data and knowledge management. First, the challenges to QbD implementation are explored. Specifically, process control, process analytical technology (PAT), critical process parameter (CPP) identification, and mathematical models for bioprocess control and design are recognized as crucial for successful QbD realizations. Next, the difficulties of end-to-end process integration are examined, with a particular emphasis on downstream processing. Finally, the problem of data and knowledge management and its potential solutions are outlined where ontologies and data standards are pointed out as key drivers of progress.
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Affiliation(s)
- Milos Drobnjakovic
- Systems Integration Division, National Institute of Standards and Technology, Gaithersburg, Maryland, USA
| | - Roger Hart
- National Institute for Innovation in Manufacturing Biopharmaceuticals, Newark, New Jersey, USA
| | - Boonserm Serm Kulvatunyou
- Systems Integration Division, National Institute of Standards and Technology, Gaithersburg, Maryland, USA
| | - Nenad Ivezic
- Systems Integration Division, National Institute of Standards and Technology, Gaithersburg, Maryland, USA
| | - Vijay Srinivasan
- Systems Integration Division, National Institute of Standards and Technology, Gaithersburg, Maryland, USA
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6
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Recanati G, Pappenreiter M, Gstoettner C, Scheidl P, Vega ED, Sissolak B, Jungbauer A. Integration of a perfusion reactor and continuous precipitation in an entirely membrane-based process for antibody capture. Eng Life Sci 2023; 23:e2300219. [PMID: 37795344 PMCID: PMC10545976 DOI: 10.1002/elsc.202300219] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2023] [Revised: 08/22/2023] [Accepted: 08/25/2023] [Indexed: 10/06/2023] Open
Abstract
Continuous precipitation coupled with continuous tangential flow filtration is a cost-effective alternative for the capture of recombinant antibodies from crude cell culture supernatant. The removal of surge tanks between unit operations, by the adoption of tubular reactors, maintains a continuous harvest and mass flow of product with the advantage of a narrow residence time distribution (RTD). We developed a continuous process implementing two orthogonal precipitation methods, CaCl2 precipitation for removal of host-cell DNA and polyethylene glycol (PEG) for capturing the recombinant antibody, with no influence on the glycosylation profile. Our lab-scale prototype consisting of two tubular reactors and two stages of tangential flow microfiltration was continuously operated for up to 8 days in a truly continuous fashion and without any product flow interruption, both as a stand-alone capture and as an integrated perfusion-capture. Furthermore, we explored the use of a negatively charged membrane adsorber for flow-through anion exchange as first polishing step. We obtained a product recovery of approximately 80% and constant product quality, with more than two logarithmic reduction values (LRVs) for both host-cell proteins and host-cell DNA by the combination of the precipitation-based capture and the first polishing step.
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Affiliation(s)
- Gabriele Recanati
- Department of BiotechnologyUniversity of Natural Resources and Life SciencesViennaAustria
| | - Magdalena Pappenreiter
- Department of BiotechnologyUniversity of Natural Resources and Life SciencesViennaAustria
- Innovation ManagementBilfinger Life Science GmbHSalzburgAustria
| | - Christoph Gstoettner
- Center for Proteomics and MetabolomicsLeiden University Medical CenterLeidenThe Netherlands
| | - Patrick Scheidl
- Department of BiotechnologyUniversity of Natural Resources and Life SciencesViennaAustria
| | - Elena Domínguez Vega
- Center for Proteomics and MetabolomicsLeiden University Medical CenterLeidenThe Netherlands
| | - Bernhard Sissolak
- Center for Proteomics and MetabolomicsLeiden University Medical CenterLeidenThe Netherlands
| | - Alois Jungbauer
- Department of BiotechnologyUniversity of Natural Resources and Life SciencesViennaAustria
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7
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Abstract
Two-dimensional polyacrylamide gel electrophoresis (2D-PAGE) continues to be one of the most versatile and widely used techniques to study the proteome of a biological system, particularly in the separation of intact proteins. A modified version of 2D-PAGE, two-dimensional difference gel electrophoresis (2D-DIGE), which uses differential labeling of protein samples with up to three fluorescent tags, offers greater sensitivity and reproducibility over conventional 2D-PAGE gels for differential quantitative analysis of protein expression between experimental groups. Both these methods have distinct advantages in the separation and identification of thousands of individual protein species including protein isoforms and post-translational modifications. This chapter discusses the principles of 2D-PAGE and 2D-DIGE including limitations to the methods. 2D-PAGE and 2D-DIGE continue to be popular methods in bioprocessing-related research, particularly on recombinant Chinese hamster ovary cells, which are also discussed in this chapter.
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Affiliation(s)
- Paula Meleady
- School of Biotechnology, National Institute for Cellular Biotechnology, Dublin City University, Glasnevin, Dublin, Ireland.
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8
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Hamaker NK, Min L, Lee KH. Comprehensive Assessment of Host Cell Protein Expression after Extended Culture and Bioreactor Production of CHO Cell Lines. Biotechnol Bioeng 2022; 119:2221-2238. [PMID: 35508759 DOI: 10.1002/bit.28128] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2021] [Revised: 04/19/2022] [Accepted: 04/21/2022] [Indexed: 11/12/2022]
Abstract
The biomanufacturing industry is advancing toward continuous processes that will involve longer culture durations and older cell ages. These upstream trends may bring unforeseen challenges for downstream purification due to fluctuations in host cell protein (HCP) levels. To understand the extent of HCP expression instability exhibited by Chinese hamster ovary (CHO) cells over these time scales, an industry-wide consortium collaborated to develop a study to characterize age-dependent changes in HCP levels across 30, 60, and 90 cell doublings, representing a period of approximately 60 days. A monoclonal antibody (mAb)-producing cell line with bulk productivity up to 3 g/L in a bioreactor was aged in parallel with its parental CHO-K1 host. Subsequently, both cell types at each age were cultivated in an automated bioreactor system to generate harvested cell culture fluid (HCCF) for HCP analysis. More than 1,500 HCPs were quantified using complementary proteomic techniques, two-dimensional electrophoresis (2DE) and liquid chromatography coupled with tandem mass spectrometry (LC-MS/MS). While up to 13% of proteins showed variable expression with age, more changes were observed when comparing between the two cell lines with up to 47% of HCPs differentially expressed. A small subset (50 HCPs) with age-dependent expression were previously reported to be problematic as high-risk and/or difficult-to-remove impurities; however, the vast majority of these were down-regulated with age. Our findings suggest that HCP expression changes over this time scale may not be as dramatic and pose as great of a challenge to downstream processing as originally expected but that monitoring of variably expressed problematic HCPs remains critical. This article is protected by copyright. All rights reserved.
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Affiliation(s)
- Nathaniel K Hamaker
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, Delaware
| | - Lie Min
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, Delaware
| | - Kelvin H Lee
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, Delaware
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9
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Process- and Product-Related Foulants in Virus Filtration. Bioengineering (Basel) 2022; 9:bioengineering9040155. [PMID: 35447715 PMCID: PMC9030149 DOI: 10.3390/bioengineering9040155] [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: 03/06/2022] [Revised: 04/01/2022] [Accepted: 04/01/2022] [Indexed: 11/16/2022] Open
Abstract
Regulatory authorities place stringent guidelines on the removal of contaminants during the manufacture of biopharmaceutical products. Monoclonal antibodies, Fc-fusion proteins, and other mammalian cell-derived biotherapeutics are heterogeneous molecules that are validated based on the production process and not on molecular homogeneity. Validation of clearance of potential contamination by viruses is a major challenge during the downstream purification of these therapeutics. Virus filtration is a single-use, size-based separation process in which the contaminating virus particles are retained while the therapeutic molecules pass through the membrane pores. Virus filtration is routinely used as part of the overall virus clearance strategy. Compromised performance of virus filters due to membrane fouling, low throughput and reduced viral clearance, is of considerable industrial significance and is frequently a major challenge. This review shows how components generated during cell culture, contaminants, and product variants can affect virus filtration of mammalian cell-derived biologics. Cell culture-derived foulants include host cell proteins, proteases, and endotoxins. We also provide mitigation measures for each potential foulant.
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10
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Evaluation of Host Cell Impurity Effects on the Performance of Sterile Filtration Processes for Therapeutic Viruses. MEMBRANES 2022; 12:membranes12040359. [PMID: 35448330 PMCID: PMC9030567 DOI: 10.3390/membranes12040359] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/24/2022] [Revised: 03/18/2022] [Accepted: 03/20/2022] [Indexed: 12/24/2022]
Abstract
Efficient downstream processing represents a significant challenge in the rapidly developing field of therapeutic viruses. While it is known that the terminal sterile filtration step can be a major cause of product loss, there is little known about the effect of host cell impurities (DNA and protein) on filtration performance. In this study, fractions of relatively pure Vero host cell protein and DNA were spiked into a highly pure preparation of vesicular stomatitis virus (VSV). Then, the resulting solutions were sterile filtered using two commercially available 0.22 µm rated microfiltration membranes. A combination of transmembrane pressure measurements, virus recovery measurements, and post-filtration microscopy images of the microfiltration membranes was used to evaluate the sterile filtration performance. It was found that increasing the amount of host cell protein from approximately 1 µg/mL (in the un-spiked VSV preparation) to 25 µg/mL resulted in a greater extent of membrane fouling, causing the VSV recovery to decrease from 89% to 65% in experiments conducted with the highly asymmetric Express PLUS PES membrane and to go as low as 48% in experiments conducted with the symmetric Durapore PVDF membrane. Similar effects were not seen when bovine serum albumin, a common model protein used in filtration studies, was spiked into the VSV preparation, which indicates that the sterile filtration performance is critically dependent on the complex composition of the mixture of host cell proteins rather than the presence of any protein. The results presented in this work provide important insights into the role of host cell impurities on the performance of sterile filtration processes for therapeutic viruses.
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11
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Waldera-Lupa DM, Jasper Y, Köhne P, Schwichtenhövel R, Falkenberg H, Flad T, Happersberger P, Reisinger B, Dehghani A, Moussa R, Waerner T. Host cell protein detection gap risk mitigation: quantitative IAC-MS for ELISA antibody reagent coverage determination. MAbs 2021; 13:1955432. [PMID: 34347561 PMCID: PMC8344763 DOI: 10.1080/19420862.2021.1955432] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
Abstract
Host cell proteins (HCPs) must be sufficiently cleared from recombinant biopharmaceuticals during the downstream process (DSP) to ensure product quality, purity, and patient safety. For monitoring of HCP clearance, the typical method chosen is an enzyme-linked immunosorbent assay (ELISA) using polyclonal anti-HCP antibodies obtained from an immunization campaign. This polyclonal reagent is a critical factor for functionality and confidence of the ELISA. Therefore, it is important to ensure that the pool of ELISA antibodies covers a broad spectrum of the HCPs that potentially could persist in the final drug substance. Typically, coverage is determined by gel-based approaches. Here, we present a quantitative proteomics approach combined with purification of HCPs by immunoaffinity chromatography (qIAC-MS) for assessment of ELISA coverage. The cell culture fluid (CCF) of a mock fermentation and a recombinant monoclonal antibody product were characterized in detail to investigate whether the HCPs used for immunization of animals accurately represent HCPs that are relevant to the process. Using the qIAC-MS approach, the ELISA antibody coverage was determined for mock fermentation and product CCF, as well as several different DSP intermediates. Here, the use of different controls facilitated the identification and quantification of HCPs present in the polyclonal reagent and those that nonspecifically bound to IAC material. This study successfully demonstrates that the described qIAC-MS approach is not only a suitable orthogonal method to commonly used 2D SDS-PAGE-based analysis for evaluating ELISA antibody coverage, but that it further identifies HCPs covered as well as missed by the ELISA, enabling an improved risk assessment of HCP ELISA.
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Affiliation(s)
| | - Yvonne Jasper
- Bioanalytics, Protagen Protein Services GmbH, Dortmund, Germany
| | - Pia Köhne
- Bioanalytics, Protagen Protein Services GmbH, Dortmund, Germany
| | | | | | - Thomas Flad
- Bioanalytics, Protagen Protein Services GmbH, Dortmund, Germany
| | - Peter Happersberger
- Analytical Development Biologicals, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany
| | - Bernd Reisinger
- Analytical Development Biologicals, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany
| | - Alireza Dehghani
- Analytical Development Biologicals, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany
| | - Roland Moussa
- Bioanalytics, Protagen Protein Services GmbH, Dortmund, Germany
| | - Thomas Waerner
- Analytical Development Biologicals, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany
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12
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Posch A, Kollmann F, Berkelman T, Dreskin E. Sample Preparation of Secreted Mammalian Host Cell Proteins and Their Characterization by Two-Dimensional Electrophoresis and Western Blotting. Methods Mol Biol 2021; 2261:507-524. [PMID: 33421011 DOI: 10.1007/978-1-0716-1186-9_32] [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] [Indexed: 06/12/2023]
Abstract
The manufacturing and purification of therapeutic recombinant proteins expressed by cultivated mammalian cells into the cell culture medium leaves the potential for contamination by host cell proteins (HCPs). Validation and quality control testing of any therapeutic protein needs to include a test to show that HCP contamination is at a minimal level. The presence of residual mammalian HCPs during purification and in the final drug product is typically determined using enzyme linked immunosorbent assay (ELISA), which is regarded as the gold standard. The complexity and heterogeneity of HCPs, which include proteins with significant differences in molecular weight (MW), isoelectric point (pI) and hydrophobicity, poses a challenge to detection and quantitation. Two-dimensional gel electrophoresis (2-DE) is one of the most powerful technologies for studying complex protein profiles and is a valuable analytical method in biologics manufacturing. In the purification process, it is very important to know the nature and composition of HCPs, and this information can be used in a rational process design in order to minimize HCPs from the product. Additionally, 2-DE in combination with western blotting can support ELISA development and quality control for the comprehensive immunochemical detection of HCPs by estimating the recognition capacity of the polyclonal serum used in those assays. Here, we present a standardized 2-DE western blotting protocol which takes into account the latest developments in sample preparation of HCPs, protein electrophoresis, protein transfer, immunostaining, and imaging.
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13
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Molden R, Hu M, Yen E S, Saggese D, Reilly J, Mattila J, Qiu H, Chen G, Bak H, Li N. Host cell protein profiling of commercial therapeutic protein drugs as a benchmark for monoclonal antibody-based therapeutic protein development. MAbs 2021; 13:1955811. [PMID: 34365906 PMCID: PMC8354607 DOI: 10.1080/19420862.2021.1955811] [Citation(s) in RCA: 25] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2021] [Revised: 06/28/2021] [Accepted: 07/12/2021] [Indexed: 01/20/2023] Open
Abstract
Therapeutic proteins including monoclonal antibodies (mAbs) are usually produced in engineered host cell lines that also produce thousands of endogenous proteins at varying levels. A critical aspect of the development of biotherapeutics manufacturing processes is the removal of these host cell proteins (HCP) to appropriate levels in order to minimize risk to patient safety and drug efficacy. During the development process and associated analytical characterization, mass spectrometry (MS) has become an increasingly popular tool for HCP analysis due to its ability to provide both relative abundance and identity of individual HCP and because the method does not rely on polyclonal antibodies, which are used in enzyme-linked immunosorbent assays. In this study, HCP from 29 commercially marketed mAb and mAb-based therapeutics were profiled using liquid chromatography (LC)-MS/MS with the identification and relative quantification of 79 individual HCP in total. Excluding an outlier drug, the relative levels of individual HCP determined in the approved therapeutics were generally low, with an average of 20 ppm (µmol HCP/mol drug) measured by LC-MS/MS, and only a few (<7 in average) HCP were identified in each drug analyzed. From this analysis, we also gained knowledge about which HCP are frequently identified in mAb-based products and their typical levels relative to the drugs for the identified individual HCP. In addition, we examined HCP composition from antibodies produced in house and found our current development process brings HCP to levels that are consistent with marketed drugs. Finally, we described a specific case to demonstrate how the HCP information from commercially marketed drugs could inform future HCP analyses.
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Affiliation(s)
- Rosalynn Molden
- Analytical Chemistry, Regeneron Pharmaceuticals, Inc, Tarrytown, New York, USA
| | - Mengqi Hu
- Analytical Chemistry, Regeneron Pharmaceuticals, Inc, Tarrytown, New York, USA
| | - Sook Yen E
- Analytical Chemistry, Regeneron Pharmaceuticals, Inc, Tarrytown, New York, USA
| | - Diana Saggese
- Analytical Chemistry, Regeneron Pharmaceuticals, Inc, Tarrytown, New York, USA
| | - James Reilly
- Preclinical Manufacturing and Process Development, Regeneron Pharmaceuticals, Inc, Tarrytown, New York, USA
| | - John Mattila
- Preclinical Manufacturing and Process Development, Regeneron Pharmaceuticals, Inc, Tarrytown, New York, USA
| | - Haibo Qiu
- Analytical Chemistry, Regeneron Pharmaceuticals, Inc, Tarrytown, New York, USA
| | - Gang Chen
- Protein Expression Sciences, Regeneron Pharmaceuticals, Inc, Tarrytown, New York, USA
| | - Hanne Bak
- Preclinical Manufacturing and Process Development, Regeneron Pharmaceuticals, Inc, Tarrytown, New York, USA
| | - Ning Li
- Analytical Chemistry, Regeneron Pharmaceuticals, Inc, Tarrytown, New York, USA
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14
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Abstract
In recent years process modelling has become an established method which generates digital twins of manufacturing plant operation with the aid of numerically solved process models. This article discusses the benefits of establishing process modelling, in-house or by cooperation, in order to support the workflow from process development, piloting and engineering up to manufacturing. The examples are chosen from the variety of botanicals and biologics manufacturing thus proving the broad applicability from variable feedstock of natural plant extracts of secondary metabolites to fermentation of complex molecules like mAbs, fragments, proteins and peptides.Consistent models and methods to simulate whole processes are available. To determine the physical properties used as model parameters, efficient laboratory-scale experiments are implemented. These parameters are case specific since there is no database for complex molecules of biologics and botanicals in pharmaceutical industry, yet.Moreover, Quality-by-Design approaches, demanded by regulatory authorities, are integrated within those predictive modelling procedures. The models could be proven to be valid and predictive under regulatory aspects. Process modelling does earn its money from the first day of application. Process modelling is a key-enabling tool towards cost-efficient digitalization in chemical-pharmaceutical industries.
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15
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Kruse T, Kampmann M, Rüddel I, Greller G. An alternative downstream process based on aqueous two-phase extraction for the purification of monoclonal antibodies. Biochem Eng J 2020. [DOI: 10.1016/j.bej.2020.107703] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
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16
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Zacchi LF, Recinos DR, Otte E, Aitken C, Hunt T, Sandford V, Lee YY, Schulz BL, Howard CB. S-Trap Eliminates Cell Culture Media Polymeric Surfactants for Effective Proteomic Analysis of Mammalian Cell Bioreactor Supernatants. J Proteome Res 2020; 19:2149-2158. [DOI: 10.1021/acs.jproteome.0c00106] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Lucia F. Zacchi
- ARC Training Centre for Biopharmaceutical Innovation, Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, St. Lucia, Queensland 4072, Australia
| | - Dinora Roche Recinos
- ARC Training Centre for Biopharmaceutical Innovation, Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, St. Lucia, Queensland 4072, Australia
- CSL Limited, Parkville, Victoria 3052, Australia
| | - Ellen Otte
- CSL Limited, Parkville, Victoria 3052, Australia
| | | | - Tony Hunt
- CSL Limited, Parkville, Victoria 3052, Australia
| | | | - Yih Yean Lee
- CSL Limited, Parkville, Victoria 3052, Australia
| | - Benjamin L. Schulz
- ARC Training Centre for Biopharmaceutical Innovation, Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, St. Lucia, Queensland 4072, Australia
- School of Chemistry and Molecular Biosciences, The University of Queensland, St. Lucia, Queensland 4072, Australia
| | - Christopher B. Howard
- ARC Training Centre for Biopharmaceutical Innovation, Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, St. Lucia, Queensland 4072, Australia
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17
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Accelerating Biologics Manufacturing by Modeling: Process Integration of Precipitation in mAb Downstream Processing. Processes (Basel) 2020. [DOI: 10.3390/pr8010058] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023] Open
Abstract
The demand on biologics has been constantly rising over the past decades and has become crucial in modern medicine. Promising approaches to cope with widespread diseases like cancer and diabetes are gene therapy, plasmid DNA, virus-like particles, and exosomes. Due to progress that has been made in upstream processing (USP), difficulties arise in downstream processing and demand for innovative solutions. This work focuses on the integration of precipitation using a quality by design (QbD) approach for process development. Selective precipitation is achieved with PEG 4000 resulting in an HCP depletion of ≥80% respectively to IgG. Dissolution was executed with a sodium phosphate buffer (pH = 5/50 mM) reaching an IgG recovery of ≥95%. However, the central challenge in process development is still an optimal process design, which is transferable for a broad molecular variety of new products. This is where rigorous modeling becomes vital in order to generate digital twins to support early-stage process development and reduce the experimental overhead. Therefore, a model development and validation concept for construction of a process model for precipitation is also presented.
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18
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Lavoie RA, Fazio A, Williams TI, Carbonell R, Menegatti S. Targeted capture of Chinese hamster ovary host cell proteins: Peptide ligand binding by proteomic analysis. Biotechnol Bioeng 2019; 117:438-452. [DOI: 10.1002/bit.27213] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2019] [Revised: 09/04/2019] [Accepted: 10/21/2019] [Indexed: 01/06/2023]
Affiliation(s)
- R. Ashton Lavoie
- Department of Chemical and Biomolecular EngineeringNorth Carolina State UniversityRaleigh North Carolina
| | - Alice Fazio
- Department of Chemical and Biomolecular EngineeringNorth Carolina State UniversityRaleigh North Carolina
| | - Taufika Islam Williams
- Molecular Education, Technology, and Research Innovation Center (METRIC)North Carolina State UniversityRaleigh North Carolina
| | - Ruben Carbonell
- Department of Chemical and Biomolecular EngineeringNorth Carolina State UniversityRaleigh North Carolina
- Biomanufacturing Training and Education Center (BTEC)North Carolina State UniversityRaleigh North Carolina
- The National Institute for Innovation in Manufacturing Biopharmaceuticals (NIIMBL)Newark Delaware
| | - Stefano Menegatti
- Department of Chemical and Biomolecular EngineeringNorth Carolina State UniversityRaleigh North Carolina
- Biomanufacturing Training and Education Center (BTEC)North Carolina State UniversityRaleigh North Carolina
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19
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Distinct and Quantitative Validation Method for Predictive Process Modelling in Preparative Chromatography of Synthetic and Bio-Based Feed Mixtures Following a Quality-by-Design (QbD) Approach. Processes (Basel) 2019. [DOI: 10.3390/pr7090580] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Process development, especially in regulated industries, where quality-by-design approaches have become a prerequisite, is cost intensive and time consuming. A main factor is the large number of experiments needed. Process modelling can reduce this number significantly by replacing experiments with simulations. However, this requires a validated model. In this paper, a process and model development workflow is presented, which focuses on implementing, parameterizing, and validating the model in four steps. The presented methods are laid out to gain, create, or generate the maximum information and process knowledge needed for successful process development. This includes design of experiments and statistical evaluations showing process robustness, sensitivity of target values to process parameters, and correlations between process and target values. Two case studies are presented. An ion exchange capture step for monoclonal antibodies focusing on high accuracy and low feed consumption; and one case study for small molecules focusing on rapid process development, emphasizing speed of parameter determination.
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20
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Accelerating Biomanufacturing by Modeling of Continuous Bioprocessing—Piloting Case Study of Monoclonal Antibody Manufacturing. Processes (Basel) 2019. [DOI: 10.3390/pr7080495] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023] Open
Abstract
An experimental feasibility study on continuous bioprocessing in pilot-scale of 1 L/day cell supernatant, that is, about 150 g/year product (monoclonal antibody) based on CHO (Chinese hamster ovary) cells for model validation is performed for about six weeks including preparation, start-up, batch, and continuous steady-state operation for at least two weeks stable operation as well as final analysis of purity and yield. A mean product concentration of around 0.4 g/L at cell densities of 25 × 106 cells/mL was achieved. After perfusion cultivation with alternating tangential flow filtration (ATF), an aqueous two-phase extraction (ATPE) followed by ultra-/diafiltration (UF/DF) towards a final integrated counter-current chromatography (iCCC) purification with an ion exchange (IEX) and a hydrophobic interaction (HIC) column prior to lyophilization were successfully operated. In accordance to prior studies, continuous operation is stable and feasible. Efforts of broadly-qualified operation personal as well as the need for an appropriate measurement and process control strategy is shown evidently.
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21
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Sissolak B, Zabik C, Saric N, Sommeregger W, Vorauer-Uhl K, Striedner G. Application of the Bradford Assay for Cell Lysis Quantification: Residual Protein Content in Cell Culture Supernatants. Biotechnol J 2019; 14:e1800714. [PMID: 30983130 DOI: 10.1002/biot.201800714] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2018] [Revised: 04/07/2019] [Indexed: 11/10/2022]
Abstract
Frequently measured mammalian cell culture process indicators include viability and total cell concentration (TCC). Cell lysis, an additional important process characteristic that substantially contributes to the overall product purity profiles, is often not addressed in detail. In the present study, an inexpensive and simple application of the Bradford assay is developed to determine the residual protein content (RPC) in cell culture supernatants. The reliability and reproducibility of the method are tested in a long-term study and compared with lysis quantification via the DNA measurement. The results show that its performance is more robust and accurate over time and the respective concentration range. Additionally, both methods are used for cell lysis process monitoring in a recombinant Chinese hamster ovary fed-batch process. In the presented process, by applying the established assay, the lysis rate k DL is determined to be constant over time at 4.6 × 10 -4 lysed cell concentration (LCC) per TCC and time (LCC/TCC/h). In contrast, DNA data did not confirm the constant lysis rate due to variations of the content per cell during cultivation. Thus, information on the RPC can facilitate the determination of the optimal harvest time point with respect to purity and in improving process characterization.
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Affiliation(s)
- Bernhard Sissolak
- Department of Biotechnology, University of Natural Resources and Life Sciences (BOKU), Muthgasse 18, A-1190, Vienna, Austria
| | - Christian Zabik
- Research and Development, Bilfinger Industrietechnik Salzburg GmbH, Mooslackengasse 17, A-1190, Vienna, Austria
| | - Natasa Saric
- Research and Development, Bilfinger Industrietechnik Salzburg GmbH, Mooslackengasse 17, A-1190, Vienna, Austria
| | - Wolfgang Sommeregger
- Research and Development, Bilfinger Industrietechnik Salzburg GmbH, Mooslackengasse 17, A-1190, Vienna, Austria
| | - Karola Vorauer-Uhl
- Department of Biotechnology, University of Natural Resources and Life Sciences (BOKU), Muthgasse 18, A-1190, Vienna, Austria
| | - Gerald Striedner
- Department of Biotechnology, University of Natural Resources and Life Sciences (BOKU), Muthgasse 18, A-1190, Vienna, Austria
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22
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Abstract
Intensified and accelerated development processes are being demanded by the market, as innovative biopharmaceuticals such as virus-like particles, exosomes, cell and gene therapy, as well as recombinant proteins and peptides will possess no available platform approach. Therefore, methods that are able to accelerate this development are preferred. Especially, physicochemical rigorous process models, based on all relevant effects of fluid dynamics, phase equilibrium, and mass transfer, can be predictive, if the model is verified and distinctly quantitatively validated. In this approach, a macroscopic kinetic model based on Monod kinetics for mammalian cell cultivation is developed and verified according to a general valid model validation workflow. The macroscopic model is verified and validated on the basis of four decision criteria (plausibility, sensitivity, accuracy and precision as well as equality). The process model workflow is subjected to a case study, comprising a Chinese hamster ovary fed-batch cultivation for the production of a monoclonal antibody. By performing the workflow, it was found that, based on design of experiments and Monte Carlo simulation, the maximum growth rate µmax exhibited the greatest influence on model variables such as viable cell concentration XV and product concentration. In addition, partial least squares regressions statistically evaluate the correlations between a higher µmax and a higher cell and product concentration, as well as a higher substrate consumption.
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23
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Accelerating Biologics Manufacturing by Modeling or: Is Approval under the QbD and PAT Approaches Demanded by Authorities Acceptable Without a Digital-Twin? Processes (Basel) 2019. [DOI: 10.3390/pr7020094] [Citation(s) in RCA: 57] [Impact Index Per Article: 11.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023] Open
Abstract
Innovative biologics, including cell therapeutics, virus-like particles, exosomes,recombinant proteins, and peptides, seem likely to substitute monoclonal antibodies as the maintherapeutic entities in manufacturing over the next decades. This molecular variety causes agrowing need for a general change of methods as well as mindset in the process development stage,as there are no platform processes available such as those for monoclonal antibodies. Moreover,market competitiveness demands hyper-intensified processes, including accelerated decisionstoward batch or continuous operation of dedicated modular plant concepts. This indicates gaps inprocess comprehension, when operation windows need to be run at the edges of optimization. Inthis editorial, the authors review and assess potential methods and begin discussing possiblesolutions throughout the workflow, from process development through piloting to manufacturingoperation from their point of view and experience. Especially, the state-of-the-art for modeling inred biotechnology is assessed, clarifying differences and applications of statistical, rigorousphysical-chemical based models as well as cost modeling. “Digital-twins” are described and effortsvs. benefits for new applications exemplified, including the regulation-demanded QbD (quality bydesign) and PAT (process analytical technology) approaches towards digitalization or industry 4.0based on advanced process control strategies. Finally, an analysis of the obstacles and possiblesolutions for any successful and efficient industrialization of innovative methods from processdevelopment, through piloting to manufacturing, results in some recommendations. A centralquestion therefore requires attention: Considering that QbD and PAT have been required byauthorities since 2004, can any biologic manufacturing process be approved by the regulatoryagencies without being modeled by a “digital-twin” as part of the filing documentation?
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24
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Challenges to industrial mAb bioprocessing—removal of host cell proteins in CHO cell bioprocesses. Curr Opin Chem Eng 2018. [DOI: 10.1016/j.coche.2018.08.001] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
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25
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Háda V, Bagdi A, Bihari Z, Timári SB, Fizil Á, Szántay C. Recent advancements, challenges, and practical considerations in the mass spectrometry-based analytics of protein biotherapeutics: A viewpoint from the biosimilar industry. J Pharm Biomed Anal 2018; 161:214-238. [PMID: 30205300 DOI: 10.1016/j.jpba.2018.08.024] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2018] [Revised: 08/08/2018] [Accepted: 08/10/2018] [Indexed: 01/22/2023]
Abstract
The extensive analytical characterization of protein biotherapeutics, especially of biosimilars, is a critical part of the product development and registration. High-resolution mass spectrometry became the primary analytical tool used for the structural characterization of biotherapeutics. Its high instrumental sensitivity and methodological versatility made it possible to use this technique to characterize both the primary and higher-order structure of these proteins. However, even by using high-end instrumentation, analysts face several challenges with regard to how to cope with industrial and regulatory requirements, that is, how to obtain accurate and reliable analytical data in a time- and cost-efficient way. New sample preparation approaches, measurement techniques and data evaluation strategies are available to meet those requirements. The practical considerations of these methods are discussed in the present review article focusing on hot topics, such as reliable and efficient sequencing strategies, minimization of artefact formation during sample preparation, quantitative peptide mapping, the potential of multi-attribute methodology, the increasing role of mass spectrometry in higher-order structure characterization and the challenges of MS-based identification of host cell proteins. On the basis of the opportunities in new instrumental techniques, methodological advancements and software-driven data evaluation approaches, for the future one can envision an even wider application area for mass spectrometry in the biopharmaceutical industry.
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Affiliation(s)
- Viktor Háda
- Analytical Department of Biotechnology, Gedeon Richter Plc, Hungary.
| | - Attila Bagdi
- Analytical Department of Biotechnology, Gedeon Richter Plc, Hungary
| | - Zsolt Bihari
- Analytical Department of Biotechnology, Gedeon Richter Plc, Hungary
| | | | - Ádám Fizil
- Analytical Department of Biotechnology, Gedeon Richter Plc, Hungary
| | - Csaba Szántay
- Spectroscopic Research Department, Gedeon Richter Plc, Hungary.
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26
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Klein C. Special Issue: Monoclonal Antibodies. Antibodies (Basel) 2018; 7:E17. [PMID: 31544869 PMCID: PMC6698830 DOI: 10.3390/antib7020017] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2018] [Revised: 04/08/2018] [Accepted: 04/09/2018] [Indexed: 11/16/2022] Open
Abstract
Monoclonal antibodies are utilized in clinical practice for the treatment of various diseases including cancer, autoimmunity, metabolic and infectious diseases [...].
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Affiliation(s)
- Christian Klein
- Roche Pharmaceutical Research & Early Development, 8952 Schlieren, Switzerland.
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27
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Process Analytical Technology for Advanced Process Control in Biologics Manufacturing with the Aid of Macroscopic Kinetic Modeling. Bioengineering (Basel) 2018; 5:bioengineering5010025. [PMID: 29547557 PMCID: PMC5874891 DOI: 10.3390/bioengineering5010025] [Citation(s) in RCA: 32] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2018] [Revised: 03/13/2018] [Accepted: 03/14/2018] [Indexed: 11/20/2022] Open
Abstract
Productivity improvements of mammalian cell culture in the production of recombinant proteins have been made by optimizing cell lines, media, and process operation. This led to enhanced titers and process robustness without increasing the cost of the upstream processing (USP); however, a downstream bottleneck remains. In terms of process control improvement, the process analytical technology (PAT) initiative, initiated by the American Food and Drug Administration (FDA), aims to measure, analyze, monitor, and ultimately control all important attributes of a bioprocess. Especially, spectroscopic methods such as Raman or near-infrared spectroscopy enable one to meet these analytical requirements, preferably in-situ. In combination with chemometric techniques like partial least square (PLS) or principal component analysis (PCA), it is possible to generate soft sensors, which estimate process variables based on process and measurement models for the enhanced control of bioprocesses. Macroscopic kinetic models can be used to simulate cell metabolism. These models are able to enhance the process understanding by predicting the dynamic of cells during cultivation. In this article, in-situ turbidity (transmission, 880 nm) and ex-situ Raman spectroscopy (785 nm) measurements are combined with an offline macroscopic Monod kinetic model in order to predict substrate concentrations. Experimental data of Chinese hamster ovary cultivations in bioreactors show a sufficiently linear correlation (R2 ≥ 0.97) between turbidity and total cell concentration. PLS regression of Raman spectra generates a prediction model, which was validated via offline viable cell concentration measurement (RMSE ≤ 13.82, R2 ≥ 0.92). Based on these measurements, the macroscopic Monod model can be used to determine different process attributes, e.g., glucose concentration. In consequence, it is possible to approximately calculate (R2 ≥ 0.96) glucose concentration based on online cell concentration measurements using turbidity or Raman spectroscopy. Future approaches will use these online substrate concentration measurements with turbidity and Raman measurements, in combination with the kinetic model, in order to control the bioprocess in terms of feeding strategies, by employing an open platform communication (OPC) network—either in fed-batch or perfusion mode, integrated into a continuous operation of upstream and downstream.
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28
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Zobel-Roos S, Stein D, Strube J. Evaluation of Continuous Membrane Chromatography Concepts with an Enhanced Process Simulation Approach. Antibodies (Basel) 2018; 7:E13. [PMID: 31544865 PMCID: PMC6698847 DOI: 10.3390/antib7010013] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2018] [Revised: 02/20/2018] [Accepted: 02/27/2018] [Indexed: 01/26/2023] Open
Abstract
Modern biopharmaceutical products strive for small-scale, low-cost production. Continuous chromatography has shown to be a promising technology because it assures high-capacity utilization, purity and yield increases, and lower facility footprint. Membrane chromatography is a fully disposable low-cost alternative to bead-based chromatography with minor drawbacks in terms of capacity. Hence, continuous membrane chromatography should have a high potential. The evaluation of continuous processes goes often along with process modeling. Only few experiments with small feed demand need to be conducted to estimate the model parameters. Afterwards, a variety of different process setups and working points can be analyzed in a very short time, making the approach very efficient. Since the available modeling approaches for membrane chromatography modules did not fit the used design, a new modeling approach is shown. This combines the general rate model with an advanced fluid dynamic distribution. Model parameter determination and model validation were done with industrial cell cultures containing Immunoglobulin G (IgG). The validated model was used to evaluate the feasibility of the integrated Counter Current Chromatography (iCCC) concept and the sequential chromatography concept for membrane adsorber modules, starting with a laboratory-type module used for sample preparation. A case study representing a fed-batch reactor with a capacity from 20 to 2000 L was performed. Compared to batch runs, a 71% higher capacity, 48.5% higher productivity, and 38% lower eluent consumption could be achieved.
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Affiliation(s)
- Steffen Zobel-Roos
- Institute for Separation and Process Technology, Clausthal University of Technology, Leibnizstraße 15, D-38678 Clausthal-Zellerfeld, Germany.
| | - Dominik Stein
- Institute for Separation and Process Technology, Clausthal University of Technology, Leibnizstraße 15, D-38678 Clausthal-Zellerfeld, Germany.
| | - Jochen Strube
- Institute for Separation and Process Technology, Clausthal University of Technology, Leibnizstraße 15, D-38678 Clausthal-Zellerfeld, Germany.
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