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Kunzelmann M, Wittmann A, Nold V, Presser B, Schreiber J, Gehrig T, Sadlers S, Scholz R, Solzin J, Berger A, Eppler K. Functional design of experiment for potency assay optimization and in-silico simulation. J Pharm Biomed Anal 2023; 234:115584. [PMID: 37481901 DOI: 10.1016/j.jpba.2023.115584] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2023] [Revised: 06/20/2023] [Accepted: 07/14/2023] [Indexed: 07/25/2023]
Abstract
For biotherapeutic analytics, robust and reliable potency assays are required. Design of experiment (DoE) approaches are used to investigate the impact of multiple assay parameters. Currently, specific assay features (e.g., half effective concentration) are modelled independently from each other. A joint interpretation of several assay features is thus difficult. In our functional DoE approach, we use the functional relationship of the assay features to describe the sigmoidal dose-response curve. With the composed functional form, the direct impact of assay parameters on the dose-response curve shape was modelled. Moreover, a multivariate desirability was defined and used for assay optimization. We believe that functional modelling contributes to understanding the joint influence of assay parameters and helps to design robust biotherapeutic analytics.
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Affiliation(s)
- Marco Kunzelmann
- Analytical Development Biologicals, Boehringer Ingelheim Pharma GmbH & Co KG, Birkendorfer Straße 65, 88397 Biberach an der Riß, Germany.
| | - Anja Wittmann
- Analytical Development Biologicals, Boehringer Ingelheim Pharma GmbH & Co KG, Birkendorfer Straße 65, 88397 Biberach an der Riß, Germany
| | - Verena Nold
- Analytical Development Biologicals, Boehringer Ingelheim Pharma GmbH & Co KG, Birkendorfer Straße 65, 88397 Biberach an der Riß, Germany
| | - Beate Presser
- Analytical Development Biologicals, Boehringer Ingelheim Pharma GmbH & Co KG, Birkendorfer Straße 65, 88397 Biberach an der Riß, Germany
| | - Jasmin Schreiber
- Analytical Development Biologicals, Boehringer Ingelheim Pharma GmbH & Co KG, Birkendorfer Straße 65, 88397 Biberach an der Riß, Germany
| | - Tanja Gehrig
- Analytical Development Biologicals, Boehringer Ingelheim Pharma GmbH & Co KG, Birkendorfer Straße 65, 88397 Biberach an der Riß, Germany
| | - Sabine Sadlers
- Analytical Development Biologicals, Boehringer Ingelheim Pharma GmbH & Co KG, Birkendorfer Straße 65, 88397 Biberach an der Riß, Germany
| | - Reinhard Scholz
- Analytical Development Biologicals, Boehringer Ingelheim Pharma GmbH & Co KG, Birkendorfer Straße 65, 88397 Biberach an der Riß, Germany
| | - Johannes Solzin
- Virus Therapeutics Center, Boehringer Ingelheim Pharma GmbH & Co KG, Birkendorfer Straße 65, 88397 Biberach an der Riß, Germany
| | - Alexander Berger
- Analytical Development Biologicals, Boehringer Ingelheim Pharma GmbH & Co KG, Birkendorfer Straße 65, 88397 Biberach an der Riß, Germany
| | - Karoline Eppler
- Analytical Development Biologicals, Boehringer Ingelheim Pharma GmbH & Co KG, Birkendorfer Straße 65, 88397 Biberach an der Riß, Germany.
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Sarkar N, Singh A, Kumar P, Kaushik M. Protein kinases: Role of their dysregulation in carcinogenesis, identification and inhibition. Drug Res (Stuttg) 2023; 73:189-199. [PMID: 36822216 DOI: 10.1055/a-1989-1856] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/25/2023]
Abstract
Protein kinases belong to the phosphor-transferases superfamily of enzymes, which "activate" enzymes via phosphorylation. The kinome of an organism is the total set of genes in the genome, which encode for all the protein kinases. Certain mutations in the kinome have been linked to dysregulation of protein kinases, which in turn can lead to several diseases and disorders including cancer. In this review, we have briefly discussed the role of protein kinases in various biochemical processes by categorizing cancer associated phenotypes and giving their protein kinase examples. Various techniques have also been discussed, which are being used to analyze the structure of protein kinases, and associate their roles in the oncogenesis. We have also discussed protein kinase inhibitors and United States Federal Drug Administration (USFDA) approved drugs, which target protein kinases and can serve as a counter to protein kinase dysregulation and mitigate the effects of oncogenesis. Overall, this review briefs about the importance of protein kinases, their roles in oncogenesis on dysregulation and how their inhibition via various drugs can be used to mitigate their effects.
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Affiliation(s)
- Niloy Sarkar
- Nano-Bioconjugate Chemistry Lab, Cluster Innovation Centre, University of Delhi, Delhi, India.,Department of Environmental Studies, University of Delhi, Delhi, India
| | - Amit Singh
- Nano-Bioconjugate Chemistry Lab, Cluster Innovation Centre, University of Delhi, Delhi, India.,Department of Chemistry, University of Delhi, Delhi, India
| | - Pankaj Kumar
- Nano-Bioconjugate Chemistry Lab, Cluster Innovation Centre, University of Delhi, Delhi, India.,Department of Chemistry, University of Delhi, Delhi, India
| | - Mahima Kaushik
- Nano-Bioconjugate Chemistry Lab, Cluster Innovation Centre, University of Delhi, Delhi, India
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Solzin J, Eppler K, Knapp B, Buchner H, Bluhmki E. Optimising cell-based bioassays via integrated design of experiments (ixDoE) - A practical guide. SLAS DISCOVERY : ADVANCING LIFE SCIENCES R & D 2023; 28:29-38. [PMID: 36415004 DOI: 10.1016/j.slasd.2022.10.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/26/2022] [Revised: 10/19/2022] [Accepted: 10/21/2022] [Indexed: 11/06/2022]
Abstract
For process optimisation Design of Experiments (DoE) has long been established as a more powerful strategy than a One Factor at a Time approach. Nevertheless, DoE is not widely used especially in the field of cell-based bioassay development although it is known that complex interactions often exist. We believe that biopharmaceutical manufacturers are reluctant to move beyond standard practices due to the perceived costs, efforts, and complexity. We therefore introduce the integrated DoE (ixDoE) approach to target a smarter use of DoEs in the bioassay setting, specifically in optimising resources and time. Where in a standard practice 3 to 4 separate DoEs would be performed, our ixDoE approach includes the necessary statistical inference from only a single experimental set. Hence, we advocate for an innovative, ixDoE approach accompanied by a suitable statistical analysis strategy and present this as a practical guide for a typical bioassay development from basic research to biopharmaceutical industry.
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Affiliation(s)
- J Solzin
- Boehringer Ingelheim Pharma GmbH & Co. KG, D-88397 Biberach (Riss), Germany.
| | - K Eppler
- Boehringer Ingelheim Pharma GmbH & Co. KG, D-88397 Biberach (Riss), Germany
| | - B Knapp
- Boehringer Ingelheim Pharma GmbH & Co. KG, D-88397 Biberach (Riss), Germany
| | | | - E Bluhmki
- Boehringer Ingelheim Pharma GmbH & Co. KG, D-88397 Biberach (Riss), Germany; Biberach University of Applied Sciences, D-88400 Biberach (Riss), Germany
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Stengl A, Hörl D, Leonhardt H, Helma J. A Simple and Sensitive High-Content Assay for the Characterization of Antiproliferative Therapeutic Antibodies. SLAS DISCOVERY 2016; 22:309-315. [PMID: 27909235 PMCID: PMC5322830 DOI: 10.1177/1087057116677821] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Monoclonal antibodies (mAbs) have become a central class of therapeutic agents in particular as antiproliferative compounds. Their often complex modes of action require sensitive assays during early, functional characterization. Current cell-based proliferation assays often detect metabolites that are indicative of metabolic activity but do not directly account for cell proliferation. Measuring DNA replication by incorporation of base analogues such as 5-bromo-2'-deoxyuridine (BrdU) fills this analytical gap but was previously restricted to bulk effect characterization in enzyme-linked immunosorbent assay formats. Here, we describe a cell-based assay format for the characterization of antiproliferative mAbs regarding potency and mode of action in a single experiment. The assay makes use of single cell-based high-content-analysis (HCA) for the reliable quantification of replicating cells and DNA content via 5-ethynyl-2'-deoxyuridine (EdU) and 4',6-diamidino-2-phenylindole (DAPI), respectively, as sensitive measures of antiproliferative mAb activity. We used trastuzumab, an antiproliferative therapeutic antibody interfering with HER2 cell surface receptor-mediated growth signal transduction, and HER2-overexpressing cell lines BT474 and SKBR3 to demonstrate up to 10-fold signal-to-background (S/B) ratios for treated versus untreated cells and a shift in cell cycle profiles indicating antibody-induced cell cycle arrest. The assay is simple, cost-effective, and sensitive, providing a cell-based format for preclinical characterization of therapeutic mAbs.
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Affiliation(s)
- Andreas Stengl
- 1 Department of Biology II, LMU Munich, Planegg-Martinsried, Germany
| | - David Hörl
- 1 Department of Biology II, LMU Munich, Planegg-Martinsried, Germany
| | | | - Jonas Helma
- 1 Department of Biology II, LMU Munich, Planegg-Martinsried, Germany
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de Marco A. Recombinant antibody production evolves into multiple options aimed at yielding reagents suitable for application-specific needs. Microb Cell Fact 2015; 14:125. [PMID: 26330219 PMCID: PMC4557595 DOI: 10.1186/s12934-015-0320-7] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2015] [Accepted: 08/20/2015] [Indexed: 01/02/2023] Open
Abstract
BACKGROUND Antibodies have been a pillar of basic research, while their relevance in clinical diagnostics and therapy is constantly growing. Consequently, the production of both conventional and fragment antibodies constantly faces more demanding challenges for the improvement of their quantity and quality. The answer to such an increasing need has been the development of a wide array of formats and alternative production platforms. This review offers a critical comparison and evaluation of the different options to help the researchers interested in expressing recombinant antibodies in their choice. RESULTS Rather than the compilation of an exhaustive list of the recent publications in the field, this review intendeds to analyze the development of the most innovative or fast-growing strategies. These have been illustrated with some significant examples and, when possible, compared with the existing alternatives. Space has also been given to those solutions that might represent interesting opportunities or that investigate critical aspects of the production optimization but for which the available data as yet do not allow for a definitive judgment. CONCLUSIONS The take-home message is that there is a clear process of progressive diversification concerning the antibody expression platforms and an effort to yield directly application-adapted immune-reagents rather than generic naked antibodies that need further in vitro modification steps before becoming usable.
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Affiliation(s)
- Ario de Marco
- Department of Biomedical Sciences and Engineering, University of Nova Gorica, Glavni Trg 9, 5261, Vipava, Slovenia.
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