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Liu J, Fischer A, Cserjan-Puschmann M, Lingg N, Oostenbrink C. Caspase-Based Fusion Protein Technology: Substrate Cleavability Described by Computational Modeling and Simulation. J Chem Inf Model 2024; 64:5691-5700. [PMID: 38946265 PMCID: PMC11267566 DOI: 10.1021/acs.jcim.4c00316] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2024] [Revised: 06/17/2024] [Accepted: 06/18/2024] [Indexed: 07/02/2024]
Abstract
The Caspase-based fusion protein technology (CASPON) allows for universal cleavage of fusion tags from proteins of interest to reconstitute the native N-terminus. While the CASPON enzyme has been optimized to be promiscuous against a diversity of N-terminal peptides, the cleavage efficacy for larger proteins can be surprisingly low. We develop an efficient means to rationalize and predict the cleavage efficiency based on a structural representation of the intrinsically disordered N-terminal peptides and their putative interactions with the CASPON enzyme. The number of favorably interacting N-terminal conformations shows a very good agreement with the experimentally observed cleavage efficiency, in agreement with a conformational selection model. The method relies on computationally cheap molecular dynamics simulations to efficiently generate a diverse collection of N-terminal conformations, followed by a simple fitting procedure into the CASPON enzyme. It can be readily used to assess the CASPON cleavability a priori.
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Affiliation(s)
- Jakob Liu
- Austrian
Centre of Industrial Biotechnology, Muthgasse 18, 1190 Vienna, Austria
- Institute
of Molecular Modeling and Simulation, University
of Natural Resources and Life Sciences, Vienna (BOKU), Muthgasse 18, 1190 Vienna, Austria
| | - Andreas Fischer
- Austrian
Centre of Industrial Biotechnology, Muthgasse 18, 1190 Vienna, Austria
- Department
of Biotechnology, Institute of Bioprocess Science and Engineering, University of Natural Resources and Life Sciences,
Vienna (BOKU), Muthgasse
18, 1190 Vienna, Austria
| | - Monika Cserjan-Puschmann
- Austrian
Centre of Industrial Biotechnology, Muthgasse 18, 1190 Vienna, Austria
- Department
of Biotechnology, Institute of Bioprocess Science and Engineering, University of Natural Resources and Life Sciences,
Vienna (BOKU), Muthgasse
18, 1190 Vienna, Austria
| | - Nico Lingg
- Austrian
Centre of Industrial Biotechnology, Muthgasse 18, 1190 Vienna, Austria
- Department
of Biotechnology, Institute of Bioprocess Science and Engineering, University of Natural Resources and Life Sciences,
Vienna (BOKU), Muthgasse
18, 1190 Vienna, Austria
| | - Chris Oostenbrink
- Institute
of Molecular Modeling and Simulation, University
of Natural Resources and Life Sciences, Vienna (BOKU), Muthgasse 18, 1190 Vienna, Austria
- Christian
Doppler Laboratory for Molecular Informatics in the Biosciences, University of Natural Resources and Life Sciences,
Vienna, Muthgasse 18, 1190 Vienna, Austria
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Orsi E, Schada von Borzyskowski L, Noack S, Nikel PI, Lindner SN. Automated in vivo enzyme engineering accelerates biocatalyst optimization. Nat Commun 2024; 15:3447. [PMID: 38658554 PMCID: PMC11043082 DOI: 10.1038/s41467-024-46574-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2023] [Accepted: 03/04/2024] [Indexed: 04/26/2024] Open
Abstract
Achieving cost-competitive bio-based processes requires development of stable and selective biocatalysts. Their realization through in vitro enzyme characterization and engineering is mostly low throughput and labor-intensive. Therefore, strategies for increasing throughput while diminishing manual labor are gaining momentum, such as in vivo screening and evolution campaigns. Computational tools like machine learning further support enzyme engineering efforts by widening the explorable design space. Here, we propose an integrated solution to enzyme engineering challenges whereby ML-guided, automated workflows (including library generation, implementation of hypermutation systems, adapted laboratory evolution, and in vivo growth-coupled selection) could be realized to accelerate pipelines towards superior biocatalysts.
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Affiliation(s)
- Enrico Orsi
- The Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800, Kongens Lyngby, Denmark
| | | | - Stephan Noack
- Institute of Bio- and Geosciences, IBG-1: Biotechnology, Forschungszentrum Jülich, 52425, Jülich, Germany
| | - Pablo I Nikel
- The Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800, Kongens Lyngby, Denmark
| | - Steffen N Lindner
- Max Planck Institute of Molecular Plant Physiology, 14476, Potsdam-Golm, Germany.
- Department of Biochemistry, Charité Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität, 10117, Berlin, Germany.
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Köppl C, Buchinger W, Striedner G, Cserjan-Puschmann M. Modifications of the 5' region of the CASPON TM tag's mRNA further enhance soluble recombinant protein production in Escherichia coli. Microb Cell Fact 2024; 23:86. [PMID: 38509572 PMCID: PMC10953258 DOI: 10.1186/s12934-024-02350-z] [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: 11/30/2023] [Accepted: 02/27/2024] [Indexed: 03/22/2024] Open
Abstract
BACKGROUND Escherichia coli is one of the most commonly used host organisms for the production of biopharmaceuticals, as it allows for cost-efficient and fast recombinant protein expression. However, challenging proteins are often produced with low titres or as inclusion bodies, and the manufacturing process needs to be developed individually for each protein. Recently, we developed the CASPONTM technology, a generic fusion tag-based platform process for high-titer soluble expression including a standardized downstream processing and highly specific enzymatic cleavage of the fusion tag. To assess potential strategies for further improvement of the N-terminally fused CASPONTM tag, we modified the 5'UTR and 5' region of the tag-coding mRNA to optimize the ribosome-mRNA interactions. RESULTS In the present work, we found that by modifying the 5'UTR sequence of a pET30acer plasmid-based system, expression of the fusion protein CASPONTM-tumour necrosis factor α was altered in laboratory-scale carbon-limited fed-batch cultivations, but no significant increase in expression titre was achieved. Translation efficiency was highest for a construct carrying an expression enhancer element and additionally possessing a very favourable interaction energy between ribosome and mRNA (∆Gtotal). However, a construct with comparatively low transcriptional efficiency, which lacked the expression enhancer sequence and carried the most favourable ∆Gtotal tested, led to the highest recombinant protein formation alongside the reference pET30a construct. Furthermore, we found, that by introducing synonymous mutations within the nucleotide sequence of the T7AC element of the CASPONTM tag, utilizing a combination of rare and non-rare codons, the free folding energy of the nucleotides at the 5' end (-4 to + 37) of the transcript encoding the CASPONTM tag increased by 6 kcal/mol. Surprisingly, this new T7ACrare variant led to improved recombinant protein titres by 1.3-fold up to 5.3-fold, shown with three industry-relevant proteins in lab-scale carbon limited fed-batch fermentations under industrially relevant conditions. CONCLUSIONS This study reveals some of the complex interdependencies between the ribosome and mRNA that govern recombinant protein expression. By modifying the 5'UTR to obtain an optimized interaction energy between the mRNA and the ribosome (ΔGtotal), transcript levels were changed, highlighting the different translation efficiencies of individual transcripts. It was shown that the highest recombinant titre was not obtained by the construct with the most efficient translation but by a construct with a generally high transcript amount coupled with a favourable ΔGtotal. Furthermore, an unexpectedly high potential to enhance expression by introducing silent mutations including multiple rare codons into the 5'end of the CAPONTM tag's mRNA was identified. Although the titres of the fusion proteins were dramatically increased, no formation of inclusion bodies or negative impact on cell growth was observed. We hypothesize that the drastic increase in titre is most likely caused by better ribosomal binding site accessibility. Our study, which demonstrates the influence of changes in ribosome-mRNA interactions on protein expression under industrially relevant production conditions, opens the door to the applicability of the new T7ACrare tag in biopharmaceutical industry using the CASPONTM platform process.
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Affiliation(s)
- Christoph Köppl
- Austrian Centre of Industrial Biotechnology, Muthgasse 18, Vienna, 1190, Austria
- Department of Biotechnology, Institute of Bioprocess Science and Engineering, University of Natural Resources and Life Sciences, Muthgasse 18, Vienna, 1190, Austria
| | - Wolfgang Buchinger
- Biopharma Austria, Development Operations, Boehringer Ingelheim Regional Center Vienna GmbH & Co KG, Dr.-Boehringer-Gasse 5-11, Vienna, A-1121, Austria
| | - Gerald Striedner
- Austrian Centre of Industrial Biotechnology, Muthgasse 18, Vienna, 1190, Austria
- Department of Biotechnology, Institute of Bioprocess Science and Engineering, University of Natural Resources and Life Sciences, Muthgasse 18, Vienna, 1190, Austria
| | - Monika Cserjan-Puschmann
- Austrian Centre of Industrial Biotechnology, Muthgasse 18, Vienna, 1190, Austria.
- Department of Biotechnology, Institute of Bioprocess Science and Engineering, University of Natural Resources and Life Sciences, Muthgasse 18, Vienna, 1190, Austria.
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CASPON platform technology: Ultrafast circularly permuted caspase-2 cleaves tagged fusion proteins before all 20 natural amino acids at the N-terminus. N Biotechnol 2022; 71:37-46. [DOI: 10.1016/j.nbt.2022.07.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2022] [Revised: 07/13/2022] [Accepted: 07/30/2022] [Indexed: 11/21/2022]
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Köppl C, Lingg N, Fischer A, Kröß C, Loibl J, Buchinger W, Schneider R, Jungbauer A, Striedner G, Cserjan-Puschmann M. Fusion Tag Design Influences Soluble Recombinant Protein Production in Escherichia coli. Int J Mol Sci 2022; 23:7678. [PMID: 35887026 PMCID: PMC9321918 DOI: 10.3390/ijms23147678] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2022] [Revised: 06/30/2022] [Accepted: 07/09/2022] [Indexed: 02/01/2023] Open
Abstract
Fusion protein technologies to facilitate soluble expression, detection, or subsequent affinity purification in Escherichia coli are widely used but may also be associated with negative consequences. Although commonly employed solubility tags have a positive influence on titers, their large molecular mass inherently results in stochiometric losses of product yield. Furthermore, the introduction of affinity tags, especially the polyhistidine tag, has been associated with undesirable changes in expression levels. Fusion tags are also known to influence the functionality of the protein of interest due to conformational changes. Therefore, particularly for biopharmaceutical applications, the removal of the fusion tag is a requirement to ensure the safety and efficacy of the therapeutic protein. The design of suitable fusion tags enabling the efficient manufacturing of the recombinant protein remains a challenge. Here, we evaluated several N-terminal fusion tag combinations and their influence on product titer and cell growth to find an ideal design for a generic fusion tag. For enhancing soluble expression, a negatively charged peptide tag derived from the T7 bacteriophage was combined with affinity tags and a caspase-2 cleavage site applicable for CASPase-based fusiON (CASPON) platform technology. The effects of each combinatorial tag element were investigated in an integrated manner using human fibroblast growth factor 2 as a model protein in fed-batch lab-scale bioreactor cultivations. To confirm the generic applicability for manufacturing, seven additional pharmaceutically relevant proteins were produced using the best performing tag of this study, named CASPON-tag, and tag removal was demonstrated.
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Affiliation(s)
- Christoph Köppl
- Austrian Centre of Industrial Biotechnology, Muthgasse 18, 1190 Vienna, Austria; (C.K.); (N.L.); (A.F.); (C.K.); (J.L.); (R.S.); (A.J.); (G.S.)
- Department of Biotechnology, Institute of Bioprocess Science and Engineering, University of Natural Resources and Life Sciences, Muthgasse 18, 1190 Vienna, Austria
| | - Nico Lingg
- Austrian Centre of Industrial Biotechnology, Muthgasse 18, 1190 Vienna, Austria; (C.K.); (N.L.); (A.F.); (C.K.); (J.L.); (R.S.); (A.J.); (G.S.)
- Department of Biotechnology, Institute of Bioprocess Science and Engineering, University of Natural Resources and Life Sciences, Muthgasse 18, 1190 Vienna, Austria
| | - Andreas Fischer
- Austrian Centre of Industrial Biotechnology, Muthgasse 18, 1190 Vienna, Austria; (C.K.); (N.L.); (A.F.); (C.K.); (J.L.); (R.S.); (A.J.); (G.S.)
| | - Christina Kröß
- Austrian Centre of Industrial Biotechnology, Muthgasse 18, 1190 Vienna, Austria; (C.K.); (N.L.); (A.F.); (C.K.); (J.L.); (R.S.); (A.J.); (G.S.)
- Center for Molecular Biosciences Innsbruck (CMBI), Institute of Biochemistry, University of Innsbruck, Innrain 52, 6020 Innsbruck, Austria
| | - Julian Loibl
- Austrian Centre of Industrial Biotechnology, Muthgasse 18, 1190 Vienna, Austria; (C.K.); (N.L.); (A.F.); (C.K.); (J.L.); (R.S.); (A.J.); (G.S.)
| | - Wolfgang Buchinger
- Biopharma Austria, Process Science, Boehringer Ingelheim Regional Center Vienna GmbH & Co KG, Doktor-Boehringer-Gasse 5-11, 1121 Vienna, Austria;
| | - Rainer Schneider
- Austrian Centre of Industrial Biotechnology, Muthgasse 18, 1190 Vienna, Austria; (C.K.); (N.L.); (A.F.); (C.K.); (J.L.); (R.S.); (A.J.); (G.S.)
- Center for Molecular Biosciences Innsbruck (CMBI), Institute of Biochemistry, University of Innsbruck, Innrain 52, 6020 Innsbruck, Austria
| | - Alois Jungbauer
- Austrian Centre of Industrial Biotechnology, Muthgasse 18, 1190 Vienna, Austria; (C.K.); (N.L.); (A.F.); (C.K.); (J.L.); (R.S.); (A.J.); (G.S.)
- Department of Biotechnology, Institute of Bioprocess Science and Engineering, University of Natural Resources and Life Sciences, Muthgasse 18, 1190 Vienna, Austria
| | - Gerald Striedner
- Austrian Centre of Industrial Biotechnology, Muthgasse 18, 1190 Vienna, Austria; (C.K.); (N.L.); (A.F.); (C.K.); (J.L.); (R.S.); (A.J.); (G.S.)
- Department of Biotechnology, Institute of Bioprocess Science and Engineering, University of Natural Resources and Life Sciences, Muthgasse 18, 1190 Vienna, Austria
| | - Monika Cserjan-Puschmann
- Austrian Centre of Industrial Biotechnology, Muthgasse 18, 1190 Vienna, Austria; (C.K.); (N.L.); (A.F.); (C.K.); (J.L.); (R.S.); (A.J.); (G.S.)
- Department of Biotechnology, Institute of Bioprocess Science and Engineering, University of Natural Resources and Life Sciences, Muthgasse 18, 1190 Vienna, Austria
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