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Roda S, Terholsen H, Meyer JRH, Cañellas-Solé A, Guallar V, Bornscheuer U, Kazemi M. AsiteDesign: a Semirational Algorithm for an Automated Enzyme Design. J Phys Chem B 2023; 127:2661-2670. [PMID: 36944360 PMCID: PMC10068746 DOI: 10.1021/acs.jpcb.2c07091] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/23/2023]
Abstract
With advances in protein structure predictions, the number of available high-quality structures has increased dramatically. In light of these advances, structure-based enzyme engineering is expected to become increasingly important for optimizing biocatalysts for industrial processes. Here, we present AsiteDesign, a Monte Carlo-based protocol for structure-based engineering of active sites. AsiteDesign provides a framework for introducing new catalytic residues in a given binding pocket to either create a new catalytic activity or alter the existing one. AsiteDesign is implemented using pyRosetta and incorporates enhanced sampling techniques to efficiently explore the search space. The protocol was tested by designing an alternative catalytic triad in the active site of Pseudomonas fluorescens esterase (PFE). The designed variant was experimentally verified to be active, demonstrating that AsiteDesign can find alternative catalytic triads. Additionally, the AsiteDesign protocol was employed to enhance the hydrolysis of a bulky chiral substrate (1-phenyl-2-pentyl acetate) by PFE. The experimental verification of the designed variants demonstrated that F158L/F198A and F125A/F158L mutations increased the hydrolysis of 1-phenyl-2-pentyl acetate from 8.9 to 66.7 and 23.4%, respectively, and reversed the enantioselectivity of the enzyme from (R) to (S)-enantiopreference, with 32 and 55% enantiomeric excess (ee), respectively.
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Affiliation(s)
- Sergi Roda
- Barcelona Supercomputing Center (BSC), Plaça d'Eusebi Güell, 1-3, Barcelona 08034, Spain
| | - Henrik Terholsen
- Department of Biotechnology & Enzyme Catalysis, Institute of Biochemistry, University of Greifswald, Felix-Hausdorff-Str. 4, D-17487 Greifswald, Germany
| | - Jule Ruth Heike Meyer
- Department of Biotechnology & Enzyme Catalysis, Institute of Biochemistry, University of Greifswald, Felix-Hausdorff-Str. 4, D-17487 Greifswald, Germany
| | - Albert Cañellas-Solé
- Barcelona Supercomputing Center (BSC), Plaça d'Eusebi Güell, 1-3, Barcelona 08034, Spain
| | - Victor Guallar
- Barcelona Supercomputing Center (BSC), Plaça d'Eusebi Güell, 1-3, Barcelona 08034, Spain
- Institució Catalana de Recerca i Estudis Avançats (ICREA), Passeig de Lluís Companys, 23, Barcelona 08010, Spain
| | - Uwe Bornscheuer
- Department of Biotechnology & Enzyme Catalysis, Institute of Biochemistry, University of Greifswald, Felix-Hausdorff-Str. 4, D-17487 Greifswald, Germany
| | - Masoud Kazemi
- Barcelona Supercomputing Center (BSC), Plaça d'Eusebi Güell, 1-3, Barcelona 08034, Spain
- Biomatter Designs, Žirmu̅n̨ g. 139A, Vilnius 09120, Lithuania
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2
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Kari J, Schaller K, Molina GA, Borch K, Westh P. The Sabatier principle as a tool for discovery and engineering of industrial enzymes. Curr Opin Biotechnol 2022; 78:102843. [PMID: 36375405 DOI: 10.1016/j.copbio.2022.102843] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2022] [Accepted: 10/16/2022] [Indexed: 11/13/2022]
Abstract
The recent breakthrough in all-atom, protein structure prediction opens new avenues for a range of computational approaches in enzyme design. These new approaches could become instrumental for the development of technical biocatalysts, and hence our transition toward more sustainable industries. Here, we discuss one approach, which is well-known within inorganic catalysis, but essentially unexploited in biotechnology. Specifically, we review examples of linear free-energy relationships (LFERs) for enzyme reactions and discuss how LFERs and the associated Sabatier Principle may be implemented in algorithms that estimate kinetic parameters and enzyme performance based on model structures.
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Affiliation(s)
- Jeppe Kari
- Roskilde University, Dept. Science and Environment, Universitetsvej 1, DK-4000 Roskilde, Denmark
| | - Kay Schaller
- Technical University of Denmark, Dept. of Biotechnology and Biomedicine, Sølvtofts Plads 224, DK-2800, Kgs. Lyngby, Denmark; University of Copenhagen, Dept. of Drug Design and Pharmacology, Universitetsparken 2, DK-2100 Copenhagen, Denmark
| | - Gustavo A Molina
- Technical University of Denmark, Dept. of Biotechnology and Biomedicine, Sølvtofts Plads 224, DK-2800, Kgs. Lyngby, Denmark; Technical University of Denmark, The Novo Nordisk Foundation Center for Biosustainability, Build. 220, Kemitorvet, DK-2800, Kgs. Lyngby, Denmark
| | - Kim Borch
- Novozymes A/S, Biologiens vej 2, DK-2800, Kgs. Lyngby, Denmark
| | - Peter Westh
- Technical University of Denmark, Dept. of Biotechnology and Biomedicine, Sølvtofts Plads 224, DK-2800, Kgs. Lyngby, Denmark.
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Wittmund M, Cadet F, Davari MD. Learning Epistasis and Residue Coevolution Patterns: Current Trends and Future Perspectives for Advancing Enzyme Engineering. ACS Catal 2022. [DOI: 10.1021/acscatal.2c01426] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Marcel Wittmund
- Department of Bioorganic Chemistry, Leibniz Institute of Plant Biochemistry, Weinberg 3, 06120 Halle, Germany
| | - Frederic Cadet
- Laboratory of Excellence LABEX GR, DSIMB, Inserm UMR S1134, University of Paris city & University of Reunion, Paris 75014, France
| | - Mehdi D. Davari
- Department of Bioorganic Chemistry, Leibniz Institute of Plant Biochemistry, Weinberg 3, 06120 Halle, Germany
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4
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Fernandez-Lopez L, Roda S, Gonzalez-Alfonso JL, Plou FJ, Guallar V, Ferrer M. Design and Characterization of In-One Protease-Esterase PluriZyme. Int J Mol Sci 2022; 23:13337. [PMID: 36362119 PMCID: PMC9655419 DOI: 10.3390/ijms232113337] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2022] [Revised: 10/25/2022] [Accepted: 10/29/2022] [Indexed: 10/14/2023] Open
Abstract
Proteases are abundant in prokaryotic genomes (~10 per genome), but their recovery encounters expression problems, as only 1% can be produced at high levels; this value differs from that of similarly abundant esterases (1-15 per genome), 50% of which can be expressed at good levels. Here, we design a catalytically efficient artificial protease that can be easily produced. The PluriZyme EH1AB1 with two active sites supporting the esterase activity was employed. A Leu24Cys mutation in EH1AB1, remodelled one of the esterase sites into a proteolytic one through the incorporation of a catalytic dyad (Cys24 and His214). The resulting artificial enzyme, EH1AB1C, efficiently hydrolysed (azo)casein at pH 6.5-8.0 and 60-70 °C. The presence of both esterase and protease activities in the same scaffold allowed the one-pot cascade synthesis (55.0 ± 0.6% conversion, 24 h) of L-histidine methyl ester from the dipeptide L-carnosine in the presence of methanol. This study demonstrates that active sites supporting proteolytic activity can be artificially introduced into an esterase scaffold to design easy-to-produce in-one protease-esterase PluriZymes for cascade reactions, namely, the synthesis of amino acid esters from dipeptides. It is also possible to design artificial proteases with good production yields, in contrast to natural proteases that are difficult to express.
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Affiliation(s)
| | - Sergi Roda
- Department of Life Sciences, Barcelona Supercomputing Center (BSC), 08034 Barcelona, Spain
| | | | | | - Víctor Guallar
- Department of Life Sciences, Barcelona Supercomputing Center (BSC), 08034 Barcelona, Spain
- Institution for Research and Advanced Studies (ICREA), 08010 Barcelona, Spain
| | - Manuel Ferrer
- Department of Applied Biocatalysis, ICP, CSIC, 28049 Madrid, Spain
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5
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Roda S, Fernandez-Lopez L, Benedens M, Bollinger A, Thies S, Schumacher J, Coscolín C, Kazemi M, Santiago G, Gertzen CGW, Gonzalez-Alfonso JL, Plou FJ, Jaeger KE, Smits SHJ, Ferrer M, Guallar V. A Plurizyme with Transaminase and Hydrolase Activity Catalyzes Cascade Reactions. Angew Chem Int Ed Engl 2022; 61:e202207344. [PMID: 35734849 PMCID: PMC9540564 DOI: 10.1002/anie.202207344] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Indexed: 01/01/2023]
Abstract
Engineering dual‐function single polypeptide catalysts with two abiotic or biotic catalytic entities (or combinations of both) supporting cascade reactions is becoming an important area of enzyme engineering and catalysis. Herein we present the development of a PluriZyme, TR2E2, with efficient native transaminase (kcat: 69.49±1.77 min−1) and artificial esterase (kcat: 3908–0.41 min−1) activities integrated into a single scaffold, and evaluate its utility in a cascade reaction. TR2E2 (pHopt: 8.0–9.5; Topt: 60–65 °C) efficiently converts methyl 3‐oxo‐4‐(2,4,5‐trifluorophenyl)butanoate into 3‐(R)‐amino‐4‐(2,4,5‐trifluorophenyl)butanoic acid, a crucial intermediate for the synthesis of antidiabetic drugs. The reaction proceeds through the conversion of the β‐keto ester into the β‐keto acid at the hydrolytic site and subsequently into the β‐amino acid (e.e. >99 %) at the transaminase site. The catalytic power of the TR2E2PluriZyme was proven with a set of β‐keto esters, demonstrating the potential of such designs to address bioinspired cascade reactions.
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Affiliation(s)
- Sergi Roda
- Department of Life Sciences, Barcelona Supercomputing Center, Carrer de Jordi Girona, 31, 08034, Barcelona, Spain
| | | | - Marius Benedens
- Center for Structural Studies, Heinrich-Heine-University, Building 26.44.01.62, Universitaetsstr 1, 40228, Duesseldorf, Germany
| | - Alexander Bollinger
- Institute of Molecular Enzyme Technology, Heinrich-Heine-Universität Düsseldorf, Building 26.44.01.62, Universitaetsstr 1, 40228, Duesseldorf, Germany.,Forschungszentrum Jülich, Building 15.8, 01/303, 52428, Wilhelm Johnen Straße, Jülich, Germany
| | - Stephan Thies
- Institute of Molecular Enzyme Technology, Heinrich-Heine-Universität Düsseldorf, Building 26.44.01.62, Universitaetsstr 1, 40228, Duesseldorf, Germany.,Forschungszentrum Jülich, Building 15.8, 01/303, 52428, Wilhelm Johnen Straße, Jülich, Germany
| | - Julia Schumacher
- Center for Structural Studies, Heinrich-Heine-University, Building 26.44.01.62, Universitaetsstr 1, 40228, Duesseldorf, Germany
| | - Cristina Coscolín
- Department of Applied Biocatalysis, ICP, CSIC, Marie Curie 2, 28049, Madrid, Spain
| | - Masoud Kazemi
- Department of Life Sciences, Barcelona Supercomputing Center, Carrer de Jordi Girona, 31, 08034, Barcelona, Spain
| | - Gerard Santiago
- Department of Life Sciences, Barcelona Supercomputing Center, Carrer de Jordi Girona, 31, 08034, Barcelona, Spain
| | - Christoph G W Gertzen
- Center for Structural Studies, Heinrich-Heine-University, Building 26.44.01.62, Universitaetsstr 1, 40228, Duesseldorf, Germany
| | | | - Francisco J Plou
- Department of Applied Biocatalysis, ICP, CSIC, Marie Curie 2, 28049, Madrid, Spain
| | - Karl-Erich Jaeger
- Institute of Molecular Enzyme Technology, Heinrich-Heine-Universität Düsseldorf, Building 26.44.01.62, Universitaetsstr 1, 40228, Duesseldorf, Germany.,Forschungszentrum Jülich, Building 15.8, 01/303, 52428, Wilhelm Johnen Straße, Jülich, Germany
| | - Sander H J Smits
- Center for Structural Studies, Heinrich-Heine-University, Building 26.44.01.62, Universitaetsstr 1, 40228, Duesseldorf, Germany
| | - Manuel Ferrer
- Department of Applied Biocatalysis, ICP, CSIC, Marie Curie 2, 28049, Madrid, Spain
| | - Víctor Guallar
- Department of Life Sciences, Barcelona Supercomputing Center, Carrer de Jordi Girona, 31, 08034, Barcelona, Spain.,Institució Catalana de Recerca i Estudis Avançats, Passeig de Lluís Companys, 23, 08010, Barcelona, Spain
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6
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Rahban M, Zolghadri S, Salehi N, Ahmad F, Haertlé T, Rezaei-Ghaleh N, Sawyer L, Saboury AA. Thermal stability enhancement: Fundamental concepts of protein engineering strategies to manipulate the flexible structure. Int J Biol Macromol 2022; 214:642-654. [DOI: 10.1016/j.ijbiomac.2022.06.154] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2022] [Revised: 06/22/2022] [Accepted: 06/23/2022] [Indexed: 01/28/2023]
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7
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Roda S, Fernandez-Lopez L, Benedens M, Bollinger A, Thies S, Schumacher J, Coscolín C, Kazemi M, Santiago G, Gertzen CGW, Gonzalez-Alfonso JL, Plou FJ, Jaeger KE, Smits SHJ, Ferrer M, Guallar V. A Plurizyme with Transaminase and Hydrolase Activity Catalyzes Cascade Reactions. Angew Chem Int Ed Engl 2022. [DOI: 10.1002/ange.202207344] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Sergi Roda
- Barcelona Supercomputing Center: Centro Nacional de Supercomputacion Department of Life Sciences Carrer de Jordi Girona, 31 08034 Barcelona SPAIN
| | - Laura Fernandez-Lopez
- ICP: Instituto de Catalisis y Petroleoquimica Department of Applied Biocatalysis Marie Curie 2 28049 Madrid SPAIN
| | - Marius Benedens
- Heinrich-Heine-Universität Düsseldorf: Heinrich-Heine-Universitat Dusseldorf Center for Structural Studies Wilhelm Johnen Straße, Bldg 15.8, 01/303 40228 Düsseldorf GERMANY
| | - Alexander Bollinger
- Forschungszentrum Jülich: Forschungszentrum Julich GmbH Institute of Molecular Enzyme Technology Wilhelm Johnen Straße, Bldg 15.8, 01/303 52428 Jülich GERMANY
| | - Stephan Thies
- Forschungszentrum Jülich: Forschungszentrum Julich GmbH Institute of Molecular Enzyme Technology Wilhelm Johnen Straße, Bldg 15.8, 01/303 52428 Jülich GERMANY
| | - Julia Schumacher
- Heinrich-Heine-Universitat Dusseldorf Center for Structural Studies Building 26.44.01.62, Universitaetsstr 1 40228 Düsseldorf GERMANY
| | - Cristina Coscolín
- ICP: Instituto de Catalisis y Petroleoquimica Department of Applied Biocatalysis Marie Curie 28049 Madrid SPAIN
| | - Masoud Kazemi
- Barcelona Supercomputing Center: Centro Nacional de Supercomputacion Department of Life Sciences Carrer de Jordi Girona, 31 08034 Barcelona SPAIN
| | - Gerard Santiago
- Barcelona Supercomputing Center: Centro Nacional de Supercomputacion Department of Life Sciences Carrer de Jordi Girona, 31 08034 Barcelona SPAIN
| | - Christoph G. W. Gertzen
- Heinrich Heine University Düsseldorf: Heinrich-Heine-Universitat Dusseldorf Institute for Pharmaceutical and Medicinal Chemistry 40228 Düsseldorf GERMANY
| | - Jose L. Gonzalez-Alfonso
- ICP: Instituto de Catalisis y Petroleoquimica Department of Applied Biocatalysis Marie Curie 2 28049 Madrid SPAIN
| | - Francisco J. Plou
- ICP: Instituto de Catalisis y Petroleoquimica Department of Applied Biocatalysis Marie Curie 2 28049 Madrid SPAIN
| | - Karl-Erich Jaeger
- Forschungszentrum Julich ICG: Forschungszentrum Julich GmbH Institute of Molecular Enzyme Technology Wilhelm Johnen Straße, Bldg 15.8, 01/303 52428 Jülich GERMANY
| | - Sander H. J. Smits
- Heinrich Heine University Düsseldorf: Heinrich-Heine-Universitat Dusseldorf Center for Structural Studies 40228 Düsseldorf GERMANY
| | - Manuel Ferrer
- Institute of Catalysis CSIC Department of Biocatalysis Marie Curie 2Campus Cantoblanco 28049 Madrid SPAIN
| | - Víctor Guallar
- Barcelona Supercomputing Center: Centro Nacional de Supercomputacion Department of Life Sciences Carrer de Jordi Girona, 31 08034 Barcelona SPAIN
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8
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Derat E, Kamerlin SCL. Computational Advances in Protein Engineering and Enzyme Design. J Phys Chem B 2022; 126:2449-2451. [PMID: 35387452 DOI: 10.1021/acs.jpcb.2c01198] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Affiliation(s)
- Etienne Derat
- Institut Parisien de Chimie Moléculaire, UMR 8232 CNRS, Sorbonne Université, 75005 Paris, France
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