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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: 1.0] [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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Mate DM, Rivera NR, Sanchez‐Freire E, Ayala JA, Berenguer J, Hidalgo A. Thermostability enhancement of the
Pseudomonas fluorescens
esterase I by in vivo folding selection in
Thermus thermophilus. Biotechnol Bioeng 2019; 117:30-38. [DOI: 10.1002/bit.27170] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2019] [Revised: 09/06/2019] [Accepted: 09/08/2019] [Indexed: 12/26/2022]
Affiliation(s)
- Diana M. Mate
- Department of Molecular Biology, Center of Molecular Biology “Severo Ochoa” (UAM‐CSIC)Autonomous University of Madrid Madrid Spain
| | - Noé R. Rivera
- Department of Molecular Biology, Center of Molecular Biology “Severo Ochoa” (UAM‐CSIC)Autonomous University of Madrid Madrid Spain
- Department of Biochemistry, Faculty of MedicineUniversity of El Salvador San Salvador El Salvador
| | - Esther Sanchez‐Freire
- Department of Molecular Biology, Center of Molecular Biology “Severo Ochoa” (UAM‐CSIC)Autonomous University of Madrid Madrid Spain
| | - Juan A. Ayala
- Consejo Superior de Investigaciones CientíficasCenter of Molecular Biology “Severo Ochoa” (UAM‐CSIC) Madrid Spain
| | - José Berenguer
- Department of Molecular Biology, Center of Molecular Biology “Severo Ochoa” (UAM‐CSIC)Autonomous University of Madrid Madrid Spain
| | - Aurelio Hidalgo
- Department of Molecular Biology, Center of Molecular Biology “Severo Ochoa” (UAM‐CSIC)Autonomous University of Madrid Madrid Spain
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