1
|
Albayati SH, Nezhad NG, Taki AG, Rahman RNZRA. Efficient and easible biocatalysts: Strategies for enzyme improvement. A review. Int J Biol Macromol 2024; 276:133978. [PMID: 39038570 DOI: 10.1016/j.ijbiomac.2024.133978] [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: 04/18/2024] [Revised: 06/19/2024] [Accepted: 07/16/2024] [Indexed: 07/24/2024]
Abstract
Owing to the environmental friendliness and vast advantages that enzymes offer in the biotechnology and industry fields, biocatalysts are a prolific investigation field. However, the low catalytic activity, stability, and specific selectivity of the enzyme limit the range of the reaction enzymes involved in. A comprehensive understanding of the protein structure and dynamics in terms of molecular details enables us to tackle these limitations effectively and enhance the catalytic activity by enzyme engineering or modifying the supports and solvents. Along with different strategies including computational, enzyme engineering based on DNA recombination, enzyme immobilization, additives, chemical modification, and physicochemical modification approaches can be promising for the wide spread of industrial enzyme usage. This is attributed to the successful application of biocatalysts in industrial and synthetic processes requires a system that exhibits stability, activity, and reusability in a continuous flow process, thereby reducing the production cost. The main goal of this review is to display relevant approaches for improving enzyme characteristics to overcome their industrial application.
Collapse
Affiliation(s)
- Samah Hashim Albayati
- Enzyme and Microbial Technology Research Centre, Faculty of Biotechnology and Biomolecular Sciences, Universiti Putra Malaysia, Serdang 43400, Selangor, Malaysia; Department of Microbiology, Faculty of Biotechnology and Biomolecular Sciences, Universiti Putra Malaysia, Serdang 43400, Selangor, Malaysia
| | - Nima Ghahremani Nezhad
- Enzyme and Microbial Technology Research Centre, Faculty of Biotechnology and Biomolecular Sciences, Universiti Putra Malaysia, Serdang 43400, Selangor, Malaysia; Department of Microbiology, Faculty of Biotechnology and Biomolecular Sciences, Universiti Putra Malaysia, Serdang 43400, Selangor, Malaysia
| | - Anmar Ghanim Taki
- Department of Radiology Techniques, Health and Medical Techniques College, Alnoor University, Mosul, Iraq
| | - Raja Noor Zaliha Raja Abd Rahman
- Enzyme and Microbial Technology Research Centre, Faculty of Biotechnology and Biomolecular Sciences, Universiti Putra Malaysia, Serdang 43400, Selangor, Malaysia; Department of Microbiology, Faculty of Biotechnology and Biomolecular Sciences, Universiti Putra Malaysia, Serdang 43400, Selangor, Malaysia; Institute Bioscience, Universiti Putra Malaysia, Serdang 43400, Selangor, Malaysia.
| |
Collapse
|
2
|
Wang X, Li A, Li X, Cui H. Empowering Protein Engineering through Recombination of Beneficial Substitutions. Chemistry 2024; 30:e202303889. [PMID: 38288640 DOI: 10.1002/chem.202303889] [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: 01/04/2024] [Indexed: 02/24/2024]
Abstract
Directed evolution stands as a seminal technology for generating novel protein functionalities, a cornerstone in biocatalysis, metabolic engineering, and synthetic biology. Today, with the development of various mutagenesis methods and advanced analytical machines, the challenge of diversity generation and high-throughput screening platforms is largely solved, and one of the remaining challenges is: how to empower the potential of single beneficial substitutions with recombination to achieve the epistatic effect. This review overviews experimental and computer-assisted recombination methods in protein engineering campaigns. In addition, integrated and machine learning-guided strategies were highlighted to discuss how these recombination approaches contribute to generating the screening library with better diversity, coverage, and size. A decision tree was finally summarized to guide the further selection of proper recombination strategies in practice, which was beneficial for accelerating protein engineering.
Collapse
Affiliation(s)
- Xinyue Wang
- School of Food Science and Pharmaceutical Engineering, Nanjing Normal University, No. 2 Xuelin Road, Nanjing, 210097, China
| | - Anni Li
- School of Food Science and Pharmaceutical Engineering, Nanjing Normal University, No. 2 Xuelin Road, Nanjing, 210097, China
| | - Xiujuan Li
- School of Food Science and Pharmaceutical Engineering, Nanjing Normal University, No. 2 Xuelin Road, Nanjing, 210097, China
| | - Haiyang Cui
- School of Life Sciences, Nanjing Normal University, No. 2 Xuelin Road, Nanjing, 210097, China
| |
Collapse
|
3
|
Xu SY, Zhou L, Xu Y, Hong HY, Dai C, Wang YJ, Zheng YG. Recent advances in structure-based enzyme engineering for functional reconstruction. Biotechnol Bioeng 2023; 120:3427-3445. [PMID: 37638646 DOI: 10.1002/bit.28540] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2023] [Revised: 07/27/2023] [Accepted: 08/15/2023] [Indexed: 08/29/2023]
Abstract
Structural information can help engineer enzymes. Usually, specific amino acids in particular regions are targeted for functional reconstruction to enhance the catalytic performance, including activity, stereoselectivity, and thermostability. Appropriate selection of target sites is the key to structure-based design, which requires elucidation of the structure-function relationships. Here, we summarize the mutations of residues in different specific regions, including active center, access tunnels, and flexible loops, on fine-tuning the catalytic performance of enzymes, and discuss the effects of altering the local structural environment on the functions. In addition, we keep up with the recent progress of structure-based approaches for enzyme engineering, aiming to provide some guidance on how to take advantage of the structural information.
Collapse
Affiliation(s)
- Shen-Yuan Xu
- Key Laboratory of Bioorganic Synthesis of Zhejiang Province, College of Biotechnology and Bioengineering, Zhejiang University of Technology, Hangzhou, Zhejiang, People's Republic of China
- Engineering Research Center of Bioconversion and Biopurification of the Ministry of Education, Zhejiang University of Technology, Hangzhou, Zhejiang, People's Republic of China
- The National and Local Joint Engineering Research Center for Biomanufacturing of Chiral Chemicals, Zhejiang University of Technology, Hangzhou, Zhejiang, People's Republic of China
| | - Lei Zhou
- Key Laboratory of Bioorganic Synthesis of Zhejiang Province, College of Biotechnology and Bioengineering, Zhejiang University of Technology, Hangzhou, Zhejiang, People's Republic of China
- Engineering Research Center of Bioconversion and Biopurification of the Ministry of Education, Zhejiang University of Technology, Hangzhou, Zhejiang, People's Republic of China
- The National and Local Joint Engineering Research Center for Biomanufacturing of Chiral Chemicals, Zhejiang University of Technology, Hangzhou, Zhejiang, People's Republic of China
| | - Ying Xu
- Key Laboratory of Bioorganic Synthesis of Zhejiang Province, College of Biotechnology and Bioengineering, Zhejiang University of Technology, Hangzhou, Zhejiang, People's Republic of China
- Engineering Research Center of Bioconversion and Biopurification of the Ministry of Education, Zhejiang University of Technology, Hangzhou, Zhejiang, People's Republic of China
- The National and Local Joint Engineering Research Center for Biomanufacturing of Chiral Chemicals, Zhejiang University of Technology, Hangzhou, Zhejiang, People's Republic of China
| | - Han-Yue Hong
- Key Laboratory of Bioorganic Synthesis of Zhejiang Province, College of Biotechnology and Bioengineering, Zhejiang University of Technology, Hangzhou, Zhejiang, People's Republic of China
- Engineering Research Center of Bioconversion and Biopurification of the Ministry of Education, Zhejiang University of Technology, Hangzhou, Zhejiang, People's Republic of China
- The National and Local Joint Engineering Research Center for Biomanufacturing of Chiral Chemicals, Zhejiang University of Technology, Hangzhou, Zhejiang, People's Republic of China
| | - Chen Dai
- Key Laboratory of Bioorganic Synthesis of Zhejiang Province, College of Biotechnology and Bioengineering, Zhejiang University of Technology, Hangzhou, Zhejiang, People's Republic of China
- Engineering Research Center of Bioconversion and Biopurification of the Ministry of Education, Zhejiang University of Technology, Hangzhou, Zhejiang, People's Republic of China
- The National and Local Joint Engineering Research Center for Biomanufacturing of Chiral Chemicals, Zhejiang University of Technology, Hangzhou, Zhejiang, People's Republic of China
| | - Ya-Jun Wang
- Key Laboratory of Bioorganic Synthesis of Zhejiang Province, College of Biotechnology and Bioengineering, Zhejiang University of Technology, Hangzhou, Zhejiang, People's Republic of China
- Engineering Research Center of Bioconversion and Biopurification of the Ministry of Education, Zhejiang University of Technology, Hangzhou, Zhejiang, People's Republic of China
- The National and Local Joint Engineering Research Center for Biomanufacturing of Chiral Chemicals, Zhejiang University of Technology, Hangzhou, Zhejiang, People's Republic of China
| | - Yu-Guo Zheng
- Key Laboratory of Bioorganic Synthesis of Zhejiang Province, College of Biotechnology and Bioengineering, Zhejiang University of Technology, Hangzhou, Zhejiang, People's Republic of China
- Engineering Research Center of Bioconversion and Biopurification of the Ministry of Education, Zhejiang University of Technology, Hangzhou, Zhejiang, People's Republic of China
- The National and Local Joint Engineering Research Center for Biomanufacturing of Chiral Chemicals, Zhejiang University of Technology, Hangzhou, Zhejiang, People's Republic of China
| |
Collapse
|
4
|
Sellés Vidal L, Isalan M, Heap JT, Ledesma-Amaro R. A primer to directed evolution: current methodologies and future directions. RSC Chem Biol 2023; 4:271-291. [PMID: 37034405 PMCID: PMC10074555 DOI: 10.1039/d2cb00231k] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2022] [Accepted: 01/18/2023] [Indexed: 01/30/2023] Open
Abstract
This review summarises the methods available for directed evolution, including mutagenesis and variant selection techniques. The advantages and disadvantages of each technique are presented, and future challenges in the field are discussed.
Collapse
Affiliation(s)
- Lara Sellés Vidal
- Imperial College Centre for Synthetic Biology, Imperial College London, London, SW7 2AZ, UK
- Department of Bioengineering, Imperial College London, London, SW7 2AZ, UK
| | - Mark Isalan
- Imperial College Centre for Synthetic Biology, Imperial College London, London, SW7 2AZ, UK
- Department of Life Sciences, Imperial College London, London, SW7 2AZ, UK
| | - John T. Heap
- Imperial College Centre for Synthetic Biology, Imperial College London, London, SW7 2AZ, UK
- Department of Life Sciences, Imperial College London, London, SW7 2AZ, UK
- School of Life Sciences, The University of Nottingham, University Park, Nottingham, NG7 2RD, UK
| | - Rodrigo Ledesma-Amaro
- Imperial College Centre for Synthetic Biology, Imperial College London, London, SW7 2AZ, UK
- Department of Bioengineering, Imperial College London, London, SW7 2AZ, UK
| |
Collapse
|
5
|
Recombination of Single Beneficial Substitutions Obtained from Protein Engineering by Computer-Assisted Recombination (CompassR). Methods Mol Biol 2022; 2461:9-18. [PMID: 35727441 DOI: 10.1007/978-1-0716-2152-3_2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
A large number of beneficial substitutions can be obtained from a successful directed enzyme evolution campaign and/or (semi)rational design. It is expected that the recombination of some beneficial substitutions leads to a much higher degree of performance through synergistic effect. However, systematic recombination studies show that poorly performing variants are often obtained after recombination of three to four individual beneficial substitutions and this limits protein engineers to exploit nature's potential in generating better performing enzymes. Computer-assisted Recombination (CompassR) strategy allows the recombination of identified beneficial substitutions in an effective and efficient manner in order to generate active enzymes with improved performance. Here, we describe in detail the CompassR procedure with an example of recombining four substitutions and discuss some important practical issues that should be considered (such as the selection of protein structures, number of FoldX runs, evaluation of calculations) for application of the CompassR rule. The core part of this protocol (system setup, ΔΔGfold calculation, and CompassR application) is transferable to other enzymes and any recombination of single beneficial substitutions.
Collapse
|
6
|
Kinner A, Rosenthal K, Lütz S. Identification and Expression of New Unspecific Peroxygenases - Recent Advances, Challenges and Opportunities. Front Bioeng Biotechnol 2021; 9:705630. [PMID: 34307325 PMCID: PMC8293615 DOI: 10.3389/fbioe.2021.705630] [Citation(s) in RCA: 33] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2021] [Accepted: 06/09/2021] [Indexed: 11/13/2022] Open
Abstract
In 2004, the fungal heme-thiolate enzyme subfamily of unspecific peroxygenases (UPOs) was first described in the basidiomycete Agrocybe aegerita. As UPOs naturally catalyze a broad range of oxidative transformations by using hydrogen peroxide as electron acceptor and thus possess a great application potential, they have been extensively studied in recent years. However, despite their versatility to catalyze challenging selective oxyfunctionalizations, the availability of UPOs for potential biotechnological applications is restricted. Particularly limiting are the identification of novel natural biocatalysts, their production, and the description of their properties. It is hence of great interest to further characterize the enzyme subfamily as well as to identify promising new candidates. Therefore, this review provides an overview of the state of the art in identification, expression, and screening approaches of fungal UPOs, challenges associated with current protein production and screening strategies, as well as potential solutions and opportunities.
Collapse
Affiliation(s)
- Alina Kinner
- Chair for Bioprocess Engineering, Department of Biochemical and Chemical Engineering, TU Dortmund University, Dortmund, Germany
| | - Katrin Rosenthal
- Chair for Bioprocess Engineering, Department of Biochemical and Chemical Engineering, TU Dortmund University, Dortmund, Germany
| | - Stephan Lütz
- Chair for Bioprocess Engineering, Department of Biochemical and Chemical Engineering, TU Dortmund University, Dortmund, Germany
| |
Collapse
|
7
|
Püllmann P, Knorrscheidt A, Münch J, Palme PR, Hoehenwarter W, Marillonnet S, Alcalde M, Westermann B, Weissenborn MJ. A modular two yeast species secretion system for the production and preparative application of unspecific peroxygenases. Commun Biol 2021; 4:562. [PMID: 33980981 PMCID: PMC8115255 DOI: 10.1038/s42003-021-02076-3] [Citation(s) in RCA: 32] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2020] [Accepted: 03/31/2021] [Indexed: 01/27/2023] Open
Abstract
Fungal unspecific peroxygenases (UPOs) represent an enzyme class catalysing versatile oxyfunctionalisation reactions on a broad substrate scope. They are occurring as secreted, glycosylated proteins bearing a haem-thiolate active site and rely on hydrogen peroxide as the oxygen source. However, their heterologous production in a fast-growing organism suitable for high throughput screening has only succeeded once-enabled by an intensive directed evolution campaign. We developed and applied a modular Golden Gate-based secretion system, allowing the first production of four active UPOs in yeast, their one-step purification and application in an enantioselective conversion on a preparative scale. The Golden Gate setup was designed to be universally applicable and consists of the three module types: i) signal peptides for secretion, ii) UPO genes, and iii) protein tags for purification and split-GFP detection. The modular episomal system is suitable for use in Saccharomyces cerevisiae and was transferred to episomal and chromosomally integrated expression cassettes in Pichia pastoris. Shake flask productions in Pichia pastoris yielded up to 24 mg/L secreted UPO enzyme, which was employed for the preparative scale conversion of a phenethylamine derivative reaching 98.6 % ee. Our results demonstrate a rapid, modular yeast secretion workflow of UPOs yielding preparative scale enantioselective biotransformations.
Collapse
Affiliation(s)
- Pascal Püllmann
- Leibniz Institute of Plant Biochemistry, Halle (Saale), Germany
| | | | - Judith Münch
- Leibniz Institute of Plant Biochemistry, Halle (Saale), Germany
| | - Paul R Palme
- Leibniz Institute of Plant Biochemistry, Halle (Saale), Germany
| | | | | | - Miguel Alcalde
- Department of Biocatalysis, Institute of Catalysis, CSIC, Madrid, Spain
| | - Bernhard Westermann
- Leibniz Institute of Plant Biochemistry, Halle (Saale), Germany
- Institute of Chemistry, Martin-Luther-University Halle-Wittenberg, Halle (Saale), Germany
| | - Martin J Weissenborn
- Leibniz Institute of Plant Biochemistry, Halle (Saale), Germany.
- Institute of Chemistry, Martin-Luther-University Halle-Wittenberg, Halle (Saale), Germany.
| |
Collapse
|
8
|
Simultaneous directed evolution of coupled enzymes for efficient asymmetric synthesis of l-phosphinothricin. Appl Environ Microbiol 2021; 87:AEM.02563-20. [PMID: 33310717 PMCID: PMC8090864 DOI: 10.1128/aem.02563-20] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
The traditional strategy to improve the efficiency of an entire coupled enzyme system relies on separate direction of the evolution of enzymes involved in their respective enzymatic reactions. This strategy can lead to enhanced single-enzyme catalytic efficiency but may also lead to loss of coordination among enzymes. This study aimed to overcome such shortcomings by executing a directed evolution strategy on multiple enzymes in one combined group that catalyzes the asymmetric biosynthesis of l-phosphinothricin. The genes of a glutamate dehydrogenase from Pseudomonas moorei (PmGluDH) and a glucose dehydrogenase from Exiguobacterium sibiricum (EsGDH), along with other gene parts (promoters, ribosomal binding sites (RBSs), and terminators) were simultaneously evolved. The catalytic efficiency of PmGluDH was boosted by introducing the beneficial mutation A164G (from 1.29 s-1mM-1 to 183.52 s-1mM-1), and the EsGDH expression level was improved by optimizing the linker length between the RBS and the start codon of gdh. The total turnover numbers of the bioreaction increased from 115 (GluDH WTNADPH) to 5846 (A164GNADPH coupled with low expression of EsGDH), and to 33950 (A164GNADPH coupled with high expression of EsGDH). The coupling efficiency was increased from ∼30% (GluDH_WT with low expression of GDH) to 83.3% (GluDH_A164G with high expression of GDH). In the batch production of l-phosphinothricin utilizing whole-cell catalysis, the strongest biocatalytic reaction exhibited a high space-time yield (6410 g·L-1·d-1) with strict stereoselectivity (>99% enantiomeric excess).Importance: The traditional strategy to improve multienzyme-catalyzed reaction efficiency may lead to enhanced single-enzyme catalytic efficiency but may also result in loss of coordination among enzymes. We describe a directed evolution strategy of an entire coupled enzyme system to simultaneously enhance enzyme coordination and catalytic efficiency. The simultaneous evolution strategy was applied to a multienzyme-catalyzed reaction for the asymmetric synthesis of l-phosphinothricin, which not only enhanced the catalytic efficiency of GluDH but also improved the coordination between GluDH and GDH. Since this strategy is enzyme-independent, it may be applicable to other coupled enzyme systems for chiral chemical synthesis.
Collapse
|
9
|
Cui H, Jaeger KE, Davari MD, Schwaneberg U. CompassR Yields Highly Organic-Solvent-Tolerant Enzymes through Recombination of Compatible Substitutions. Chemistry 2021; 27:2789-2797. [PMID: 33186477 DOI: 10.1002/chem.202004471] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2020] [Revised: 11/12/2020] [Indexed: 01/28/2023]
Abstract
The CompassR (computer-assisted recombination) rule enables, among beneficial substitutions, the identification of those that can be recombined in directed evolution. Herein, a recombination strategy is systematically investigated to minimize experimental efforts and maximize possible improvements. In total, 15 beneficial substitutions from Bacillus subtilis lipase A (BSLA), which improves resistance to the organic cosolvent 1,4-dioxane (DOX), were studied to compare two recombination strategies, the two-gene recombination process (2GenReP) and the in silico guided recombination process (InSiReP), employing CompassR. Remarkably, both strategies yielded a highly DOX-resistant variant, M4 (I12R/Y49R/E65H/N98R/K122E/L124K), with up to 14.6-fold improvement after screening of about 270 clones. M4 has a remarkably enhanced resistance in 60 % (v/v) acetone (6.0-fold), 30 % (v/v) ethanol (2.1-fold), and 60 % (v/v) methanol (2.4-fold) compared with wild-type BSLA. Molecular dynamics simulations revealed that attracting water molecules by charged surface substitutions is the main driver for increasing the DOX resistance of BSLA M4. Both strategies and obtained molecular knowledge can likely be used to improve the properties of other enzymes with a similar α/β-hydrolase fold.
Collapse
Affiliation(s)
- Haiyang Cui
- Institute of Biotechnology, RWTH Aachen University, Worringer Weg 3, 52074, Aachen, Germany
| | - Karl-Erich Jaeger
- Institute of Molecular Enzyme Technology, Heinrich Heine University Düsseldorf, Wilhelm Johnen Strasse, 52426, Jülich, Germany.,Institute of Bio-and Geosciences IBG 1: Biotechnology, Forschungszentrum Jülich GmbH, Wilhelm Johnen Strasse, 52426, Jülich, Germany
| | - Mehdi D Davari
- Institute of Biotechnology, RWTH Aachen University, Worringer Weg 3, 52074, Aachen, Germany
| | - Ulrich Schwaneberg
- Institute of Biotechnology, RWTH Aachen University, Worringer Weg 3, 52074, Aachen, Germany.,DWI Leibniz-Institute for Interactive Materials, Forckenbeckstrasse 50, 52074, Aachen, Germany
| |
Collapse
|
10
|
Advances in enzymatic oxyfunctionalization of aliphatic compounds. Biotechnol Adv 2021; 51:107703. [PMID: 33545329 DOI: 10.1016/j.biotechadv.2021.107703] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2020] [Revised: 01/17/2021] [Accepted: 01/25/2021] [Indexed: 12/27/2022]
Abstract
Selective oxyfunctionalizations of aliphatic compounds are difficult chemical reactions, where enzymes can play an important role due to their stereo- and regio-selectivity and operation under mild reaction conditions. P450 monooxygenases are well-known biocatalysts that mediate oxyfunctionalization reactions in different living organisms (from bacteria to humans). Unspecific peroxygenases (UPOs), discovered in fungi, have arisen as "dream biocatalysts" of great biotechnological interest because they catalyze the oxyfunctionalization of aliphatic and aromatic compounds, avoiding the necessity of expensive cofactors and regeneration systems, and only depending on H2O2 for their catalysis. Here, we summarize recent advances in aliphatic oxyfunctionalization reactions by UPOs, as well as the molecular determinants of the enzyme structures responsible for their activities, emphasizing the differences found between well-known P450s and the novel fungal peroxygenases.
Collapse
|
11
|
Viña-Gonzalez J, Alcalde M. In vivo site-directed recombination (SDR): An efficient tool to reveal beneficial epistasis. Methods Enzymol 2020; 643:1-13. [PMID: 32896276 DOI: 10.1016/bs.mie.2020.04.021] [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] [Indexed: 02/18/2023]
Abstract
Employing the homologous DNA recombination apparatus of Saccharomyces cerevisiae as a dynamic engineering tool allows mutant libraries to be constructed in a rapid and efficient manner. Among the plethora of methods based on the yeast's splicing apparatus, site-directed recombination (SDR) is often useful to gather information from mutations discovered in directed evolution experiments. When using SDR, the target gene is divided in segments carrying the selected mutation positions so that the resulting PCR fragments show 50% mutated and 50% wild type residues at the codons of interest. The PCR products are then assembled and cloned into yeast through one-pot transformations with the help of homologous overlapping flanking regions. By screening SDR libraries, the effect of the mutations/reversions at the different positions can be rapidly sorted out in a combinatorial manner. As such, SDR can serve as the `final polishing step´ in a laboratory evolution campaign, revealing beneficial synergies among mutations and/or overriding deleterious mutations. In practice, using SDR it is possible to discern between beneficial and negative epistasis, that is, it should be possible to collect positive synergistic mutations while discarding detrimental substitutions that affect the enzyme's fitness.
Collapse
Affiliation(s)
- Javier Viña-Gonzalez
- Department of Biocatalysis, Institute of Catalysis, Madrid, Spain; EvoEnzyme S.L, C/Marie Curie nº2, Madrid, Spain
| | - Miguel Alcalde
- Department of Biocatalysis, Institute of Catalysis, Madrid, Spain; EvoEnzyme S.L, C/Marie Curie nº2, Madrid, Spain.
| |
Collapse
|
12
|
Gomez-Fernandez BJ, Risso VA, Rueda A, Sanchez-Ruiz JM, Alcalde M. Ancestral Resurrection and Directed Evolution of Fungal Mesozoic Laccases. Appl Environ Microbiol 2020; 86:e00778-20. [PMID: 32414792 PMCID: PMC7357490 DOI: 10.1128/aem.00778-20] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2020] [Accepted: 05/07/2020] [Indexed: 12/22/2022] Open
Abstract
Ancestral sequence reconstruction and resurrection provides useful information for protein engineering, yet its alliance with directed evolution has been little explored. In this study, we have resurrected several ancestral nodes of fungal laccases dating back ∼500 to 250 million years. Unlike modern laccases, the resurrected Mesozoic laccases were readily secreted by yeast, with similar kinetic parameters, a broader stability, and distinct pH activity profiles. The resurrected Agaricomycetes laccase carried 136 ancestral mutations, a molecular testimony to its origin, and it was subjected to directed evolution in order to improve the rate of 1,3-cyclopentanedione oxidation, a β-diketone initiator commonly used in vinyl polymerization reactions.IMPORTANCE The broad variety of biotechnological uses of fungal laccases is beyond doubt (food, textiles, pulp and paper, pharma, biofuels, cosmetics, and bioremediation), and protein engineering (in particular, directed evolution) has become the key driver for adaptation of these enzymes to harsh industrial conditions. Usually, the first requirement for directed laccase evolution is heterologous expression, which presents an important hurdle and often a time-consuming process. In this work, we resurrected a fungal Mesozoic laccase node which showed strikingly high heterologous expression and pH stability. As a proof of concept that the ancestral laccase is a suitable blueprint for engineering, we performed a quick directed evolution campaign geared to the oxidation of the β-diketone 1,3-cyclopentanedione, a poor laccase substrate that is used in the polymerization of vinyl monomers.
Collapse
Affiliation(s)
- Bernardo J Gomez-Fernandez
- Department of Biocatalysis, Institute of Catalysis and Petrochemistry, CSIC, Madrid, Spain
- EvoEnzyme, S.L., Madrid, Spain
| | - Valeria A Risso
- Departamento de Química Física, Facultad de Ciencias, Universidad de Granada, Granada, Spain
| | - Andres Rueda
- INRS-Institut Armand-Frappier, Université du Québec, Laval, Quebec, Canada
| | - Jose M Sanchez-Ruiz
- Departamento de Química Física, Facultad de Ciencias, Universidad de Granada, Granada, Spain
| | - Miguel Alcalde
- Department of Biocatalysis, Institute of Catalysis and Petrochemistry, CSIC, Madrid, Spain
- EvoEnzyme, S.L., Madrid, Spain
| |
Collapse
|
13
|
Viña-Gonzalez J, Alcalde M. Directed evolution of the aryl-alcohol oxidase: Beyond the lab bench. Comput Struct Biotechnol J 2020; 18:1800-1810. [PMID: 32695272 PMCID: PMC7358221 DOI: 10.1016/j.csbj.2020.06.037] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2020] [Revised: 06/19/2020] [Accepted: 06/20/2020] [Indexed: 11/22/2022] Open
Abstract
Aryl-alcohol oxidase (AAO) is a fungal GMC flavoprotein secreted by white-rot fungi that supplies H2O2 to the ligninolytic consortium. This enzyme can oxidize a wide array of aromatic alcohols in a highly enantioselective manner, an important trait in organic synthesis. The best strategy to adapt AAO to industrial needs is to engineer its properties by directed evolution, aided by computational analysis. The aim of this review is to describe the strategies and challenges we faced when undertaking laboratory evolution of AAO. After a comprehensive introduction into the structure of AAO, its function and potential applications, the different directed evolution enterprises designed to express the enzyme in an active and soluble form in yeast are described, as well as those to unlock new activities involving the oxidation of secondary aromatic alcohols and the synthesis of furandicarboxylic acids.
Collapse
Affiliation(s)
- Javier Viña-Gonzalez
- Department of Biocatalysis, Institute of Catalysis, CSIC, Cantoblanco, 28049 Madrid, Spain
| | - Miguel Alcalde
- Department of Biocatalysis, Institute of Catalysis, CSIC, Cantoblanco, 28049 Madrid, Spain
| |
Collapse
|
14
|
Unbiased libraries in protein directed evolution. BIOCHIMICA ET BIOPHYSICA ACTA-PROTEINS AND PROTEOMICS 2020; 1868:140321. [DOI: 10.1016/j.bbapap.2019.140321] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/12/2019] [Revised: 10/03/2019] [Accepted: 10/31/2019] [Indexed: 12/17/2022]
|
15
|
Cui H, Cao H, Cai H, Jaeger K, Davari MD, Schwaneberg U. Computer-Assisted Recombination (CompassR) Teaches us How to Recombine Beneficial Substitutions from Directed Evolution Campaigns. Chemistry 2020; 26:643-649. [PMID: 31553080 PMCID: PMC7003928 DOI: 10.1002/chem.201903994] [Citation(s) in RCA: 44] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2019] [Indexed: 01/09/2023]
Abstract
A main remaining challenge in protein engineering is how to recombine beneficial substitutions. Systematic recombination studies show that poorly performing variants are usually obtained after recombination of 3 to 4 beneficial substitutions. This limits researchers in exploiting nature's potential in generating better enzymes. The Computer-assisted Recombination (CompassR) strategy provides a selection guide for beneficial substitutions that can be recombined to gradually improve enzyme performance by analysis of the relative free energy of folding (ΔΔGfold ). The performance of CompassR was evaluated by analysis of 84 recombinants located on 13 positions of Bacillus subtilis lipase A. The finally obtained variant F17S/V54K/D64N/D91E had a 2.7-fold improved specific activity in 18.3 % (v/v) 1-butyl-3-methylimidazolium chloride ([BMIM][Cl]). In essence, the deducted CompassR rule allows recombination of beneficial substitutions in an iterative manner and empowers researchers to generate better enzymes in a time-efficient manner.
Collapse
Affiliation(s)
- Haiyang Cui
- Institute of BiotechnologyRWTH Aachen UniversityWorringer Weg 352074AachenGermany
| | - Hao Cao
- Institute of BiotechnologyRWTH Aachen UniversityWorringer Weg 352074AachenGermany
- Beijing Bioprocess Key Laboratory and College of Life Science and TechnologyBeijing University of Chemical TechnologyBeijing100029P. R. China
| | - Haiying Cai
- Institute of BiotechnologyRWTH Aachen UniversityWorringer Weg 352074AachenGermany
| | - Karl‐Erich Jaeger
- Institute of BiotechnologyRWTH Aachen UniversityWorringer Weg 352074AachenGermany
- Institute of Molecular Enzyme TechnologyHeinrich Heine University Düsseldorf and Research Center Jülich, Wilhelm Johnen Strasse52426JülichGermany
| | - Mehdi D. Davari
- Institute of BiotechnologyRWTH Aachen UniversityWorringer Weg 352074AachenGermany
| | - Ulrich Schwaneberg
- Institute of BiotechnologyRWTH Aachen UniversityWorringer Weg 352074AachenGermany
- DWI Leibniz-Institute for Interactive MaterialsForckenbeckstrasse 5052074AachenGermany
| |
Collapse
|
16
|
Bozovičar K, Bratkovič T. Evolving a Peptide: Library Platforms and Diversification Strategies. Int J Mol Sci 2019; 21:E215. [PMID: 31892275 PMCID: PMC6981544 DOI: 10.3390/ijms21010215] [Citation(s) in RCA: 43] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2019] [Revised: 12/22/2019] [Accepted: 12/25/2019] [Indexed: 12/22/2022] Open
Abstract
Peptides are widely used in pharmaceutical industry as active pharmaceutical ingredients, versatile tools in drug discovery, and for drug delivery. They find themselves at the crossroads of small molecules and proteins, possessing favorable tissue penetration and the capability to engage into specific and high-affinity interactions with endogenous receptors. One of the commonly employed approaches in peptide discovery and design is to screen combinatorial libraries, comprising a myriad of peptide variants of either chemical or biological origin. In this review, we focus mainly on recombinant peptide libraries, discussing different platforms for their display or expression, and various diversification strategies for library design. We take a look at well-established technologies as well as new developments and future directions.
Collapse
Affiliation(s)
| | - Tomaž Bratkovič
- Department of Pharmaceutical Biology, Faculty of Pharmacy, University of Ljubljana, Aškerčeva Cesta 7, SI-1000 Ljubljana, Slovenia;
| |
Collapse
|
17
|
Directed evolution of carbon–hydrogen bond activating enzymes. Curr Opin Biotechnol 2019; 60:29-38. [DOI: 10.1016/j.copbio.2018.12.004] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2018] [Revised: 11/19/2018] [Accepted: 12/03/2018] [Indexed: 12/26/2022]
|
18
|
Enhancing thermostability by modifying flexible surface loops in an evolved high‐redox potential laccase. AIChE J 2019. [DOI: 10.1002/aic.16747] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
|
19
|
Mateljak I, Monza E, Lucas MF, Guallar V, Aleksejeva O, Ludwig R, Leech D, Shleev S, Alcalde M. Increasing Redox Potential, Redox Mediator Activity, and Stability in a Fungal Laccase by Computer-Guided Mutagenesis and Directed Evolution. ACS Catal 2019. [DOI: 10.1021/acscatal.9b00531] [Citation(s) in RCA: 61] [Impact Index Per Article: 12.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Affiliation(s)
- Ivan Mateljak
- Department of Biocatalysis, Institute of Catalysis, CSIC, Cantoblanco, 28094 Madrid, Spain
| | - Emanuele Monza
- Barcelona Supercomputing Center, Jordi Girona 29, 08034 Barcelona, Spain
- Zymvol, C/Almogavers 165, 08018 Barcelona, Spain
| | - Maria Fatima Lucas
- Barcelona Supercomputing Center, Jordi Girona 29, 08034 Barcelona, Spain
- Zymvol, C/Almogavers 165, 08018 Barcelona, Spain
| | - Victor Guallar
- Barcelona Supercomputing Center, Jordi Girona 29, 08034 Barcelona, Spain
- ICREA: Institució Catalana de Recerca i Estudis Avancats, Passeig Lluís Companys 23, 08010 Barcelona, Spain
| | - Olga Aleksejeva
- Biomedical Sciences, Health and Society, Malmö University, 20560 Malmö, Sweden
| | - Roland Ludwig
- Department of Food Sciences and Technology, VIBT—Vienna Institute of Biotechnology, BOKU—University of Natural Resources and Life Sciences, Muthgasse 18, 1190 Vienna, Austria
| | - Donal Leech
- Department of Chemistry, National University of Ireland, Galway University Road, SW4 794 Galway, Ireland
| | - Sergey Shleev
- Biomedical Sciences, Health and Society, Malmö University, 20560 Malmö, Sweden
| | - Miguel Alcalde
- Department of Biocatalysis, Institute of Catalysis, CSIC, Cantoblanco, 28094 Madrid, Spain
| |
Collapse
|
20
|
Viña‐Gonzalez J, Jimenez‐Lalana D, Sancho F, Serrano A, Martinez AT, Guallar V, Alcalde M. Structure‐Guided Evolution of Aryl Alcohol Oxidase from
Pleurotus eryngii
for the Selective Oxidation of Secondary Benzyl Alcohols. Adv Synth Catal 2019. [DOI: 10.1002/adsc.201900134] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Affiliation(s)
- Javier Viña‐Gonzalez
- Department of Biocatalysis, Institute of CatalysisCSIC, Cantoblanco 28049 Madrid Spain Fax: (+31)-91 5854760; phone: (+34)-91 5854806
| | - Diego Jimenez‐Lalana
- Department of Biocatalysis, Institute of CatalysisCSIC, Cantoblanco 28049 Madrid Spain Fax: (+31)-91 5854760; phone: (+34)-91 5854806
| | - Ferran Sancho
- Barcelona Supercomputing Center Jordi Girona 31 08034 Barcelona Spain
| | - Ana Serrano
- Biological Research CenterCSIC Ramiro de Maeztu 9 28040 Madrid Spain
| | - Angel T. Martinez
- Biological Research CenterCSIC Ramiro de Maeztu 9 28040 Madrid Spain
| | - Victor Guallar
- Barcelona Supercomputing Center Jordi Girona 31 08034 Barcelona Spain
- ICREA Passeig Lluís Companys 23 08010 Barcelona Spain
| | - Miguel Alcalde
- Department of Biocatalysis, Institute of CatalysisCSIC, Cantoblanco 28049 Madrid Spain Fax: (+31)-91 5854760; phone: (+34)-91 5854806
| |
Collapse
|
21
|
The state-of-the-art strategies of protein engineering for enzyme stabilization. Biotechnol Adv 2018; 37:530-537. [PMID: 31138425 DOI: 10.1016/j.biotechadv.2018.10.011] [Citation(s) in RCA: 89] [Impact Index Per Article: 14.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2017] [Revised: 10/12/2018] [Accepted: 10/25/2018] [Indexed: 12/11/2022]
Abstract
Enzymes generated by natural recruitment and protein engineering have greatly contribute in various sets of applications. However, their insufficient stability is a bottleneck that limit the rapid development of biocatalysis. Novel approaches based on precise and global structural dissection, advanced gene manipulation, and combination with the multidisciplinary techniques open a new horizon to generate stable enzymes efficiently. Here, we comprehensively introduced emerging advances of protein engineering strategies for enzyme stabilization. Then, we highlighted practical cases to show importance of enzyme stabilization in pharmaceutical and industrial applications. Combining computational enzyme design with molecular evolution will hold considerable promise in this field.
Collapse
|
22
|
Gomez de Santos P, Cañellas M, Tieves F, Younes SHH, Molina-Espeja P, Hofrichter M, Hollmann F, Guallar V, Alcalde M. Selective Synthesis of the Human Drug Metabolite 5′-Hydroxypropranolol by an Evolved Self-Sufficient Peroxygenase. ACS Catal 2018. [DOI: 10.1021/acscatal.8b01004] [Citation(s) in RCA: 49] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Affiliation(s)
| | - Marina Cañellas
- Joint BSC-CRG-IRB Research Program in Computational Biology, Barcelona Supercomputing Center, 08034 Barcelona, Spain
| | - Florian Tieves
- Department of Biotechnology, Delft University of Technology, van der Massweg 9, 2629HZ Delft, The Netherlands
| | - Sabry H. H. Younes
- Department of Biotechnology, Delft University of Technology, van der Massweg 9, 2629HZ Delft, The Netherlands
| | | | - Martin Hofrichter
- Department of Bio- and Environmental Sciences, TU Dresden, International Institute Zittau, Mark 23, 02763 Zittau, Germany
| | - Frank Hollmann
- Department of Biotechnology, Delft University of Technology, van der Massweg 9, 2629HZ Delft, The Netherlands
| | - Victor Guallar
- Joint BSC-CRG-IRB Research Program in Computational Biology, Barcelona Supercomputing Center, 08034 Barcelona, Spain
| | - Miguel Alcalde
- Department of Biocatalysis, Institute of Catalysis, CSIC, 28049 Madrid, Spain
| |
Collapse
|
23
|
Gomez-Fernandez BJ, Garcia-Ruiz E, Martin-Diaz J, Gomez de Santos P, Santos-Moriano P, Plou FJ, Ballesteros A, Garcia M, Rodriguez M, Risso VA, Sanchez-Ruiz JM, Whitney SM, Alcalde M. Directed -in vitro- evolution of Precambrian and extant Rubiscos. Sci Rep 2018; 8:5532. [PMID: 29615759 PMCID: PMC5883036 DOI: 10.1038/s41598-018-23869-3] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2017] [Accepted: 03/19/2018] [Indexed: 11/09/2022] Open
Abstract
Rubisco is an ancient, catalytically conserved yet slow enzyme, which plays a central role in the biosphere's carbon cycle. The design of Rubiscos to increase agricultural productivity has hitherto relied on the use of in vivo selection systems, precluding the exploration of biochemical traits that are not wired to cell survival. We present a directed -in vitro- evolution platform that extracts the enzyme from its biological context to provide a new avenue for Rubisco engineering. Precambrian and extant form II Rubiscos were subjected to an ensemble of directed evolution strategies aimed at improving thermostability. The most recent ancestor of proteobacteria -dating back 2.4 billion years- was uniquely tolerant to mutagenic loading. Adaptive evolution, focused evolution and genetic drift revealed a panel of thermostable mutants, some deviating from the characteristic trade-offs in CO2-fixing speed and specificity. Our findings provide a novel approach for identifying Rubisco variants with improved catalytic evolution potential.
Collapse
Affiliation(s)
| | - Eva Garcia-Ruiz
- Department of Biocatalysis, Institute of Catalysis, CSIC, Cantoblanco, 28049, Madrid, Spain
| | - Javier Martin-Diaz
- Department of Biocatalysis, Institute of Catalysis, CSIC, Cantoblanco, 28049, Madrid, Spain
| | | | - Paloma Santos-Moriano
- Department of Biocatalysis, Institute of Catalysis, CSIC, Cantoblanco, 28049, Madrid, Spain
| | - Francisco J Plou
- Department of Biocatalysis, Institute of Catalysis, CSIC, Cantoblanco, 28049, Madrid, Spain
| | - Antonio Ballesteros
- Department of Biocatalysis, Institute of Catalysis, CSIC, Cantoblanco, 28049, Madrid, Spain
| | - Monica Garcia
- División de Tecnología Química y Nuevas Energías, Centro del Tecnología Química, Repsol S.A, 28935, Móstoles, Spain
| | - Marisa Rodriguez
- División de Tecnología Química y Nuevas Energías, Centro del Tecnología Química, Repsol S.A, 28935, Móstoles, Spain
| | - Valeria A Risso
- Facultad de Ciencias, Departamento de Química Física, Universidad de Granada, 18071, Granada, Spain
| | - Jose M Sanchez-Ruiz
- Facultad de Ciencias, Departamento de Química Física, Universidad de Granada, 18071, Granada, Spain
| | - Spencer M Whitney
- Research School of Biology, The Australian National University, Acton, Australian Capital Territory, 2601, Australia
| | - Miguel Alcalde
- Department of Biocatalysis, Institute of Catalysis, CSIC, Cantoblanco, 28049, Madrid, Spain.
| |
Collapse
|
24
|
Viña-Gonzalez J, Elbl K, Ponte X, Valero F, Alcalde M. Functional expression of aryl-alcohol oxidase in Saccharomyces cerevisiae
and Pichia pastoris
by directed evolution. Biotechnol Bioeng 2018. [DOI: 10.1002/bit.26585] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Javier Viña-Gonzalez
- Department of Biocatalysis; Institute of Catalysis, CSIC; Cantoblanco Madrid Spain
| | - Katarina Elbl
- Department of Biocatalysis; Institute of Catalysis, CSIC; Cantoblanco Madrid Spain
| | - Xavier Ponte
- Departamento de Ingeniería Química; Biológica y Medioambiental, Escuela de Ingeniería, Universidad Autónoma de Barcelona; Bellaterra Barcelona Spain
| | - Francisco Valero
- Departamento de Ingeniería Química; Biológica y Medioambiental, Escuela de Ingeniería, Universidad Autónoma de Barcelona; Bellaterra Barcelona Spain
| | - Miguel Alcalde
- Department of Biocatalysis; Institute of Catalysis, CSIC; Cantoblanco Madrid Spain
| |
Collapse
|
25
|
Bratulic S, Badran AH. Modern methods for laboratory diversification of biomolecules. Curr Opin Chem Biol 2017; 41:50-60. [PMID: 29096324 PMCID: PMC6062405 DOI: 10.1016/j.cbpa.2017.10.010] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2017] [Revised: 10/03/2017] [Accepted: 10/08/2017] [Indexed: 11/29/2022]
Abstract
Genetic variation fuels Darwinian evolution, yet spontaneous mutation rates are maintained at low levels to ensure cellular viability. Low mutation rates preclude the exhaustive exploration of sequence space for protein evolution and genome engineering applications, prompting scientists to develop methods for efficient and targeted diversification of nucleic acid sequences. Directed evolution of biomolecules relies upon the generation of unbiased genetic diversity to discover variants with desirable properties, whereas genome-engineering applications require selective modifications on a genomic scale with minimal off-targets. Here, we review the current toolkit of mutagenesis strategies employed in directed evolution and genome engineering. These state-of-the-art methods enable facile modifications and improvements of single genes, multicomponent pathways, and whole genomes for basic and applied research, while simultaneously paving the way for genome editing therapeutic interventions.
Collapse
Affiliation(s)
- Sinisa Bratulic
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Ahmed H Badran
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
| |
Collapse
|
26
|
Martínez AT, Ruiz-Dueñas FJ, Camarero S, Serrano A, Linde D, Lund H, Vind J, Tovborg M, Herold-Majumdar OM, Hofrichter M, Liers C, Ullrich R, Scheibner K, Sannia G, Piscitelli A, Pezzella C, Sener ME, Kılıç S, van Berkel WJ, Guallar V, Lucas MF, Zuhse R, Ludwig R, Hollmann F, Fernández-Fueyo E, Record E, Faulds CB, Tortajada M, Winckelmann I, Rasmussen JA, Gelo-Pujic M, Gutiérrez A, del Río JC, Rencoret J, Alcalde M. Oxidoreductases on their way to industrial biotransformations. Biotechnol Adv 2017. [DOI: 10.1016/j.biotechadv.2017.06.003] [Citation(s) in RCA: 130] [Impact Index Per Article: 18.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
|
27
|
Affiliation(s)
| | - Miguel Alcalde
- Department of Biocatalysis, Institute of Catalysis, CSIC, Madrid, Spain
| |
Collapse
|
28
|
Mate DM, Palomino MA, Molina-Espeja P, Martin-Diaz J, Alcalde M. Modification of the peroxygenative:peroxidative activity ratio in the unspecific peroxygenase from Agrocybe aegerita by structure-guided evolution. Protein Eng Des Sel 2017; 30:189-196. [PMID: 28044007 DOI: 10.1093/protein/gzw073] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2016] [Accepted: 12/12/2016] [Indexed: 11/14/2022] Open
Abstract
Unspecific peroxygenase (UPO) is a heme-thiolate peroxidase capable of performing with high-selectivity C-H oxyfunctionalizations of great interest in organic synthesis through its peroxygenative activity. However, the convergence of such activity with an unwanted peroxidative activity encumbers practical applications. In this study, we have modified the peroxygenative:peroxidative activity ratio (P:p ratio) of UPO from Agrocybe aegerita by structure-guided evolution. Several flexible loops (Glu1-Pro35, Gly103-Asp131, Ser226-Gly243, Gln254-Thr276 and Ty293-Arg327) were selected on the basis on their B-factors and ΔΔG values. The full ensemble of segments (43% of UPO sequence) was subjected to focused evolution by the Mutagenic Organized Recombination Process by Homologous IN vivo Grouping (MORPHING) method in Saccharomyces cerevisiae. Five independent mutant libraries were screened in terms of P:p ratio and thermostability. We identified several variants that harbored substitutions at positions 120 and 320 with a strong enhancement in the P:p ratio albeit at the cost of stability. The most thermostable mutant of this process (S226G with an increased T50 of 2°C) was subjected to further combinatorial saturation mutagenesis on Thr120 and Thr320 yielding a collection of variants with modified P:p ratio and recovered stability. Our results seem to indicate the coexistence of several oxidation sites for peroxidative and peroxygenative activities in UPO.
Collapse
Affiliation(s)
- Diana M Mate
- Department of Biocatalysis, Institute of Catalysis, CSIC, Marie Curie 2, 28049 Madrid, Spain
| | - Miguel A Palomino
- Department of Biocatalysis, Institute of Catalysis, CSIC, Marie Curie 2, 28049 Madrid, Spain
| | - Patricia Molina-Espeja
- Department of Biocatalysis, Institute of Catalysis, CSIC, Marie Curie 2, 28049 Madrid, Spain
| | - Javier Martin-Diaz
- Department of Biocatalysis, Institute of Catalysis, CSIC, Marie Curie 2, 28049 Madrid, Spain
| | - Miguel Alcalde
- Department of Biocatalysis, Institute of Catalysis, CSIC, Marie Curie 2, 28049 Madrid, Spain
| |
Collapse
|
29
|
Chung DH, Potter SC, Tanomrat AC, Ravikumar KM, Toney MD. Site-directed mutant libraries for isolating minimal mutations yielding functional changes. Protein Eng Des Sel 2017; 30:347-357. [DOI: 10.1093/protein/gzx013] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2016] [Accepted: 02/14/2017] [Indexed: 11/12/2022] Open
|
30
|
Viña-Gonzalez J, Gonzalez-Perez D, Alcalde M. Directed Evolution Method in Saccharomyces cerevisiae: Mutant Library Creation and Screening. J Vis Exp 2016:e53761. [PMID: 27077451 DOI: 10.3791/53761] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023] Open
Abstract
Directed evolution in Saccharomyces cerevisiae offers many attractive advantages when designing enzymes for biotechnological applications, a process that involves the construction, cloning and expression of mutant libraries, coupled to high frequency homologous DNA recombination in vivo. Here, we present a protocol to create and screen mutant libraries in yeast based on the example of a fungal aryl-alcohol oxidase (AAO) to enhance its total activity. Two protein segments were subjected to focused-directed evolution by random mutagenesis and in vivo DNA recombination. Overhangs of ~50 bp flanking each segment allowed the correct reassembly of the AAO-fusion gene in a linearized vector giving rise to a full autonomously replicating plasmid. Mutant libraries enriched with functional AAO variants were screened in S. cerevisiae supernatants with a sensitive high-throughput assay based on the Fenton reaction. The general process of library construction in S. cerevisiae described here can be readily applied to evolve many other eukaryotic genes, avoiding extra PCR reactions, in vitro DNA recombination and ligation steps.
Collapse
Affiliation(s)
| | | | - Miguel Alcalde
- Department of Biocatalysis, Institute of Catalysis, CSIC;
| |
Collapse
|
31
|
Biocatalysts for the formation of three- to six-membered carbo- and heterocycles. Biotechnol Adv 2015; 33:457-80. [DOI: 10.1016/j.biotechadv.2015.01.012] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2014] [Accepted: 01/27/2015] [Indexed: 11/18/2022]
|
32
|
Focused Directed Evolution of Aryl-Alcohol Oxidase in Saccharomyces cerevisiae by Using Chimeric Signal Peptides. Appl Environ Microbiol 2015; 81:6451-62. [PMID: 26162870 DOI: 10.1128/aem.01966-15] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2015] [Accepted: 07/03/2015] [Indexed: 01/16/2023] Open
Abstract
Aryl-alcohol oxidase (AAO) is an extracellular flavoprotein that supplies ligninolytic peroxidases with H2O2 during natural wood decay. With a broad substrate specificity and highly stereoselective reaction mechanism, AAO is an attractive candidate for studies into organic synthesis and synthetic biology, and yet the lack of suitable heterologous expression systems has precluded its engineering by directed evolution. In this study, the native signal sequence of AAO from Pleurotus eryngii was replaced by those of the mating α-factor and the K1 killer toxin, as well as different chimeras of both prepro-leaders in order to drive secretion in Saccharomyces cerevisiae. The secretion of these AAO constructs increased in the following order: preproα-AAO > preαproK-AAO > preKproα-AAO > preproK-AAO. The chimeric preαproK-AAO was subjected to focused-directed evolution with the aid of a dual screening assay based on the Fenton reaction. Random mutagenesis and DNA recombination was concentrated on two protein segments (Met[α1]-Val109 and Phe392-Gln566), and an array of improved variants was identified, among which the FX7 mutant (harboring the H91N mutation) showed a dramatic 96-fold improvement in total activity with secretion levels of 2 mg/liter. Analysis of the N-terminal sequence of the FX7 variant confirmed the correct processing of the preαproK hybrid peptide by the KEX2 protease. FX7 showed higher stability in terms of pH and temperature, whereas the pH activity profiles and the kinetic parameters were maintained. The Asn91 lies in the flavin attachment loop motif, and it is a highly conserved residue in all members of the GMC superfamily, except for P. eryngii and P. pulmonarius AAO. The in vitro involution of the enzyme by restoring the consensus ancestor Asn91 promoted AAO expression and stability.
Collapse
|
33
|
Cheng F, Zhu L, Schwaneberg U. Directed evolution 2.0: improving and deciphering enzyme properties. Chem Commun (Camb) 2015; 51:9760-72. [DOI: 10.1039/c5cc01594d] [Citation(s) in RCA: 100] [Impact Index Per Article: 11.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
A KnowVolution: knowledge gaining directed evolution including four phases is proposed in this feature article, which generates improved enzyme variants and molecular understanding.
Collapse
Affiliation(s)
- Feng Cheng
- Lehrstuhl für Biotechnologie
- RWTH Aachen University
- 52074 Aachen
- Germany
| | - Leilei Zhu
- Lehrstuhl für Biotechnologie
- RWTH Aachen University
- 52074 Aachen
- Germany
| | - Ulrich Schwaneberg
- Lehrstuhl für Biotechnologie
- RWTH Aachen University
- 52074 Aachen
- Germany
- DWI-Leibniz Institute for Interactive Materials
| |
Collapse
|
34
|
Bormann S, Gomez Baraibar A, Ni Y, Holtmann D, Hollmann F. Specific oxyfunctionalisations catalysed by peroxygenases: opportunities, challenges and solutions. Catal Sci Technol 2015. [DOI: 10.1039/c4cy01477d] [Citation(s) in RCA: 96] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
Peroxygenases are promising oxyfunctionalisation catalysts for organic synthesis.
Collapse
Affiliation(s)
| | - Alvaro Gomez Baraibar
- Delft University of Technology
- Department of Biotechnology
- 2628 BL Delft
- The Netherlands
| | - Yan Ni
- Delft University of Technology
- Department of Biotechnology
- 2628 BL Delft
- The Netherlands
| | - Dirk Holtmann
- DECHEMA Research Institute
- 60486 Frankfurt am Main
- Germany
| | - Frank Hollmann
- Delft University of Technology
- Department of Biotechnology
- 2628 BL Delft
- The Netherlands
| |
Collapse
|
35
|
Laccase engineering: From rational design to directed evolution. Biotechnol Adv 2015; 33:25-40. [DOI: 10.1016/j.biotechadv.2014.12.007] [Citation(s) in RCA: 168] [Impact Index Per Article: 18.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2014] [Revised: 12/17/2014] [Accepted: 12/21/2014] [Indexed: 10/24/2022]
|
36
|
Gonzalez-Perez D, Garcia-Ruiz E, Ruiz-Dueñas FJ, Martinez AT, Alcalde M. Structural Determinants of Oxidative Stabilization in an Evolved Versatile Peroxidase. ACS Catal 2014. [DOI: 10.1021/cs501218v] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- David Gonzalez-Perez
- Department of Biocatalysis, Institute of Catalysis, CSIC, Marie Curie 2, Cantoblanco, 28049 Madrid, Spain
| | - Eva Garcia-Ruiz
- Department of Chemical and Biomolecular Engineering, University of Illinois at Urbana−Champaign, 600 South Mathews Avenue, Urbana, Illinois 61801, United States
| | | | - Angel T. Martinez
- Biological Research Centre, CSIC, Ramiro de Maeztu 9, 28040 Madrid, Spain
| | - Miguel Alcalde
- Department of Biocatalysis, Institute of Catalysis, CSIC, Marie Curie 2, Cantoblanco, 28049 Madrid, Spain
| |
Collapse
|
37
|
Gonzalez-Perez D, Alcalde M. Assembly of evolved ligninolytic genes in Saccharomyces cerevisiae. Bioengineered 2014; 5:254-63. [PMID: 24830983 DOI: 10.4161/bioe.29167] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022] Open
Abstract
The ligninolytic enzymatic consortium produced by white-rot fungi is one of the most efficient oxidative systems found in nature, with many potential applications that range from the production of 2nd generation biofuels to chemicals synthesis. In the current study, two high redox potential oxidoreductase fusion genes (laccase -Lac- and versatile peroxidase -Vp-) that had been evolved in the laboratory were re-assembled in Saccharomyces cerevisiae. First, cell viability and secretion were assessed after co-transforming the Lac and Vp genes into yeast. Several expression cassettes were inserted in vivo into episomal bi-directional vectors in order to evaluate inducible promoter and/or terminator pairs of different strengths in an individual and combined manner. The synthetic white-rot yeast model harboring Vp(GAL1/CYC1)-Lac(GAL10/ADH1) displayed up to 1000 and 100 Units per L of peroxidase and laccase activity, respectively, representing a suitable point of departure for future synthetic biology studies.
Collapse
Affiliation(s)
| | - Miguel Alcalde
- Department of Biocatalysis; Institute of Catalysis, CSIC; Madrid, Spain
| |
Collapse
|
38
|
Directed evolution of unspecific peroxygenase from Agrocybe aegerita. Appl Environ Microbiol 2014; 80:3496-507. [PMID: 24682297 DOI: 10.1128/aem.00490-14] [Citation(s) in RCA: 131] [Impact Index Per Article: 13.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Unspecific peroxygenase (UPO) represents a new type of heme-thiolate enzyme with self-sufficient mono(per)oxygenase activity and many potential applications in organic synthesis. With a view to taking advantage of these properties, we subjected the Agrocybe aegerita UPO1-encoding gene to directed evolution in Saccharomyces cerevisiae. To promote functional expression, several different signal peptides were fused to the mature protein, and the resulting products were tested. Over 9,000 clones were screened using an ad hoc dual-colorimetric assay that assessed both peroxidative and oxygen transfer activities. After 5 generations of directed evolution combined with hybrid approaches, 9 mutations were introduced that resulted in a 3,250-fold total activity improvement with no alteration in protein stability. A breakdown between secretion and catalytic activity was performed by replacing the native signal peptide of the original parental type with that of the evolved mutant; the evolved leader increased functional expression 27-fold, whereas an 18-fold improvement in the kcat/Km value for oxygen transfer activity was obtained. The evolved UPO1 was active and highly stable in the presence of organic cosolvents. Mutations in the hydrophobic core of the signal peptide contributed to enhance functional expression up to 8 mg/liter, while catalytic efficiencies for peroxidative and oxygen transfer reactions were increased by several mutations in the vicinity of the heme access channel. Overall, the directed-evolution platform described is a valuable point of departure for the development of customized UPOs with improved features and for the study of structure-function relationships.
Collapse
|