1
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Chen H, Liu R, Cai S, Zhang Y, Zhu C, Yu H, Li S. Intermediate product control in cascade reaction for one-pot production of ε-caprolactone by Escherichia coli. Biotechnol J 2024; 19:e2300210. [PMID: 38403458 DOI: 10.1002/biot.202300210] [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: 05/10/2023] [Revised: 12/11/2023] [Accepted: 12/25/2023] [Indexed: 02/27/2024]
Abstract
ε-Caprolactone is an important non-toxic compound for polymer synthesis like polycaprolactone which has been widely used in drug delivery and degradable plastics. To meet the demand for a green economy, a bi-enzymatic cascade, consisting of an alcohol dehydrogenase (ADH) and a cyclohexanone monooxygenase (CHMO), was designed and introduced into Escherichia coli to synthesize ε-caprolactone from cyclohexanol with a self-sufficient NADPH-cofactor regeneration system. To further improve the catalytic efficiency, a carbonyl group-dependent colorimetric method using inexpensive 2,4-dinitrophenylhydrazine (DNPH) was developed for assay of cyclohexanone, an intermediate production of cascade reaction. It can be used to screen mutant strains with high catalytic efficiency from high-throughput library by detecting the absorbance value in microtiter plates (MTP) instead of gas chromatography (GC) analysis. Moreover, an RBS combinatorial library was constructed for balancing the expression of ADH and CHMO from two independent transcriptional units. After the high-throughput screening based on intermediate product control, an optimal variant with higher substrate tolerance and long-term stability was obtained from RBS combinatorial library. Through a fed-batch process, ε-caprolactone production reached 148.2 mM after 70 h of reaction under the optimized conditions, which was the highest yield achieved to date.
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Affiliation(s)
- Hefeng Chen
- School of Biology and Biological Engineering, South China University of Technology, Guangzhou, China
| | - Ran Liu
- School of Biology and Biological Engineering, South China University of Technology, Guangzhou, China
| | - Shengliang Cai
- School of Biology and Biological Engineering, South China University of Technology, Guangzhou, China
| | - Yingjiao Zhang
- School of Biology and Biological Engineering, South China University of Technology, Guangzhou, China
| | - Chaoyi Zhu
- School of Biology and Biological Engineering, South China University of Technology, Guangzhou, China
| | - Hao Yu
- School of Chemistry and Chemical Engineering, South China University of Technology, Guangzhou, China
| | - Shuang Li
- School of Biology and Biological Engineering, South China University of Technology, Guangzhou, China
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2
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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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3
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Flachbart LK, Gertzen CGW, Gohlke H, Marienhagen J. Development of a Biosensor Platform for Phenolic Compounds Using a Transition Ligand Strategy. ACS Synth Biol 2021; 10:2002-2014. [PMID: 34369151 DOI: 10.1021/acssynbio.1c00165] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
The time-consuming and laborious characterization of protein or microbial strain designs limits the development of high-performance biocatalysts for biotechnological applications. Here, transcriptional biosensors emerged as valuable tools as they allow for rapid characterization of several thousand variants within a very short time. However, for many molecules of interest, no specific transcriptional regulator determining a biosensor's specificity is available. We present an approach for rapidly engineering biosensor specificities using a semirational transition ligand approach combined with fluorescence-activated cell sorting. In this two-step approach, a biosensor is first evolved toward a more relaxed-ligand specificity before using the resulting variant as the starting point in a second round of directed evolution toward high specificity for several chemically different ligands. By following this strategy, highly specific biosensors for 4-hydroxybenzoic acid, p-coumaric acid, 5-bromoferulic acid, and 6-methyl salicylic acid were developed, starting from a biosensor for the intracellular detection of trans-cinnamic acid.
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Affiliation(s)
- Lion Konstantin Flachbart
- Institute of Bio- and Geosciences, IBG-1: Biotechnology, Forschungszentrum Jülich, D-52425 Jülich, Germany
| | - Christoph Gerhard Wilhelm Gertzen
- Institute for Pharmaceutical and Medicinal Chemistry, Heinrich Heine University Düsseldorf, Universitätsstr. 1, D-40225 Düsseldorf, Germany
- John von Neumann Institute for Computing (NIC), Jülich Supercomputing Centre (JSC) and Institute of Biological Information Processing (IBI-7: Structural Biochemistry), Forschungszentrum Jülich GmbH, D-52425 Jülich, Germany
- Center for Structural Studies (CSS), Heinrich Heine University Düsseldorf, Universitätsstr. 1, D-40225 Düsseldorf, Germany
| | - Holger Gohlke
- Institute for Pharmaceutical and Medicinal Chemistry, Heinrich Heine University Düsseldorf, Universitätsstr. 1, D-40225 Düsseldorf, Germany
- John von Neumann Institute for Computing (NIC), Jülich Supercomputing Centre (JSC) and Institute of Biological Information Processing (IBI-7: Structural Biochemistry), Forschungszentrum Jülich GmbH, D-52425 Jülich, Germany
| | - Jan Marienhagen
- Institute of Bio- and Geosciences, IBG-1: Biotechnology, Forschungszentrum Jülich, D-52425 Jülich, Germany
- Institute of Biotechnology, RWTH Aachen University, Worringer Weg 3, D-52074 Aachen, Germany
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4
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Wang Y, Xue P, Cao M, Yu T, Lane ST, Zhao H. Directed Evolution: Methodologies and Applications. Chem Rev 2021; 121:12384-12444. [PMID: 34297541 DOI: 10.1021/acs.chemrev.1c00260] [Citation(s) in RCA: 218] [Impact Index Per Article: 72.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Directed evolution aims to expedite the natural evolution process of biological molecules and systems in a test tube through iterative rounds of gene diversifications and library screening/selection. It has become one of the most powerful and widespread tools for engineering improved or novel functions in proteins, metabolic pathways, and even whole genomes. This review describes the commonly used gene diversification strategies, screening/selection methods, and recently developed continuous evolution strategies for directed evolution. Moreover, we highlight some representative applications of directed evolution in engineering nucleic acids, proteins, pathways, genetic circuits, viruses, and whole cells. Finally, we discuss the challenges and future perspectives in directed evolution.
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Affiliation(s)
- Yajie Wang
- Department of Chemical and Biomolecular Engineering, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States.,Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States.,DOE Center for Advanced Bioenergy and Bioproducts Innovation, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States
| | - Pu Xue
- Department of Chemical and Biomolecular Engineering, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States.,Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States.,DOE Center for Advanced Bioenergy and Bioproducts Innovation, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States
| | - Mingfeng Cao
- DOE Center for Advanced Bioenergy and Bioproducts Innovation, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States
| | - Tianhao Yu
- Department of Chemical and Biomolecular Engineering, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States.,Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States.,DOE Center for Advanced Bioenergy and Bioproducts Innovation, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States
| | - Stephan T Lane
- Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States.,DOE Center for Advanced Bioenergy and Bioproducts Innovation, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States
| | - Huimin Zhao
- Department of Chemical and Biomolecular Engineering, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States.,Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States.,DOE Center for Advanced Bioenergy and Bioproducts Innovation, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States.,Department of Chemistry, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States
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5
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Yang J, Tu R, Yuan H, Wang Q, Zhu L. Recent advances in droplet microfluidics for enzyme and cell factory engineering. Crit Rev Biotechnol 2021; 41:1023-1045. [PMID: 33730939 DOI: 10.1080/07388551.2021.1898326] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Enzymes and cell factories play essential roles in industrial biotechnology for the production of chemicals and fuels. The properties of natural enzymes and cells often cannot meet the requirements of different industrial processes in terms of cost-effectiveness and high durability. To rapidly improve their properties and performances, laboratory evolution equipped with high-throughput screening methods and facilities is commonly used to tailor the desired properties of enzymes and cell factories, addressing the challenges of achieving high titer and the yield of the target products at high/low temperatures or extreme pH, in unnatural environments or in the presence of unconventional media. Droplet microfluidic screening (DMFS) systems have demonstrated great potential for exploring vast genetic diversity in a high-throughput manner (>106/h) for laboratory evolution and have been increasingly used in recent years, contributing to the identification of extraordinary mutants. This review highlights the recent advances in concepts and methods of DMFS for library screening, including the key factors in droplet generation and manipulation, signal sources for sensitive detection and sorting, and a comprehensive summary of success stories of DMFS implementation for engineering enzymes and cell factories during the past decade.
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Affiliation(s)
- Jianhua Yang
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, China.,National Technology Innovation Center of Synthetic Biology, Tianjin, China
| | - Ran Tu
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, China.,National Technology Innovation Center of Synthetic Biology, Tianjin, China
| | - Huiling Yuan
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, China.,National Technology Innovation Center of Synthetic Biology, Tianjin, China
| | - Qinhong Wang
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, China.,National Technology Innovation Center of Synthetic Biology, Tianjin, China
| | - Leilei Zhu
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, China.,National Technology Innovation Center of Synthetic Biology, Tianjin, China
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6
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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: 45] [Impact Index Per Article: 9.0] [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.
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Affiliation(s)
| | - Tomaž Bratkovič
- Department of Pharmaceutical Biology, Faculty of Pharmacy, University of Ljubljana, Aškerčeva Cesta 7, SI-1000 Ljubljana, Slovenia;
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7
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Novoa C, Dhoke GV, Mate DM, Martínez R, Haarmann T, Schreiter M, Eidner J, Schwerdtfeger R, Lorenz P, Davari MD, Jakob F, Schwaneberg U. KnowVolution of a Fungal Laccase toward Alkaline pH. Chembiochem 2019; 20:1458-1466. [DOI: 10.1002/cbic.201800807] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2018] [Indexed: 11/06/2022]
Affiliation(s)
- Catalina Novoa
- DWI Leibniz Institute for Interactive Materials Forckenbeckstrasse 50 52056 Aachen Germany
| | - Gaurao V. Dhoke
- Institute of BiotechnologyRWTH Aachen University Worringerweg 3 52074 Aachen Germany
| | - Diana M. Mate
- DWI Leibniz Institute for Interactive Materials Forckenbeckstrasse 50 52056 Aachen Germany
- Present address: Center of Molecular Biology “Severo Ochoa”Universidad Autónoma de Madrid Nicolás Cabrera 1 28049 Madrid Spain
| | - Ronny Martínez
- Institute of BiotechnologyRWTH Aachen University Worringerweg 3 52074 Aachen Germany
- Present address: Departamento de Ingeniería en AlimentosInstituto de Investigación Multidisciplinario en Ciencia y TecnologíaUniversidad de La Serena Raúl Bitrán 1305 1720010 La Serena Chile
| | | | | | - Jasmin Eidner
- IAB Enzymes GmbH Feldbergstrasse 78 64293 Darmstadt Germany
| | | | - Patrick Lorenz
- IAB Enzymes GmbH Feldbergstrasse 78 64293 Darmstadt Germany
| | - Mehdi D. Davari
- Institute of BiotechnologyRWTH Aachen University Worringerweg 3 52074 Aachen Germany
| | - Felix Jakob
- DWI Leibniz Institute for Interactive Materials Forckenbeckstrasse 50 52056 Aachen Germany
- Institute of BiotechnologyRWTH Aachen University Worringerweg 3 52074 Aachen Germany
| | - Ulrich Schwaneberg
- DWI Leibniz Institute for Interactive Materials Forckenbeckstrasse 50 52056 Aachen Germany
- Institute of BiotechnologyRWTH Aachen University Worringerweg 3 52074 Aachen Germany
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8
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Benkoulouche M, Fauré R, Remaud-Siméon M, Moulis C, André I. Harnessing glycoenzyme engineering for synthesis of bioactive oligosaccharides. Interface Focus 2019; 9:20180069. [PMID: 30842872 DOI: 10.1098/rsfs.2018.0069] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/20/2018] [Indexed: 12/13/2022] Open
Abstract
Combined with chemical synthesis, the use of glycoenzyme biocatalysts has shown great synthetic potential over recent decades owing to their remarkable versatility in terms of substrates and regio- and stereoselectivity that allow structurally controlled synthesis of carbohydrates and glycoconjugates. Nonetheless, the lack of appropriate enzymatic tools with requisite properties in the natural diversity has hampered extensive exploration of enzyme-based synthetic routes to access relevant bioactive oligosaccharides, such as cell-surface glycans or prebiotics. With the remarkable progress in enzyme engineering, it has become possible to improve catalytic efficiency and physico-chemical properties of enzymes but also considerably extend the repertoire of accessible catalytic reactions and tailor novel substrate specificities. In this review, we intend to give a brief overview of the advantageous use of engineered glycoenzymes, sometimes in combination with chemical steps, for the synthesis of natural bioactive oligosaccharides or their precursors. The focus will be on examples resulting from the three main classes of glycoenzymes specialized in carbohydrate synthesis: glycosyltransferases, glycoside hydrolases and glycoside phosphorylases.
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Affiliation(s)
- Mounir Benkoulouche
- Laboratoire d'Ingénierie des Systèmes Biologiques et Procédés, LISBP, Université de Toulouse, CNRS, INRA, INSA, 135, avenue de Rangueil, 31077 Toulouse cedex 04, France
| | - Régis Fauré
- Laboratoire d'Ingénierie des Systèmes Biologiques et Procédés, LISBP, Université de Toulouse, CNRS, INRA, INSA, 135, avenue de Rangueil, 31077 Toulouse cedex 04, France
| | - Magali Remaud-Siméon
- Laboratoire d'Ingénierie des Systèmes Biologiques et Procédés, LISBP, Université de Toulouse, CNRS, INRA, INSA, 135, avenue de Rangueil, 31077 Toulouse cedex 04, France
| | - Claire Moulis
- Laboratoire d'Ingénierie des Systèmes Biologiques et Procédés, LISBP, Université de Toulouse, CNRS, INRA, INSA, 135, avenue de Rangueil, 31077 Toulouse cedex 04, France
| | - Isabelle André
- Laboratoire d'Ingénierie des Systèmes Biologiques et Procédés, LISBP, Université de Toulouse, CNRS, INRA, INSA, 135, avenue de Rangueil, 31077 Toulouse cedex 04, France
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9
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Islam S, Laaf D, Infanzón B, Pelantová H, Davari MD, Jakob F, Křen V, Elling L, Schwaneberg U. KnowVolution Campaign of an Aryl Sulfotransferase Increases Activity toward Cellobiose. Chemistry 2018; 24:17117-17124. [DOI: 10.1002/chem.201803729] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2018] [Indexed: 01/19/2023]
Affiliation(s)
- Shohana Islam
- DWI-Leibniz Institute for Interactive Materials Forckenbeckstraße 50 52056 Aachen Germany
- Institute of BiotechnologyRWTH Aachen University Worringerweg 3 52074 Aachen Germany
| | - Dominic Laaf
- Laboratory for BiomaterialsInstitute of Biotechnology and Helmholtz-Institute for Biomedical EngineeringRWTH Aachen University Pauwelsstraße 20 52074 Aachen Germany
| | - Belén Infanzón
- Institute of BiotechnologyRWTH Aachen University Worringerweg 3 52074 Aachen Germany
| | - Helena Pelantová
- Institute of MicrobiologyCzech Academy of Sciences Vídeňská 1083 14220 Prague Czech Republic
| | - Mehdi D. Davari
- Institute of BiotechnologyRWTH Aachen University Worringerweg 3 52074 Aachen Germany
| | - Felix Jakob
- DWI-Leibniz Institute for Interactive Materials Forckenbeckstraße 50 52056 Aachen Germany
- Institute of BiotechnologyRWTH Aachen University Worringerweg 3 52074 Aachen Germany
| | - Vladimír Křen
- Institute of MicrobiologyCzech Academy of Sciences Vídeňská 1083 14220 Prague Czech Republic
| | - Lothar Elling
- Laboratory for BiomaterialsInstitute of Biotechnology and Helmholtz-Institute for Biomedical EngineeringRWTH Aachen University Pauwelsstraße 20 52074 Aachen Germany
| | - Ulrich Schwaneberg
- DWI-Leibniz Institute for Interactive Materials Forckenbeckstraße 50 52056 Aachen Germany
- Institute of BiotechnologyRWTH Aachen University Worringerweg 3 52074 Aachen Germany
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10
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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.
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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.
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11
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Kammoonah S, Prasad B, Balaraman P, Mundhada H, Schwaneberg U, Plettner E. Selecting of a cytochrome P450 cam SeSaM library with 3-chloroindole and endosulfan - Identification of mutants that dehalogenate 3-chloroindole. BIOCHIMICA ET BIOPHYSICA ACTA-PROTEINS AND PROTEOMICS 2017; 1866:68-79. [PMID: 28923662 DOI: 10.1016/j.bbapap.2017.09.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/25/2017] [Revised: 09/12/2017] [Accepted: 09/14/2017] [Indexed: 11/25/2022]
Abstract
Cytochrome P450cam (a camphor hydroxylase) from the soil bacterium Pseudomonas putida shows potential importance in environmental applications such as the degradation of chlorinated organic pollutants. Seven P450cam mutants generated from Sequence Saturation Mutagenesis (SeSaM) and isolated by selection on minimal media with either 3-chloroindole or the insecticide endosulfan were studied for their ability to oxidize of 3-chloroindole to isatin. The wild-type enzyme did not accept 3-chloroindole as a substrate. Mutant (E156G/V247F/V253G/F256S) had the highest maximal velocity in the conversion of 3-chloroindole to isatin, whereas mutants (T56A/N116H/D297N) and (G60S/Y75H) had highest kcat/KM values. Six of the mutants had more than one mutation, and within this set, mutation of residues 297 and 179 was observed twice. Docking simulations were performed on models of the mutant enzymes; the wild-type did not accommodate 3-chloroindole in the active site, whereas all the mutants did. We propose two potential reaction pathways for dechlorination of 3-chloroindole. This article is part of a Special Issue entitled: Cytochrome P450 biodiversity and biotechnology, edited by Erika Plettner, Gianfranco Gilardi, Luet Wong, Vlada Urlacher, Jared Goldstone.
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Affiliation(s)
- Shaima Kammoonah
- Department of Chemistry, Simon Fraser University, 8888 University Drive, Burnaby, BC V5A 1S6, Canada
| | - Brinda Prasad
- Department of Chemistry, Simon Fraser University, 8888 University Drive, Burnaby, BC V5A 1S6, Canada
| | - Priyadarshini Balaraman
- Department of Chemistry, Simon Fraser University, 8888 University Drive, Burnaby, BC V5A 1S6, Canada
| | - Hemanshu Mundhada
- 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
| | - Erika Plettner
- Department of Chemistry, Simon Fraser University, 8888 University Drive, Burnaby, BC V5A 1S6, Canada.
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12
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Yang J, Ruff AJ, Arlt M, Schwaneberg U. Casting epPCR (cepPCR): A simple random mutagenesis method to generate high quality mutant libraries. Biotechnol Bioeng 2017; 114:1921-1927. [DOI: 10.1002/bit.26327] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2017] [Revised: 04/03/2017] [Accepted: 04/23/2017] [Indexed: 01/15/2023]
Affiliation(s)
- Jianhua Yang
- Lehrstuhl für Biotechnologie; RWTH Aachen University; Worringerweg 3 Aachen 52074 Germany
| | - Anna J. Ruff
- Lehrstuhl für Biotechnologie; RWTH Aachen University; Worringerweg 3 Aachen 52074 Germany
| | - Marcus Arlt
- Lehrstuhl für Biotechnologie; RWTH Aachen University; Worringerweg 3 Aachen 52074 Germany
| | - Ulrich Schwaneberg
- Lehrstuhl für Biotechnologie; RWTH Aachen University; Worringerweg 3 Aachen 52074 Germany
- DWI-Leibniz Institut für Interaktive Materialien; Aachen Germany
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13
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Are Directed Evolution Approaches Efficient in Exploring Nature’s Potential to Stabilize a Lipase in Organic Cosolvents? Catalysts 2017. [DOI: 10.3390/catal7050142] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023] Open
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14
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Belsare KD, Horn T, Ruff AJ, Martinez R, Magnusson A, Holtmann D, Schrader J, Schwaneberg U. Directed evolution of P450cin for mediated electron transfer. Protein Eng Des Sel 2016; 30:119-127. [PMID: 28007937 DOI: 10.1093/protein/gzw072] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2016] [Revised: 11/28/2016] [Accepted: 12/05/2016] [Indexed: 11/13/2022] Open
Abstract
Directed evolution is a powerful method to optimize enzyme properties for application demands. Interesting targets are P450 monooxygenases which catalyze the stereo- and regiospecific hydroxylation of chemically inert C-H bonds. Synthesis employing P450s under cell-free reaction conditions is limited by low total turnover numbers, enzyme instability, low product yields and the requirement of the expensive co-factor NADPH. Bioelectrocatalysis is an alternative to replace NADPH in cell-free P450-catalyzed reactions. However, natural enzymes are often not suitable for using non-natural electron delivery systems. Here we report the directed evolution of a previously engineered P450 CinA-10aa-CinC fusion protein (named P450cin-ADD-CinC) to use zinc/cobalt(III)sepulchrate as electron delivery system for an increased hydroxylation activity of 1,8-cineole. Two rounds of Sequence Saturation Mutagenesis (SeSaM) each followed by one round of multiple site-saturation mutagenesis of the P450 CinA-10aa-CinC fusion protein generated a variant (Gln385His, Val386Ser, Thr77Asn, Leu88Arg; named KB8) with a 3.8-fold increase in catalytic efficiency (28 µM-1 min-1) compared to P450cin-ADD-CinC (7 µM-1 min-1). Furthermore, variant KB8 exhibited a 1.5-fold higher product formation (500 µM µM-1 P450) compared to the equimolar mixture of CinA, CinC and Fpr using NADPH as co-factor (315 µM µM-1 P450). In addition, electrochemical experiments with the electron delivery system platinum/cobalt(III)sepulchrate showed that the KB8 variant had a 4-fold higher product formation rate (0.16 nmol (nmol) P450-1 min-1 cm-2) than the P450cin-ADD-CinC (0.04 nmol (nmol) P450-1 min-1 cm-2). In summary, the current work shows prospects of using directed evolution to generate P450 enzymes suitable for use with alternative electron delivery systems.
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Affiliation(s)
- Ketaki D Belsare
- Lehrstuhl für Biotechnologie, RWTH Aachen University, Worringerweg 3, 52074 Aachen, Germany
| | - Thomas Horn
- Lehrstuhl für Biotechnologie, RWTH Aachen University, Worringerweg 3, 52074 Aachen, Germany
| | - Anna Joëlle Ruff
- Lehrstuhl für Biotechnologie, RWTH Aachen University, Worringerweg 3, 52074 Aachen, Germany
| | - Ronny Martinez
- Lehrstuhl für Biotechnologie, RWTH Aachen University, Worringerweg 3, 52074 Aachen, Germany
| | - Anders Magnusson
- Biochemical Engineering Group, DECHEMA Research Institute, Theodor-Heuss-Allee 25, 60486 Frankfurt am Main, Germany
| | - Dirk Holtmann
- Biochemical Engineering Group, DECHEMA Research Institute, Theodor-Heuss-Allee 25, 60486 Frankfurt am Main, Germany
| | - Jens Schrader
- Biochemical Engineering Group, DECHEMA Research Institute, Theodor-Heuss-Allee 25, 60486 Frankfurt am Main, Germany
| | - Ulrich Schwaneberg
- Lehrstuhl für Biotechnologie, RWTH Aachen University, Worringerweg 3, 52074 Aachen, Germany .,DWI-Leibniz-Institut für Interaktive Materialien e. V., Forckenbeckstraße 50, 52074 Aachen, Germany
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15
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Frauenkron-Machedjou VJ, Fulton A, Zhu L, Anker C, Bocola M, Jaeger KE, Schwaneberg U. Towards Understanding Directed Evolution: More than Half of All Amino Acid Positions Contribute to Ionic Liquid Resistance ofBacillus subtilisLipase A. Chembiochem 2015; 16:937-45. [DOI: 10.1002/cbic.201402682] [Citation(s) in RCA: 40] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2014] [Indexed: 01/17/2023]
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16
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Currin A, Swainston N, Day PJ, Kell DB. Synthetic biology for the directed evolution of protein biocatalysts: navigating sequence space intelligently. Chem Soc Rev 2015; 44:1172-239. [PMID: 25503938 PMCID: PMC4349129 DOI: 10.1039/c4cs00351a] [Citation(s) in RCA: 256] [Impact Index Per Article: 28.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2014] [Indexed: 12/21/2022]
Abstract
The amino acid sequence of a protein affects both its structure and its function. Thus, the ability to modify the sequence, and hence the structure and activity, of individual proteins in a systematic way, opens up many opportunities, both scientifically and (as we focus on here) for exploitation in biocatalysis. Modern methods of synthetic biology, whereby increasingly large sequences of DNA can be synthesised de novo, allow an unprecedented ability to engineer proteins with novel functions. However, the number of possible proteins is far too large to test individually, so we need means for navigating the 'search space' of possible protein sequences efficiently and reliably in order to find desirable activities and other properties. Enzymologists distinguish binding (Kd) and catalytic (kcat) steps. In a similar way, judicious strategies have blended design (for binding, specificity and active site modelling) with the more empirical methods of classical directed evolution (DE) for improving kcat (where natural evolution rarely seeks the highest values), especially with regard to residues distant from the active site and where the functional linkages underpinning enzyme dynamics are both unknown and hard to predict. Epistasis (where the 'best' amino acid at one site depends on that or those at others) is a notable feature of directed evolution. The aim of this review is to highlight some of the approaches that are being developed to allow us to use directed evolution to improve enzyme properties, often dramatically. We note that directed evolution differs in a number of ways from natural evolution, including in particular the available mechanisms and the likely selection pressures. Thus, we stress the opportunities afforded by techniques that enable one to map sequence to (structure and) activity in silico, as an effective means of modelling and exploring protein landscapes. Because known landscapes may be assessed and reasoned about as a whole, simultaneously, this offers opportunities for protein improvement not readily available to natural evolution on rapid timescales. Intelligent landscape navigation, informed by sequence-activity relationships and coupled to the emerging methods of synthetic biology, offers scope for the development of novel biocatalysts that are both highly active and robust.
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Affiliation(s)
- Andrew Currin
- Manchester Institute of Biotechnology , The University of Manchester , 131, Princess St , Manchester M1 7DN , UK . ; http://dbkgroup.org/; @dbkell ; Tel: +44 (0)161 306 4492
- School of Chemistry , The University of Manchester , Manchester M13 9PL , UK
- Centre for Synthetic Biology of Fine and Speciality Chemicals (SYNBIOCHEM) , The University of Manchester , 131, Princess St , Manchester M1 7DN , UK
| | - Neil Swainston
- Manchester Institute of Biotechnology , The University of Manchester , 131, Princess St , Manchester M1 7DN , UK . ; http://dbkgroup.org/; @dbkell ; Tel: +44 (0)161 306 4492
- Centre for Synthetic Biology of Fine and Speciality Chemicals (SYNBIOCHEM) , The University of Manchester , 131, Princess St , Manchester M1 7DN , UK
- School of Computer Science , The University of Manchester , Manchester M13 9PL , UK
| | - Philip J. Day
- Manchester Institute of Biotechnology , The University of Manchester , 131, Princess St , Manchester M1 7DN , UK . ; http://dbkgroup.org/; @dbkell ; Tel: +44 (0)161 306 4492
- Centre for Synthetic Biology of Fine and Speciality Chemicals (SYNBIOCHEM) , The University of Manchester , 131, Princess St , Manchester M1 7DN , UK
- Faculty of Medical and Human Sciences , The University of Manchester , Manchester M13 9PT , UK
| | - Douglas B. Kell
- Manchester Institute of Biotechnology , The University of Manchester , 131, Princess St , Manchester M1 7DN , UK . ; http://dbkgroup.org/; @dbkell ; Tel: +44 (0)161 306 4492
- School of Chemistry , The University of Manchester , Manchester M13 9PL , UK
- Centre for Synthetic Biology of Fine and Speciality Chemicals (SYNBIOCHEM) , The University of Manchester , 131, Princess St , Manchester M1 7DN , UK
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17
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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.
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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
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18
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Kardashliev T, Ruff AJ, Zhao J, Schwaneberg U. A high-throughput screening method to reengineer DNA polymerases for random mutagenesis. Mol Biotechnol 2014; 56:274-83. [PMID: 24122281 DOI: 10.1007/s12033-013-9706-0] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
A screening system for directed evolution of DNA polymerases employing a fluorescent Scorpion probe as a reporter has been developed. The screening system has been validated in a directed evolution experiment of a distributive polymerase from the Y-polymerase family (Dpo4 from Sulfolobus solfataricus) which was improved in elongation efficiency of consecutive mismatches. The engineering campaign yielded improved Dpo4 polymerase variants one of which was successfully benchmarked in a sequence saturation mutagenesis experiment especially with regard to the desirable consecutive transversion mutations ([2.5-fold increase in frequency relative to a reference library prepared with Dpo4 WT). The Scorpion probe screening system enables to reengineer polymerases with low processivity and fidelity, and no secondary activities (i.e. exonuclease activity or strand displacement activity) to match demands in diversity generation for directed protein evolution.
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Currin A, Swainston N, Day PJ, Kell DB. SpeedyGenes: an improved gene synthesis method for the efficient production of error-corrected, synthetic protein libraries for directed evolution. Protein Eng Des Sel 2014; 27:273-80. [PMID: 25108914 PMCID: PMC4140418 DOI: 10.1093/protein/gzu029] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
The de novo synthesis of genes is becoming increasingly common in synthetic biology studies. However, the inherent error rate (introduced by errors incurred during oligonucleotide synthesis) limits its use in synthesising protein libraries to only short genes. Here we introduce SpeedyGenes, a PCR-based method for the synthesis of diverse protein libraries that includes an error-correction procedure, enabling the efficient synthesis of large genes for use directly in functional screening. First, we demonstrate an accurate gene synthesis method by synthesising and directly screening (without pre-selection) a 747 bp gene for green fluorescent protein (yielding 85% fluorescent colonies) and a larger 1518 bp gene (a monoamine oxidase, producing 76% colonies with full catalytic activity, a 4-fold improvement over previous methods). Secondly, we show that SpeedyGenes can accommodate multiple and combinatorial variant sequences while maintaining efficient enzymatic error correction, which is particularly crucial for larger genes. In its first application for directed evolution, we demonstrate the use of SpeedyGenes in the synthesis and screening of large libraries of MAO-N variants. Using this method, libraries are synthesised, transformed and screened within 3 days. Importantly, as each mutation we introduce is controlled by the oligonucleotide sequence, SpeedyGenes enables the synthesis of large, diverse, yet controlled variant sequences for the purposes of directed evolution.
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Affiliation(s)
- Andrew Currin
- Manchester Institute of Biotechnology, The University of Manchester, Manchester M1 7DN, UK School of Chemistry, The University of Manchester, Manchester M13 9PL, UK
| | - Neil Swainston
- Manchester Institute of Biotechnology, The University of Manchester, Manchester M1 7DN, UK School of Computer Science, The University of Manchester, Manchester M13 9PL, UK
| | - Philip J Day
- Manchester Institute of Biotechnology, The University of Manchester, Manchester M1 7DN, UK Faculty of Medical and Human Sciences, The University of Manchester, Manchester M13 9PT, UK
| | - Douglas B Kell
- Manchester Institute of Biotechnology, The University of Manchester, Manchester M1 7DN, UK School of Chemistry, The University of Manchester, Manchester M13 9PL, UK
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20
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Cheng F, Zhu L, Lue H, Bernhagen J, Schwaneberg U. Directed arginine deiminase evolution for efficient inhibition of arginine-auxotrophic melanomas. Appl Microbiol Biotechnol 2014; 99:1237-47. [PMID: 25104032 DOI: 10.1007/s00253-014-5985-z] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2014] [Revised: 07/21/2014] [Accepted: 07/23/2014] [Indexed: 12/11/2022]
Abstract
Arginine deiminase (ADI) is a therapeutic protein for cancer therapy of arginine-auxotrophic tumors. However, ADI's application as anticancer drug is hampered by its low activity for arginine under physiological conditions mainly due to its high "K M" (S₀.₅) values which are often 1 magnitude higher than the arginine concentration in blood (0.10-0.12 mM arginine in human plasma). Previous evolution campaigns were directed by us with the aim of boosting activity of PpADI (ADI from Pseudomonas plecoglossicida, k cat = 0.18 s(-1); S₀.₅ = 1.30 mM), and yielded variant M6 with slightly reduced S₀.₅ values and enhanced k cat (S₀.₅ = 0.81 mM; k cat = 11.64 s(-1)). In order to further reduce the S₀.₅ value and to increase the activity of PpADI at physiological arginine concentration, a more sensitive screening system based on ammonia detection in 96-well microtiter plate to reliably detect ≥0.005 mM ammonia was developed. After screening ~5,500 clones with the ammonia detection system (ADS) in two rounds of random mutagenesis and site-directed mutagenesis, variant M19 with increased k cat value (21.1 s(-1); 105.5-fold higher compared to WT) and reduced S₀.₅ value (0.35 mM compared to 0.81 mM (M6) and 1.30 mM (WT)) was identified. Improved performance of M19 was validated by determining IC₅₀ values for two melanoma cell lines. The IC₅₀ value for SK-MEL-28 dropped from 8.67 (WT) to 0.10 (M6) to 0.04 μg/mL (M19); the IC₅₀ values for G361 dropped from 4.85 (WT) to 0.12 (M6) to 0.05 μg/mL (M19).
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Affiliation(s)
- Feng Cheng
- Lehrstuhl für Biotechnologie, RWTH Aachen University, Worringerweg 3, 52074, Aachen, Germany
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21
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Zhao J, Kardashliev T, Joëlle Ruff A, Bocola M, Schwaneberg U. Lessons from diversity of directed evolution experiments by an analysis of 3,000 mutations. Biotechnol Bioeng 2014; 111:2380-9. [DOI: 10.1002/bit.25302] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2014] [Revised: 05/14/2014] [Accepted: 05/27/2014] [Indexed: 12/20/2022]
Affiliation(s)
- Jing Zhao
- Lehrstuhl für Biotechnologie; RWTH Aachen University; Worringerweg 3 52074 Aachen Germany
| | - Tsvetan Kardashliev
- Lehrstuhl für Biotechnologie; RWTH Aachen University; Worringerweg 3 52074 Aachen Germany
| | - Anna Joëlle Ruff
- Lehrstuhl für Biotechnologie; RWTH Aachen University; Worringerweg 3 52074 Aachen Germany
| | - Marco Bocola
- Lehrstuhl für Biotechnologie; RWTH Aachen University; Worringerweg 3 52074 Aachen Germany
| | - Ulrich Schwaneberg
- Lehrstuhl für Biotechnologie; RWTH Aachen University; Worringerweg 3 52074 Aachen Germany
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22
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Ruff AJ, Kardashliev T, Dennig A, Schwaneberg U. The Sequence Saturation Mutagenesis (SeSaM) method. Methods Mol Biol 2014; 1179:45-68. [PMID: 25055770 DOI: 10.1007/978-1-4939-1053-3_4] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/03/2023]
Abstract
Sequence Saturation Mutagenesis (SeSaM) is a random mutagenesis method developed to overcome the limitations of existing error-prone PCR (epPCR) protocols. SeSaM is advantageous with respect to (1) elimination of mutagenic "hot spots", (2) increase in frequency of subsequent nucleotide substitutions, (3) control over the mutational bias through the utilization of universal base analogs, and, consequently, (4) the prospect of generating transversion-enriched mutant libraries. These advanced features lead to chemically diverse mutant libraries on the protein level, essentially making SeSaM a complementary technology to transition biased epPCR mutagenesis methods.
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Affiliation(s)
- Anna Joëlle Ruff
- Lehrstuhl für Biotechnologie, RWTH Aachen University, Worringerweg 3, Aachen, 52074, Germany
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23
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Arango Gutierrez E, Mundhada H, Meier T, Duefel H, Bocola M, Schwaneberg U. Reengineered glucose oxidase for amperometric glucose determination in diabetes analytics. Biosens Bioelectron 2013; 50:84-90. [DOI: 10.1016/j.bios.2013.06.029] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2013] [Revised: 06/10/2013] [Accepted: 06/11/2013] [Indexed: 12/26/2022]
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Tee KL, Wong TS. Polishing the craft of genetic diversity creation in directed evolution. Biotechnol Adv 2013; 31:1707-21. [PMID: 24012599 DOI: 10.1016/j.biotechadv.2013.08.021] [Citation(s) in RCA: 62] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2013] [Revised: 08/31/2013] [Accepted: 08/31/2013] [Indexed: 12/25/2022]
Abstract
Genetic diversity creation is a core technology in directed evolution where a high quality mutant library is crucial to its success. Owing to its importance, the technology in genetic diversity creation has seen rapid development over the years and its application has diversified into other fields of scientific research. The advances in molecular cloning and mutagenesis since 2008 were reviewed. Specifically, new cloning techniques were classified based on their principles of complementary overhangs, homologous sequences, overlapping PCR and megaprimers and the advantages, drawbacks and performances of these methods were highlighted. New mutagenesis methods developed for random mutagenesis, focused mutagenesis and DNA recombination were surveyed. The technical requirements of these methods and the mutational spectra were compared and discussed with references to commonly used techniques. The trends of mutant library preparation were summarised. Challenges in genetic diversity creation were discussed with emphases on creating "smart" libraries, controlling the mutagenesis spectrum and specific challenges in each group of mutagenesis methods. An outline of the wider applications of genetic diversity creation includes genome engineering, viral evolution, metagenomics and a study of protein functions. The review ends with an outlook for genetic diversity creation and the prospective developments that can have future impact in this field.
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Affiliation(s)
- Kang Lan Tee
- Manchester Institute of Biotechnology, University of Manchester, 131 Princess Street, Manchester M1 7DN, England, United Kingdom
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25
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Ruff AJ, Dennig A, Schwaneberg U. To get what we aim for - progress in diversity generation methods. FEBS J 2013; 280:2961-78. [DOI: 10.1111/febs.12325] [Citation(s) in RCA: 56] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2013] [Revised: 04/23/2013] [Accepted: 04/25/2013] [Indexed: 01/06/2023]
Affiliation(s)
- Anna J. Ruff
- Lehrstuhl für Biotechnologie; RWTH Aachen University; Germany
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26
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Ruff AJ, Marienhagen J, Verma R, Roccatano D, Genieser HG, Niemann P, Shivange AV, Schwaneberg U. dRTP and dPTP a complementary nucleotide couple for the Sequence Saturation Mutagenesis (SeSaM) method. ACTA ACUST UNITED AC 2012. [DOI: 10.1016/j.molcatb.2012.04.018] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
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