ABSTRACT
Production of commodity chemicals, such as benzene, toluene, ethylbenzene, and xylenes (BTEX), from renewable resources is key for a sustainable society. Biocatalysis enables one-pot multistep transformation of bioresources under mild conditions, yet it is often limited to biochemicals. Herein, we developed a non-natural three-enzyme cascade for one-pot conversion of biobased l-phenylalanine into ethylbenzene. The key rate-limiting photodecarboxylase was subjected to structure-guided semirational engineering, and a triple mutant CvFAP(Y466T/P460A/G462I) was obtained with a 6.3-fold higher productivity. With this improved photodecarboxylase, an optimized two-cell sequential process was developed to convert l-phenylalanine into ethylbenzene with 82 % conversion. The cascade reaction was integrated with fermentation to achieve the one-pot bioproduction of ethylbenzene from biobased glycerol, demonstrating the potential of cascade biocatalysis plus enzyme engineering for the production of biobased commodity chemicals.
Subject(s)
Benzene Derivatives , Toluene , Biocatalysis , Benzene Derivatives/metabolism , Toluene/metabolism , Benzene/metabolism , Xylenes , Phenylalanine/metabolismABSTRACT
Marine Bacteroidetes that degrade polysaccharides contribute to carbon cycling in the ocean. Organic matter, including glycans from terrestrial plants, might enter the oceans through rivers. Whether marine bacteria degrade structurally related glycans from diverse sources including terrestrial plants and marine algae was previously unknown. We show that the marine bacterium Flavimarina sp. Hel_I_48 encodes two polysaccharide utilization loci (PULs) which degrade xylans from terrestrial plants and marine algae. Biochemical experiments revealed activity and specificity of the encoded xylanases and associated enzymes of these PULs. Proteomics indicated that these genomic regions respond to glucuronoxylans and arabinoxylans. Substrate specificities of key enzymes suggest dedicated metabolic pathways for xylan utilization. Some of the xylanases were active on different xylans with the conserved ß-1,4-linked xylose main chain. Enzyme activity was consistent with growth curves showing Flavimarina sp. Hel_I_48 uses structurally different xylans. The observed abundance of related xylan-degrading enzyme repertoires in genomes of other marine Bacteroidetes indicates similar activities are common in the ocean. The here presented data show that certain marine bacteria are genetically and biochemically variable enough to access parts of structurally diverse xylans from terrestrial plants as well as from marine algal sources.
Subject(s)
Flavobacteriaceae , Xylans , Xylans/metabolism , Bacteroidetes/genetics , Bacteroidetes/metabolism , Polysaccharides/metabolism , Flavobacteriaceae/genetics , GenomicsABSTRACT
An enzyme cascade was established previously consisting of a recycling system with an l-amino acid oxidase (hcLAAO4) and a catalase (hCAT) for different α-keto acid co-substrates of (S)-selective amine transaminases (ATAs) in kinetic resolutions of racemic amines. Only 1â mol % of the co-substrate was required and l-amino acids instead of α-keto acids could be applied. However, soluble enzymes cannot be reused easily. Immobilization of hcLAAO4, hCAT and the (S)-selective ATA from Vibrio fluvialis (ATA-Vfl) was addressed here. Immobilization of the enzymes together rather than on separate beads showed higher reaction rates most likely due to fast co-substrate channeling between ATA-Vfl and hcLAAO4 due to their close proximity. Co-immobilization allowed further reduction of the co-substrate amount to 0.1â mol % most likely due to a more efficient H2 O2 -removal caused by the stabilized hCAT and its proximity to hcLAAO4. Finally, the co-immobilized enzyme cascade was reused in 3 cycles of preparative kinetic resolutions to produce (R)-1-PEA with high enantiomeric purity (97.3 %ee). Further recycling was inefficient due to the instability of ATA-Vfl, while hcLAAO4 and hCAT revealed high stability. An engineered ATA-Vfl-8M was used in the co-immobilized enzyme cascade to produce (R)-1-(3-ethoxy-4-methoxyphenyl)-2-(methylsulfonyl)ethanamine, an apremilast-intermediate, with a 1,000 fold lower input of the co-substrate.
Subject(s)
Amines , Transaminases , Amines/chemistry , Transaminases/chemistry , L-Amino Acid Oxidase , Enzymes, Immobilized/chemistry , Catalase , Keto AcidsABSTRACT
Amine transaminases (ATAs) are powerful biocatalysts for the stereoselective synthesis of chiral amines. Machine learning provides a promising approach for protein engineering, but activity prediction models for ATAs remain elusive due to the difficulty of obtaining high-quality training data. Thus, we first created variants of the ATA from Ruegeria sp. (3FCR) with improved catalytic activity (up to 2000-fold) as well as reversed stereoselectivity by a structure-dependent rational design and collected a high-quality dataset in this process. Subsequently, we designed a modified one-hot code to describe steric and electronic effects of substrates and residues within ATAs. Finally, we built a gradient boosting regression tree predictor for catalytic activity and stereoselectivity, and applied this for the data-driven design of optimized variants which then showed improved activity (up to 3-fold compared to the best variants previously identified). We also demonstrated that the model can predict the catalytic activity for ATA variants of another origin by retraining with a small set of additional data.
Subject(s)
Protein Engineering , Transaminases , Transaminases/metabolism , Substrate Specificity , Amines/chemistry , BiocatalysisABSTRACT
Chiral and enantiopure amines can be produced by enantioselective transaminases via kinetic resolution of amine racemates. This transamination reaction requires stoichiometric amounts of co-substrate. A dual-enzyme recycling system overcomes this limitation: l-amino acid oxidases (LAAO) recycle the accumulating co-product of (S)-selective transaminases in the kinetic resolution of racemic amines to produce pure (R)-amines. However, availability of suitable LAAOs is limited. Here we use the heterologously produced, highly active fungal hcLAAO4 with broad substrate spectrum. H2 O2 as byproduct of hcLAAO4 is detoxified by a catalase. The final system allows using sub-stoichiometric amounts of 1â mol% of the transaminase co-substrate as well as the initial application of l-amino acids instead of α-keto acids. With an optimized protocol, the synthetic potential of this kinetic resolution cascade was proven at the preparative scale (>90â mg) by the synthesis of highly enantiomerically pure (R)-methylbenzylamine (>99 %ee) at complete conversion (50 %).
Subject(s)
L-Amino Acid Oxidase , Transaminases , Amines/chemistry , Catalysis , Oxidoreductases , Stereoisomerism , Substrate Specificity , Transaminases/metabolismABSTRACT
Amine transaminases (ATA) convert ketones into optically active amines and are used to prepare active pharmaceutical ingredients and building blocks. Novel ATA can be identified in protein databases due to the extensive knowledge of sequence-function relationships. However, predicting thermo- and operational stability from the amino acid sequence is a persisting challenge and a vital step towards identifying efficient ATA biocatalysts for industrial applications. In this study, we performed a database mining and characterized selected putative enzymes of the ß-alanine:pyruvate transaminase cluster (3N5M) - a subfamily with so far only a few described members, whose tetrameric structure was suggested to positively affect operational stability. Four putative transaminases (TA-1: Bilophilia wadsworthia, TA-5: Halomonas elongata, TA-9: Burkholderia cepacia, and TA-10: Burkholderia multivorans) were obtained in a soluble form as tetramers in E. coli. During comparison of these tetrameric with known dimeric transaminases we found that indeed novel ATA with high operational stabilities can be identified in this protein subfamily, but we also found exceptions to the hypothesized correlation that a tetrameric assembly leads to increased stability. The discovered ATA from Burkholderia multivorans features a broad substrate specificity, including isopropylamine acceptance, is highly active (6 U/mg) in the conversion of 1-phenylethylamine with pyruvate and shows a thermostability of up to 70 °C under both, storage and operating conditions. In addition, 50% (v/v) of isopropanol or DMSO can be employed as co-solvents without a destabilizing effect on the enzyme during an incubation time of 16 h at 30 °C. KEY POINTS: ⢠Database mining identified a thermostable amine transaminase in the ß-alanine:pyruvate transaminase subfamily. ⢠The tetrameric transaminase tolerates 50% DMSO and isopropanol under operating conditions at 30 °C. ⢠A tetrameric structure is not necessarily associated with a higher operational stability.
Subject(s)
Amines , Escherichia coli , 2-Propanol , Burkholderia , Dimethyl Sulfoxide , Pyruvates , Substrate Specificity , Transaminases , beta-AlanineABSTRACT
Biocatalysis has undergone revolutionary progress in the past century. Benefited by the integration of multidisciplinary technologies, natural enzymatic reactions are constantly being explored. Protein engineering gives birth to robust biocatalysts that are widely used in industrial production. These research achievements have gradually constructed a network containing natural enzymatic synthesis pathways and artificially designed enzymatic cascades. Nowadays, the development of artificial intelligence, automation, and ultra-high-throughput technology provides infinite possibilities for the discovery of novel enzymes, enzymatic mechanisms and enzymatic cascades, and gradually complements the lack of remaining key steps in the pathway design of enzymatic total synthesis. Therefore, the research of biocatalysis is gradually moving towards the era of novel technology integration, intelligent manufacturing and enzymatic total synthesis.
Subject(s)
Biocatalysis , Animals , Artificial Intelligence , Biosynthetic Pathways , Enzymes/metabolism , Humans , Protein EngineeringABSTRACT
Amine transaminases (ATAs) are powerful biocatalysts for the stereoselective synthesis of chiral amines. However, wild-type ATAs usually show pH optima at slightly alkaline values and exhibit low catalytic activity under physiological conditions. For efficient asymmetric synthesis ATAs are commonly used in combination with lactate dehydrogenase (LDH, optimal pH: 7.5) and glucose dehydrogenase (GDH, optimal pH: 7.75) to shift the equilibrium towards the synthesis of the target chiral amine and hence their pH optima should fit to each other. Based on a protein structure alignment, variants of (R)-selective transaminases were rationally designed, produced in E. coli, purified and subjected to biochemical characterization. This resulted in the discovery of the variant E49Q of the ATA from Aspergillus fumigatus, for which the pH optimum was successfully shifted from pH 8.5 to 7.5 and this variant furthermore had a two times higher specific activity than the wild-type protein at pH 7.5. A possible mechanism for this shift of the optimal pH is proposed. Asymmetric synthesis of (R)-1-phenylethylamine from acetophenone in combination with LDH and GDH confirmed that the variant E49Q shows superior performance at pH 7.5 compared to the wild-type enzyme.
Subject(s)
Escherichia coli , Transaminases , Transaminases/metabolism , Escherichia coli/genetics , Escherichia coli/metabolism , Protein Engineering , Amines/chemistry , Hydrogen-Ion ConcentrationABSTRACT
In this study, we combined photo-organo redox catalysis and biocatalysis to achieve asymmetric C-H bond functionalization of simple alkane starting materials. The photo-organo catalyst anthraquinone sulfate (SAS) was employed to oxyfunctionalise alkanes to aldehydes and ketones. We coupled this light-driven reaction with asymmetric enzymatic functionalisations to yield chiral hydroxynitriles, amines, acyloins and α-chiral ketones with up to 99 % ee. In addition, we demonstrate functional group interconversion to alcohols, esters and carboxylic acids. The transformations can be performed as concurrent tandem reactions. We identified the degradation of substrates and inhibition of the biocatalysts as limiting factors affecting compatibility, due to reactive oxygen species generated in the photocatalytic step. These incompatibilities were addressed by reaction engineering, such as applying a two-phase system or temporal and spatial separation of the catalysts. Using a selection of eleven starting alkanes, one photo-organo catalyst and 8 diverse biocatalysts, we synthesized 26 products and report for the model compounds benzoin and mandelonitrile > 97 % ee at gram scale.
ABSTRACT
Imine reductases (IREDs) have emerged as promising enzymes for the asymmetric synthesis of secondary and tertiary amines starting from carbonyl substrates. Screening the substrate specificity of the reductive amination reaction is usually performed by time-consuming GC analytics. We found two highly active IREDs in our enzyme collection, IR-20 from Streptomyces tsukubaensis and IR-Sip from Streptomyces ipomoeae, that allowed a comprehensive substrate screening with a photometric NADPH assay. We screened 39 carbonyl substrates combined with 17 amines as nucleophiles. Activity data from 663 combinations provided a clear picture about substrate specificity and capabilities in the reductive amination of these enzymes. Besides aliphatic aldehydes, the IREDs accepted various cyclic (C4 -C8 ) and acyclic ketones, preferentially with methylamine. IR-Sip also accepted a range of primary and secondary amines as nucleophiles. In biocatalytic reactions, IR-Sip converted (R)-3-methylcyclohexanone with dimethylamine or pyrrolidine with high diastereoselectivity (>94-96 % de). The nucleophile acceptor spectrum depended on the carbonyl substrate employed. The conversion of well-accepted substrates could also be detected if crude lysates were employed as the enzyme source.
Subject(s)
Enzyme Assays , Imines/metabolism , Oxidoreductases/metabolism , Streptomyces/enzymology , Amination , NADP/metabolism , PhotometryABSTRACT
Pyridoxal-phosphate (PLP)-dependent enzymes catalyse a remarkable diversity of chemical reactions in nature. A1RDF1 from Arthrobacter aurescens TC1 is a fold typeâ I, PLP-dependent enzyme in the classâ III transaminase (TA) subgroup. Despite sharing 28 % sequence identity with its closest structural homologues, including ß-alanine:pyruvate and γ-aminobutyrate:α-ketoglutarate TAs, A1RDF1 displayed no TA activity. Activity screening revealed that the enzyme possesses phospholyase (E.C.â 4.2.3.2) activity towards O-phosphoethanolamine (PEtN), an activity described previously for vertebrate enzymes such as human AGXT2L1, enzymes for which no structure has yet been reported. In order to shed light on the distinctive features of PLP-dependent phospholyases, structures of A1RDF1 in complex with PLP (internal aldimine) and PLPâ PEtN (external aldimine) were determined, revealing the basis of substrate binding and the structural factors that distinguish the enzyme from classâ III homologues that display TA activity.
Subject(s)
Transaminases/metabolism , Arthrobacter/enzymology , Binding Sites , Biocatalysis , Catalytic Domain , Humans , Molecular Dynamics Simulation , Pyridoxal Phosphate/chemistry , Pyridoxal Phosphate/metabolism , Transaminases/chemistryABSTRACT
Understanding the metabolic potential of organisms or a bacterial community based on their (meta) genome requires the reliable prediction of an enzyme's function from its amino acid sequence. Besides a remarkable development in prediction algorithms, the substrate scope of sequences with low identity to well-characterized enzymes remains often very elusive. From a recently conducted structure function analysis study of PLP-dependent enzymes, we identified a putative transaminase from Bacillus anthracis (Ban-TA) with the crystal structure 3N5M (deposited in the protein data bank in 2011, but not yet published). The active site residues of Ban-TA differ from those in related (class III) transaminases, which thereby have prevented function predictions. By investigating 50 substrate combinations its amine and ω-amino acid:pyruvate transaminase activity was revealed. Even though Ban-TA showed a relatively narrow amine substrate scope within the tested substrates, it accepts 2-propylamine, which is a prerequisite for industrial asymmetric amine synthesis. Structural information implied that the so-called dual substrate recognition of chemically different substrates (i.e. amines and amino acids) differs from that in formerly known enzymes. It lacks the normally conserved 'flipping' arginine, which enables dual substrate recognition by its side chain flexibility in other ω-amino acid:pyruvate transaminases. Molecular dynamics studies suggested that another arginine (R162) binds ω-amino acids in Ban-TA, but no side chain movements are required for amine and amino acid binding. These results, supported by mutagenesis studies, provide functional insights for the B. anthracis enzyme, enable function predictions of related proteins, and broadened the knowledge regarding ω-amino acid and amine converting transaminases.
Subject(s)
Bacillus anthracis/enzymology , Transaminases/metabolism , beta-Alanine-Pyruvate Transaminase/metabolism , Bacillus anthracis/genetics , Catalytic Domain , Mutagenesis , Propylamines/chemistry , Protein Conformation , Substrate Specificity , Transaminases/genetics , beta-Alanine-Pyruvate Transaminase/geneticsABSTRACT
Amine transaminases (ATAs) are powerful enzymes for the stereospecific production of chiral amines. However, the synthesis of amines incorporating more than one stereocenter is still a challenge. We developed a cascade synthesis to access optically active 3-alkyl-substituted chiral amines by combining two asymmetric synthesis steps catalyzed by an enoate reductase and ATAs. The ATA wild type from Vibrio fluvialis showed only modest enantioselectivity (14 % de) in the amination of (S)-3-methylcyclohexanone, the product of the enoate-reductase-catalyzed reaction step. However, by protein engineering we created two variants with substantially improved diastereoselectivities: variant Leu56Val exhibited a higher R selectivity (66 % de) whereas the Leu56Ile substitution caused a switch in enantiopreference to furnish the S-configured diastereomer (70 % de). Addition of 30 % DMSO further improved the selectivity and facilitated the synthesis of (1R,3S)-1-amino-3-methylcyclohexane with 89 % de at 87 % conversion.
Subject(s)
Amino Acid Substitution , Transaminases/chemistry , Transaminases/metabolism , Amines/metabolism , Models, Molecular , Protein Conformation , Stereoisomerism , Substrate Specificity , Transaminases/genetics , Vibrio/enzymologyABSTRACT
BACKGROUND: Arteriosclerosis is a pathological, structural (media vascular calcification) and physiological (modified vascular smooth vessel cells; increased arterial stiffness) alteration of the vessel wall. Through improved assessment methods (functional and imaging), it has become a well-known phenomenon in recent decades. However, its clinical importance was underestimated until recently. MATERIALS AND METHODS: Currently available English-speaking data about conditions/diseases associated with arteriosclerosis, its clinical sequels, available diagnostic procedures and therapeutic modalities were reviewed and summarized. RESULTS: In recent decades, emerging data have brought about a better understanding of causes and consequences of arteriosclerosis and highlight its growing clinical impact. CONCLUSION: Although arteriosclerosis showed an independent clinical impact on cardiovascular morbidity and mortality, especially in patients with chronic kidney disease/end-stage renal disease (CKD/ESRD) and diabetes mellitus, convincing clinical therapy concepts are not available until now. The establishment of novel therapeutic strategies derived from basic research is strongly needed.
Subject(s)
Aging , Arteriosclerosis/diagnosis , Vascular Calcification/diagnosis , Absorptiometry, Photon , Arteriosclerosis/etiology , Arteriosclerosis/therapy , Bone Density Conservation Agents/therapeutic use , Calcimimetic Agents/therapeutic use , Calciphylaxis/complications , Diabetes Complications , Diabetes Mellitus , Diet Therapy/methods , Diphosphonates/therapeutic use , Humans , Hydroxymethylglutaryl-CoA Reductase Inhibitors/therapeutic use , Magnetic Resonance Imaging , Phosphorus, Dietary , Renal Insufficiency, Chronic/complications , Tomography, Optical Coherence , Tomography, X-Ray Computed , Ultrasonography, Interventional , Vascular Calcification/etiology , Vascular Calcification/therapyABSTRACT
To alter the amine donor/acceptor spectrum of an (S)-selective amine transaminase (ATA), a library based on the Vibrio fluvialis ATA targeting four residues close to the active site (L56, W57, R415 and L417) was created. A 3DM-derived alignment comprising fold class I pyridoxal-5'-phosphate (PLP)-dependent enzymes allowed identification of positions, which were assumed to determine substrate specificity. These positions were targeted for mutagenesis with a focused alphabet of hydrophobic amino acids to convert an amine:α-keto acid transferase into an amine:aldehyde transferase. Screening of 1200 variants revealed three hits, which showed a shifted amine donor/acceptor spectrum towards aliphatic aldehydes (mainly pentanal), as well as an altered pH profile. Interestingly, all three hits, although found independently, contained the same mutation R415L and additional W57F and L417V substitutions.
Subject(s)
Amines/chemistry , Amines/metabolism , Transaminases/chemistry , Transaminases/metabolism , Vibrio/metabolism , Catalytic Domain , Enzyme Activation , Hydrogen-Ion Concentration , Keto Acids/chemistry , Keto Acids/metabolism , Models, Molecular , Molecular Conformation , Protein Binding , Substrate Specificity , Vibrio/enzymologyABSTRACT
The importance of amine transaminases for producing optically pure chiral precursors for pharmaceuticals and chemicals has substantially increased in recent years. The X-ray crystal structure of the (R)-selective amine transaminase from the fungus Aspergillus fumigatus was solved by S-SAD phasing to 1.84â Å resolution. The refined structure at 1.27â Å resolution provides detailed knowledge about the molecular basis of substrate recognition and conversion to facilitate protein-engineering approaches. The protein forms a homodimer and belongs to fold class IV of the pyridoxal-5'-phosphate-dependent enzymes. Both subunits contribute residues to form two active sites. The structure of the holoenzyme shows the catalytically important cofactor pyridoxal-5'-phosphate bound as an internal aldimine with the catalytically responsible amino-acid residue Lys179, as well as in its free form. A long N-terminal helix is an important feature for the stability of this fungal (R)-selective amine transaminase, but is missing in branched-chain amino-acid aminotransferases and D-amino-acid aminotransferases.
Subject(s)
Aspergillus fumigatus/enzymology , Transaminases/chemistry , Crystallography, X-Ray , Models, Molecular , Protein Binding , Protein Structure, Quaternary , Protein Structure, Tertiary , Structural Homology, Protein , Transaminases/metabolismABSTRACT
Transaminases represent one of the most important enzymes of the biocatalytic toolbox for chiral amine synthesis as they allow asymmetric synthesis with quantitative yields and high enantioselectivity. In order to enable substrate profiling of transaminases for acceptance of different amines, a glycine oxidase and horseradish peroxidase coupled assay was developed. Transaminase activity is detected upon transfer of an amine group from an amino donor substrate to glyoxylate, generating glycine, which is subsequently oxidized by glycine oxidase, releasing hydrogen peroxide in turn. Horseradish peroxidase uses the hydrogen peroxide to produce benzoquinone, which forms a red quinone imine dye by a subsequent condensation reaction. As glycine does not carry a chiral center, both (R)- and (S)-selective transaminases accepting glyoxylate as amino acceptor are amenable to screening. The principle has been transferred to establish a high-throughput solid-phase assay which dramatically decreases the screening effort in directed evolution of transaminases, as only active variants are selected for further analysis.
Subject(s)
Amines/metabolism , Amino Acid Oxidoreductases/metabolism , Directed Molecular Evolution , High-Throughput Screening Assays , Transaminases/chemistry , Transaminases/metabolism , Amines/chemistry , Amino Acid Oxidoreductases/isolation & purification , Geobacillus/enzymology , Molecular Structure , Software , Stereoisomerism , Substrate SpecificityABSTRACT
Precisely tuning the active site by protein engineering has led to the development of a highly efficient Kemp eliminase (see structure with substrate in the binding pocket). The starting protein scaffold with only low activity originated from computational design, as no natural enzyme with this activity was known. This is a breakthrough in protein design, as novel catalytic activities are now in reach that match those of natural enzymes.
Subject(s)
Protein Engineering/trends , Binding Sites , Biocatalysis , Enzymes/chemistry , Enzymes/genetics , Enzymes/metabolism , Kinetics , Models, Molecular , Mutagenesis , Stereoisomerism , Xylosidases/chemistry , Xylosidases/genetics , Xylosidases/metabolismABSTRACT
The (R)-selective amine transaminase from Aspergillus fumigatus was expressed in Escherichia coli and purified to homogeneity. Bright yellow crystals appeared while storing the concentrated solution in the refrigerator and belonged to space group C222(1). X-ray diffraction data were collected to 1.27 Å resolution, as well as an anomalous data set to 1.84 Å resolution that was suitable for S-SAD phasing.
Subject(s)
Amines/chemistry , Aspergillus fumigatus/chemistry , Fungal Proteins/chemistry , Transaminases/chemistry , Amines/metabolism , Aspergillus fumigatus/enzymology , Aspergillus fumigatus/genetics , Crystallization , Crystallography, X-Ray , Escherichia coli/genetics , Escherichia coli/metabolism , Fungal Proteins/genetics , Fungal Proteins/metabolism , Gene Expression , Recombinant Proteins/chemistry , Recombinant Proteins/genetics , Recombinant Proteins/metabolism , Sulfur/chemistry , Transaminases/genetics , Transaminases/metabolism , X-Ray DiffractionABSTRACT
Biocatalysis has emerged as a powerful alternative to traditional chemistry, especially for asymmetric synthesis. One key requirement during process development is the discovery of a biocatalyst with an appropriate enantiopreference and enantioselectivity, which can be achieved, for instance, by protein engineering or screening of metagenome libraries. We have developed an in silico strategy for a sequence-based prediction of substrate specificity and enantiopreference. First, we used rational protein design to predict key amino acid substitutions that indicate the desired activity. Then, we searched protein databases for proteins already carrying these mutations instead of constructing the corresponding mutants in the laboratory. This methodology exploits the fact that naturally evolved proteins have undergone selection over millions of years, which has resulted in highly optimized catalysts. Using this in silico approach, we have discovered 17 (R)-selective amine transaminases, which catalyzed the synthesis of several (R)-amines with excellent optical purity up to >99% enantiomeric excess.