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Tripp A, Braun M, Wieser F, Oberdorfer G, Lechner H. Click, Compute, Create: A Review of Web-based Tools for Enzyme Engineering. Chembiochem 2024; 25:e202400092. [PMID: 38634409 DOI: 10.1002/cbic.202400092] [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: 01/31/2024] [Revised: 04/14/2024] [Accepted: 04/15/2024] [Indexed: 04/19/2024]
Abstract
Enzyme engineering, though pivotal across various biotechnological domains, is often plagued by its time-consuming and labor-intensive nature. This review aims to offer an overview of supportive in silico methodologies for this demanding endeavor. Starting from methods to predict protein structures, to classification of their activity and even the discovery of new enzymes we continue with describing tools used to increase thermostability and production yields of selected targets. Subsequently, we discuss computational methods to modulate both, the activity as well as selectivity of enzymes. Last, we present recent approaches based on cutting-edge machine learning methods to redesign enzymes. With exception of the last chapter, there is a strong focus on methods easily accessible via web-interfaces or simple Python-scripts, therefore readily useable for a diverse and broad community.
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Affiliation(s)
- Adrian Tripp
- Institute of Biochemistry, Graz University of Technology, Petersgasse 12/2, 8010, Graz, Austria
| | - Markus Braun
- Institute of Biochemistry, Graz University of Technology, Petersgasse 12/2, 8010, Graz, Austria
| | - Florian Wieser
- Institute of Biochemistry, Graz University of Technology, Petersgasse 12/2, 8010, Graz, Austria
| | - Gustav Oberdorfer
- Institute of Biochemistry, Graz University of Technology, Petersgasse 12/2, 8010, Graz, Austria
- BioTechMed, Graz, Austria
| | - Horst Lechner
- Institute of Biochemistry, Graz University of Technology, Petersgasse 12/2, 8010, Graz, Austria
- BioTechMed, Graz, Austria
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2
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Fang S, Wang Z, Xiao L, Meng Y, Lei Y, Liang T, Chen Y, Zhou X, Xu G, Yang L, Zheng W, Wu J. Thermostability and activity improvement in l-threonine aldolase through targeted mutations in V-shaped subunit. Int J Biol Macromol 2024; 278:134994. [PMID: 39181367 DOI: 10.1016/j.ijbiomac.2024.134994] [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] [Received: 05/27/2024] [Revised: 08/11/2024] [Accepted: 08/21/2024] [Indexed: 08/27/2024]
Abstract
l-threonine aldolase (LTA) catalyzes the synthesis of β-hydroxy-α-amino acids, which are important chiral intermediates widely used in the fields of pharmaceuticals and pesticides. However, the limited thermostability of LTA hinders its industrial application. Furthermore, the trade-off between thermostability and activity presents a challenge in the thermostability engineering of this enzyme. This study proposes a strategy to regulate the rigidity of LTA's V-shaped subunit by modifying its opening and hinge regions, distant from the active center, aiming to mitigate the trade-off. With LTA from Bacillus nealsonii as targeted enzyme, a total of 25 residues in these two regions were investigated by directed evolution. Finally, mutant G85A/M207L/A12C was obtained, showing significantly enhanced thermostability with a 20 °C increase in T5060 to 66 °C, and specific activity elevated by 34 % at the optimum temperature. Molecular dynamics simulations showed that the newly formed hydrophobicity and hydrogen bonds improved the thermostability and boosted proton transfer efficiency. This work enhances the thermostability of LTA while preventing the loss of activity. It opens new avenues for the thermostability engineering of other industrially relevant enzymes with active center located at the interface of subunits or domains.
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Affiliation(s)
- Sai Fang
- Institute of Bioengineering, College of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310058, China
| | - Zhe Wang
- Institute of Bioengineering, College of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310058, China
| | - Lanxin Xiao
- Institute of Bioengineering, College of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310058, China
| | - Yan Meng
- Institute of Bioengineering, College of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310058, China
| | - Yixuan Lei
- College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, China
| | - Tianxin Liang
- Institute of Bioengineering, College of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310058, China
| | - Yuhuan Chen
- College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, China
| | - Xiaoshu Zhou
- Transfar Chemicals Group Co., Ltd, Hangzhou 311215, China
| | - Gang Xu
- Institute of Bioengineering, College of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310058, China
| | - Lirong Yang
- Institute of Bioengineering, College of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310058, China; ZJU-Hangzhou Global Scientific and Technological Innovation Centre, Zhejiang University, Hangzhou 311215, China
| | - Wenlong Zheng
- Institute of Bioengineering, College of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310058, China; ZJU-Hangzhou Global Scientific and Technological Innovation Centre, Zhejiang University, Hangzhou 311215, China.
| | - Jianping Wu
- Institute of Bioengineering, College of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310058, China; ZJU-Hangzhou Global Scientific and Technological Innovation Centre, Zhejiang University, Hangzhou 311215, China.
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3
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Miyamoto T, Kobayashi F, Emori K, Sakai-Kato K. Multifunctionality of a low-specificity L-threonine aldolase from the hyperthermophile Thermotoga maritima. Extremophiles 2024; 28:41. [PMID: 39192163 DOI: 10.1007/s00792-024-01357-z] [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: 07/25/2024] [Accepted: 08/20/2024] [Indexed: 08/29/2024]
Abstract
The peptidoglycan of the hyperthermophile Thermotoga maritima contains an unusual D-lysine in addition to the typical D-alanine and D-glutamate. Previously, we identified the D-lysine and D-glutamate biosynthetic pathways of T. maritima. Additionally, we reported some multifunctional enzymes involved in amino acid metabolism. In the present study, we characterized the enzymatic properties of TM1744 (threonine aldolase) to probe both its potential multifunctionality and D-amino acid metabolizing activities. TM1744 displayed aldolase activity toward both L-allo-threonine and L-threonine, and exhibited higher activity toward L-threo-phenylserine. It did not function as an aldolase toward D-allo-threonine or D-threonine. Furthermore, TM1744 had racemase activity toward two amino acids, although its racemase activity was lower than its aldolase activity. TM1744 did not have other amino acid metabolizing activities. Therefore, TM1744 is a low-specificity L-threonine aldolase with limited racemase activity.
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Affiliation(s)
- Tetsuya Miyamoto
- Graduate School of Pharmaceutical Sciences, Kitasato University, 5-9-1 Shirokane, Minato-Ku, Tokyo, 108-8641, Japan.
- School of Pharmacy, Kitasato University, 5-9-1 Shirokane, Minato-Ku, Tokyo, 108-8641, Japan.
| | - Fugo Kobayashi
- School of Pharmacy, Kitasato University, 5-9-1 Shirokane, Minato-Ku, Tokyo, 108-8641, Japan
| | - Konan Emori
- School of Pharmacy, Kitasato University, 5-9-1 Shirokane, Minato-Ku, Tokyo, 108-8641, Japan
| | - Kumiko Sakai-Kato
- Graduate School of Pharmaceutical Sciences, Kitasato University, 5-9-1 Shirokane, Minato-Ku, Tokyo, 108-8641, Japan
- School of Pharmacy, Kitasato University, 5-9-1 Shirokane, Minato-Ku, Tokyo, 108-8641, Japan
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4
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Ouyang Y, Page CG, Bilodeau C, Hyster TK. Synergistic Photoenzymatic Catalysis Enables Synthesis of a-Tertiary Amino Acids Using Threonine Aldolases. J Am Chem Soc 2024; 146:13754-13759. [PMID: 38739748 DOI: 10.1021/jacs.4c04661] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/16/2024]
Abstract
a-Tertiary amino acids are essential components of drugs and agrochemicals, yet traditional syntheses are step-intensive and provide access to a limited range of structures with varying levels of enantioselectivity. Here, we report the α-alkylation of unprotected alanine and glycine by pyridinium salts using pyridoxal (PLP)-dependent threonine aldolases with a Rose Bengal photoredox catalyst. The strategy efficiently prepares various a-tertiary amino acids in a single chemical step as a single enantiomer. UV-vis spectroscopy studies reveal a ternary interaction between the pyridinium salt, protein, and photocatalyst, which we hypothesize is responsible for localizing radical formation to the active site. This method highlights the opportunity for combining photoredox catalysts with enzymes to reveal new catalytic functions for known enzymes.
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Affiliation(s)
- Yao Ouyang
- Department of Chemistry, Princeton University, Princeton, New Jersey 08544, United States
| | - Claire G Page
- Department of Chemistry, Princeton University, Princeton, New Jersey 08544, United States
| | - Catherine Bilodeau
- Department of Chemistry, Princeton University, Princeton, New Jersey 08544, United States
| | - Todd K Hyster
- Department of Chemistry, Princeton University, Princeton, New Jersey 08544, United States
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Zheng W, Chen K, Wang Z, Cheng X, Xu G, Yang L, Wu J. Construction of a Highly Diastereoselective Aldol Reaction System with l-Threonine Aldolase by Computer-Assisted Rational Molecular Modification and Medium Engineering. Org Lett 2020; 22:5763-5767. [DOI: 10.1021/acs.orglett.0c01792] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Affiliation(s)
- Wenlong Zheng
- Institute of Bioengineering, College of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310027, China
| | - Kaitong Chen
- Institute of Bioengineering, College of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310027, China
| | - Zhe Wang
- Huadong Medicine Co Ltd., Hangzhou, Zhejiang 310011, China
| | - Xiuli Cheng
- Huadong Medicine Co Ltd., Hangzhou, Zhejiang 310011, China
| | - Gang Xu
- Institute of Bioengineering, College of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310027, China
| | - Lirong Yang
- Institute of Bioengineering, College of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310027, China
- Hangzhou Global Scientific and Technological Innovation Center, Zhejiang University, Hangzhou 310027, China
| | - Jianping Wu
- Institute of Bioengineering, College of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310027, China
- Hangzhou Global Scientific and Technological Innovation Center, Zhejiang University, Hangzhou 310027, China
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6
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Mohamad Sobri MF, Abd-Aziz S, Abu Bakar FD, Ramli N. In-Silico Characterization of Glycosyl Hydrolase Family 1 β-Glucosidase from Trichoderma asperellum UPM1. Int J Mol Sci 2020; 21:ijms21114035. [PMID: 32512945 PMCID: PMC7311958 DOI: 10.3390/ijms21114035] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2020] [Revised: 04/22/2020] [Accepted: 04/30/2020] [Indexed: 11/16/2022] Open
Abstract
β-glucosidases (Bgl) are widely utilized for releasing non-reducing terminal glucosyl residues. Nevertheless, feedback inhibition by glucose end product has limited its application. A noticeable exception has been found for β-glucosidases of the glycoside hydrolase (GH) family 1, which exhibit tolerance and even stimulation by glucose. In this study, using local isolate Trichoderma asperellum UPM1, the gene encoding β-glucosidase from GH family 1, hereafter designated as TaBgl2, was isolated and characterized via in-silico analyses. A comparison of enzyme activity was subsequently made by heterologous expression in Escherichia coli BL21(DE3). The presence of N-terminal signature, cis-peptide bonds, conserved active site motifs, non-proline cis peptide bonds, substrate binding, and a lone conserved stabilizing tryptophan (W) residue confirms the identity of Trichoderma sp. GH family 1 β-glucosidase isolated. Glucose tolerance was suggested by the presence of 14 of 22 known consensus residues, along with corresponding residues L167 and P172, crucial in the retention of the active site's narrow cavity. Retention of 40% of relative hydrolytic activity on ρ-nitrophenyl-β-D-glucopyranoside (ρNPG) in a concentration of 0.2 M glucose was comparable to that of GH family 1 β-glucosidase (Cel1A) from Trichoderma reesei. This research thus underlines the potential in the prediction of enzymatic function, and of industrial importance, glucose tolerance of family 1 β-glucosidases following relevant in-silico analyses.
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Affiliation(s)
- Mohamad Farhan Mohamad Sobri
- Department of Bioprocess Technology, Faculty of Biotechnology and Biomolecular Sciences, Universiti Putra Malaysia, Serdang 43400 UPM, Selangor, Malaysia; (M.F.M.S.); (S.A.-A.)
- School of Bioprocess Engineering, Universiti Malaysia Perlis, Kompleks Pusat Pengajian Jejawi 3, Arau 02600, Perlis, Malaysia
| | - Suraini Abd-Aziz
- Department of Bioprocess Technology, Faculty of Biotechnology and Biomolecular Sciences, Universiti Putra Malaysia, Serdang 43400 UPM, Selangor, Malaysia; (M.F.M.S.); (S.A.-A.)
| | - Farah Diba Abu Bakar
- School of Biosciences and Biotechnology, Faculty of Science and Technology, Universiti Kebangsaan Malaysia, Bangi 43600 UKM, Selangor, Malaysia;
| | - Norhayati Ramli
- Department of Bioprocess Technology, Faculty of Biotechnology and Biomolecular Sciences, Universiti Putra Malaysia, Serdang 43400 UPM, Selangor, Malaysia; (M.F.M.S.); (S.A.-A.)
- Correspondence: ; Tel.: +60-3-9769-1948
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7
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Suplatov D, Timonina D, Sharapova Y, Švedas V. Yosshi: a web-server for disulfide engineering by bioinformatic analysis of diverse protein families. Nucleic Acids Res 2020; 47:W308-W314. [PMID: 31106356 PMCID: PMC6602428 DOI: 10.1093/nar/gkz385] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2019] [Revised: 04/29/2019] [Accepted: 05/01/2019] [Indexed: 01/24/2023] Open
Abstract
Disulfide bonds play a significant role in protein stability, function or regulation but are poorly conserved among evolutionarily related proteins. The Yosshi can help to understand the role of S–S bonds by comparing sequences and structures of homologs with diverse properties and different disulfide connectivity patterns within a common structural fold of a superfamily, and assist to select the most promising hot-spots to improve stability of proteins/enzymes or modulate their functions by introducing naturally occurring crosslinks. The bioinformatic analysis is supported by the integrated Mustguseal web-server to construct large structure-guided sequence alignments of functionally diverse protein families that can include thousands of proteins based on all available information in public databases. The Yosshi+Mustguseal is a new integrated web-tool for a systematic homology-driven analysis and engineering of S–S bonds that facilitates a broader interpretation of disulfides not just as a factor of structural stability, but rather as a mechanism to implement functional diversity within a superfamily. The results can be downloaded as a content-rich PyMol session file or further studied online using the HTML5-based interactive analysis tools. Both web-servers are free and open to all users at https://biokinet.belozersky.msu.ru/yosshi and there is no login requirement.
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Affiliation(s)
- Dmitry Suplatov
- Lomonosov Moscow State University, Belozersky Institute of Physicochemical Biology and Faculty of Bioengineering and Bioinformatics, Vorobjev hills 1-73, Moscow 119991, Russia
| | - Daria Timonina
- Lomonosov Moscow State University, Belozersky Institute of Physicochemical Biology and Faculty of Bioengineering and Bioinformatics, Vorobjev hills 1-73, Moscow 119991, Russia
| | - Yana Sharapova
- Lomonosov Moscow State University, Belozersky Institute of Physicochemical Biology and Faculty of Bioengineering and Bioinformatics, Vorobjev hills 1-73, Moscow 119991, Russia
| | - Vytas Švedas
- Lomonosov Moscow State University, Belozersky Institute of Physicochemical Biology and Faculty of Bioengineering and Bioinformatics, Vorobjev hills 1-73, Moscow 119991, Russia
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8
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Identification and application of threonine aldolase for synthesis of valuable α-amino, β-hydroxy-building blocks. BIOCHIMICA ET BIOPHYSICA ACTA-PROTEINS AND PROTEOMICS 2020; 1868:140323. [DOI: 10.1016/j.bbapap.2019.140323] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/28/2019] [Revised: 10/31/2019] [Accepted: 11/01/2019] [Indexed: 11/22/2022]
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9
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Rocha JF, Pina AF, Sousa SF, Cerqueira NMFSA. PLP-dependent enzymes as important biocatalysts for the pharmaceutical, chemical and food industries: a structural and mechanistic perspective. Catal Sci Technol 2019. [DOI: 10.1039/c9cy01210a] [Citation(s) in RCA: 40] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
PLP-dependent enzymes described on this review are attractive targets for enzyme engineering towards their application in an industrial biotechnology framework.
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Affiliation(s)
- Juliana F. Rocha
- UCIBIO/REQUIMTE
- BioSIM
- Departamento de Biomedicina
- Faculdade de Medicina
- Universidade do Porto
| | - André F. Pina
- UCIBIO/REQUIMTE
- BioSIM
- Departamento de Biomedicina
- Faculdade de Medicina
- Universidade do Porto
| | - Sérgio F. Sousa
- UCIBIO/REQUIMTE
- BioSIM
- Departamento de Biomedicina
- Faculdade de Medicina
- Universidade do Porto
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10
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Xue YP, Cao CH, Zheng YG. Enzymatic asymmetric synthesis of chiral amino acids. Chem Soc Rev 2018; 47:1516-1561. [DOI: 10.1039/c7cs00253j] [Citation(s) in RCA: 190] [Impact Index Per Article: 31.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Abstract
This review summarizes the progress achieved in the enzymatic asymmetric synthesis of chiral amino acids from prochiral substrates.
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Affiliation(s)
- Ya-Ping Xue
- Key Laboratory of Bioorganic Synthesis of Zhejiang Province
- College of Biotechnology and Bioengineering
- Zhejiang University of Technology
- Hangzhou 310014
- China
| | - Cheng-Hao Cao
- Key Laboratory of Bioorganic Synthesis of Zhejiang Province
- College of Biotechnology and Bioengineering
- Zhejiang University of Technology
- Hangzhou 310014
- China
| | - Yu-Guo Zheng
- Key Laboratory of Bioorganic Synthesis of Zhejiang Province
- College of Biotechnology and Bioengineering
- Zhejiang University of Technology
- Hangzhou 310014
- China
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11
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Boucher N, Noll KM. Substrate adaptabilities of Thermotogae mannan binding proteins as a function of their evolutionary histories. Extremophiles 2016; 20:771-83. [PMID: 27457081 DOI: 10.1007/s00792-016-0866-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2016] [Accepted: 07/12/2016] [Indexed: 12/30/2022]
Abstract
The Thermotogae possess a large number of ATP-binding cassette (ABC) transporters, including two mannan binding proteins, ManD and CelE (previously called ManE). We show that a gene encoding an ancestor of these was acquired by the Thermotogae from the archaea followed by gene duplication. To address the functional evolution of these proteins as a consequence of their evolutionary histories, we measured the binding affinities of ManD and CelE orthologs from representative Thermotogae. Both proteins bind cellobiose, cellotriose, cellotetraose, β-1,4-mannotriose, and β-1,4-mannotetraose. The CelE orthologs additionally bind β-1,4-mannobiose, laminaribiose, laminaritriose and sophorose while the ManD orthologs additionally only weakly bind β-1,4-mannobiose. The CelE orthologs have higher unfolding temperatures than the ManD orthologs. An examination of codon sites under positive selection revealed that many of these encode residues located near or in the binding site, suggesting that the proteins experienced selective pressures in regions that might have changed their functions. The gene arrangement, phylogeny, binding properties, and putative regulatory networks suggest that the ancestral mannan binding protein was a CelE ortholog which gave rise to the ManD orthologs. This study provides a window on how one class of proteins adapted to new functions and temperatures to fit the physiologies of their new hosts.
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Affiliation(s)
- Nathalie Boucher
- Department of Molecular and Cell Biology, University of Connecticut, Unit 3125, 91 N. Eagleville Rd., Storrs, CT, 06269-3125, USA
- New York State Department of Health, Wadsworth Center, Albany, NY, 12201, USA
| | - Kenneth M Noll
- Department of Molecular and Cell Biology, University of Connecticut, Unit 3125, 91 N. Eagleville Rd., Storrs, CT, 06269-3125, USA.
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12
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Threonine aldolases: perspectives in engineering and screening the enzymes with enhanced substrate and stereo specificities. Appl Microbiol Biotechnol 2016; 100:2579-90. [PMID: 26810201 PMCID: PMC4761611 DOI: 10.1007/s00253-015-7218-5] [Citation(s) in RCA: 53] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2015] [Revised: 11/30/2015] [Accepted: 12/02/2015] [Indexed: 12/23/2022]
Abstract
Threonine aldolases have emerged as a powerful tool for asymmetric carbon-carbon bond formation. These enzymes catalyse the unnatural aldol condensation of different aldehydes and glycine to produce highly valuable β-hydroxy-α-amino acids with complete stereocontrol at the α-carbon and moderate specificity at the β-carbon. A range of microbial threonine aldolases has been recently recombinantly produced by several groups and their biochemical properties were characterized. Numerous studies have been conducted to improve the reaction protocols to enable higher conversions and investigate the substrate scope of enzymes. However, the application of threonine aldolases in organic synthesis is still limited due to often moderate yields and low diastereoselectivities obtained in the aldol reaction. This review briefly summarizes the screening techniques recently applied to discover novel threonine aldolases as well as enzyme engineering and mutagenesis studies which were accomplished to improve the catalytic activity and substrate specificity. Additionally, the results from new investigations on threonine aldolases including crystal structure determinations and structural-functional characterization are reviewed.
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