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Hunter Wilson R, Diaz DJ, Damodaran AR, Bhagi-Damodaran A. Machine Learning Guided Rational Design of a Non-Heme Iron-Based Lysine Dioxygenase Improves its Total Turnover Number. Chembiochem 2024; 25:e202400495. [PMID: 39370399 DOI: 10.1002/cbic.202400495] [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: 06/05/2024] [Revised: 09/05/2024] [Accepted: 10/04/2024] [Indexed: 10/08/2024]
Abstract
Highly selective C-H functionalization remains an ongoing challenge in organic synthetic methodologies. Biocatalysts are robust tools for achieving these difficult chemical transformations. Biocatalyst engineering has often required directed evolution or structure-based rational design campaigns to improve their activities. In recent years, machine learning has been integrated into these workflows to improve the discovery of beneficial enzyme variants. In this work, we combine a structure-based self-supervised machine learning framework, MutComputeX, with classical molecular dynamics simulations to down select mutations for rational design of a non-heme iron-dependent lysine dioxygenase, LDO. This approach consistently resulted in functional LDO mutants and circumvents the need for extensive study of mutational activity before-hand. Our rationally designed single mutants purified with up to 2-fold higher expression yields than WT and displayed higher total turnover numbers (TTN). Combining five such single mutations into a pentamutant variant, LPNYI LDO, leads to a 40 % improvement in the TTN (218±3) as compared to WT LDO (TTN=160±2). Overall, this work offers a low-barrier approach for those seeking to synergize machine learning algorithms with pre-existing protein engineering strategies.
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Affiliation(s)
- R Hunter Wilson
- Department of Chemistry, University of Minnesota, Twin Cities, Minneapolis, MN-55455, United States
| | - Daniel J Diaz
- Department of Chemistry, Department of Computer Science, University of Texas at Austin, Austin, TX-78705, United States
- Institute for Foundations of Machine Learning, University of Texas at Austin, Austin, TX-78705, United States
| | - Anoop R Damodaran
- Department of Chemistry, University of Minnesota, Twin Cities, Minneapolis, MN-55455, United States
| | - Ambika Bhagi-Damodaran
- Department of Chemistry, University of Minnesota, Twin Cities, Minneapolis, MN-55455, United States
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Hunter Wilson R, Damodaran AR, Bhagi-Damodaran A. Machine learning guided rational design of a non-heme iron-based lysine dioxygenase improves its total turnover number. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.06.04.597480. [PMID: 38895203 PMCID: PMC11185610 DOI: 10.1101/2024.06.04.597480] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/21/2024]
Abstract
Highly selective C-H functionalization remains an ongoing challenge in organic synthetic methodologies. Biocatalysts are robust tools for achieving these difficult chemical transformations. Biocatalyst engineering has often required directed evolution or structure-based rational design campaigns to improve their activities. In recent years, machine learning has been integrated into these workflows to improve the discovery of beneficial enzyme variants. In this work, we combine a structure-based machine-learning algorithm with classical molecular dynamics simulations to down select mutations for rational design of a non-heme iron-dependent lysine dioxygenase, LDO. This approach consistently resulted in functional LDO mutants and circumvents the need for extensive study of mutational activity before-hand. Our rationally designed single mutants purified with up to 2-fold higher yields than WT and displayed higher total turnover numbers (TTN). Combining five such single mutations into a pentamutant variant, LPNYI LDO, leads to a 40% improvement in the TTN (218±3) as compared to WT LDO (TTN = 160±2). Overall, this work offers a low-barrier approach for those seeking to synergize machine learning algorithms with pre-existing protein engineering strategies.
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Affiliation(s)
- R Hunter Wilson
- Department of Chemistry, University of Minnesota, Twin Cities, Minneapolis, MN, 55455
| | - Anoop R Damodaran
- Department of Chemistry, University of Minnesota, Twin Cities, Minneapolis, MN, 55455
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Al-Rooqi MM, Ullah Mughal E, Raja QA, Obaid RJ, Sadiq A, Naeem N, Qurban J, Asghar BH, Moussa Z, Ahmed SA. Recent advancements on the synthesis and biological significance of pipecolic acid and its derivatives. J Mol Struct 2022. [DOI: 10.1016/j.molstruc.2022.133719] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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Amir M, Ali W, Baykal A, Khan GS. Development of highly active, chemically stable and recyclable magnetic nanophotocatalyst based on plasmonic silver nanoparticles and photosensitive trans‐3‐(trans‐4‐imidazolyl) acrylic acid molecules. Appl Organomet Chem 2021. [DOI: 10.1002/aoc.6229] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Affiliation(s)
- Md Amir
- Centre for Sensors, Instrumentation, and Cyber‐physical System Engineering (SeNSE) New Delhi India
| | - Wazed Ali
- Department of Textiles and Fibre Engineering Indian Institute of Technology Delhi New Delhi India
| | - Abdulhadi Baykal
- Department of Nano‐Medicine Research, Institute for Research & Medical Consultation (IRMC) Imam Abdulrahman Bin Faisal University Dammam Saudi Arabia
| | - Gufran Sayeed Khan
- Centre for Sensors, Instrumentation, and Cyber‐physical System Engineering (SeNSE) New Delhi India
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5
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Wang F, Zhu M, Song Z, Li C, Wang Y, Zhu Z, Sun D, Lu F, Qin HM. Reshaping the Binding Pocket of Lysine Hydroxylase for Enhanced Activity. ACS Catal 2020. [DOI: 10.1021/acscatal.0c03841] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Fenghua Wang
- Key Laboratory of Industrial Fermentation Microbiology of the Ministry of Education, Tianjin Key Laboratory of Industrial Microbiology, College of Biotechnology, Tianjin University of Science and Technology, National Engineering Laboratory for Industrial Enzymes, Tianjin 300457, People’s Republic of China
| | - Menglu Zhu
- Key Laboratory of Industrial Fermentation Microbiology of the Ministry of Education, Tianjin Key Laboratory of Industrial Microbiology, College of Biotechnology, Tianjin University of Science and Technology, National Engineering Laboratory for Industrial Enzymes, Tianjin 300457, People’s Republic of China
| | - Zhan Song
- Key Laboratory of Industrial Fermentation Microbiology of the Ministry of Education, Tianjin Key Laboratory of Industrial Microbiology, College of Biotechnology, Tianjin University of Science and Technology, National Engineering Laboratory for Industrial Enzymes, Tianjin 300457, People’s Republic of China
| | - Chao Li
- Key Laboratory of Industrial Fermentation Microbiology of the Ministry of Education, Tianjin Key Laboratory of Industrial Microbiology, College of Biotechnology, Tianjin University of Science and Technology, National Engineering Laboratory for Industrial Enzymes, Tianjin 300457, People’s Republic of China
| | - Yuying Wang
- Key Laboratory of Industrial Fermentation Microbiology of the Ministry of Education, Tianjin Key Laboratory of Industrial Microbiology, College of Biotechnology, Tianjin University of Science and Technology, National Engineering Laboratory for Industrial Enzymes, Tianjin 300457, People’s Republic of China
| | - Zhangliang Zhu
- Key Laboratory of Industrial Fermentation Microbiology of the Ministry of Education, Tianjin Key Laboratory of Industrial Microbiology, College of Biotechnology, Tianjin University of Science and Technology, National Engineering Laboratory for Industrial Enzymes, Tianjin 300457, People’s Republic of China
| | - Dengyue Sun
- College of Bioengineering, Qilu University of Technology, Jinan 250100, People’s Republic of China
| | - Fuping Lu
- Key Laboratory of Industrial Fermentation Microbiology of the Ministry of Education, Tianjin Key Laboratory of Industrial Microbiology, College of Biotechnology, Tianjin University of Science and Technology, National Engineering Laboratory for Industrial Enzymes, Tianjin 300457, People’s Republic of China
| | - Hui-Min Qin
- Key Laboratory of Industrial Fermentation Microbiology of the Ministry of Education, Tianjin Key Laboratory of Industrial Microbiology, College of Biotechnology, Tianjin University of Science and Technology, National Engineering Laboratory for Industrial Enzymes, Tianjin 300457, People’s Republic of China
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Abstract
Unusual amino acids are fundamental building blocks of modern medicinal chemistry. The combination of readily functionalized amine and carboxyl groups attached to a chiral central core along with one or two potentially diverse side chains provides a unique three-dimensional structure with a high degree of functionality. This makes them invaluable as starting materials for syntheses of complex molecules, highly diverse elements for SAR campaigns, integral components of peptidomimetic drugs, and potential drugs on their own. This Perspective highlights the diversity of unnatural amino acid structures found in hit-to-lead and lead optimization campaigns and clinical stage and approved drugs, reflecting their increasingly important role in medicinal chemistry.
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Affiliation(s)
- Mark A T Blaskovich
- Institute for Molecular Bioscience, The University of Queensland , Brisbane, Queensland Australia 4072
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Kong D, Li M, Zi G, Hou G. Synthesis of chiral lactams via asymmetric hydrogenation of α,β-unsaturated nitriles. Org Biomol Chem 2016; 14:4046-53. [DOI: 10.1039/c6ob00310a] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
A highly efficient Rh-catalyzed asymmetric hydrogenation of α,β-unsaturated nitriles containing ester/amide groups is reported affording chiral nitriles with excellent enantioselectivities (up to 99.7% ee) and high activity (TON up to 10 000).
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Affiliation(s)
- Duanyang Kong
- Key Laboratory of Radiopharmaceuticals
- College of Chemistry
- Beijing Normal University
- Beijing 100875
- China
| | - Meina Li
- Key Laboratory of Radiopharmaceuticals
- College of Chemistry
- Beijing Normal University
- Beijing 100875
- China
| | - Guofu Zi
- Key Laboratory of Radiopharmaceuticals
- College of Chemistry
- Beijing Normal University
- Beijing 100875
- China
| | - Guohua Hou
- Key Laboratory of Radiopharmaceuticals
- College of Chemistry
- Beijing Normal University
- Beijing 100875
- China
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Fe3O4@Hpipe-4@Cu Nanocatalyst for Hydrogenation of Nitro-Aromatics and Azo Dyes. J Inorg Organomet Polym Mater 2015. [DOI: 10.1007/s10904-015-0218-1] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Mailyan AK, Krylov IM, Bruneau C, Dixneuf PH, Osipov SN. Access to Cyclic α-CF3-Substituted α-Amino Acid Derivatives by Ring-Closing Metathesis of Functionalized 1,7-Enynes. European J Org Chem 2013. [DOI: 10.1002/ejoc.201300619] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
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10
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D’hooghe M, De Kimpe N, Mollet K, Broeckx L. Synthesis of Stereodefined 3,4-Disubstituted Piperidines through Rearrangement of 2-(2-Bromo-1,1-dimethylethyl)azetidines. HETEROCYCLES 2012. [DOI: 10.3987/com-11-s(p)3] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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Mollet K, Catak S, Waroquier M, Van Speybroeck V, D’hooghe M, De Kimpe N. Stereoselective Synthesis of cis-3,4-Disubstituted Piperidines through Ring Transformation of 2-(2-Mesyloxyethyl)azetidines. J Org Chem 2011; 76:8364-75. [DOI: 10.1021/jo201556t] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Affiliation(s)
- Karen Mollet
- Department of Sustainable Organic Chemistry and Technology, Faculty of Bioscience Engineering, Ghent University, Coupure Links 653, B-9000 Ghent, Belgium
| | - Saron Catak
- Center for Molecular Modeling, Ghent University (Member of QCMM-Alliance Ghent-Brussels), Technologiepark 903, 9052 Zwijnaarde, Belgium
| | - Michel Waroquier
- Center for Molecular Modeling, Ghent University (Member of QCMM-Alliance Ghent-Brussels), Technologiepark 903, 9052 Zwijnaarde, Belgium
| | - Veronique Van Speybroeck
- Center for Molecular Modeling, Ghent University (Member of QCMM-Alliance Ghent-Brussels), Technologiepark 903, 9052 Zwijnaarde, Belgium
| | - Matthias D’hooghe
- Department of Sustainable Organic Chemistry and Technology, Faculty of Bioscience Engineering, Ghent University, Coupure Links 653, B-9000 Ghent, Belgium
| | - Norbert De Kimpe
- Department of Sustainable Organic Chemistry and Technology, Faculty of Bioscience Engineering, Ghent University, Coupure Links 653, B-9000 Ghent, Belgium
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Bartali L, Casini A, Guarna A, Occhiato EG, Scarpi D. Enantiodivergent Chemoenzymatic Synthesis of 4-Hydroxypiperidine Alkaloids. European J Org Chem 2010. [DOI: 10.1002/ejoc.201000837] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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Purkayastha N, Shendage DM, Fröhlich R, Haufe G. The vinylfluoro group as an acetonyl cation equivalent: stereoselective synthesis of 6-substituted 4-hydroxy pipecolic acid derivatives. J Org Chem 2010; 75:222-5. [PMID: 19968262 DOI: 10.1021/jo901872a] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
An unprecedented cascade of reactions after acid-catalyzed hydrolysis of tert-butyl (2S,5S)-2-tert-butyl-5-(2-fluoroallyl)-3-methyl-4-oxoimidazolidine-1-carboxylate 3a leading to pipecolic acid derivative 5 is presented. The vinylfluoro group is shown to be an acetonyl cation equivalent under acidic conditions. Interestingly, vinylchloro and vinylbromo groups do not show such transformation under the same conditions. The pipecolic acid derivative 5 produced in this way is further used to synthesize (2R,4R,6S)-6-tert-butyl-4-hydroxypiperidine-2-carboxylic acid 9.
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Affiliation(s)
- Nirupam Purkayastha
- Organisch-Chemisches Institut, Universität Münster, Corrensstrasse 40, D-48149 Münster, Germany
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14
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Kumar PS, Baskaran S. A regioselective reductive cleavage of benzylidene acetal: stereoselective synthesis of N-Boc-protected cis-(2R,3S)-3-hydroxy pipecolic acid. Tetrahedron Lett 2009. [DOI: 10.1016/j.tetlet.2009.03.007] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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15
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Wang B, Liu RH. Stereospecific, Flexible and Redox-Economic Asymmetric Synthesis ofcis- andtrans-3-Hydroxypipecolic Acids and Analogs. European J Org Chem 2009. [DOI: 10.1002/ejoc.200900231] [Citation(s) in RCA: 31] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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16
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Samarat A, Ben Kraïem J, Ben Ayed T, Amri H. An efficient synthetic route to functionalized δ-lactams. Tetrahedron 2008. [DOI: 10.1016/j.tet.2008.07.057] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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17
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Occhiato EG, Scarpi D, Guarna A. Stereoselective Synthesis of (2S,4R)-4-Hydroxypipecolic Acid. European J Org Chem 2008. [DOI: 10.1002/ejoc.200700849] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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18
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Kadouri-Puchot C, Comesse S. Recent advances in asymmetric synthesis of pipecolic acid and derivatives. Amino Acids 2005; 29:101-30. [PMID: 15880267 DOI: 10.1007/s00726-005-0193-x] [Citation(s) in RCA: 75] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2004] [Accepted: 02/16/2005] [Indexed: 11/26/2022]
Abstract
This review covers the literature relating to asymmetric syntheses of pipecolic acid derivatives from 1997 to present. This review is organized according to the position and the degree of substitution of the piperidinic cycle. In a first section, syntheses of pipecolic acid itself are described. Then, successively, syntheses of C-3, C-4, C-5, C-6 substituted pipecolic acid derivatives are reported. Finally, syntheses of unsaturated pipecolic acid derivatives are presented before the last part devoted to the polysubstituted pipecolic acid derivatives.
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Affiliation(s)
- C Kadouri-Puchot
- Laboratoire de Chimie Organique, CNRS/UMR 7611, Université Pierre et Marie Curie, Case 47, Paris, France.
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Syntheses and crystal structures of zinc(II) complexes with three kinds of piperidine carboxylic acids. Inorganica Chim Acta 2001. [DOI: 10.1016/s0020-1693(00)00361-3] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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Zaparucha A, Danjoux M, Chiaroni A, Royer J, Husson HP. Asymmetric synthesis of 3-alkyl pipecolic acids. Tetrahedron Lett 1999. [DOI: 10.1016/s0040-4039(99)00591-2] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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23
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Rutjes FPJT, Veerman JJN, Meester WJN, Hiemstra H, Schoemaker HE. Synthesis of Enantiopure Functionalized Pipecolic Acids via Amino Acid DerivedN-Acyliminium Ions. European J Org Chem 1999. [DOI: 10.1002/(sici)1099-0690(199905)1999:5<1127::aid-ejoc1127>3.0.co;2-a] [Citation(s) in RCA: 36] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
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Trickey P, Wagner MA, Jorns MS, Mathews FS. Monomeric sarcosine oxidase: structure of a covalently flavinylated amine oxidizing enzyme. Structure 1999; 7:331-45. [PMID: 10368302 DOI: 10.1016/s0969-2126(99)80043-4] [Citation(s) in RCA: 121] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
BACKGROUND Monomeric sarcosine oxidases (MSOXs) are among the simplest members of a recently recognized family of eukaryotic and prokaryotic enzymes that catalyze similar oxidative reactions with various secondary or tertiary amino acids and contain covalently bound flavins. Other members of this family include heterotetrameric sarcosine oxidase, N-methyltryptophan oxidase and pipecolate oxidase. Mammalian sarcosine dehydrogenase and dimethylglycine dehydrogenase may be more distantly related family members. RESULTS The X-ray crystal structure of MSOX from Bacillus sp. B-0618, expressed in Escherichia coli, has been solved at 2.0 A resolution by multiwavelength anomalous dispersion (MAD) from crystals of the selenomethionine-substituted enzyme. Fourteen selenium sites, belonging to two MSOX molecules in the asymmetric unit, were used for MAD phasing and to define the local twofold symmetry axis for electron-density averaging. The structures of the native enzyme and of two enzyme-inhibitor complexes were also determined. CONCLUSIONS MSOX is a two-domain protein with an overall topology most similar to that of D-amino acid oxidase, with which it shares 14% sequence identity. The flavin ring is located in a very basic environment, making contact with sidechains of arginine, lysine, histidine and the N-terminal end of a helix dipole. The flavin is covalently attached through an 8alpha-S-cysteinyl linkage to Cys315 of the catalytic domain. Covalent attachment is probably self-catalyzed through interactions with the positive sidechains and the helix dipole. Substrate binding is probably stabilized by hydrogen bonds between the substrate carboxylate and two basic sidechains, Arg52 and Lys348, located above the re face of the flavin ring.
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Affiliation(s)
- P Trickey
- Department of Biochemistry and Molecular Biophysics, Washington University School of Medicine, 660 S. Euclid Ave, St. Louis, MO 63110, USA
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Shilvock JP, Nash RJ, Lloyd JD, Winters AL, Asano N, Fleet GW. Intermediates for incorporation of tetrahydroxypipecolic acid analogues of α- and β-d-mannopyranose into combinatorial libraries: unexpected nanomolar-range hexosaminidase inhibitors. Synthesis of α- and β-homomannojirimycin. ACTA ACUST UNITED AC 1998. [DOI: 10.1016/s0957-4166(98)00365-6] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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