1
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Yang H, Ho MB, Lundahl MN, Mosquera MA, Broderick WE, Broderick JB, Hoffman BM. ENDOR Spectroscopy Reveals the "Free" 5'-Deoxyadenosyl Radical in a Radical SAM Enzyme Active Site Actually is Chaperoned by Close Interaction with the Methionine-Bound [4Fe-4S] 2+ Cluster. J Am Chem Soc 2024; 146:3710-3720. [PMID: 38308759 DOI: 10.1021/jacs.3c09428] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2024]
Abstract
1/2H and 13C hyperfine coupling constants to 5'-deoxyadenosyl (5'-dAdo•) radical trapped within the active site of the radical S-adenosyl-l-methionine (SAM) enzyme, pyruvate formate lyase-activating enzyme (PFL-AE), both in the absence of substrate and the presence of a reactive peptide-model of the PFL substrate, are completely characteristic of a classical organic free radical whose unpaired electron is localized in the 2pπ orbital of the sp2 C5'-carbon (J. Am. Chem. Soc. 2019, 141, 12139-12146). However, prior electron-nuclear double resonance (ENDOR) measurements had indicated that this 5'-dAdo• free radical is never truly "free": tight van der Waals contact with its target partners and active-site residues guide it in carrying out the exquisitely precise, regioselective reactions that are hallmarks of RS enzymes. Here, our understanding of how the active site chaperones 5'-dAdo• is extended through the finding that this apparently unexceptional organic free radical has an anomalous g-tensor and exhibits significant 57Fe, 13C, 15N, and 2H hyperfine couplings to the adjacent, isotopically labeled, methionine-bound [4Fe-4S]2+ cluster cogenerated with 5'-dAdo• during homolytic cleavage of cluster-bound SAM. The origin of the 57Fe couplings through nonbonded radical-cluster contact is illuminated by a formal exchange-coupling model and broken symmetry-density functional theory computations. Incorporation of ENDOR-derived distances from C5'(dAdo•) to labeled-methionine as structural constraints yields a model for active-site positioning of 5'-dAdo• with a short, nonbonded C5'-Fe distance (∼3 Å). This distance involves substantial motion of 5'-dAdo• toward the unique Fe of the [4Fe-4S]2+ cluster upon S-C(5') bond-cleavage, plausibly an initial step toward formation of the Fe-C5' bond of the organometallic complex, Ω, the central intermediate in catalysis by radical-SAM enzymes.
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Affiliation(s)
- Hao Yang
- Department of Chemistry, Northwestern University, Evanston, Illinois 60208, United States
| | - Madeline B Ho
- Department of Chemistry, Northwestern University, Evanston, Illinois 60208, United States
| | - Maike N Lundahl
- Department of Chemistry and Biochemistry, Montana State University, Bozeman, Montana 59717, United States
| | - Martín A Mosquera
- Department of Chemistry and Biochemistry, Montana State University, Bozeman, Montana 59717, United States
| | - William E Broderick
- Department of Chemistry and Biochemistry, Montana State University, Bozeman, Montana 59717, United States
| | - Joan B Broderick
- Department of Chemistry and Biochemistry, Montana State University, Bozeman, Montana 59717, United States
| | - Brian M Hoffman
- Department of Chemistry, Northwestern University, Evanston, Illinois 60208, United States
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2
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Marques HM. The inorganic chemistry of the cobalt corrinoids - an update. J Inorg Biochem 2023; 242:112154. [PMID: 36871417 DOI: 10.1016/j.jinorgbio.2023.112154] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2023] [Revised: 01/23/2023] [Accepted: 01/26/2023] [Indexed: 02/05/2023]
Abstract
The inorganic chemistry of the cobalt corrinoids, derivatives of vitamin B12, is reviewed, with particular emphasis on equilibrium constants for, and kinetics of, their axial ligand substitution reactions. The role the corrin ligand plays in controlling and modifying the properties of the metal ion is emphasised. Other aspects of the chemistry of these compounds, including their structure, corrinoid complexes with metals other than cobalt, the redox chemistry of the cobalt corrinoids and their chemical redox reactions, and their photochemistry are discussed. Their role as catalysts in non-biological reactions and aspects of their organometallic chemistry are briefly mentioned. Particular mention is made of the role that computational methods - and especially DFT calculations - have played in developing our understanding of the inorganic chemistry of these compounds. A brief overview of the biological chemistry of the B12-dependent enzymes is also given for the reader's convenience.
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Affiliation(s)
- Helder M Marques
- Molecular Sciences Institute, School of Chemistry, University of the Witwatersrand, Johannesburg 2050, South Africa.
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3
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Gruber K, Csitkovits V, Łyskowski A, Kratky C, Kräutler B. Structure-Based Demystification of Radical Catalysis by a Coenzyme B 12 Dependent Enzyme-Crystallographic Study of Glutamate Mutase with Cofactor Homologues. Angew Chem Int Ed Engl 2022; 61:e202208295. [PMID: 35793207 PMCID: PMC9545868 DOI: 10.1002/anie.202208295] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2022] [Indexed: 12/04/2022]
Abstract
Catalysis by radical enzymes dependent on coenzyme B12 (AdoCbl) relies on the reactive primary 5'-deoxy-5'adenosyl radical, which originates from reversible Co-C bond homolysis of AdoCbl. This bond homolysis is accelerated roughly 1012 -fold upon binding the enzyme substrate. The structural basis for this activation is still strikingly enigmatic. As revealed here, a displaced firm adenosine binding cavity in substrate-loaded glutamate mutase (GM) causes a structural misfit for intact AdoCbl that is relieved by the homolytic Co-C bond cleavage. Strategically interacting adjacent adenosine- and substrate-binding protein cavities provide a tight caged radical reaction space, controlling the entire radical path. The GM active site is perfectly structured for promoting radical catalysis, including "negative catalysis", a paradigm for AdoCbl-dependent mutases.
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Affiliation(s)
- Karl Gruber
- Institute of Molecular BiosciencesUniversity of GrazHumboldtstraße 508010GrazAustria
- BioTechMed-Graz8010GrazAustria
- Field of Excellence “BioHealth”University of Graz8010GrazAustria
| | - Vanessa Csitkovits
- Institute of Molecular BiosciencesUniversity of GrazHumboldtstraße 508010GrazAustria
| | - Andrzej Łyskowski
- Institute of Molecular BiosciencesUniversity of GrazHumboldtstraße 508010GrazAustria
- Present address: Department of Biotechnology and BioinformaticsRzeszów University of Technologyal. Powstańców Warszawy 1235-959RzeszówPoland
| | - Christoph Kratky
- Institute of Molecular BiosciencesUniversity of GrazHumboldtstraße 508010GrazAustria
| | - Bernhard Kräutler
- Institute of Organic ChemistryUniversity of InnsbruckInnrain 80/826020InnsbruckAustria
- Center of Molecular Biosciences (CMBI)University of Innsbruck6020InnsbruckAustria
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4
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Gruber K, Csitkovits V, Łyskowski A, Kratky C, Kräutler B. Structure-Based Demystification of Radical Catalysis by a Coenzyme B 12 Dependent Enzyme-Crystallographic Study of Glutamate Mutase with Cofactor Homologues. ANGEWANDTE CHEMIE (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2022; 134:e202208295. [PMID: 38505740 PMCID: PMC10947579 DOI: 10.1002/ange.202208295] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/13/2022] [Indexed: 03/21/2024]
Abstract
Catalysis by radical enzymes dependent on coenzyme B12 (AdoCbl) relies on the reactive primary 5'-deoxy-5'adenosyl radical, which originates from reversible Co-C bond homolysis of AdoCbl. This bond homolysis is accelerated roughly 1012-fold upon binding the enzyme substrate. The structural basis for this activation is still strikingly enigmatic. As revealed here, a displaced firm adenosine binding cavity in substrate-loaded glutamate mutase (GM) causes a structural misfit for intact AdoCbl that is relieved by the homolytic Co-C bond cleavage. Strategically interacting adjacent adenosine- and substrate-binding protein cavities provide a tight caged radical reaction space, controlling the entire radical path. The GM active site is perfectly structured for promoting radical catalysis, including "negative catalysis", a paradigm for AdoCbl-dependent mutases.
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Affiliation(s)
- Karl Gruber
- Institute of Molecular BiosciencesUniversity of GrazHumboldtstraße 508010GrazAustria
- BioTechMed-Graz8010GrazAustria
- Field of Excellence “BioHealth”University of Graz8010GrazAustria
| | - Vanessa Csitkovits
- Institute of Molecular BiosciencesUniversity of GrazHumboldtstraße 508010GrazAustria
| | - Andrzej Łyskowski
- Institute of Molecular BiosciencesUniversity of GrazHumboldtstraße 508010GrazAustria
- Present address: Department of Biotechnology and BioinformaticsRzeszów University of Technologyal. Powstańców Warszawy 1235-959RzeszówPoland
| | - Christoph Kratky
- Institute of Molecular BiosciencesUniversity of GrazHumboldtstraße 508010GrazAustria
| | - Bernhard Kräutler
- Institute of Organic ChemistryUniversity of InnsbruckInnrain 80/826020InnsbruckAustria
- Center of Molecular Biosciences (CMBI)University of Innsbruck6020InnsbruckAustria
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5
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Buckel W, Beatrix B, Zelder O. Glutamate mutase and 2-methyleneglutarate mutase. Methods Enzymol 2022; 668:285-307. [PMID: 35589197 DOI: 10.1016/bs.mie.2021.12.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Affiliation(s)
- Wolfgang Buckel
- Department of Biology, Philipps University, Marburg, Germany.
| | - Birgitta Beatrix
- Gene Center, Department of Biochemistry, Ludwig Maximilian University, München, Germany
| | - Oskar Zelder
- Department of Biology, Philipps University, Marburg, Germany; Industrial Biotechnology I, BASF SE, Ludwigshafen am Rhein, Germany
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6
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Chen JR, Ke TX, Frey PA, Ke SC. Electron Spin Echo Envelope Modulation Spectroscopy Reveals How Adenosylcobalamin-Dependent Lysine 5,6-Aminomutase Positions the Radical Pair Intermediates and Modulates Their Stabilities for Efficient Catalysis. ACS Catal 2021. [DOI: 10.1021/acscatal.1c03182] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Jun-Ru Chen
- Physics Department, National Dong Hwa University, Hualien 974301, Taiwan
| | - Ting-Xi Ke
- Physics Department, National Dong Hwa University, Hualien 974301, Taiwan
| | - Perry A. Frey
- Department of Biochemistry, University of Wisconsin−Madison, Madison, Wisconsin 53726, United States
| | - Shyue-Chu Ke
- Physics Department, National Dong Hwa University, Hualien 974301, Taiwan
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7
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Horitani M, Byer AS, Shisler KA, Chandra T, Broderick JB, Hoffman BM. Why Nature Uses Radical SAM Enzymes so Widely: Electron Nuclear Double Resonance Studies of Lysine 2,3-Aminomutase Show the 5'-dAdo• "Free Radical" Is Never Free. J Am Chem Soc 2015; 137:7111-21. [PMID: 25923449 PMCID: PMC4612528 DOI: 10.1021/jacs.5b00498] [Citation(s) in RCA: 52] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Lysine 2,3-aminomutase (LAM) is a radical S-adenosyl-L-methionine (SAM) enzyme and, like other members of this superfamily, LAM utilizes radical-generating machinery comprising SAM anchored to the unique Fe of a [4Fe-4S] cluster via a classical five-membered N,O chelate ring. Catalysis is initiated by reductive cleavage of the SAM S-C5' bond, which creates the highly reactive 5'-deoxyadenosyl radical (5'-dAdo•), the same radical generated by homolytic Co-C bond cleavage in B12 radical enzymes. The SAM surrogate S-3',4'-anhydroadenosyl-L-methionine (anSAM) can replace SAM as a cofactor in the isomerization of L-α-lysine to L-β-lysine by LAM, via the stable allylic anhydroadenosyl radical (anAdo•). Here electron nuclear double resonance (ENDOR) spectroscopy of the anAdo• radical in the presence of (13)C, (2)H, and (15)N-labeled lysine completes the picture of how the active site of LAM from Clostridium subterminale SB4 "tames" the 5'-dAdo• radical, preventing it from carrying out harmful side reactions: this "free radical" in LAM is never free. The low steric demands of the radical-generating [4Fe-4S]/SAM construct allow the substrate target to bind adjacent to the S-C5' bond, thereby enabling the 5'-dAdo• radical created by cleavage of this bond to react with its partners by undergoing small motions, ∼0.6 Å toward the target and ∼1.5 Å overall, that are controlled by tight van der Waals contact with its partners. We suggest that the accessibility to substrate and ready control of the reactive C5' radical, with "van der Waals control" of small motions throughout the catalytic cycle, is common within the radical SAM enzyme superfamily and is a major reason why these enzymes are the preferred means of initiating radical reactions in nature.
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Affiliation(s)
- Masaki Horitani
- Department of Chemistry, Northwestern University, Evanston, Illinois 60208, United States
| | - Amanda S. Byer
- Department of Chemistry and Biochemistry, Montana State University, Bozeman, Montana 59717, United States
| | - Krista A. Shisler
- Department of Chemistry and Biochemistry, Montana State University, Bozeman, Montana 59717, United States
| | - Tilak Chandra
- Department of Chemistry and Biochemistry, Montana State University, Bozeman, Montana 59717, United States
| | - Joan B. Broderick
- Department of Chemistry and Biochemistry, Montana State University, Bozeman, Montana 59717, United States
| | - Brian M. Hoffman
- Department of Chemistry, Northwestern University, Evanston, Illinois 60208, United States
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8
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Conrad KS, Jordan CD, Brown KL, Brunold TC. Spectroscopic and Computational Studies of Cobalamin Species with Variable Lower Axial Ligation: Implications for the Mechanism of Co–C Bond Activation by Class I Cobalamin-Dependent Isomerases. Inorg Chem 2015; 54:3736-47. [DOI: 10.1021/ic502665x] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Karen S. Conrad
- Department
of Chemistry, University of Wisconsin-Madison, Madison, Wisconsin 53706, United States
| | - Christopher D. Jordan
- Department
of Chemistry, University of Wisconsin-Madison, Madison, Wisconsin 53706, United States
| | - Kenneth L. Brown
- Department of Chemistry and Biochemistry, Ohio University, Athens, Ohio 45701, United States
| | - Thomas C. Brunold
- Department
of Chemistry, University of Wisconsin-Madison, Madison, Wisconsin 53706, United States
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9
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Stich TA, Myers WK, Britt RD. Paramagnetic intermediates generated by radical S-adenosylmethionine (SAM) enzymes. Acc Chem Res 2014; 47:2235-43. [PMID: 24991701 PMCID: PMC4139163 DOI: 10.1021/ar400235n] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
A [4Fe-4S](+) cluster reduces a bound S-adenosylmethionine (SAM) molecule, cleaving it into methionine and a 5'-deoxyadenosyl radical (5'-dA(•)). This step initiates the varied chemistry catalyzed by each of the so-called radical SAM enzymes. The strongly oxidizing 5'-dA(•) is quenched by abstracting a H-atom from a target species. In some cases, this species is an exogenous molecule of substrate, for example, L-tyrosine in the [FeFe] hydrogenase maturase, HydG. In other cases, the target is a proteinaceous residue as in all the glycyl radical forming enzymes. The generation of this initial radical species and the subsequent chemistry involving downstream radical intermediates is meticulously controlled by the enzyme so as to prevent unwanted reactions. But the manner in which this control is exerted is unknown. Electron paramagnetic resonance (EPR) spectroscopy has proven to be a valuable tool used to gain insight into these mechanisms. In this Account, we summarize efforts to trap such radical intermediates in radical SAM enzymes and highlight four examples in which EPR spectroscopic results have shed significant light on the corresponding mechanism. For lysine 2,3-aminomutase, nearly each possible intermediate, from an analogue of the initial 5'-dA(•) to the product radical L-β-lysine, has been explored. A paramagnetic intermediate observed in biotin synthase is shown to involve an auxiliary [FeS] cluster whose bridging sulfide is a co-substrate for the final step in the biosynthesis of vitamin B7. In HydG, the L-tyrosine substrate is converted in unprecedented fashion to a 4-oxidobenzyl radical on the way to generating CO and CN(-) ligands for the [FeFe] cluster of hydrogenase. And finally, EPR has confirmed a mechanistic proposal for the antibiotic resistance protein Cfr, which methylates the unactivated sp(2)-hybridized C8-carbon of an adenosine base of 23S ribosomal RNA. These four systems provide just a brief survey of the ever-growing set of radical SAM enzymes. The diverse chemistries catalyzed by these enzymes make them an intriguing target for continuing study, and EPR spectroscopy, in particular, seems ideally placed to contribute to our understanding.
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Affiliation(s)
- Troy A. Stich
- Department of Chemistry, University of California, One Shields
Avenue, Davis, California 95616, United States
| | - William K. Myers
- Department of Chemistry, University of California, One Shields
Avenue, Davis, California 95616, United States
| | - R. David Britt
- Department of Chemistry, University of California, One Shields
Avenue, Davis, California 95616, United States
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10
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Brunk E, Kellett W, Richards NGJ, Rothlisberger U. A mechanochemical switch to control radical intermediates. Biochemistry 2014; 53:3830-8. [PMID: 24846280 PMCID: PMC4067147 DOI: 10.1021/bi500050k] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2014] [Revised: 05/17/2014] [Indexed: 12/24/2022]
Abstract
B₁₂-dependent enzymes employ radical species with exceptional prowess to catalyze some of the most chemically challenging, thermodynamically unfavorable reactions. However, dealing with highly reactive intermediates is an extremely demanding task, requiring sophisticated control strategies to prevent unwanted side reactions. Using hybrid quantum mechanical/molecular mechanical simulations, we follow the full catalytic cycle of an AdoB₁₂-dependent enzyme and present the details of a mechanism that utilizes a highly effective mechanochemical switch. When the switch is "off", the 5'-deoxyadenosyl radical moiety is stabilized by releasing the internal strain of an enzyme-imposed conformation. Turning the switch "on," the enzyme environment becomes the driving force to impose a distinct conformation of the 5'-deoxyadenosyl radical to avoid deleterious radical transfer. This mechanochemical switch illustrates the elaborate way in which enzymes attain selectivity of extremely chemically challenging reactions.
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Affiliation(s)
- Elizabeth Brunk
- Laboratory
of Computational Chemistry and Biochemistry, EPFL, Lausanne, Switzerland 1015
| | - Whitney
F. Kellett
- Indiana
University-Purdue University, Indianapolis, Indiana 46202, United States
| | - Nigel G. J. Richards
- Indiana
University-Purdue University, Indianapolis, Indiana 46202, United States
| | - Ursula Rothlisberger
- Laboratory
of Computational Chemistry and Biochemistry, EPFL, Lausanne, Switzerland 1015
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11
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Maity AN, Chen YH, Ke SC. Large-scale domain motions and pyridoxal-5'-phosphate assisted radical catalysis in coenzyme B12-dependent aminomutases. Int J Mol Sci 2014; 15:3064-87. [PMID: 24562332 PMCID: PMC3958899 DOI: 10.3390/ijms15023064] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2013] [Revised: 12/25/2013] [Accepted: 01/22/2014] [Indexed: 12/31/2022] Open
Abstract
Lysine 5,6-aminomutase (5,6-LAM) and ornithine 4,5-aminomutase (4,5-OAM) are two of the rare enzymes that use assistance of two vitamins as cofactors. These enzymes employ radical generating capability of coenzyme B12 (5'-deoxyadenosylcobalamin, dAdoCbl) and ability of pyridoxal-5'-phosphate (PLP, vitamin B6) to stabilize high-energy intermediates for performing challenging 1,2-amino rearrangements between adjacent carbons. A large-scale domain movement is required for interconversion between the catalytically inactive open form and the catalytically active closed form. In spite of all the similarities, these enzymes differ in substrate specificities. 4,5-OAM is highly specific for D-ornithine as a substrate while 5,6-LAM can accept D-lysine and L-β-lysine. This review focuses on recent computational, spectroscopic and structural studies of these enzymes and their implications on the related enzymes. Additionally, we also discuss the potential biosynthetic application of 5,6-LAM.
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Affiliation(s)
| | - Yung-Han Chen
- Physics Department, National Dong Hwa University, Hualien 97401, Taiwan.
| | - Shyue-Chu Ke
- Physics Department, National Dong Hwa University, Hualien 97401, Taiwan.
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Chen ZG, Ziętek MA, Russell HJ, Tait S, Hay S, Jones AR, Scrutton NS. Dynamic, electrostatic model for the generation and control of high-energy radical intermediates by a coenzyme B₁₂-dependent enzyme. Chembiochem 2013; 14:1529-33. [PMID: 23959797 PMCID: PMC4155860 DOI: 10.1002/cbic.201300420] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2013] [Indexed: 11/05/2022]
Affiliation(s)
- Zhi-Gang Chen
- College of Food and Science Technology, Nanjing Agricultural University, 1 Weigang Road, Nanjing 210095 (P.R. China)
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13
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Jones AR, Levy C, Hay S, Scrutton NS. Relating localized protein motions to the reaction coordinate in coenzyme B12-dependent enzymes. FEBS J 2013; 280:2997-3008. [DOI: 10.1111/febs.12223] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2013] [Revised: 02/27/2013] [Accepted: 02/27/2013] [Indexed: 01/27/2023]
Affiliation(s)
| | - Colin Levy
- Manchester Institute of Biotechnology and Faculty of Life Sciences; The University of Manchester; Manchester; UK
| | - Sam Hay
- Manchester Institute of Biotechnology and Faculty of Life Sciences; The University of Manchester; Manchester; UK
| | - Nigel S. Scrutton
- Manchester Institute of Biotechnology and Faculty of Life Sciences; The University of Manchester; Manchester; UK
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