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Naderi A, Vakilchap F, Motamedian E, Mousavi SM. Regulatory-systemic approach in Aspergillus niger for bioleaching improvement by controlling precipitation. Appl Microbiol Biotechnol 2023; 107:7331-7346. [PMID: 37736792 DOI: 10.1007/s00253-023-12776-x] [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: 07/14/2023] [Revised: 08/28/2023] [Accepted: 09/04/2023] [Indexed: 09/23/2023]
Abstract
In the context of e-waste recycling by fungal bioleaching, nickel and cobalt precipitate as toxic metals by oxalic acid, whereas organic acids, such as citric, act as a high-performance chelating agent in dissolving these metals. Oxalic acid elimination requires an excess and uneconomical carbon source concentration in culture media. To resolve this issue, a novel and straightforward systems metabolic engineering method was devised to switch metabolic flux from oxalic acid to citric acid. In this technique, the genome-scale metabolic model of Aspergillus niger was applied to predicting flux variability and key reactions through the calculation of multiple optimal solutions for cellular regulation. Accordingly, BRENDA regulators and a novel molecular docking-oriented approach were defined a regulatory medium for this end. Then, ligands were evaluated in fungal culture to assess their impact on organic acid production for bioleaching of copper and nickel from waste telecommunication printed circuit boards. The protein structure of oxaloacetate hydrolase was modeled based on homology modeling for molecular docking. Metformin, glutathione, and sodium fluoride were found to be effective as inhibitors of oxalic acid production, enabling the production of 8100 ppm citric acid by controlling cellular metabolism. Indirect bioleaching demonstrated that nickel did not precipitate, and the bioleaching efficiency of copper and nickel increased from 40% and 24% to 61% and 100%, respectively. Bioleaching efficiency was evaluated qualitatively by FE-SEM, EDX, mapping, and XRD analysis. KEY POINTS: • A regulatory-systemic procedure for controlling cellular metabolism was introduced • Metformin inhibited oxalic acid, leading to 8100 ppm citric acid production • Bioleaching of copper and nickel in TPCBs improved by 21% and 76.
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Affiliation(s)
- Ali Naderi
- Biotechnology Group, Chemical Engineering Department, Tarbiat Modares University, Tehran, Iran
| | - Farzane Vakilchap
- Biotechnology Group, Chemical Engineering Department, Tarbiat Modares University, Tehran, Iran
| | - Ehsan Motamedian
- Biotechnology Group, Chemical Engineering Department, Tarbiat Modares University, Tehran, Iran
| | - Seyyed Mohammad Mousavi
- Biotechnology Group, Chemical Engineering Department, Tarbiat Modares University, Tehran, Iran.
- Modares Environmental Research Institute, Tarbiat Modares University, Tehran, Iran.
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2
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Ramos-Figueroa JS, Palmer DRJ, Horsman GP. Phosphoenolpyruvate mutase-catalyzed C-P bond formation: mechanistic ambiguities and opportunities. Chembiochem 2022; 23:e202200285. [PMID: 35943842 DOI: 10.1002/cbic.202200285] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2022] [Revised: 08/05/2022] [Indexed: 11/06/2022]
Abstract
Phosphonates are produced across all domains of life and used widely in medicine and agriculture. Biosynthesis almost universally originates from the enzyme phosphoenolpyruvate mutase (Ppm), EC 5.4.2.9, which catalyzes O-P bond cleavage in phosphoenolpyruvate (PEP) and forms a high energy C-P bond in phosphonopyruvate (PnPy). Mechanistic scrutiny of this unusual intramolecular O-to-C phosphoryl transfer began with the discovery of Ppm in 1988 and concluded in 2008 with computational evidence supporting a concerted phosphoryl transfer via a dissociative metaphosphatelike transition state. This mechanism deviates from the standard 'in-line attack' paradigm for enzymatic phosphoryl transfer that typically involves a phosphoryl-enzyme intermediate, but definitive evidence is sparse. Here we review the experimental evidence leading to our current mechanistic understanding and highlight the roles of previously underappreciated conserved active site residues. We then identify remaining opportunities to evaluate overlooked residues and unexamined substrates/inhibitors.
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Affiliation(s)
| | | | - Geoff P Horsman
- Wilfrid Laurier University, Chemistry & Biochemistry, 75 University Ave W, N2L 3C5, Waterloo, CANADA
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3
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Demystifying the catalytic pathway of Mycobacterium tuberculosis isocitrate lyase. Sci Rep 2020; 10:18925. [PMID: 33144641 PMCID: PMC7609661 DOI: 10.1038/s41598-020-75799-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2020] [Accepted: 10/07/2020] [Indexed: 02/04/2023] Open
Abstract
Pulmonary tuberculosis, caused by Mycobacterium tuberculosis, is one of the most persistent diseases leading to death in humans. As one of the key targets during the latent/dormant stage of M. tuberculosis, isocitrate lyase (ICL) has been a subject of interest for new tuberculosis therapeutics. In this work, the cleavage of the isocitrate by M. tuberculosis ICL was studied using quantum mechanics/molecular mechanics method at M06-2X/6-31+G(d,p): AMBER level of theory. The electronic embedding approach was applied to provide a better depiction of electrostatic interactions between MM and QM regions. Two possible pathways (pathway I that involves Asp108 and pathway II that involves Glu182) that could lead to the metabolism of isocitrate was studied in this study. The results suggested that the core residues involved in isocitrate catalytic cleavage mechanism are Asp108, Cys191 and Arg228. A water molecule bonded to Mg2+ acts as the catalytic base for the deprotonation of isocitrate C(2)–OH group, while Cys191 acts as the catalytic acid. Our observation suggests that the shuttle proton from isocitrate hydroxyl group C(2) atom is favourably transferred to Asp108 instead of Glu182 with a lower activation energy of 6.2 kcal/mol. Natural bond analysis also demonstrated that pathway I involving the transfer of proton to Asp108 has a higher intermolecular interaction and charge transfer that were associated with higher stabilization energy. The QM/MM transition state stepwise catalytic mechanism of ICL agrees with the in vitro enzymatic assay whereby Asp108Ala and Cys191Ser ICL mutants lost their isocitrate cleavage activities.
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4
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Aguilar-Pontes MV, Brandl J, McDonnell E, Strasser K, Nguyen TTM, Riley R, Mondo S, Salamov A, Nybo JL, Vesth TC, Grigoriev IV, Andersen MR, Tsang A, de Vries RP. The gold-standard genome of Aspergillus niger NRRL 3 enables a detailed view of the diversity of sugar catabolism in fungi. Stud Mycol 2018; 91:61-78. [PMID: 30425417 PMCID: PMC6231085 DOI: 10.1016/j.simyco.2018.10.001] [Citation(s) in RCA: 43] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
The fungal kingdom is too large to be discovered exclusively by classical genetics. The access to omics data opens a new opportunity to study the diversity within the fungal kingdom and how adaptation to new environments shapes fungal metabolism. Genomes are the foundation of modern science but their quality is crucial when analysing omics data. In this study, we demonstrate how one gold-standard genome can improve functional prediction across closely related species to be able to identify key enzymes, reactions and pathways with the focus on primary carbon metabolism. Based on this approach we identified alternative genes encoding various steps of the different sugar catabolic pathways, and as such provided leads for functional studies into this topic. We also revealed significant diversity with respect to genome content, although this did not always correlate to the ability of the species to use the corresponding sugar as a carbon source.
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Affiliation(s)
- M V Aguilar-Pontes
- Westerdijk Fungal Biodiversity Institute, Uppsalalaan 8, 3584 CT, Utrecht, The Netherlands.,Fungal Molecular Physiology, Utrecht University, Uppsalalaan 8, 3584 CT, Utrecht, The Netherlands
| | - J Brandl
- Department of Biotechnology and Biomedicine, Technical University of Denmark, Søltofts Plads 223, DK-2800, Kongens Lyngby, Denmark
| | - E McDonnell
- Centre for Structural and Functional Genomics, Concordia University, 7141 Sherbrooke Street West, Montreal, QC, H4B 1R6, Canada
| | - K Strasser
- Centre for Structural and Functional Genomics, Concordia University, 7141 Sherbrooke Street West, Montreal, QC, H4B 1R6, Canada
| | - T T M Nguyen
- Centre for Structural and Functional Genomics, Concordia University, 7141 Sherbrooke Street West, Montreal, QC, H4B 1R6, Canada
| | - R Riley
- US Department of Energy Joint Genome Institute, 2800 Mitchell Drive, Walnut Creek, CA, 94598, USA
| | - S Mondo
- US Department of Energy Joint Genome Institute, 2800 Mitchell Drive, Walnut Creek, CA, 94598, USA
| | - A Salamov
- US Department of Energy Joint Genome Institute, 2800 Mitchell Drive, Walnut Creek, CA, 94598, USA
| | - J L Nybo
- Department of Biotechnology and Biomedicine, Technical University of Denmark, Søltofts Plads 223, DK-2800, Kongens Lyngby, Denmark
| | - T C Vesth
- Department of Biotechnology and Biomedicine, Technical University of Denmark, Søltofts Plads 223, DK-2800, Kongens Lyngby, Denmark
| | - I V Grigoriev
- US Department of Energy Joint Genome Institute, 2800 Mitchell Drive, Walnut Creek, CA, 94598, USA
| | - M R Andersen
- Department of Biotechnology and Biomedicine, Technical University of Denmark, Søltofts Plads 223, DK-2800, Kongens Lyngby, Denmark
| | - A Tsang
- Centre for Structural and Functional Genomics, Concordia University, 7141 Sherbrooke Street West, Montreal, QC, H4B 1R6, Canada
| | - R P de Vries
- Westerdijk Fungal Biodiversity Institute, Uppsalalaan 8, 3584 CT, Utrecht, The Netherlands.,Fungal Molecular Physiology, Utrecht University, Uppsalalaan 8, 3584 CT, Utrecht, The Netherlands
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5
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Chotpatiwetchkul W, Jongkon N, Hannongbua S, Gleeson MP. QM/MM investigation of the reaction rates of substrates of 2,3-dimethylmalate lyase: A catabolic protein isolated from Aspergillus niger. J Mol Graph Model 2016; 68:29-38. [PMID: 27343740 DOI: 10.1016/j.jmgm.2016.05.010] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2016] [Revised: 04/12/2016] [Accepted: 05/25/2016] [Indexed: 11/29/2022]
Abstract
Aspergillus niger is an industrially important microorganism used in the production of citric acid. It is a common cause of food spoilage and represents a health issue for patients with compromised immune systems. Recent studies on Aspergillus niger have revealed details on the isocitrate lyase (ICL) superfamily and its role in catabolism, including (2R, 3S)-dimethylmalate lyase (DMML). Members of this and related lyase super families are of considerable interest as potential treatments for bacterial and fungal infections, including Tuberculosis. In our efforts to better understand this class of protein, we investigate the catalytic mechanism of DMML, studying five different substrates and two different active site metals configurations using molecular dynamics (MD) and hybrid quantum mechanics/molecular mechanics (QM/MM) calculations. We show that the predicted barriers to reaction for the substrates show good agreement with the experimental kcat values. This results help to confirm the validity of the proposed mechanism and open up the possibility of developing novel mechanism based inhibitors specifically for this target.
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Affiliation(s)
- Warot Chotpatiwetchkul
- Department of Chemistry, Faculty of Science, Kasetsart University, 50 Ngam Wong Wan Rd., Chatuchak, Bangkok 10900, Thailand
| | - Nathjanan Jongkon
- Department of Social and Applied Science, College of Industrial Technology, King Mongkut's University of Technology North Bangkok, Bangkok 10800, Thailand
| | - Supa Hannongbua
- Department of Chemistry, Faculty of Science, Kasetsart University, 50 Ngam Wong Wan Rd., Chatuchak, Bangkok 10900, Thailand
| | - M Paul Gleeson
- Department of Chemistry, Faculty of Science, Kasetsart University, 50 Ngam Wong Wan Rd., Chatuchak, Bangkok 10900, Thailand.
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6
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Jongkon N, Chotpatiwetchkul W, Gleeson MP. Probing the Catalytic Mechanism Involved in the Isocitrate Lyase Superfamily: Hybrid Quantum Mechanical/Molecular Mechanical Calculations on 2,3-Dimethylmalate Lyase. J Phys Chem B 2015. [PMID: 26224328 DOI: 10.1021/acs.jpcb.5b04732] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
The isocitrate lyase (ICL) superfamily catalyzes the cleavage of the C(2)-C(3) bond of various α-hydroxy acid substrates. Members of the family are found in bacteria, fungi, and plants and include ICL itself, oxaloacetate hydrolase (OAH), 2-methylisocitrate lyase (MICL), and (2R,3S)-dimethylmalate lyase (DMML) among others. ICL and related targets have been the focus of recent studies to treat bacterial and fungal infections, including tuberculosis. The catalytic process by which this family achieves C(2)-C(3) bond breaking is still not clear. Extensive structural studies have been performed on this family, leading to a number of plausible proposals for the catalytic mechanism. In this paper, we have applied quantum mechanical/molecular mechanical (QM/MM) methods to the most recently reported family member, DMML, to assess whether any of the mechanistic proposals offers a clear energetic advantage over the others. Our results suggest that Arg161 is the general base in the reaction and Cys124 is the general acid, giving rise to a rate-determining barrier of approximately 10 kcal/mol.
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Affiliation(s)
- Nathjanan Jongkon
- Department of Social and Applied Science, College of Industrial Technology, King Mongkut's University of Technology, North Bangkok , Bangkok 10800, Thailand
| | - Warot Chotpatiwetchkul
- Department of Chemistry, Faculty of Science, Kasetsart University , Chatuchak, Bangkok 10903, Thailand
| | - M Paul Gleeson
- Department of Chemistry, Faculty of Science, Kasetsart University , Chatuchak, Bangkok 10903, Thailand
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7
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Identification of 3-sulfinopropionyl coenzyme A (CoA) desulfinases within the Acyl-CoA dehydrogenase superfamily. J Bacteriol 2013; 196:882-93. [PMID: 24317404 DOI: 10.1128/jb.01265-13] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023] Open
Abstract
In a previous study, the essential role of 3-sulfinopropionyl coenzyme A (3SP-CoA) desulfinase acyl-CoA dehydrogenase (Acd) in Advenella mimigardefordensis strain DPN7(T) (AcdDPN7) during degradation of 3,3'-dithiodipropionic acid (DTDP) was elucidated. DTDP is a sulfur-containing precursor substrate for biosynthesis of polythioesters (PTEs). AcdDPN7 showed high amino acid sequence similarity to acyl-CoA dehydrogenases but was unable to catalyze a dehydrogenation reaction. Hence, it was investigated in the present study whether 3SP-CoA desulfinase activity is an uncommon or a widespread property within the acyl-CoA dehydrogenase superfamily. Therefore, proteins of the acyl-CoA dehydrogenase superfamily from Advenella kashmirensis WT001, Bacillus cereus DSM31, Cupriavidus necator N-1, Escherichia coli BL21, Pseudomonas putida KT2440, Burkholderia xenovorans LB400, Ralstonia eutropha H16, Variovorax paradoxus B4, Variovorax paradoxus S110, and Variovorax paradoxus TBEA6 were expressed in E. coli strains. All purified acyl-CoA dehydrogenases appeared as homotetramers, as revealed by size exclusion chromatography. AcdS110, AcdB4, AcdH16, and AcdKT2440 were able to dehydrogenate isobutyryl-CoA. AcdKT2440 additionally dehydrogenated butyryl-CoA and valeryl-CoA, whereas AcdDSM31 dehydrogenated only butyryl-CoA and valeryl-CoA. No dehydrogenation reactions were observed with propionyl-CoA, isovaleryl-CoA, succinyl-CoA, and glutaryl-CoA for any of the investigated acyl-CoA dehydrogenases. Only AcdTBEA6, AcdN-1, and AcdLB400 desulfinated 3SP-CoA and were thus identified as 3SP-CoA desulfinases within the acyl-CoA dehydrogenase family, although none of these three Acds dehydrogenated any of the tested acyl-CoA thioesters. No appropriate substrates were identified for AcdBL21 and AcdWT001. Spectrophotometric assays provided apparent Km and Vmax values for active substrates and indicated the applicability of phylogenetic analyses to predict the substrate range of uncharacterized acyl-CoA dehydrogenases. Furthermore, C. necator N-1 was found to utilize 3SP as the sole source of carbon and energy.
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8
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Campos-Garcia J, Diaz-Perez C, Diaz-Perez AL. Residues Asn214, Gln211, Glu219 and Gln221 contained in the subfamily 3 catalytic signature of the isocitrate lyase from Pseudomonas aeruginosa are involved in its catalytic and thermal properties. World J Microbiol Biotechnol 2013; 29:991-9. [PMID: 23338961 DOI: 10.1007/s11274-013-1258-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2012] [Accepted: 01/08/2013] [Indexed: 11/26/2022]
Abstract
Isocitrate lyase, encoded by the aceA gene, plays an important role in the ability of Pseudomonas aeruginosa to grow on fatty acids, acetate, acyclic terpenes, and amino acids. Phylogenetic analysis indicated that the ICL superfamily is divided in two families: the ICL family, which includes five subfamilies, and the 2-methylisocitrate lyase (MICL) family. ICL from P. aeruginosa (ICL-Pa) was identified in a different ICL node (subfamily 3) than other Pseudomonas ICL enzymes (grouped in subfamily 1). Analysis also showed that psychrophilic bacteria are mainly grouped in ICL subfamily 3, whose ICL proteins contain the highly conserved catalytic pattern QIENQVSDEKQCGHQD. We performed site-directed mutagenesis, enzymatic activity, and structure modeling of conserved residues in mutated ICLs by using ICL-Pa as a model. Our results indicated that the N214 residue is essential for catalytic function, while mutating the Q211, E219, and Q221 residues impairs its catalytic and thermostability properties. Our findings suggest that conserved residues in the subfamily 3 signature of ICL-Pa play important roles in catalysis and thermostability and are likely associated with the catalytic loop structural conformation.
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Affiliation(s)
- Jesus Campos-Garcia
- Laboratorio de Biotecnologia, Instituto de Investigaciones Quimico-Biologicas, Universidad Michoacana de San Nicolas de Hidalgo, 58030 Morelia, Michoacan, Mexico.
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9
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Kuipers R, van den Bergh T, Joosten HJ, Lekanne dit Deprez RH, Mannens MM, Schaap PJ. Novel tools for extraction and validation of disease-related mutations applied to Fabry disease. Hum Mutat 2010; 31:1026-32. [PMID: 20629180 DOI: 10.1002/humu.21317] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Genetic disorders are often caused by nonsynonymous nucleotide changes in one or more genes associated with the disease. Specific amino acid changes, however, can lead to large variability of phenotypic expression. For many genetic disorders this results in an increasing amount of publications describing phenotype-associated mutations in disorder-related genes. Keeping up with this stream of publications is essential for molecular diagnostics and translational research purposes but often impossible due to time constraints: there are simply too many articles to read. To help solve this problem, we have created Mutator, an automated method to extract mutations from full-text articles. Extracted mutations are crossreferenced to sequence data and a scoring method is applied to distinguish false-positives. To analyze stored and new mutation data for their (potential) effect we have developed Validator, a Web-based tool specifically designed for DNA diagnostics. Fabry disease, a monogenetic gene disorder of the GLA gene, was used as a test case. A structure-based sequence alignment of the alpha-amylase superfamily was used to validate results. We have compared our data with existing Fabry mutation data sets obtained from the HGMD and Swiss-Prot databases. Compared to these data sets, Mutator extracted 30% additional mutations from the literature.
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Affiliation(s)
- Remko Kuipers
- Nijmegen Centre for Molecular Life Sciences, Radboud University Nijmegen Medical Centre, Nijmegen, The Netherlands
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10
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Chen C, Sun Q, Narayanan B, Nuss DL, Herzberg O. Structure of oxalacetate acetylhydrolase, a virulence factor of the chestnut blight fungus. J Biol Chem 2010; 285:26685-96. [PMID: 20558740 PMCID: PMC2924111 DOI: 10.1074/jbc.m110.117804] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2010] [Revised: 06/04/2010] [Indexed: 11/06/2022] Open
Abstract
Oxalacetate acetylhydrolase (OAH), a member of the phosphoenolpyruvate mutase/isocitrate lyase superfamily, catalyzes the hydrolysis of oxalacetate to oxalic acid and acetate. This study shows that knock-out of the oah gene in Cryphonectria parasitica, the chestnut blight fungus, reduces the ability of the fungus to form cankers on chestnut trees, suggesting that OAH plays a key role in virulence. OAH was produced in Escherichia coli and purified, and its catalytic rates were determined. Oxalacetate is the main OAH substrate, but the enzyme also acts as a lyase of (2R,3S)-dimethyl malate with approximately 1000-fold lower efficacy. The crystal structure of OAH was determined alone, in complex with a mechanism-based inhibitor, 3,3-difluorooxalacetate (DFOA), and in complex with the reaction product, oxalate, to a resolution limit of 1.30, 1.55, and 1.65 A, respectively. OAH assembles into a dimer of dimers with each subunit exhibiting an (alpha/beta)(8) barrel fold and each pair swapping the 8th alpha-helix. An active site "gating loop" exhibits conformational disorder in the ligand-free structure. To obtain the structures of the OAH.ligand complexes, the ligand-free OAH crystals were soaked briefly with DFOA or oxalacetate. DFOA binding leads to ordering of the gating loop in a conformation that sequesters the ligand from the solvent. DFOA binds in a gem-diol form analogous to the oxalacetate intermediate/transition state. Oxalate binds in a planar conformation, but the gating loop is largely disordered. Comparison between the OAH structure and that of the closely related enzyme, 2,3-dimethylmalate lyase, suggests potential determinants of substrate preference.
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Affiliation(s)
- Chen Chen
- From the W. M. Keck Laboratory for Structural Biology, Center for Advanced Research in Biotechnology, and
| | - Qihong Sun
- the Center for Biosystems Research, University of Maryland Biotechnology Institute, Rockville, Maryland 20850
| | - Buvaneswari Narayanan
- From the W. M. Keck Laboratory for Structural Biology, Center for Advanced Research in Biotechnology, and
| | - Donald L. Nuss
- the Center for Biosystems Research, University of Maryland Biotechnology Institute, Rockville, Maryland 20850
| | - Osnat Herzberg
- From the W. M. Keck Laboratory for Structural Biology, Center for Advanced Research in Biotechnology, and
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Enantiomerically Pure and Highly Substituted Alicyclic α,α-Difluoro Ketones: Potential Inhibitors for Malarial Aspartic Proteases, the Plasmepsins. European J Org Chem 2010. [DOI: 10.1002/ejoc.201000712] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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12
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Kuipers RK, Joosten HJ, van Berkel WJH, Leferink NGH, Rooijen E, Ittmann E, van Zimmeren F, Jochens H, Bornscheuer U, Vriend G, Martins dos Santos VAP, Schaap PJ. 3DM: Systematic analysis of heterogeneous superfamily data to discover protein functionalities. Proteins 2010; 78:2101-13. [DOI: 10.1002/prot.22725] [Citation(s) in RCA: 55] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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13
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Kuipers RKP, Joosten HJ, Verwiel E, Paans S, Akerboom J, van der Oost J, Leferink NGH, van Berkel WJH, Vriend G, Schaap PJ. Correlated mutation analyses on super-family alignments reveal functionally important residues. Proteins 2009; 76:608-16. [DOI: 10.1002/prot.22374] [Citation(s) in RCA: 73] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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