1
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Diamanti E, Souza PCT, Setyawati I, Bousis S, Monjas L, Swier LJYM, Shams A, Tsarenko A, Stanek WK, Jäger M, Marrink SJ, Slotboom DJ, Hirsch AKH. Identification of inhibitors targeting the energy-coupling factor (ECF) transporters. Commun Biol 2023; 6:1182. [PMID: 37985798 PMCID: PMC10662466 DOI: 10.1038/s42003-023-05555-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2022] [Accepted: 11/08/2023] [Indexed: 11/22/2023] Open
Abstract
The energy-coupling factor (ECF) transporters are a family of transmembrane proteins involved in the uptake of vitamins in a wide range of bacteria. Inhibition of the activity of these proteins could reduce the viability of pathogens that depend on vitamin uptake. The central role of vitamin transport in the metabolism of bacteria and absence from humans make the ECF transporters an attractive target for inhibition with selective chemical probes. Here, we report on the identification of a promising class of inhibitors of the ECF transporters. We used coarse-grained molecular dynamics simulations on Lactobacillus delbrueckii ECF-FolT2 and ECF-PanT to profile the binding mode and mechanism of inhibition of this novel chemotype. The results corroborate the postulated mechanism of transport and pave the way for further drug-discovery efforts.
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Affiliation(s)
- Eleonora Diamanti
- Helmholtz Institute for Pharmaceutical Research (HIPS) - Helmholtz Centre for Infection Research (HZI), Campus Building E 8.1, D-66123, Saarbrücken, Germany
| | - Paulo C T Souza
- Molecular Microbiology and Structural Biochemistry, UMR 5086 CNRS and University of Lyon, Lyon, France
- Laboratoire de Biologie et Modélisation de la Cellule (UMR 5239, Inserm, U1293) and Centre Blaise Pascal, École Normale Supérieure de Lyon, Université Claude Bernard Lyon 1 and CNRS, 46 Allée d'Italie, 69007, Lyon, France
| | - Inda Setyawati
- Biomolecular Sciences and Biotechnology Institute University of Groningen Nijenborgh 4, 9747AG, Groningen, The Netherlands
- Department of Biochemistry, Bogor Agricultural University, Dramaga, 16680, Bogor, Indonesia
| | - Spyridon Bousis
- Helmholtz Institute for Pharmaceutical Research (HIPS) - Helmholtz Centre for Infection Research (HZI), Campus Building E 8.1, D-66123, Saarbrücken, Germany
- Department of Pharmacy, Saarland University, Campus Building E8.1, 66123, Saarbrücken, Germany
- Stratingh Institute for Chemistry, University of Groningen, Nijenborgh 7, NL-9747, AG Groningen, the Netherlands
| | - Leticia Monjas
- Department of Pharmacy, Saarland University, Campus Building E8.1, 66123, Saarbrücken, Germany
| | - Lotteke J Y M Swier
- Biomolecular Sciences and Biotechnology Institute University of Groningen Nijenborgh 4, 9747AG, Groningen, The Netherlands
| | - Atanaz Shams
- Helmholtz Institute for Pharmaceutical Research (HIPS) - Helmholtz Centre for Infection Research (HZI), Campus Building E 8.1, D-66123, Saarbrücken, Germany
| | - Aleksei Tsarenko
- Biomolecular Sciences and Biotechnology Institute University of Groningen Nijenborgh 4, 9747AG, Groningen, The Netherlands
| | - Weronika K Stanek
- Biomolecular Sciences and Biotechnology Institute University of Groningen Nijenborgh 4, 9747AG, Groningen, The Netherlands
| | - Manuel Jäger
- Stratingh Institute for Chemistry, University of Groningen, Nijenborgh 7, NL-9747, AG Groningen, the Netherlands
| | - Siewert J Marrink
- Biomolecular Sciences and Biotechnology Institute University of Groningen Nijenborgh 4, 9747AG, Groningen, The Netherlands
| | - Dirk J Slotboom
- Biomolecular Sciences and Biotechnology Institute University of Groningen Nijenborgh 4, 9747AG, Groningen, The Netherlands
| | - Anna K H Hirsch
- Helmholtz Institute for Pharmaceutical Research (HIPS) - Helmholtz Centre for Infection Research (HZI), Campus Building E 8.1, D-66123, Saarbrücken, Germany.
- Department of Pharmacy, Saarland University, Campus Building E8.1, 66123, Saarbrücken, Germany.
- Stratingh Institute for Chemistry, University of Groningen, Nijenborgh 7, NL-9747, AG Groningen, the Netherlands.
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2
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Chan AHY, Ho TCS, Irfan R, Hamid RAA, Rudge ES, Iqbal A, Turner A, Hirsch AKH, Leeper FJ. Design of thiamine analogues for inhibition of thiamine diphosphate (ThDP)-dependent enzymes: Systematic investigation through Scaffold-Hopping and C2-Functionalisation. Bioorg Chem 2023; 138:106602. [PMID: 37201323 DOI: 10.1016/j.bioorg.2023.106602] [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: 03/17/2023] [Revised: 05/03/2023] [Accepted: 05/05/2023] [Indexed: 05/20/2023]
Abstract
Thiamine diphosphate (ThDP), the bioactive form of vitamin B1, is an essential coenzyme needed for processes of cellular metabolism in all organisms. ThDP-dependent enzymes all require ThDP as a coenzyme for catalytic activity, although individual enzymes vary significantly in substrate preferences and biochemical reactions. A popular way to study the role of these enzymes through chemical inhibition is to use thiamine/ThDP analogues, which typically feature a neutral aromatic ring in place of the positively charged thiazolium ring of ThDP. While ThDP analogues have aided work in understanding the structural and mechanistic aspects of the enzyme family, at least two key questions regarding the ligand design strategy remain unresolved: 1) which is the best aromatic ring? and 2) how can we achieve selectivity towards a given ThDP-dependent enzyme? In this work, we synthesise derivatives of these analogues covering all central aromatic rings used in the past decade and make a head-to-head comparison of all the compounds as inhibitors of several ThDP-dependent enzymes. Thus, we establish the relationship between the nature of the central ring and the inhibitory profile of these ThDP-competitive enzyme inhibitors. We also demonstrate that introducing a C2-substituent onto the central ring to explore the unique substrate-binding pocket can further improve both potency and selectivity.
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Affiliation(s)
- Alex H Y Chan
- Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, UK
| | - Terence C S Ho
- Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, UK
| | - Rimsha Irfan
- Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, UK
| | - Rawia A A Hamid
- Helmholtz Institute for Pharmaceutical Research Saarland (HIPS) - Helmholtz Centre for Infection Research (HZI), Campus Building E8.1, 66123 Saarbrücken, Germany; Department of Pharmacy, Saarland University, Campus Building E8.1, 66123 Saarbrücken, Germany
| | - Emma S Rudge
- Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, UK
| | - Amjid Iqbal
- Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, UK; Department of Biochemistry, Science Unit, Deanship of Educational Services, Qassim University, Saudi Arabia
| | - Alex Turner
- Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, UK
| | - Anna K H Hirsch
- Helmholtz Institute for Pharmaceutical Research Saarland (HIPS) - Helmholtz Centre for Infection Research (HZI), Campus Building E8.1, 66123 Saarbrücken, Germany; Department of Pharmacy, Saarland University, Campus Building E8.1, 66123 Saarbrücken, Germany
| | - Finian J Leeper
- Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, UK.
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3
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Chan AHY, Ho TCS, Parle DR, Leeper FJ. Furan-based inhibitors of pyruvate dehydrogenase: SAR study, biochemical evaluation and computational analysis. Org Biomol Chem 2023; 21:1755-1763. [PMID: 36723268 DOI: 10.1039/d2ob02272a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
Suppression of pyruvate dehydrogenase complex (PDHc) is a mechanism for cancer cells to manifest the Warburg effect. However, recent evidence suggests that whether PDHc activity is suppressed or activated depends on the type of cancer. The PDHc E1 subunit (PDH E1) is a thiamine pyrophosphate (TPP)-dependent enzyme, catalysing the first and rate-limiting step of PDHc; thus, there is a need for selective PDH E1 inhibitors. There is, however, inadequate understanding of the structure-activity relationship (SAR) and a lack of inhibitors specific for mammalian PDH E1. Our group have reported TPP analogues as TPP-competitive inhibitors to study the family of TPP-dependent enzymes. Most of these TPP analogues cannot be used to study PDHc in cells because (a) they inhibit all members of the family and (b) they are membrane-impermeable. Here we report derivatives of thiamine/TPP analogues that identify elements distinctive to PDH E1 for selectivity. Based on our SAR findings, we developed a series of furan-based thiamine analogues as potent, selective and membrane-permeable inhibitors of mammalian PDH E1. We envision that our SAR findings and inhibitors will aid work on using chemical inhibition to understand the oncogenic role of PDHc.
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Affiliation(s)
- Alex H Y Chan
- Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, UK.
| | - Terence C S Ho
- Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, UK.
| | - Daniel R Parle
- Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, UK. .,Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Robinson Way, Cambridge CB2 0RE, UK
| | - Finian J Leeper
- Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, UK.
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4
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Chan AHY, Ho TCS, Agyei-Owusu K, Leeper FJ. Synthesis of pyrrothiamine, a novel thiamine analogue, and evaluation of derivatives as potent and selective inhibitors of pyruvate dehydrogenase. Org Biomol Chem 2022; 20:8855-8858. [DOI: 10.1039/d2ob01819e] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Pyrrothiamine, a new thiamine analogue with the S replaced by CH, has been synthesised and is a moderate inhibitor of a range of thiamine pyrophosphate-dependent enzymes. Its ester 19 is a potent and selective inhibitor of pyruvate dehydrogenase.
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Affiliation(s)
- Alex H. Y. Chan
- Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, UK
| | - Terence C. S. Ho
- Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, UK
| | - Kwasi Agyei-Owusu
- Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, UK
| | - Finian J. Leeper
- Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, UK
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5
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Heravi FS, Zakrzewski M, Vickery K, Malone M, Hu H. Metatranscriptomic Analysis Reveals Active Bacterial Communities in Diabetic Foot Infections. Front Microbiol 2020; 11:1688. [PMID: 32793159 PMCID: PMC7387423 DOI: 10.3389/fmicb.2020.01688] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2020] [Accepted: 06/29/2020] [Indexed: 01/13/2023] Open
Abstract
Despite the extended view of the composition of diabetic foot infections (DFIs), little is known about which transcriptionally active bacterial communities are pertinent to infection, and if any differences are associated with increased infection severity. We applied a RNA sequencing approach to analyze the composition, function, and pathogenicity of the active bacterial communities in DFIs. Taxonomic profiling of bacterial transcripts revealed the presence of 14 bacterial phyla in DFIs. The abundance of the Spiroplasma, Vibrio, and Mycoplasma were significantly different in different infection severities (P < 0.05). Mild and severe stages of infections were dominated by Staphylococcus aureus and Porphyromonas asaccharolytica, respectively. A total of 132 metabolic pathways were identified of which ribosome and thiamin being among the most highly transcribed pathways. Moreover, a total of 131 antibiotic resistance genes, primarily involved in the multidrug efflux pumps/exporters, were identified. Furthermore, iron acquisition systems (synthesize and regulation of siderophores) and pathways involved in the synthesis and regulation of cell-surface components associated with adhesion, colonization, and movement of bacterial cells were the most common virulence factors. These virulence factors may help bacteria compete for scares resources and survive the host wound proteases. Characterization of transcriptionally active bacterial communities can help to provide an understanding of the role of key pathogens in the development of DFIs. Such information can be clinically useful allowing replacement of DFIs empirical therapy with targeted treatment.
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Affiliation(s)
- Fatemah Sadeghpour Heravi
- Surgical Infection Research Group, Faculty of Medicine and Health Sciences, Macquarie University, Sydney, NSW, Australia
| | | | - Karen Vickery
- Surgical Infection Research Group, Faculty of Medicine and Health Sciences, Macquarie University, Sydney, NSW, Australia
| | - Matthew Malone
- Infectious Diseases and Microbiology, School of Medicine, Western Sydney University, Sydney, NSW, Australia.,Liverpool Hospital, South Western Sydney LHD, Sydney, NSW, Australia.,Liverpool Diabetes Collaborative Research Unit, Ingham Institute for Applied Medical Research, Sydney, NSW, Australia
| | - Honghua Hu
- Surgical Infection Research Group, Faculty of Medicine and Health Sciences, Macquarie University, Sydney, NSW, Australia
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6
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Bousis S, Setyawati I, Diamanti E, Slotboom DJ, Hirsch AKH. Energy-Coupling Factor Transporters as Novel Antimicrobial Targets. ADVANCED THERAPEUTICS 2019. [DOI: 10.1002/adtp.201800066] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Affiliation(s)
- Spyridon Bousis
- Helmholtz Institute for Pharmaceutical Research Saarland (HIPS) - Helmholtz Centre for Infection Research (HZI); Department of Drug Design and Optimization; Campus Building E8.1 66123 Saarbrücken Germany
- Stratingh Institute for Chemistry; University of Groningen; Nijenborgh 7 9747AG Groningen The Netherlands
- Department of Pharmacy; Saarland University; Saarbrücken, Campus Building E8.1 66123 Saarbrücken Germany
| | - Inda Setyawati
- Groningen Biomolecular Sciences and Biotechnology Institute; University of Groningen; Nijenborgh 4 9747AG Groningen The Netherlands
- Department of Biochemistry; Bogor Agricultural University; Dramaga 16680 Bogor Indonesia
| | - Eleonora Diamanti
- Helmholtz Institute for Pharmaceutical Research Saarland (HIPS) - Helmholtz Centre for Infection Research (HZI); Department of Drug Design and Optimization; Campus Building E8.1 66123 Saarbrücken Germany
- Stratingh Institute for Chemistry; University of Groningen; Nijenborgh 7 9747AG Groningen The Netherlands
| | - Dirk J. Slotboom
- Groningen Biomolecular Sciences and Biotechnology Institute; University of Groningen; Nijenborgh 4 9747AG Groningen The Netherlands
- Department of Biochemistry; Bogor Agricultural University; Dramaga 16680 Bogor Indonesia
| | - Anna K. H. Hirsch
- Helmholtz Institute for Pharmaceutical Research Saarland (HIPS) - Helmholtz Centre for Infection Research (HZI); Department of Drug Design and Optimization; Campus Building E8.1 66123 Saarbrücken Germany
- Stratingh Institute for Chemistry; University of Groningen; Nijenborgh 7 9747AG Groningen The Netherlands
- Department of Pharmacy; Saarland University; Saarbrücken, Campus Building E8.1 66123 Saarbrücken Germany
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7
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Jaehme M, Singh R, Garaeva AA, Duurkens RH, Slotboom DJ. PnuT uses a facilitated diffusion mechanism for thiamine uptake. J Gen Physiol 2017; 150:41-50. [PMID: 29203477 PMCID: PMC5749112 DOI: 10.1085/jgp.201711850] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2017] [Accepted: 10/26/2017] [Indexed: 12/17/2022] Open
Abstract
Membrane transporters of the bacterial pyridine nucleotide uptake (Pnu) family mediate the uptake of various B-type vitamins. For example, the PnuT transporters have specificity for vitamin B1 (thiamine). It has been hypothesized that Pnu transporters are facilitators that allow passive transport of the vitamin substrate across the membrane. Metabolic trapping by phosphorylation would then lead to accumulation of the transported substrates in the cytoplasm. However, experimental evidence for such a transport mechanism is lacking. Here, to determine the mechanism of thiamine transport, we purify PnuTSw from Shewanella woodyi and reconstitute it in liposomes to determine substrate binding and transport properties. We show that the electrochemical gradient of thiamine solely determines the direction of transport, consistent with a facilitated diffusion mechanism. Further, PnuTSw can bind and transport thiamine as well as the thiamine analogues pyrithiamine and oxythiamine, but does not recognize the phosphorylated derivatives thiamine monophosphate and thiamine pyrophosphate as substrates, consistent with a metabolic trapping mechanism. Guided by the crystal structure of the homologous nicotinamide riboside transporter PnuC, we perform mutagenesis experiments, which reveal residues involved in substrate binding and gating. The facilitated diffusion mechanism of transport used by PnuTSw contrasts sharply with the active transport mechanisms used by other bacterial thiamine transporters.
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Affiliation(s)
- Michael Jaehme
- Groningen Biomolecular Science and Biotechnology Institute, University of Groningen, Groningen, Netherlands
| | - Rajkumar Singh
- Groningen Biomolecular Science and Biotechnology Institute, University of Groningen, Groningen, Netherlands
| | - Alisa A Garaeva
- Groningen Biomolecular Science and Biotechnology Institute, University of Groningen, Groningen, Netherlands
| | - Ria H Duurkens
- Groningen Biomolecular Science and Biotechnology Institute, University of Groningen, Groningen, Netherlands
| | - Dirk-Jan Slotboom
- Groningen Biomolecular Science and Biotechnology Institute, University of Groningen, Groningen, Netherlands
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8
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Monjas L, Swier LJYM, Setyawati I, Slotboom DJ, Hirsch AKH. Dynamic Combinatorial Chemistry to Identify Binders of ThiT, an S-Component of the Energy-Coupling Factor Transporter for Thiamine. ChemMedChem 2017; 12:1693-1696. [PMID: 28960943 PMCID: PMC5698757 DOI: 10.1002/cmdc.201700440] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2017] [Revised: 09/13/2017] [Indexed: 02/05/2023]
Abstract
We applied dynamic combinatorial chemistry (DCC) to identify ligands of ThiT, the S-component of the energy-coupling factor (ECF) transporter for thiamine in Lactococcus lactis. We used a pre-equilibrated dynamic combinatorial library (DCL) and saturation-transfer difference (STD) NMR spectroscopy to identify ligands of ThiT. This is the first report in which DCC is used for fragment growing to an ill-defined pocket, and one of the first reports for its application with an integral membrane protein as target.
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Affiliation(s)
- Leticia Monjas
- Stratingh Institute for ChemistryUniversity of GroningenNijenborgh 79747AGGroningenThe Netherlands
| | - Lotteke J. Y. M. Swier
- Groningen Biomolecular Sciences and Biotechnology InstituteUniversity of GroningenNijenborgh 49747AGGroningenThe Netherlands
| | - Inda Setyawati
- Groningen Biomolecular Sciences and Biotechnology InstituteUniversity of GroningenNijenborgh 49747AGGroningenThe Netherlands
- Biochemistry DepartmentBogor Agricultural UniversityBogorIndonesia
| | - Dirk J. Slotboom
- Groningen Biomolecular Sciences and Biotechnology InstituteUniversity of GroningenNijenborgh 49747AGGroningenThe Netherlands
| | - Anna K. H. Hirsch
- Stratingh Institute for ChemistryUniversity of GroningenNijenborgh 79747AGGroningenThe Netherlands
- Current address: Helmholtz Institute for Pharmaceutical Research Saarland (HIPS) – Helmholtz Centre for Infection Research (HZI)Department of Drug Design and Optimization66123SaarbrückenGermany
- Department of Pharmacy, Medicinal ChemistrySaarland UniversityCampus Building E8.166123SaarbrückenGermany
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9
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Swier LJYM, Monjas L, Reeßing F, Oudshoorn RC, Aisyah, Primke T, Bakker MM, van Olst E, Ritschel T, Faustino I, Marrink SJ, Hirsch AKH, Slotboom DJ. Insight into the complete substrate-binding pocket of ThiT by chemical and genetic mutations. MEDCHEMCOMM 2017; 8:1121-1130. [PMID: 30108823 DOI: 10.1039/c7md00079k] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/17/2017] [Accepted: 03/24/2017] [Indexed: 01/12/2023]
Abstract
Energy-coupling factor (ECF) transporters are involved in the uptake of micronutrients in bacteria. The transporters capture the substrate by high-affinity binding proteins, the so-called S-components. Here, we present the analysis of two regions of the substrate-binding pocket of the thiamine-specific S-component in Lactococcus lactis, ThiT. First, interaction of the thiazolium ring of thiamine with residues Trp34, His125 and Glu84 by π-π-stacking and cation-π is studied, and second, the part of the binding pocket that extends from the hydroxyl group. We mutated either the transported ligand (chemically) or the protein (genetically). Surprisingly, modifications in the thiazolium ring by introducing substituents with opposite electronic effects had similar effects on the binding affinity. We hypothesize that the electronic effects are superseeded by steric effects of the added substituents, which renders the study of isolated interactions difficult. Amino acid substitutions in ThiT indicate that the electrostatic interaction facilitated by residue Glu84 of ThiT and thiamine is necessary for picomolar affinity. Deazathiamine derivatives that explore the subpocket of the binding site extending from the hydroxyl group of thiamine bind with high affinity to ThiT and may be developed into selective inhibitors of thiamine transport by ECF transporters. Molecular-dynamics simulations suggest that two of these derivatives may not only bind to ThiT, but could also be transported.
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Affiliation(s)
- L J Y M Swier
- Groningen Biomolecular Sciences and Biotechnology Institute , University of Groningen , Nijenborgh 4 , 9747 AG Groningen , The Netherlands . ; Tel: +31 50 363 4187
| | - L Monjas
- Stratingh Institute for Chemistry , University of Groningen , Nijenborgh 7 , 9747 AG Groningen , The Netherlands . ; Tel: +31 50 363 4275
| | - F Reeßing
- Stratingh Institute for Chemistry , University of Groningen , Nijenborgh 7 , 9747 AG Groningen , The Netherlands . ; Tel: +31 50 363 4275
| | - R C Oudshoorn
- Groningen Biomolecular Sciences and Biotechnology Institute , University of Groningen , Nijenborgh 4 , 9747 AG Groningen , The Netherlands . ; Tel: +31 50 363 4187
| | - Aisyah
- Groningen Biomolecular Sciences and Biotechnology Institute , University of Groningen , Nijenborgh 4 , 9747 AG Groningen , The Netherlands . ; Tel: +31 50 363 4187
| | - T Primke
- Groningen Biomolecular Sciences and Biotechnology Institute , University of Groningen , Nijenborgh 4 , 9747 AG Groningen , The Netherlands . ; Tel: +31 50 363 4187
| | - M M Bakker
- Stratingh Institute for Chemistry , University of Groningen , Nijenborgh 7 , 9747 AG Groningen , The Netherlands . ; Tel: +31 50 363 4275
| | - E van Olst
- Groningen Biomolecular Sciences and Biotechnology Institute , University of Groningen , Nijenborgh 4 , 9747 AG Groningen , The Netherlands . ; Tel: +31 50 363 4187
| | - T Ritschel
- Centre for Molecular and Biomolecular Informatics (CMBI) , Radboudumc , 6525 GA Nijmegen , The Netherlands
| | - I Faustino
- Groningen Biomolecular Sciences and Biotechnology Institute , University of Groningen , Nijenborgh 4 , 9747 AG Groningen , The Netherlands . ; Tel: +31 50 363 4187
| | - S J Marrink
- Groningen Biomolecular Sciences and Biotechnology Institute , University of Groningen , Nijenborgh 4 , 9747 AG Groningen , The Netherlands . ; Tel: +31 50 363 4187
| | - A K H Hirsch
- Stratingh Institute for Chemistry , University of Groningen , Nijenborgh 7 , 9747 AG Groningen , The Netherlands . ; Tel: +31 50 363 4275
| | - D J Slotboom
- Groningen Biomolecular Sciences and Biotechnology Institute , University of Groningen , Nijenborgh 4 , 9747 AG Groningen , The Netherlands . ; Tel: +31 50 363 4187
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