1
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Jácome R. Structural and Evolutionary Analysis of Proteins Endowed with a Nucleotidyltransferase, or Non-canonical Palm, Catalytic Domain. J Mol Evol 2024:10.1007/s00239-024-10207-7. [PMID: 39297932 DOI: 10.1007/s00239-024-10207-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2023] [Accepted: 09/09/2024] [Indexed: 09/21/2024]
Abstract
Many polymerases and other proteins are endowed with a catalytic domain belonging to the nucleotidyltransferase fold, which has also been deemed the non-canonical palm domain, in which three conserved acidic residues coordinate two divalent metal ions. Tertiary structure-based evolutionary analyses provide valuable information when the phylogenetic signal contained in the primary structure is blurry or has been lost, as is the case with these proteins. Pairwise structural comparisons of proteins with a nucleotidyltransferase fold were performed in the PDBefold web server: the RMSD, the number of superimposed residues, and the Qscore were obtained. The structural alignment score (RMSD × 100/number of superimposed residues) and the 1-Qscore were calculated, and distance matrices were constructed, from which a dendogram and a phylogenetic network were drawn for each score. The dendograms and the phylogenetic networks display well-defined clades, reflecting high levels of structural conservation within each clade, not mirrored by primary sequence. The conserved structural core between all these proteins consists of the catalytic nucleotidyltransferase fold, which is surrounded by different functional domains. Hence, many of the clades include proteins that bind different substrates or partake in non-related functions. Enzymes endowed with a nucleotidyltransferase fold are present in all domains of life, and participate in essential cellular and viral functions, which suggests that this domain is very ancient. Despite the loss of evolutionary traces in their primary structure, tertiary structure-based analyses allow us to delve into the evolution and functional diversification of the NT fold.
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Affiliation(s)
- Rodrigo Jácome
- Facultad de Ciencias, Universidad Nacional Autónoma de México, Mexico City, México.
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2
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Tueffers L, Batra A, Zimmermann J, Botelho J, Buchholz F, Liao J, Mendoza Mejía N, Munder A, Klockgether J, Tüemmler B, Rupp J, Schulenburg H. Variation in the response to antibiotics and life-history across the major Pseudomonas aeruginosa clone type (mPact) panel. Microbiol Spectr 2024; 12:e0014324. [PMID: 38860784 PMCID: PMC11218531 DOI: 10.1128/spectrum.00143-24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2024] [Accepted: 04/18/2024] [Indexed: 06/12/2024] Open
Abstract
Pseudomonas aeruginosa is a ubiquitous, opportunistic human pathogen. Since it often expresses multidrug resistance, new treatment options are urgently required. Such new treatments are usually assessed with one of the canonical laboratory strains, PAO1 or PA14. However, these two strains are unlikely representative of the strains infecting patients, because they have adapted to laboratory conditions and do not capture the enormous genomic diversity of the species. Here, we characterized the major P. aeruginosa clone type (mPact) panel. This panel consists of 20 strains, which reflect the species' genomic diversity, cover all major clone types, and have both patient and environmental origins. We found significant strain variation in distinct responses toward antibiotics and general growth characteristics. Only few of the measured traits are related, suggesting independent trait optimization across strains. High resistance levels were only identified for clinical mPact isolates and could be linked to known antimicrobial resistance (AMR) genes. One strain, H01, produced highly unstable AMR combined with reduced growth under drug-free conditions, indicating an evolutionary cost to resistance. The expression of microcolonies was common among strains, especially for strain H15, which also showed reduced growth, possibly indicating another type of evolutionary trade-off. By linking isolation source, growth, and virulence to life history traits, we further identified specific adaptive strategies for individual mPact strains toward either host processes or degradation pathways. Overall, the mPact panel provides a reasonably sized set of distinct strains, enabling in-depth analysis of new treatment designs or evolutionary dynamics in consideration of the species' genomic diversity. IMPORTANCE New treatment strategies are urgently needed for high-risk pathogens such as the opportunistic and often multidrug-resistant pathogen Pseudomonas aeruginosa. Here, we characterize the major P. aeruginosa clone type (mPact) panel. It consists of 20 strains with different origins that cover the major clone types of the species as well as its genomic diversity. This mPact panel shows significant variation in (i) resistance against distinct antibiotics, including several last resort antibiotics; (ii) related traits associated with the response to antibiotics; and (iii) general growth characteristics. We further developed a novel approach that integrates information on resistance, growth, virulence, and life-history characteristics, allowing us to demonstrate the presence of distinct adaptive strategies of the strains that focus either on host interaction or resource processing. In conclusion, the mPact panel provides a manageable number of representative strains for this important pathogen for further in-depth analyses of treatment options and evolutionary dynamics.
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Affiliation(s)
- Leif Tueffers
- Evolutionary Ecology and Genetics, Zoological Institute, Kiel University, Kiel, Germany
- Department of Infectious Diseases and Microbiology, University of Lübeck, Lübeck, Germany
| | - Aditi Batra
- Evolutionary Ecology and Genetics, Zoological Institute, Kiel University, Kiel, Germany
- Antibiotic resistance group, Max-Planck Institute for Evolutionary Biology, Ploen, Germany
| | - Johannes Zimmermann
- Evolutionary Ecology and Genetics, Zoological Institute, Kiel University, Kiel, Germany
- Antibiotic resistance group, Max-Planck Institute for Evolutionary Biology, Ploen, Germany
| | - João Botelho
- Evolutionary Ecology and Genetics, Zoological Institute, Kiel University, Kiel, Germany
- Antibiotic resistance group, Max-Planck Institute for Evolutionary Biology, Ploen, Germany
- Centro de Biotecnología y Genómica de Plantas (CBGP), Universidad Politécnica de Madrid (UPM)—Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA-CSIC), Madrid, Spain
| | - Florian Buchholz
- Evolutionary Ecology and Genetics, Zoological Institute, Kiel University, Kiel, Germany
| | - Junqi Liao
- Evolutionary Ecology and Genetics, Zoological Institute, Kiel University, Kiel, Germany
| | | | - Antje Munder
- Department of Pediatric Pneumology, Allergology, and Neonatology, Hannover Medical School (MHH), Hannover, Germany
- Biomedical Research in Endstage and Obstructive Lung Disease Hannover (BREATH), German Center for Lung Research, Hannover, Germany
| | - Jens Klockgether
- Department of Pediatric Pneumology, Allergology, and Neonatology, Hannover Medical School (MHH), Hannover, Germany
| | - Burkhard Tüemmler
- Department of Pediatric Pneumology, Allergology, and Neonatology, Hannover Medical School (MHH), Hannover, Germany
- Biomedical Research in Endstage and Obstructive Lung Disease Hannover (BREATH), German Center for Lung Research, Hannover, Germany
| | - Jan Rupp
- Department of Infectious Diseases and Microbiology, University of Lübeck, Lübeck, Germany
- German Center for Infection Research (DZIF), Hamburg-Lübeck-Borstel-Riems, Lübeck, Germany
| | - Hinrich Schulenburg
- Evolutionary Ecology and Genetics, Zoological Institute, Kiel University, Kiel, Germany
- Antibiotic resistance group, Max-Planck Institute for Evolutionary Biology, Ploen, Germany
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3
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Saha P, Rafe MR. Cyclodextrin: A prospective nanocarrier for the delivery of antibacterial agents against bacteria that are resistant to antibiotics. Heliyon 2023; 9:e19287. [PMID: 37662769 PMCID: PMC10472013 DOI: 10.1016/j.heliyon.2023.e19287] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2022] [Revised: 08/02/2023] [Accepted: 08/17/2023] [Indexed: 09/05/2023] Open
Abstract
Supramolecular chemistry introduces us to the macrocyclic host cyclodextrin, which has a hydrophobic cavity. The hydrophobic cavity has a higher affinity for hydrophobic guest molecules and forms host-guest complexation with non-covalent interaction. Three significant cyclodextrin kinds are α-cyclodextrin, β-cyclodextrin, and γ-cyclodextrin. The most often utilized is β-cyclodextrin (β-CD). An effective weapon against bacteria that are resistant to antibiotics is cyclodextrin. Several different kinds of cyclodextrin nanocarriers (β-CD, HP-β-CD, Meth-β-CD, cationic CD, sugar-grafted CD) are utilized to enhance the solubility, stability, dissolution, absorption, bioavailability, and permeability of the antibiotics. Cyclodextrin also improves the effectiveness of antibiotics, antimicrobial peptides, metallic nanoparticles, and photodynamic therapy (PDT). Again, cyclodextrin nanocarriers offer slow-release properties for sustained-release formulations where steady-state plasma antibiotic concentration is needed for an extended time. A novel strategy to combat bacterial resistance is a stimulus (pH, ROS)-responsive antibiotics released from cyclodextrin carrier. Once again, cyclodextrin traps autoinducer (AI), a crucial part of bacterial quorum sensing, and reduces virulence factors, including biofilm formation. Cyclodextrin helps to minimize MIC in particular bacterial strains, keep antibiotic concentrations above MIC in the infection site and minimize the possibility of antibiotic and biofilm resistance. Sessile bacteria trapped in biofilms are more resistant to antibiotic therapy than bacteria in a planktonic form. Cyclodextrin also involves delivering antibiotics to biofilm and resistant bacteria to combat bacterial resistance.
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Affiliation(s)
- Pranoy Saha
- Department of Pharmacy, Jagannath University, Dhaka, 1100, Bangladesh
| | - Md Rajdoula Rafe
- Department of Pharmacy, Jagannath University, Dhaka, 1100, Bangladesh
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4
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Kopf A, Bunk B, Coldewey SM, Gunzer F, Riedel T, Schröttner P. Comparative Genomic Analysis of the Human Pathogen Wohlfahrtiimonas Chitiniclastica Provides Insight Into the Identification of Antimicrobial Resistance Genotypes and Potential Virulence Traits. Front Cell Infect Microbiol 2022; 12:912427. [PMID: 35873140 PMCID: PMC9301364 DOI: 10.3389/fcimb.2022.912427] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2022] [Accepted: 06/02/2022] [Indexed: 11/20/2022] Open
Abstract
Recent studies suggest that Wohlfahrtiimonas chitiniclastica may be the cause of several diseases in humans including sepsis and bacteremia making the bacterium as a previously underappreciated human pathogen. However, very little is known about the pathogenicity and genetic potential of W. chitiniclastica; therefore, it is necessary to conduct systematic studies to gain a deeper understanding of its virulence characteristics and treatment options. In this study, the entire genetic repertoire of all publicly available W. chitiniclastica genomes was examined including in silico characterization of bacteriophage content, antibiotic resistome, and putative virulence profile. The pan-genome of W. chitiniclastica comprises 3819 genes with 1622 core genes (43%) indicating a putative metabolic conserved species. Furthermore, in silico analysis indicated presumed resistome expansion as defined by the presence of genome-encoded transposons and bacteriophages. While macrolide resistance genes macA and macB are located within the core genome, additional antimicrobial resistance genotypes for tetracycline (tetH, tetB, and tetD), aminoglycosides (ant(2'')-Ia, aac(6')-Ia,aph(3'')-Ib, aph(3')-Ia, and aph(6)-Id)), sulfonamide (sul2), streptomycin (strA), chloramphenicol (cat3), and beta-lactamase (blaVEB) are distributed among the accessory genome. Notably, our data indicate that the type strain DSM 18708T does not encode any additional clinically relevant antibiotic resistance genes, whereas drug resistance is increasing within the W. chitiniclastica clade. This trend should be monitored with caution. To the best of our knowledge, this is the first comprehensive genome analysis of this species, providing new insights into the genome of this opportunistic human pathogen.
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Affiliation(s)
- Anna Kopf
- Medical Microbiology and Virology, University Hospital Carl Gustav Carus, Dresden, Germany
- Clinic for Hematology and Oncology, Carl-Thiem-Klinikum, Cottbus, Germany
| | - Boyke Bunk
- German Collection of Microorganisms and Cell Cultures GmbH, Leibniz Institute DSMZ, Braunschweig, Germany
| | - Sina M. Coldewey
- Department of Anesthesiology and Intensive Care Medicine, Jena University Hospital, Jena, Germany
- Septomics Research Center, Jena University Hospital, Jena, Germany
| | - Florian Gunzer
- Department of Hospital Infection Control, University Hospital Carl Gustav Carus, Dresden, Germany
| | - Thomas Riedel
- German Collection of Microorganisms and Cell Cultures GmbH, Leibniz Institute DSMZ, Braunschweig, Germany
- German Center for Infection Research (DZIF), Partner Site Hannover-Braunschweig, Braunschweig, Germany
| | - Percy Schröttner
- Medical Microbiology and Virology, University Hospital Carl Gustav Carus, Dresden, Germany
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5
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Thacharodi A, Lamont IL. Aminoglycoside-Modifying Enzymes Are Sufficient to Make Pseudomonas aeruginosa Clinically Resistant to Key Antibiotics. Antibiotics (Basel) 2022; 11:884. [PMID: 35884138 PMCID: PMC9312099 DOI: 10.3390/antibiotics11070884] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2022] [Revised: 06/24/2022] [Accepted: 06/29/2022] [Indexed: 02/06/2023] Open
Abstract
Aminoglycosides are widely used to treat infections of Pseudomonas aeruginosa. Genes encoding aminoglycoside-modifying enzymes (AMEs), acquired by horizontal gene transfer, are commonly associated with aminoglycoside resistance, but their effects have not been quantified. The aim of this research was to determine the extent to which AMEs increase the antibiotic tolerance of P. aeruginosa. Bioinformatics analysis identified AME-encoding genes in 48 out of 619 clinical isolates of P. aeruginosa, with ant(2')-Ia and aac(6')-Ib3, which are associated with tobramcyin and gentamicin resistance, being the most common. These genes and aph(3')-VIa (amikacin resistance) were deleted from antibiotic-resistant strains. Antibiotic minimum inhibitory concentrations (MICs) were reduced by up to 64-fold, making the mutated bacteria antibiotic-sensitive in several cases. Introduction of the same genes into four antibiotic-susceptible P. aeruginosa strains increased the MIC by up to 128-fold, making the bacteria antibiotic-resistant in all cases. The cloned genes also increased the MIC in mutants lacking the MexXY-OprM efflux pump, which is an important contributor to aminoglycoside resistance, demonstrating that AMEs and this efflux pump act independently in determining levels of aminoglycoside tolerance. Quantification of the effects of AMEs on antibiotic susceptibility demonstrates the large effect that these enzymes have on antibiotic resistance.
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Affiliation(s)
| | - Iain L. Lamont
- Department of Biochemistry, University of Otago, Dunedin 9054, New Zealand;
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6
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Králová S, Busse HJ, Bezdíček M, Sandoval-Powers M, Nykrýnová M, Staňková E, Krsek D, Sedláček I. Flavobacterium flabelliforme sp. nov. and Flavobacterium geliluteum sp. nov., Two Multidrug-Resistant Psychrotrophic Species Isolated From Antarctica. Front Microbiol 2021; 12:729977. [PMID: 34745033 PMCID: PMC8570120 DOI: 10.3389/fmicb.2021.729977] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2021] [Accepted: 09/27/2021] [Indexed: 11/13/2022] Open
Abstract
Despite unfavorable Antarctic conditions, such as cold temperatures, freeze-thaw cycles, high ultraviolet radiation, dryness and lack of nutrients, microorganisms were able to adapt and surprisingly thrive in this environment. In this study, eight cold-adapted Flavobacterium strains isolated from a remote Antarctic island, James Ross Island, were studied using a polyphasic taxonomic approach to determine their taxonomic position. Phylogenetic analyses based on the 16S rRNA gene and 92 core genes clearly showed that these strains formed two distinct phylogenetic clusters comprising three and five strains, with average nucleotide identities significantly below 90% between both proposed species as well as between their closest phylogenetic relatives. Phenotyping revealed a unique pattern of biochemical and physiological characteristics enabling differentiation from the closest phylogenetically related Flavobacterium spp. Chemotaxonomic analyses showed that type strains P4023T and P7388T were characterized by the major polyamine sym-homospermidine and a quinone system containing predominantly menaquinone MK-6. In the polar lipid profile phosphatidylethanolamine, an ornithine lipid and two unidentified lipids lacking a functional group were detected as major lipids. These characteristics along with fatty acid profiles confirmed that these species belong to the genus Flavobacterium. Thorough genomic analysis revealed the presence of numerous cold-inducible or cold-adaptation associated genes, such as cold-shock proteins, proteorhodopsin, carotenoid biosynthetic genes or oxidative-stress response genes. Genomes of type strains surprisingly harbored multiple prophages, with many of them predicted to be active. Genome-mining identified biosynthetic gene clusters in type strain genomes with a majority not matching any known clusters which supports further exploratory research possibilities involving these psychrotrophic bacteria. Antibiotic susceptibility testing revealed a pattern of multidrug-resistant phenotypes that were correlated with in silico antibiotic resistance prediction. Interestingly, while typical resistance finder tools failed to detect genes responsible for antibiotic resistance, genomic prediction confirmed a multidrug-resistant profile and suggested even broader resistance than tested. Results of this study confirmed and thoroughly characterized two novel psychrotrophic Flavobacterium species, for which the names Flavobacterium flabelliforme sp. nov. and Flavobacterium geliluteum sp. nov. are proposed.
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Affiliation(s)
- Stanislava Králová
- Department of Experimental Biology, Czech Collection of Microorganisms, Faculty of Science, Masaryk University, Brno, Czechia
| | - Hans-Jürgen Busse
- Institut für Mikrobiologie, Veterinärmedizinische Universität Wien, Vienna, Austria
| | - Matěj Bezdíček
- Department of Internal Medicine - Hematology and Oncology, University Hospital Brno, Brno, Czechia.,Department of Internal Medicine - Hematology and Oncology, Masaryk University, Brno, Czechia
| | | | - Markéta Nykrýnová
- Department of Biomedical Engineering, Faculty of Electrical Engineering and Communication, Brno University of Technology, Brno, Czechia
| | - Eva Staňková
- Department of Experimental Biology, Czech Collection of Microorganisms, Faculty of Science, Masaryk University, Brno, Czechia
| | - Daniel Krsek
- NRL for Diagnostic Electron Microscopy of Infectious Agents, National Institute of Public Health, Prague, Czechia
| | - Ivo Sedláček
- Department of Experimental Biology, Czech Collection of Microorganisms, Faculty of Science, Masaryk University, Brno, Czechia
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7
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Abstract
Rising antimicrobial resistance severely limits efforts to treat infections and is a cause for critical concern. Renewed interest in bacteriophage therapy has advanced understanding of the breadth of species capable of targeting bacterial antimicrobial resistance mechanisms, but many questions concerning ideal application remain unanswered. The following minireview examines bacterial resistance mechanisms, the current state of bacteriophage therapy, and how bacteriophage therapy can augment strategies to combat resistance with a focus on the clinically relevant bacterium Pseudomonas aeruginosa, as well as the role of efflux pumps in antimicrobial resistance. Methods to prevent antimicrobial efflux using efflux pump inhibitors and phage steering, a type of bacteriophage therapy, are also covered. The evolutionary context underlying antimicrobial resistance and the need to include theory in the ongoing development of bacteriophage therapy are also discussed.
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8
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Waglechner N, Culp EJ, Wright GD. Ancient Antibiotics, Ancient Resistance. EcoSal Plus 2021; 9:eESP-0027-2020. [PMID: 33734062 PMCID: PMC11163840 DOI: 10.1128/ecosalplus.esp-0027-2020] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2020] [Accepted: 01/26/2021] [Indexed: 02/06/2023]
Abstract
As the spread of antibiotic resistance threatens our ability to treat infections, avoiding the return of a preantibiotic era requires the discovery of new drugs. While therapeutic use of antibiotics followed by the inevitable selection of resistance is a modern phenomenon, these molecules and the genetic determinants of resistance were in use by environmental microbes long before humans discovered them. In this review, we discuss evidence that antibiotics and resistance were present in the environment before anthropogenic use, describing techniques including direct sampling of ancient DNA and phylogenetic analyses that are used to reconstruct the past. We also pay special attention to the ecological and evolutionary forces that have shaped the natural history of antibiotic biosynthesis, including a discussion of competitive versus signaling roles for antibiotics, proto-resistance, and substrate promiscuity of biosynthetic and resistance enzymes. Finally, by applying an evolutionary lens, we describe concepts governing the origins and evolution of biosynthetic gene clusters and cluster-associated resistance determinants. These insights into microbes' use of antibiotics in nature, a game they have been playing for millennia, can provide inspiration for discovery technologies and management strategies to combat the growing resistance crisis.
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Affiliation(s)
- Nicholas Waglechner
- M.G. DeGroote Institute for Infectious Disease Research, Department of Biochemistry and Biomedical Sciences, David Braley Centre for Antibiotic Discovery, McMaster University, Hamilton, Ontario, L8S 4K1, Canada
| | - Elizabeth J. Culp
- M.G. DeGroote Institute for Infectious Disease Research, Department of Biochemistry and Biomedical Sciences, David Braley Centre for Antibiotic Discovery, McMaster University, Hamilton, Ontario, L8S 4K1, Canada
| | - Gerard D. Wright
- M.G. DeGroote Institute for Infectious Disease Research, Department of Biochemistry and Biomedical Sciences, David Braley Centre for Antibiotic Discovery, McMaster University, Hamilton, Ontario, L8S 4K1, Canada
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9
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Lüftinger L, Májek P, Beisken S, Rattei T, Posch AE. Learning From Limited Data: Towards Best Practice Techniques for Antimicrobial Resistance Prediction From Whole Genome Sequencing Data. Front Cell Infect Microbiol 2021; 11:610348. [PMID: 33659219 PMCID: PMC7917081 DOI: 10.3389/fcimb.2021.610348] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2020] [Accepted: 01/11/2021] [Indexed: 01/20/2023] Open
Abstract
Antimicrobial resistance prediction from whole genome sequencing data (WGS) is an emerging application of machine learning, promising to improve antimicrobial resistance surveillance and outbreak monitoring. Despite significant reductions in sequencing cost, the availability and sampling diversity of WGS data with matched antimicrobial susceptibility testing (AST) profiles required for training of WGS-AST prediction models remains limited. Best practice machine learning techniques are required to ensure trained models generalize to independent data for optimal predictive performance. Limited data restricts the choice of machine learning training and evaluation methods and can result in overestimation of model performance. We demonstrate that the widely used random k-fold cross-validation method is ill-suited for application to small bacterial genomics datasets and offer an alternative cross-validation method based on genomic distance. We benchmarked three machine learning architectures previously applied to the WGS-AST problem on a set of 8,704 genome assemblies from five clinically relevant pathogens across 77 species-compound combinations collated from public databases. We show that individual models can be effectively ensembled to improve model performance. By combining models via stacked generalization with cross-validation, a model ensembling technique suitable for small datasets, we improved average sensitivity and specificity of individual models by 1.77% and 3.20%, respectively. Furthermore, stacked models exhibited improved robustness and were thus less prone to outlier performance drops than individual component models. In this study, we highlight best practice techniques for antimicrobial resistance prediction from WGS data and introduce the combination of genome distance aware cross-validation and stacked generalization for robust and accurate WGS-AST.
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Affiliation(s)
- Lukas Lüftinger
- Ares Genetics GmbH, Vienna, Austria
- Division of Computational Systems Biology, Department of Microbiology and Ecosystem Science, University of Vienna, Vienna, Austria
| | | | | | - Thomas Rattei
- Division of Computational Systems Biology, Department of Microbiology and Ecosystem Science, University of Vienna, Vienna, Austria
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10
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Sedrakyan AM, Ktsoyan ZA, Arakelova KA, Zakharyan MK, Hovhannisyan AI, Gevorgyan ZU, Mnatsakanyan AA, Kakabadze EG, Makalatia KB, Chanishvili NA, Pirnay JP, Arakelyan AA, Aminov RI. Extended-Spectrum β-Lactamases in Human Isolates of Multidrug-Resistant Non-typhoidal Salmonella enterica. Front Microbiol 2020; 11:592223. [PMID: 33414769 PMCID: PMC7783090 DOI: 10.3389/fmicb.2020.592223] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2020] [Accepted: 12/03/2020] [Indexed: 11/16/2022] Open
Abstract
A total of 291 non-duplicate isolates of non-typhoidal Salmonella (NTS) were collected from the fecal samples of patients with salmonellosis in Armenia and Georgia during 1996–2016. The isolates were tested for resistance to antimicrobials, including extended-spectrum β-lactamases (ESBL). The high prevalence of multidrug-resistance (MDR) and ESBL-producer phenotypes was detected among Salmonella enterica subsp. enterica serovar Typhimurium (S. Typhimurium) isolates collected from patients in Armenia between 1996 and 2016. A total of 36 MDR NTS isolates were subjected to whole genome sequencing (WGS) to determine the genetic background of antimicrobial resistance (AMR) and mobile genetic elements. All ESBL-producing S. Typhimurium isolates belonged to the same sequence type (ST328). The ESBL-producer phenotype was associated with plasmid-encoded CTX-M-5 production. A range of other plasmids was associated with resistance to other antimicrobials, including the MDR phenotype.
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Affiliation(s)
- Anahit M Sedrakyan
- Institute of Molecular Biology, National Academy of Sciences of RA, Yerevan, Armenia
| | - Zhanna A Ktsoyan
- Institute of Molecular Biology, National Academy of Sciences of RA, Yerevan, Armenia
| | - Karine A Arakelova
- Institute of Molecular Biology, National Academy of Sciences of RA, Yerevan, Armenia
| | - Magdalina K Zakharyan
- Institute of Molecular Biology, National Academy of Sciences of RA, Yerevan, Armenia
| | - Alvard I Hovhannisyan
- Institute of Molecular Biology, National Academy of Sciences of RA, Yerevan, Armenia
| | - Zaruhi U Gevorgyan
- Department of Clinical Laboratory Diagnostics, Yerevan State Medical University after M. Heratsi, Yerevan, Armenia
| | | | - Elene G Kakabadze
- George Eliava Institute of Bacteriophages, Microbiology and Virology, Tbilisi, Georgia.,Department of Exact and Natural Sciences, Ivane Javakhishvili Tbilisi State University, Tbilisi, Georgia
| | - Khatuna B Makalatia
- George Eliava Institute of Bacteriophages, Microbiology and Virology, Tbilisi, Georgia.,Department of Exact and Natural Sciences, Ivane Javakhishvili Tbilisi State University, Tbilisi, Georgia
| | - Nina A Chanishvili
- George Eliava Institute of Bacteriophages, Microbiology and Virology, Tbilisi, Georgia
| | | | - Arsen A Arakelyan
- Institute of Molecular Biology, National Academy of Sciences of RA, Yerevan, Armenia
| | - Rustam I Aminov
- The School of Medicine, Medical Sciences and Nutrition, University of Aberdeen, Aberdeen, United Kingdom.,Institute of Fundamental Medicine and Biology, Kazan Federal University, Kazan, Russia
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11
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Xue Y, Jonassen I, Øvreås L, Taş N. Metagenome-assembled genome distribution and key functionality highlight importance of aerobic metabolism in Svalbard permafrost. FEMS Microbiol Ecol 2020; 96:5821278. [PMID: 32301987 PMCID: PMC7174036 DOI: 10.1093/femsec/fiaa057] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2019] [Accepted: 04/09/2020] [Indexed: 12/17/2022] Open
Abstract
Permafrost underlies a large portion of the land in the Northern Hemisphere. It is proposed to be an extreme habitat and home for cold-adaptive microbial communities. Upon thaw permafrost is predicted to exacerbate increasing global temperature trend, where awakening microbes decompose millennia old carbon stocks. Yet our knowledge on composition, functional potential and variance of permafrost microbiome remains limited. In this study, we conducted a deep comparative metagenomic analysis through a 2 m permafrost core from Svalbard, Norway to determine key permafrost microbiome in this climate sensitive island ecosystem. To do so, we developed comparative metagenomics methods on metagenomic-assembled genomes (MAG). We found that community composition in Svalbard soil horizons shifted markedly with depth: the dominant phylum switched from Acidobacteria and Proteobacteria in top soils (active layer) to Actinobacteria, Bacteroidetes, Chloroflexi and Proteobacteria in permafrost layers. Key metabolic potential propagated through permafrost depths revealed aerobic respiration and soil organic matter decomposition as key metabolic traits. We also found that Svalbard MAGs were enriched in genes involved in regulation of ammonium, sulfur and phosphate. Here, we provide a new perspective on how permafrost microbiome is shaped to acquire resources in competitive and limited resource conditions of deep Svalbard soils.
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Affiliation(s)
- Yaxin Xue
- Computational Biology Unit, Department of Informatics, University of Bergen,Thormøhlensgt 55 N-5008, Bergen, Norway
| | - Inge Jonassen
- Computational Biology Unit, Department of Informatics, University of Bergen,Thormøhlensgt 55 N-5008, Bergen, Norway
| | - Lise Øvreås
- Department of Biological Sciences, University of Bergen, Thormøhlensgt 53 N-5020, Bergen, Norway.,University Center in Svalbard, UNIS, N-9171, Longyearbyen, Norway
| | - Neslihan Taş
- Ecology Department, Earth and Environmental Sciences Area, Lawrence Berkeley National Laboratory, 1 Cyclotron Road, Berkeley, CA 94720, USA.,Environmental Genomics and Systems Biology, Biosciences Area, Lawrence Berkeley National Laboratory, 1 Cyclotron Road, Berkeley, CA 94720, USA
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12
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Duan Y, Petzold M, Saleem‐Batcha R, Teufel R. Bacterial Tropone Natural Products and Derivatives: Overview of their Biosynthesis, Bioactivities, Ecological Role and Biotechnological Potential. Chembiochem 2020; 21:2384-2407. [PMID: 32239689 PMCID: PMC7497051 DOI: 10.1002/cbic.201900786] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2019] [Revised: 04/02/2020] [Indexed: 12/05/2022]
Abstract
Tropone natural products are non-benzene aromatic compounds of significant ecological and pharmaceutical interest. Herein, we highlight current knowledge on bacterial tropones and their derivatives such as tropolones, tropodithietic acid, and roseobacticides. Their unusual biosynthesis depends on a universal CoA-bound precursor featuring a seven-membered carbon ring as backbone, which is generated by a side reaction of the phenylacetic acid catabolic pathway. Enzymes encoded by separate gene clusters then further modify this key intermediate by oxidation, CoA-release, or incorporation of sulfur among other reactions. Tropones play important roles in the terrestrial and marine environment where they act as antibiotics, algaecides, or quorum sensing signals, while their bacterial producers are often involved in symbiotic interactions with plants and marine invertebrates (e. g., algae, corals, sponges, or mollusks). Because of their potent bioactivities and of slowly developing bacterial resistance, tropones and their derivatives hold great promise for biomedical or biotechnological applications, for instance as antibiotics in (shell)fish aquaculture.
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Affiliation(s)
- Ying Duan
- Faculty of BiologyUniversity of Freiburg79104FreiburgGermany
| | - Melanie Petzold
- Faculty of BiologyUniversity of Freiburg79104FreiburgGermany
| | | | - Robin Teufel
- Faculty of BiologyUniversity of Freiburg79104FreiburgGermany
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13
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Selvaraj B, Kocaman S, Trifas M, Serpersu EH, Cuneo MJ. "Catch and Release": A Variation of the Archetypal Nucleotidyl Transfer Reaction. ACS Catal 2020; 10:3548-3555. [PMID: 38250052 PMCID: PMC10797667 DOI: 10.1021/acscatal.9b05201] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
Nucleotidyl transfer is an archetypal enzyme reaction central to DNA replication and repair. Here we describe a variation of the nucleotidylation reaction termed "catch and release" that is used by an antibiotic modifying enzyme. The aminoglycoside nucleotidyl transferase 4' (ANT4') inactivates antibiotics such as kanamycin and neomycin through nucleotidylation within an active site that shares significant structural, and inferred underlying catalytic similarity, with human DNA polymerase beta. Here we follow the entire nucleotidyl transfer reaction coordinate of ANT4' covalently inactivating neomycin using X-ray crystallography. These studies show that although the underlying reaction mechanism is conserved with polymerases, a short 2.35 A hydrogen bond is initially formed to facilitate tight binding of the aminoglycoside substrate and is subsequently disrupted by the assembly of the catalytically active ternary complex. This enables the release of products post catalysis due to a lower free energy of the product state compared to the starting substrate complex. We propose that this "catch and release" mechanism of antibiotic turnover observed in ANT4' is a variation of nucleotidyl transfer that has been adapted for the inactivation of antibiotics.
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Affiliation(s)
- Brinda Selvaraj
- Neutron Sciences Directorate, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37831, United States
| | - Seda Kocaman
- The Department of Biochemistry and Cellular and Molecular Biology, The University of Tennessee, 1311 Cumberland Ave, Knoxville, Tennessee 37916, United States
| | - Maria Trifas
- Neutron Sciences Directorate, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37831, United States
| | - Engin H. Serpersu
- The Department of Biochemistry and Cellular and Molecular Biology, The University of Tennessee, 1311 Cumberland Ave, Knoxville, Tennessee 37916, United States
- National Science Foundation, 2415 Eisenhower Avenue, Alexandria, Virginia 22314, United States
| | - Matthew J. Cuneo
- Department of Structural Biology, 262 Danny Thomas Pl, St. Jude Children’s Research Hospital, Memphis, Tennessee 38105, United States
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14
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Bassenden AV, Park J, Rodionov D, Berghuis AM. Revisiting the Catalytic Cycle and Kinetic Mechanism of Aminoglycoside O-Nucleotidyltransferase(2″): A Structural and Kinetic Study. ACS Chem Biol 2020; 15:686-694. [PMID: 32100995 DOI: 10.1021/acschembio.9b00904] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Aminoglycoside antibiotics have lost much of their effectiveness due to widespread resistance, primarily via covalent modification. One of the most ubiquitous enzymes responsible for aminoglycoside resistance is aminoglycoside O-nucleotidyltransferase(2″), which catalyzes a nucleotidylation reaction. Due to its clinical importance, much research has focused on dissecting the mechanism of action, some of it dating back more than 30 years. Here, we present structural data for catalytically informative states of the enzyme, i.e., ANT(2″) in complex with adenosine monophosphate (AMP) and tobramycin (inactive-intermediate state) and in complex with adenylyl-2″-tobramycin, pyrophosphate, and Mn2+(product-bound state). These two structures in conjunction with our previously reported structure of ANT(2″)'s substrate-bound complex capture clinical states along ANT(2″)'s reaction coordinate. Additionally, isothermal titration calorimetry (ITC)-based studies are presented that assess the order of substrate binding and product release. Combined, these results outline a kinetic mechanism for ANT(2″) that contradicts what has been previously reported. Specifically, we show that the release of adenylated aminoglycoside precedes pyrophosphate. Furthermore, the ternary complex structures provide additional details on the catalytic mechanism, which reveals extensive similarities to the evolutionarily related DNA polymerase-β superfamily.
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Affiliation(s)
- Angelia V. Bassenden
- Department of Biochemistry, McGill University, McIntyre Medical Building, 3655 Promenade Sir William Osler, Montréal, Québec Canada, H3G 1Y6
- Centre de Recherche en Biologie Structurale, McGill University, Bellini Life
Science Complex, 3649 Promenade Sir William Osler, Montréal, Québec Canada, H3G 0B1
| | - Jaeok Park
- Department of Biochemistry, McGill University, McIntyre Medical Building, 3655 Promenade Sir William Osler, Montréal, Québec Canada, H3G 1Y6
- Centre de Recherche en Biologie Structurale, McGill University, Bellini Life
Science Complex, 3649 Promenade Sir William Osler, Montréal, Québec Canada, H3G 0B1
| | - Dmitry Rodionov
- Department of Biochemistry, McGill University, McIntyre Medical Building, 3655 Promenade Sir William Osler, Montréal, Québec Canada, H3G 1Y6
- Centre de Recherche en Biologie Structurale, McGill University, Bellini Life
Science Complex, 3649 Promenade Sir William Osler, Montréal, Québec Canada, H3G 0B1
| | - Albert M. Berghuis
- Department of Biochemistry, McGill University, McIntyre Medical Building, 3655 Promenade Sir William Osler, Montréal, Québec Canada, H3G 1Y6
- Department of Microbiology and Immunology, McGill University, Duff Medical Building, 3775 University Street, Montréal, Québec Canada, H3A 2B4
- Centre de Recherche en Biologie Structurale, McGill University, Bellini Life
Science Complex, 3649 Promenade Sir William Osler, Montréal, Québec Canada, H3G 0B1
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15
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Semper C, Stogios P, Meziane-Cherif D, Evdokimova E, Courvalin P, Savchenko A. Structural characterization of aminoglycoside 4'-O-adenylyltransferase ANT(4')-IIb from Pseudomonas aeruginosa. Protein Sci 2020; 29:758-767. [PMID: 31891426 DOI: 10.1002/pro.3815] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2019] [Revised: 12/23/2019] [Accepted: 12/27/2019] [Indexed: 12/23/2022]
Abstract
Aminoglycosides were one of the first classes of broad-spectrum antibacterial drugs clinically used to effectively combat infections. The rise of resistance to these drugs, mediated by enzymatic modification, has since compromised their utility as a treatment option, prompting intensive research into the molecular function of resistance enzymes. Here, we report the crystal structure of aminoglycoside nucleotidyltransferase ANT(4')-IIb in apo and tobramycin-bound forms at a resolution of 1.6 and 2.15 Å, respectively. ANT(4')-IIb was discovered in the opportunistic pathogen Pseudomonas aeruginosa and conferred resistance to amikacin and tobramycin. Analysis of the ANT(4')-IIb structures revealed a two-domain organization featuring a mixed β-sheet and an α-helical bundle. ANT(4')-IIb monomers form a dimer required for its enzymatic activity, as coordination of the aminoglycoside substrate relies on residues contributed by both monomers. Despite harbouring appreciable primary sequence diversity compared to previously characterized homologues, the ANT(4')-IIb structure demonstrates a surprising level of structural conservation highlighting the high plasticity of this general protein fold. Site-directed mutagenesis of active site residues and kinetic analysis provides support for a catalytic mechanism similar to those of other nucleotidyltransferases. Using the molecular insights provided into this ANT(4')-IIb-represented enzymatic group, we provide a hypothesis for the potential evolutionary origin of these aminoglycoside resistance determinants.
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Affiliation(s)
- Cameron Semper
- Department of Microbiology, Immunology and Infectious Disease, University of Calgary, Calgary, Alberta, Canada
| | - Peter Stogios
- Department of Chemical Engineering and Applied Chemistry, University of Toronto, Toronto, Ontario, Canada.,Center for Structural Genomics of Infectious Diseases (CSGID)
| | | | - Elena Evdokimova
- Department of Chemical Engineering and Applied Chemistry, University of Toronto, Toronto, Ontario, Canada.,Center for Structural Genomics of Infectious Diseases (CSGID)
| | - Patrice Courvalin
- Institut Pasteur, Unité des Agents Anitbactériens, Paris Cedex, France
| | - Alexei Savchenko
- Department of Microbiology, Immunology and Infectious Disease, University of Calgary, Calgary, Alberta, Canada.,Department of Chemical Engineering and Applied Chemistry, University of Toronto, Toronto, Ontario, Canada.,Center for Structural Genomics of Infectious Diseases (CSGID)
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16
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Kuwabara N, Imae R, Manya H, Tanaka T, Mizuno M, Tsumoto H, Kanagawa M, Kobayashi K, Toda T, Senda T, Endo T, Kato R. Crystal structures of fukutin-related protein (FKRP), a ribitol-phosphate transferase related to muscular dystrophy. Nat Commun 2020; 11:303. [PMID: 31949166 PMCID: PMC6965139 DOI: 10.1038/s41467-019-14220-z] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2019] [Accepted: 12/10/2019] [Indexed: 12/16/2022] Open
Abstract
α-Dystroglycan (α-DG) is a highly-glycosylated surface membrane protein. Defects in the O-mannosyl glycan of α-DG cause dystroglycanopathy, a group of congenital muscular dystrophies. The core M3 O-mannosyl glycan contains tandem ribitol-phosphate (RboP), a characteristic feature first found in mammals. Fukutin and fukutin-related protein (FKRP), whose mutated genes underlie dystroglycanopathy, sequentially transfer RboP from cytidine diphosphate-ribitol (CDP-Rbo) to form a tandem RboP unit in the core M3 glycan. Here, we report a series of crystal structures of FKRP with and without donor (CDP-Rbo) and/or acceptor [RboP-(phospho-)core M3 peptide] substrates. FKRP has N-terminal stem and C-terminal catalytic domains, and forms a tetramer both in crystal and in solution. In the acceptor complex, the phosphate group of RboP is recognized by the catalytic domain of one subunit, and a phosphate group on O-mannose is recognized by the stem domain of another subunit. Structure-based functional studies confirmed that the dimeric structure is essential for FKRP enzymatic activity. Fukutin-related protein (FKRP) catalyses the addition of ribitol-phosphate (RboP) to the O-mannosyl glycan of α-dystroglycan and mutations in FKRP cause dystroglycanopathy. Here the authors provide insights into its oligomerization and recognition of the substrates, CDP-Rbo and the RboP-(phospho-)core M3 glycan, by determining the crystal structures of human FKRP.
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Affiliation(s)
- Naoyuki Kuwabara
- Structural Biology Research Center, Institute of Materials Structure Science, High Energy Accelerator Research Organization, Tsukuba, Ibaraki, 305-0801, Japan
| | - Rieko Imae
- Molecular Glycobiology, Research Team for Mechanism of Aging, Tokyo Metropolitan Geriatric Hospital and Institute of Gerontology, Itabashi-ku, Tokyo, 173-0015, Japan
| | - Hiroshi Manya
- Molecular Glycobiology, Research Team for Mechanism of Aging, Tokyo Metropolitan Geriatric Hospital and Institute of Gerontology, Itabashi-ku, Tokyo, 173-0015, Japan
| | - Tomohiro Tanaka
- Laboratory of Glyco-organic Chemistry, The Noguchi Institute, Itabashi-ku, Tokyo, 173-0003, Japan
| | - Mamoru Mizuno
- Laboratory of Glyco-organic Chemistry, The Noguchi Institute, Itabashi-ku, Tokyo, 173-0003, Japan
| | - Hiroki Tsumoto
- Proteome Research, Research Team for Mechanism of Aging, Tokyo Metropolitan Geriatric Hospital and Institute of Gerontology, Itabashi-ku, Tokyo, 173-0015, Japan
| | - Motoi Kanagawa
- Division of Molecular Brain Science, Kobe University Graduate School of Medicine, Kobe, Hyogo, 650-0017, Japan
| | - Kazuhiro Kobayashi
- Division of Molecular Brain Science, Kobe University Graduate School of Medicine, Kobe, Hyogo, 650-0017, Japan
| | - Tatsushi Toda
- Division of Molecular Brain Science, Kobe University Graduate School of Medicine, Kobe, Hyogo, 650-0017, Japan.,Department of Neurology, Graduate School of Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-8655, Japan
| | - Toshiya Senda
- Structural Biology Research Center, Institute of Materials Structure Science, High Energy Accelerator Research Organization, Tsukuba, Ibaraki, 305-0801, Japan.,School of High Energy Accelerator Science, SOKENDAI, Tsukuba, Ibaraki, 305-0801, Japan
| | - Tamao Endo
- Molecular Glycobiology, Research Team for Mechanism of Aging, Tokyo Metropolitan Geriatric Hospital and Institute of Gerontology, Itabashi-ku, Tokyo, 173-0015, Japan.
| | - Ryuichi Kato
- Structural Biology Research Center, Institute of Materials Structure Science, High Energy Accelerator Research Organization, Tsukuba, Ibaraki, 305-0801, Japan. .,School of High Energy Accelerator Science, SOKENDAI, Tsukuba, Ibaraki, 305-0801, Japan.
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17
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Prabhu D, Rajamanikandan S, Saritha P, Jeyakanthan J. Evolutionary significance and functional characterization of streptomycin adenylyltransferase from Serratia marcescens. J Biomol Struct Dyn 2019; 38:4418-4431. [PMID: 31635545 DOI: 10.1080/07391102.2019.1682046] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
Complete functional annotations of proteins are essential to understand the role and mechanisms in pathogenesis. Aminoglycoside nucleotidyltransferases are the subclasses of aminoglycosides modifying enzymes conferring resistance to organisms. Insight into the structural and functional understanding of nucleotidyltransferase family protein provides vital information to combat pathogenesis. Phylogenetic analysis is employed to identify the evolutionary significance and common motif's present among the homologs of nucleotidyltransferase family protein. Structure, sequence based approaches and molecular docking were implemented to predict the exact function of the protein. Wide distribution of the nucleotidyltransferase family protein in gram-positive and gram-negative organisms are evidenced from phylogenetic analysis. Five common motifs were present in all the homolog's of nucleotidyltransferase family protein. Sequence-structure based functional annotations predicts that the targeted protein function as ATP-Mg dependent streptomycin adenylyltransferase. Structural comparisons and docking studies correlate well with the identified function. The complete function of nucleotidyltransferase family protein was identified as Streptomycin adenylyltransferase and it could be targeted as a potential therapeutic target to overcome antibiotic resistance.Communicated by Ramaswamy H. SarmaAbbreviationsAACaminoglycoside acetyltransferasesAMEaminoglycoside modifying enzymeANTaminoglycoside nucleotidyltransferasesAPHaminoglycoside phosphotransferasesATPadenosine triphosphateCASTpcomputer atlas and surface topography of proteinsDUFdomains of unknown functionGlidegrid-based ligand docking with energeticHMMhidden Markov modelMASTmotif alignment and search toolMEGAmolecular evolutionary genetics analysisMEMEmultiple Em for motif elicitationMSAmultiple sequence alignmentNMPnucleoside monophosphateNTPnucleoside triphosphateNTnucleotidyltransferaseOPLSoptimized potential for liquid simulationXPextra precision.
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Affiliation(s)
- Dhamodharan Prabhu
- Department of Bioinformatics, Alagappa University, Karaikudi, Tamil Nadu, India
| | - Sundaraj Rajamanikandan
- ICAR-National Institute of Veterinary Epidemiology and Disease Informatics, Yelahanka, Bengaluru, India
| | - Poopandi Saritha
- Department of Bioinformatics, Alagappa University, Karaikudi, Tamil Nadu, India
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18
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Antibiotic resistance and inhibition mechanism of novel aminoglycoside phosphotransferase APH(5) from B. subtilis subsp. subtilis strain RK. Braz J Microbiol 2019; 50:887-898. [PMID: 31401782 DOI: 10.1007/s42770-019-00132-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2018] [Accepted: 08/02/2019] [Indexed: 01/05/2023] Open
Abstract
Bacterial resistance towards aminoglycoside antibiotics mainly occurs because of aminoglycoside phosphotransferases (APHs). It is thus necessary to provide a rationale for focusing inhibitor development against APHs. The nucleotide triphosphate (NTP) binding site of eukaryotic protein kinases (ePKs) is structurally conserved with APHs. However, ePK inhibitors cannot be used against APHs due to cross reactivity. Thus, understanding bacterial resistance at the atomic level could be useful to design new inhibitors against such resistant pathogens. Hence, we carried out in vitro studies of APH from newly deposited multidrug-resistant organism Bacillus subtilis subsp. subtilis strain RK. Enzymatic modification studies of different aminoglycoside antibiotics along with purification and characterization revealed a novel class of APH, i.e., APH(5), with molecular weight 27 kDa approximately. Biochemical analysis of virtually screened inhibitor ZINC71575479 by coupled spectrophotometric assay showed complete enzymatic inhibition of purified APH(5). In silico toxicity study comparison of ZINC71575479 with known inhibitor of APH, i.e., tyrphostin AG1478, predicted its acceptable values for 96 h fathead minnow LC50, 48 h Tetrahymena pyriformis IGC50, oral rat LD50, and developmental toxicity using different QSAR methodologies. Thus, the present study gives novel insight into the aminoglycoside resistance and inhibition mechanism of APH(5) by applying experimental and computational techniques synergistically.
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19
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Wencewicz TA. Crossroads of Antibiotic Resistance and Biosynthesis. J Mol Biol 2019; 431:3370-3399. [PMID: 31288031 DOI: 10.1016/j.jmb.2019.06.033] [Citation(s) in RCA: 78] [Impact Index Per Article: 15.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2019] [Revised: 06/20/2019] [Accepted: 06/27/2019] [Indexed: 12/14/2022]
Abstract
The biosynthesis of antibiotics and self-protection mechanisms employed by antibiotic producers are an integral part of the growing antibiotic resistance threat. The origins of clinically relevant antibiotic resistance genes found in human pathogens have been traced to ancient microbial producers of antibiotics in natural environments. Widespread and frequent antibiotic use amplifies environmental pools of antibiotic resistance genes and increases the likelihood for the selection of a resistance event in human pathogens. This perspective will provide an overview of the origins of antibiotic resistance to highlight the crossroads of antibiotic biosynthesis and producer self-protection that result in clinically relevant resistance mechanisms. Some case studies of synergistic antibiotic combinations, adjuvants, and hybrid antibiotics will also be presented to show how native antibiotic producers manage the emergence of antibiotic resistance.
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Affiliation(s)
- Timothy A Wencewicz
- Department of Chemistry, Washington University in St. Louis, One Brookings Drive, St. Louis, MO 63130, USA.
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20
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Gozi KS, Froes JR, Deus Ajude LPT, da Silva CR, Baptista RS, Peiró JR, Marinho M, Mendes LCN, Nogueira MCL, Casella T. Dissemination of Multidrug-Resistant Commensal Escherichia coli in Feedlot Lambs in Southeastern Brazil. Front Microbiol 2019; 10:1394. [PMID: 31293542 PMCID: PMC6603138 DOI: 10.3389/fmicb.2019.01394] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2019] [Accepted: 06/04/2019] [Indexed: 12/31/2022] Open
Abstract
Antimicrobial resistance (AR) is a public health issue since it limits the choices to treat infections by Escherichia coli in humans and animals. In Brazil, the ovine meat market has grown in recent years, but studies about AR in sheep are still scarce. Thus, this study aims to investigate the presence of AR in E. coli isolated from lambs during feedlot. To this end, feces from 112 lambs with 2 months of age, after weaning, were collected on the first day of the animals in the feedlot (day 0), and on the last day before slaughtering (day 42). Isolates were selected in MacConkey agar supplemented with 4 mg/L of ceftiofur and identified by biochemical methods. Isolates were submitted to an antimicrobial susceptibility test by disc-diffusion and PCR to investigate genes for phylogenetic group, virulence determinants and resistance to the several antimicrobial classes tested. The genetic localization of the bla genes detected was elucidated by S1-PFGE followed by Southern blot-hybridizations. The isolates were typed by XbaI-PFGE and MLST methods. Seventy-eight E. coli were isolated from 8/112 (7.1%) animals on day 0, and from 55/112 (49.1%) animals on day 42. Since only fimH was present in almost all E. coli (97.4%) as a virulence gene, and also 88.5% belonged to phylogroups B1 or A, we consider that isolates represent intestinal commensal bacteria. The dendrogram separated the 78 non-virulent isolates in seven clusters, two of which comprised 50 E. coli belonging to ST/CC 1727/446 or ST 3994 recovered on day 42 commonly harboring the genotype bla CMY -2-aac(3)-IIa -tetA-sul1-sul2-floR-cmlA. Special attention should be given to the presence of bla CTX-M-15, a worldwide gene spread, and bla CTX-M-14, a hitherto undetected gene in Enterobacteriaceae from food-producing animals in Brazil. Importantly, E. coli lineages and plasmids carrying bla genes detected here have already been reported as sources of infection in humans either from animals, food, or the environment, which raises public health concerns. Hence, two types of commensal E. coli carrying important AR genes clearly prevailed during feedlot, but lambs are also reservoirs of bacteria carrying important AR genes such as bla CTX-M-14 and bla CTX-M-15, mostly related to antimicrobial treatment failure.
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Affiliation(s)
- Katia Suemi Gozi
- Centro de Investigação e Microrganismos, FAMERP, São José do Rio Preto, Brazil
| | | | | | | | | | - Juliana Regina Peiró
- Faculdade de Medicina Veterinária, São Paulo State University (UNESP), Araçatuba, Brazil
| | - Marcia Marinho
- Faculdade de Medicina Veterinária, São Paulo State University (UNESP), Araçatuba, Brazil
| | | | | | - Tiago Casella
- Centro de Investigação e Microrganismos, FAMERP, São José do Rio Preto, Brazil
- Hospital de Base, São José do Rio Preto, Brazil
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21
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Coitinho JB, Costa MAF, Melo EM, Morais EA, de Andrade LGA, da Rocha AM, de Magalhães MTQ, Favaro DC, Bleicher L, Pedroso ERP, Goes AM, Nagem RAP. Structural and immunological characterization of a new nucleotidyltransferase-like antigen from Paracoccidioides brasiliensis. Mol Immunol 2019; 112:151-162. [PMID: 31108423 DOI: 10.1016/j.molimm.2019.04.028] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2019] [Revised: 04/29/2019] [Accepted: 04/30/2019] [Indexed: 02/06/2023]
Abstract
Pb27 antigen is an interesting alternative to immunological diagnosis of Paracoccidioidomycosis (PCM) and has demonstrated to be protective in experimental PCM. Its tertiary structure and possible function remained unknown till now. To study Pb27 at the atomic level, the recombinant protein was expressed in Escherichia coli BL21(DE3), purified, and its three-dimensional structure was solved by X-ray crystallography. Based on this structure, we performed a residue correlation analysis and in silico ligand search assays to address a possible biological function to Pb27. We identified Pb27 as a member of the extensive nucleotidyltransferase superfamily. The protein has an αβαβαβ topology with two domains (N- and C-terminal domains) and adopts a monomeric form as its biological unit in solution. Structural comparisons with similar members of the superfamily clearly indicate Pb27 C-terminal domain is singular and may play an important role in its biological function. Bioinformatics analysis suggested that Pb27 might bind to ATP and CTP. This suggestion is corroborated by the fact that a magnesium cation is coordinated by two aspartic acid residues present at the active site (between N- and C-terminal domains), as evidenced by X-ray diffraction data. Besides, NMR assays (1H-15N HSQC spectra) confirmed the binding of CTP to Pb27, demonstrating for the first time an interaction between a nucleotide and this protein. Moreover, we evaluated the reactivity of sera from patients with Paracoccidioides brasiliensis infection against the recombinant form of Pb27 and showed that it was recognized by sera from infected and treated patients. Predicted B and T cell epitopes were synthesized and further evaluated against sera of PCM patients, providing information of the most reactive peptides in Pb27 primary structure which interact with specific Pb27 antibodies.
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Affiliation(s)
- Juliana B Coitinho
- Departamento de Ciências Fisiológicas, Centro de Ciências da Saúde, Universidade Federal do Espírito Santo, Vitória, ES 29043-900, Brazil
| | - Mariana A F Costa
- Departamento de Bioquímica e Imunologia, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte, MG 31270-901, Brazil
| | - Eliza M Melo
- Departamento de Bioquímica e Imunologia, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte, MG 31270-901, Brazil
| | - Elis A Morais
- Departamento de Bioquímica e Imunologia, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte, MG 31270-901, Brazil
| | - Lorena G A de Andrade
- Departamento de Bioquímica e Imunologia, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte, MG 31270-901, Brazil
| | - Aline M da Rocha
- Departamento de Bioquímica e Imunologia, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte, MG 31270-901, Brazil
| | - Mariana T Q de Magalhães
- Departamento de Bioquímica e Imunologia, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte, MG 31270-901, Brazil
| | - Denize C Favaro
- Instituto de Química, Universidade Estadual de Campinas, Campinas, SP 13083-970, Brazil
| | - Lucas Bleicher
- Departamento de Bioquímica e Imunologia, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte, MG 31270-901, Brazil
| | - Enio R P Pedroso
- Faculdade de Medicina, Universidade Federal de Minas Gerais, Belo Horizonte, MG 31270-901, Brazil
| | - Alfredo M Goes
- Departamento de Bioquímica e Imunologia, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte, MG 31270-901, Brazil; Departamento de Patologia Geral, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte, MG 31270-901, Brazil
| | - Ronaldo A P Nagem
- Departamento de Bioquímica e Imunologia, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte, MG 31270-901, Brazil.
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22
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Study of Virulence Factors in Urease-Positive Bacteria Isolated from Urinary Tract Infections Clinical Specimens. JOURNAL OF PURE AND APPLIED MICROBIOLOGY 2018. [DOI: 10.22207/jpam.12.3.50] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
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23
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Thamban Chandrika N, Garneau-Tsodikova S. Comprehensive review of chemical strategies for the preparation of new aminoglycosides and their biological activities. Chem Soc Rev 2018; 47:1189-1249. [PMID: 29296992 PMCID: PMC5818290 DOI: 10.1039/c7cs00407a] [Citation(s) in RCA: 40] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
A systematic analysis of all synthetic and chemoenzymatic methodologies for the preparation of aminoglycosides for a variety of applications (therapeutic and agricultural) reported in the scientific literature up to 2017 is presented. This comprehensive analysis of derivatization/generation of novel aminoglycosides and their conjugates is divided based on the types of modifications used to make the new derivatives. Both the chemical strategies utilized and the biological results observed are covered. Structure-activity relationships based on different synthetic modifications along with their implications for activity and ability to avoid resistance against different microorganisms are also presented.
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Affiliation(s)
- Nishad Thamban Chandrika
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Kentucky, Lexington, KY 40536-0596, USA.
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Zárate SG, Claure MLDLC, Benito-Arenas R, Revuelta J, Santana AG, Bastida A. Overcoming Aminoglycoside Enzymatic Resistance: Design of Novel Antibiotics and Inhibitors. Molecules 2018; 23:molecules23020284. [PMID: 29385736 PMCID: PMC6017855 DOI: 10.3390/molecules23020284] [Citation(s) in RCA: 43] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2017] [Revised: 01/12/2018] [Accepted: 01/26/2018] [Indexed: 11/17/2022] Open
Abstract
Resistance to aminoglycoside antibiotics has had a profound impact on clinical practice. Despite their powerful bactericidal activity, aminoglycosides were one of the first groups of antibiotics to meet the challenge of resistance. The most prevalent source of clinically relevant resistance against these therapeutics is conferred by the enzymatic modification of the antibiotic. Therefore, a deeper knowledge of the aminoglycoside-modifying enzymes and their interactions with the antibiotics and solvent is of paramount importance in order to facilitate the design of more effective and potent inhibitors and/or novel semisynthetic aminoglycosides that are not susceptible to modifying enzymes.
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Affiliation(s)
- Sandra G. Zárate
- Facultad de Tecnología-Carrera de Ingeniería Química, Universidad Mayor Real y Pontificia de San Francisco Xavier de Chuquisaca, Regimiento Campos 180, Casilla 60-B, Sucre, Bolivia;
| | - M. Luisa De la Cruz Claure
- Facultad de Ciencias Químico Farmacéuticas y Bioquímicas, Universidad Mayor Real y Pontificia de San Francisco Xavier de Chuquisaca, Dalence 51, Casilla 497, Sucre, Bolivia;
| | - Raúl Benito-Arenas
- Departmento de Química Bio-Orgánica, Instituto de Química Orgánica General (CSIC), Juan de la Cierva 3, 28006 Madrid, Spain; (R.B.-A.); (J.R.)
| | - Julia Revuelta
- Departmento de Química Bio-Orgánica, Instituto de Química Orgánica General (CSIC), Juan de la Cierva 3, 28006 Madrid, Spain; (R.B.-A.); (J.R.)
| | - Andrés G. Santana
- Departmento de Química Bio-Orgánica, Instituto de Química Orgánica General (CSIC), Juan de la Cierva 3, 28006 Madrid, Spain; (R.B.-A.); (J.R.)
- Correspondence: (A.G.S.); (A.B.); Tel: +34-915-612-800 (A.B.)
| | - Agatha Bastida
- Departmento de Química Bio-Orgánica, Instituto de Química Orgánica General (CSIC), Juan de la Cierva 3, 28006 Madrid, Spain; (R.B.-A.); (J.R.)
- Correspondence: (A.G.S.); (A.B.); Tel: +34-915-612-800 (A.B.)
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25
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Mokhtari H, Eslami G, Zandi H, Dehghan-Banadkouki A, Vakili M. Evaluating the Frequency of aac(6')-IIa, ant(2″)-I, intl1, and intl2 Genes in Aminoglycosides Resistant Klebsiella pneumoniae Isolates Obtained from Hospitalized Patients in Yazd, Iran. Avicenna J Med Biotechnol 2018; 10:115-119. [PMID: 29849989 PMCID: PMC5960057] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Klebsiella pneumoniae (K. pneumoniae) is an opportunistic pathogen that could be resistant to many antimicrobial agents. Resistance genes can be carried among gram-negative bacteria by integrons. Enzymatic inactivation is the most important mechanism of resistance to aminoglycosides. In this study, the frequencies of two important resistance gene aac(6')-IIa and ant(2″)-I, and genes coding integrase I and II, in K. pneumoniae isolates resistant to aminoglycosides were evaluated. METHODS In this cross-sectional study, an attempt was made to assess the antibiotic susceptibility of 130 K. pneumoniae isolates obtained from different samples of patients hospitalized in training hospitals of Yazd evaluated by disk diffusion method. The frequencies of aac(6')-IIa, ant(2″)-I, intl1, and intl2 genes were determined by PCR method. Data were analyzed by chi-square method using SPSS software (Ver. 16). RESULTS our results showed that resistance to gentamicin, tobramycin, kanamycin, and amikacin were 34.6, 33.8, 43.8, and 14.6%, respectively. The frequencies of aac (6')-IIa, ant(2″)-I, intl1, and intl2 genes were 44.6, 27.7, 90, and 0%, respectively. CONCLUSION This study showed there are high frequencies of genes coding aminoglycosides resistance in K. pneumoniae isolates. Hence, it is very important to monitor and inhibit the spread of antibiotic resistance genes.
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Affiliation(s)
- Hesam Mokhtari
- International Campus, Shahid Sadoughi University of Medical Sciences, Yazd, Iran
| | - Gilda Eslami
- Research Center for Food Hygiene and Safety, Shahid Sadoughi University of Medical Sciences, Yazd, Iran, Department of Parasitology and Mycology, Faculty of Medicine, Shahid Sadoughi University of Medical Sciences, Yazd, Iran
| | - Hengameh Zandi
- Research Center for Food Hygiene and Safety, Shahid Sadoughi University of Medical Sciences, Yazd, Iran, Department of Microbiology, Faculty of Medicine, Shahid Sadoughi University of Medical Sciences, Yazd, Iran,Corresponding author: Hengameh Zandi, Ph.D., Research Center for Food Hygiene and Safety, Shahid Sadoughi University of Medical Sciences, Yazd, Iran Tel: +98 41 33364665 Fax: +98 35 38203414 E-mail:
| | - Amin Dehghan-Banadkouki
- Department of Pathobiology, Faculty of Public Health, Tehran University of Medical Sciences, Tehran, Iran
| | - Mahmood Vakili
- Department of Public Medicine, Faculty of Medicine, Shahid Sadoughi University of Medical Sciences, Yazd, Iran
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26
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Abstract
Despite an array of cogent antibiotics, bacterial infections, notably those produced by nosocomial pathogens, still remain a leading factor of morbidity and mortality around the globe. They target the severely ill, hospitalized and immunocompromised patients with incapacitated immune system, who are prone to infections. The choice of antimicrobial therapy is largely empirical and not devoid of toxicity, hypersensitivity, teratogenicity and/or mutagenicity. The emergence of multidrug-resistant bacteria further intensifies the clinical predicament as it directly impacts public health due to diminished potency of current antibiotics. In addition, there is an escalating concern with respect to biofilm-associated infections that are refractory to the presently available antimicrobial armory, leaving almost no therapeutic option. Hence, there is a dire need to develop alternate antibacterial agents. The past decade has witnessed a substantial upsurge in the global use of nanomedicines as innovative tools for combating the high rates of antimicrobial resistance. Antibacterial activity of metal and metal oxide nanoparticles (NPs) has been extensively reported. The microbes are eliminated either by microbicidal effects of the NPs, such as release of free metal ions culminating in cell membrane damage, DNA interactions or free radical generation, or by microbiostatic effects coupled with killing potentiated by the host's immune system. This review encompasses the magnitude of multidrug resistance in nosocomial infections, bacterial evasion of the host immune system, mechanisms used by bacteria to develop drug resistance and the use of nanomaterials based on metals to overcome these challenges. The diverse annihilative effects of conventional and biogenic metal NPs for antibacterial activity are also discussed. The use of polymer-based nanomaterials and nanocomposites, alone or functionalized with ligands, antibodies or antibiotics, as alternative antimicrobial agents for treating severe bacterial infections is also discussed. Combinatorial therapy with metallic NPs, as adjunct to the existing antibiotics, may aid to restrain the mounting menace of bacterial resistance and nosocomial threat.
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Affiliation(s)
- Hassan A Hemeg
- Department of Medical Laboratories Technology, Faculty of Applied Medical Sciences, Taibah University, Medina, Kingdom of Saudi Arabia
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27
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Bacot-Davis VR, Bassenden AV, Sprules T, Berghuis AM. Effect of solvent and protein dynamics in ligand recognition and inhibition of aminoglycoside adenyltransferase 2″-Ia. Protein Sci 2017; 26:1852-1863. [PMID: 28734024 DOI: 10.1002/pro.3224] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2017] [Revised: 06/24/2017] [Accepted: 07/03/2017] [Indexed: 01/15/2023]
Abstract
The aminoglycoside modifying enzyme (AME) ANT(2″)-Ia is a significant target for next generation antibiotic development. Structural studies of a related aminoglycoside-modifying enzyme, ANT(3″)(9), revealed this enzyme contains dynamic, disordered, and well-defined segments that modulate thermodynamically before and after antibiotic binding. Characterizing these structural dynamics is critical for in situ screening, design, and development of contemporary antibiotics that can be implemented in a clinical setting to treat potentially lethal, antibiotic resistant, human infections. Here, the first NMR structural ensembles of ANT(2″)-Ia are presented, and suggest that ATP-aminoglycoside binding repositions the nucleotidyltransferase (NT) and C-terminal domains for catalysis to efficiently occur. Residues involved in ligand recognition were assessed by site-directed mutagenesis. In vitro activity assays indicate a critical role for I129 toward aminoglycoside modification in addition to known catalytic D44, D46, and D48 residues. These observations support previous claims that ANT aminoglycoside sub-class promiscuity is not solely due to binding cleft size, or inherent partial disorder, but can be controlled by ligand modulation on distinct dynamic and thermodynamic properties of ANTs under cellular conditions. Hydrophobic interactions in the substrate binding cleft, as well as solution dynamics in the C-terminal tail of ANT(2″)-Ia, advocate toward design of kanamycin-derived cationic lipid aminoglycoside analogs, some of which have already shown antimicrobial activity in vivo against kanamycin and gentamicin-resistant P. aeruginosa. This data will drive additional in silico, next generation antibiotic development for future human use to combat increasingly prevalent antimicrobial resistance.
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Affiliation(s)
- Valjean R Bacot-Davis
- McGill University, Biochemistry, 3649 Promenade Sir William Osler Room 470, Montreal, QC H3A 0G4, Canada
| | - Angelia V Bassenden
- McGill University, Biochemistry, 3649 Promenade Sir William Osler Room 470, Montreal, QC H3A 0G4, Canada
| | - Tara Sprules
- McGill University, Biochemistry, 3649 Promenade Sir William Osler Room 470, Montreal, QC H3A 0G4, Canada.,Quebec/Eastern Canada NMR Centre, Pulp & Paper Research Centre, 3420 University St. Room 023, Montreal, QC H3A 2A7, Canada
| | - Albert M Berghuis
- McGill University, Biochemistry, 3649 Promenade Sir William Osler Room 470, Montreal, QC H3A 0G4, Canada
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28
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Klahn P, Brönstrup M. Bifunctional antimicrobial conjugates and hybrid antimicrobials. Nat Prod Rep 2017; 34:832-885. [PMID: 28530279 DOI: 10.1039/c7np00006e] [Citation(s) in RCA: 119] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Covering: up to the end of 2016Novel antimicrobial drugs are continuously needed to counteract bacterial resistance development. An innovative molecular design strategy for novel antibiotic drugs is based on the hybridization of an antibiotic with a second functional entity. Such conjugates can be grouped into two major categories. In the first category (antimicrobial hybrids), both functional elements of the hybrid exert antimicrobial activity. Due to the dual targeting, resistance development can be significantly impaired, the pharmacokinetic properties can be superior compared to combination therapies with the single antibiotics, and the antibacterial potency is often enhanced in a synergistic manner. In the second category (antimicrobial conjugates), one functional moiety controls the accumulation of the other part of the conjugate, e.g. by mediating an active transport into the bacterial cell or blocking the efflux. This approach is mostly applied to translocate compounds across the cell envelope of Gram-negative bacteria through membrane-embedded transporters (e.g. siderophore transporters) that provide nutrition and signalling compounds to the cell. Such 'Trojan Horse' approaches can expand the antibacterial activity of compounds against Gram-negative pathogens, or offer new options for natural products that could not be developed as standalone antibiotics, e.g. due to their toxicity.
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Affiliation(s)
- P Klahn
- Department for Chemical Biology, Helmholtz Centre for Infection Research, Inhoffenstraße 7, 38124 Braunschweig, Germany. and Institute for Organic Chemistry, Technische Universität Braunschweig, Hagenring 30, 38106 Braunschweig, Germany.
| | - M Brönstrup
- Department for Chemical Biology, Helmholtz Centre for Infection Research, Inhoffenstraße 7, 38124 Braunschweig, Germany.
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29
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Cox G, Sieron A, King AM, De Pascale G, Pawlowski AC, Koteva K, Wright GD. A Common Platform for Antibiotic Dereplication and Adjuvant Discovery. Cell Chem Biol 2017; 24:98-109. [DOI: 10.1016/j.chembiol.2016.11.011] [Citation(s) in RCA: 53] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2016] [Revised: 11/07/2016] [Accepted: 11/17/2016] [Indexed: 12/20/2022]
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30
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Chellat MF, Raguž L, Riedl R. Targeting Antibiotic Resistance. Angew Chem Int Ed Engl 2016; 55:6600-26. [PMID: 27000559 PMCID: PMC5071768 DOI: 10.1002/anie.201506818] [Citation(s) in RCA: 296] [Impact Index Per Article: 37.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2015] [Revised: 10/10/2015] [Indexed: 12/11/2022]
Abstract
Finding strategies against the development of antibiotic resistance is a major global challenge for the life sciences community and for public health. The past decades have seen a dramatic worldwide increase in human-pathogenic bacteria that are resistant to one or multiple antibiotics. More and more infections caused by resistant microorganisms fail to respond to conventional treatment, and in some cases, even last-resort antibiotics have lost their power. In addition, industry pipelines for the development of novel antibiotics have run dry over the past decades. A recent world health day by the World Health Organization titled "Combat drug resistance: no action today means no cure tomorrow" triggered an increase in research activity, and several promising strategies have been developed to restore treatment options against infections by resistant bacterial pathogens.
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Affiliation(s)
- Mathieu F Chellat
- Institute of Chemistry and Biotechnology, Center for Organic and Medicinal Chemistry, Zurich University of Applied Sciences (ZHAW), Einsiedlerstrasse 31, 8820, Wädenswil, Switzerland
| | - Luka Raguž
- Institute of Chemistry and Biotechnology, Center for Organic and Medicinal Chemistry, Zurich University of Applied Sciences (ZHAW), Einsiedlerstrasse 31, 8820, Wädenswil, Switzerland
| | - Rainer Riedl
- Institute of Chemistry and Biotechnology, Center for Organic and Medicinal Chemistry, Zurich University of Applied Sciences (ZHAW), Einsiedlerstrasse 31, 8820, Wädenswil, Switzerland.
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31
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Bassenden AV, Rodionov D, Shi K, Berghuis AM. Structural Analysis of the Tobramycin and Gentamicin Clinical Resistome Reveals Limitations for Next-generation Aminoglycoside Design. ACS Chem Biol 2016; 11:1339-46. [PMID: 26900880 DOI: 10.1021/acschembio.5b01070] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
Abstract
Widespread use and misuse of antibiotics has allowed for the selection of resistant bacteria capable of avoiding the effects of antibiotics. The primary mechanism for resistance to aminoglycosides, a broad-spectrum class of antibiotics, is through covalent enzymatic modification of the drug, waning their bactericidal effect. Tobramycin and gentamicin are two medically important aminoglycosides targeted by several different resistance factors, including aminoglycoside 2″-nucleotidyltransferase [ANT(2″)], the primary cause of aminoglycoside resistance in North America. We describe here two crystal structures of ANT(2″), each in complex with AMPCPP, Mn(2+), and either tobramycin or gentamicin. Together these structures outline ANT(2″)'s specificity for clinically used substrates. Importantly, these structures complete our structural knowledge for the set of enzymes that most frequently confer clinically observed resistance to tobramycin and gentamicin. Comparison of tobramycin and gentamicin binding to enzymes in this resistome, as well as to the intended target, the bacterial ribosome, reveals surprising diversity in observed drug-target interactions. Analysis of the diverse binding modes informs that there are limited opportunities for developing aminoglycoside analogs capable of evading resistance.
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Affiliation(s)
- Angelia V. Bassenden
- Department
of Biochemistry, McGill University, McIntyre Medical Building, 3655
Promenade Sir William Osler, Montreal, Quebec, Canada, H3G 1Y6
- Groupe
de Recherche Axé sur la Structure des Protéines, McGill University, Bellini Pavilion, 3649 Promenade Sir William Osler, Montreal, Quebec, Canada, H3G 0B1
| | - Dmitry Rodionov
- Department
of Biochemistry, McGill University, McIntyre Medical Building, 3655
Promenade Sir William Osler, Montreal, Quebec, Canada, H3G 1Y6
- Groupe
de Recherche Axé sur la Structure des Protéines, McGill University, Bellini Pavilion, 3649 Promenade Sir William Osler, Montreal, Quebec, Canada, H3G 0B1
| | - Kun Shi
- Department
of Biochemistry, McGill University, McIntyre Medical Building, 3655
Promenade Sir William Osler, Montreal, Quebec, Canada, H3G 1Y6
- Groupe
de Recherche Axé sur la Structure des Protéines, McGill University, Bellini Pavilion, 3649 Promenade Sir William Osler, Montreal, Quebec, Canada, H3G 0B1
| | - Albert M. Berghuis
- Department
of Biochemistry, McGill University, McIntyre Medical Building, 3655
Promenade Sir William Osler, Montreal, Quebec, Canada, H3G 1Y6
- Department
of Microbiology and Immunology, McGill University, Duff Medical Building, 3775 University
Street, Montreal, Quebec, Canada, H3A 2B4
- Groupe
de Recherche Axé sur la Structure des Protéines, McGill University, Bellini Pavilion, 3649 Promenade Sir William Osler, Montreal, Quebec, Canada, H3G 0B1
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32
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Stogios PJ, Cox G, Spanogiannopoulos P, Pillon MC, Waglechner N, Skarina T, Koteva K, Guarné A, Savchenko A, Wright GD. Rifampin phosphotransferase is an unusual antibiotic resistance kinase. Nat Commun 2016; 7:11343. [PMID: 27103605 PMCID: PMC4844700 DOI: 10.1038/ncomms11343] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2015] [Accepted: 03/15/2016] [Indexed: 11/11/2022] Open
Abstract
Rifampin (RIF) phosphotransferase (RPH) confers antibiotic resistance by conversion of RIF and ATP, to inactive phospho-RIF, AMP and Pi. Here we present the crystal structure of RPH from Listeria monocytogenes (RPH-Lm), which reveals that the enzyme is comprised of three domains: two substrate-binding domains (ATP-grasp and RIF-binding domains); and a smaller phosphate-carrying His swivel domain. Using solution small-angle X-ray scattering and mutagenesis, we reveal a mechanism where the swivel domain transits between the spatially distinct substrate-binding sites during catalysis. RPHs are previously uncharacterized dikinases that are widespread in environmental and pathogenic bacteria. These enzymes are members of a large unexplored group of bacterial enzymes with substrate affinities that have yet to be fully explored. Such an enzymatically complex mechanism of antibiotic resistance augments the spectrum of strategies used by bacteria to evade antimicrobial compounds.
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Affiliation(s)
- Peter J. Stogios
- Department of Chemical Engineering and Applied Chemistry, University of Toronto, Toronto, Ontario, Canada M5G 1L6
| | - Georgina Cox
- M.G. DeGroote Institute for Infectious Disease Research, Department of Biochemistry and Biomedical Sciences, McMaster University, 1280 Main St W, Hamilton, Ontario, Canada L8S 4K1
| | - Peter Spanogiannopoulos
- M.G. DeGroote Institute for Infectious Disease Research, Department of Biochemistry and Biomedical Sciences, McMaster University, 1280 Main St W, Hamilton, Ontario, Canada L8S 4K1
| | - Monica C. Pillon
- Department of Biochemistry and Biomedical Sciences, McMaster University, 1280 Main St W, Hamilton, Ontario, Canada L8S 4K1
| | - Nicholas Waglechner
- M.G. DeGroote Institute for Infectious Disease Research, Department of Biochemistry and Biomedical Sciences, McMaster University, 1280 Main St W, Hamilton, Ontario, Canada L8S 4K1
| | - Tatiana Skarina
- M.G. DeGroote Institute for Infectious Disease Research, Department of Biochemistry and Biomedical Sciences, McMaster University, 1280 Main St W, Hamilton, Ontario, Canada L8S 4K1
| | - Kalinka Koteva
- M.G. DeGroote Institute for Infectious Disease Research, Department of Biochemistry and Biomedical Sciences, McMaster University, 1280 Main St W, Hamilton, Ontario, Canada L8S 4K1
| | - Alba Guarné
- Department of Biochemistry and Biomedical Sciences, McMaster University, 1280 Main St W, Hamilton, Ontario, Canada L8S 4K1
| | - Alexei Savchenko
- Department of Chemical Engineering and Applied Chemistry, University of Toronto, Toronto, Ontario, Canada M5G 1L6
| | - Gerard D. Wright
- M.G. DeGroote Institute for Infectious Disease Research, Department of Biochemistry and Biomedical Sciences, McMaster University, 1280 Main St W, Hamilton, Ontario, Canada L8S 4K1
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33
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Sethi S, Bryan J. Antibiotic resistance: challenges and successes in respiratory infection. Future Microbiol 2016; 11:481-4. [PMID: 27081910 DOI: 10.2217/fmb-2016-0006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
European Respiratory Society Congress, Amsterdam, 26-30 September 2015, and CHEST 2015, Montréal, Canada, 24-28 October 2015 With approximately 50,000 deaths in the US and EU attributed to antibacterial resistance each year, together with several million days of hospital care [1], the need to address resistance mechanisms and find new targets for novel antibiotics has never been greater. At the annual congresses of the European Respiratory Society and the American College of Chest Physicians, presenters reported advances in understanding of the mechanisms of antibiotic resistance and how these may be overcome. The latest clinical trial data on antibiotic treatment for hospital- and community-acquired pneumonia, including the potential for novel nebulized forms of therapy, were also discussed.
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Affiliation(s)
- Sanjay Sethi
- University at Buffalo, New York, VA WNY Healthcare System, 3495 Bailey Avenue, Buffalo, NY 14215, USA
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34
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Affiliation(s)
- Mathieu F. Chellat
- Institut für Chemie und Biotechnologie, FS Organische Chemie und Medizinalchemie; Zürcher Hochschule für Angewandte Wissenschaften (ZHAW); Einsiedlerstrasse 31 CH-8820 Wädenswil Schweiz
| | - Luka Raguž
- Institut für Chemie und Biotechnologie, FS Organische Chemie und Medizinalchemie; Zürcher Hochschule für Angewandte Wissenschaften (ZHAW); Einsiedlerstrasse 31 CH-8820 Wädenswil Schweiz
| | - Rainer Riedl
- Institut für Chemie und Biotechnologie, FS Organische Chemie und Medizinalchemie; Zürcher Hochschule für Angewandte Wissenschaften (ZHAW); Einsiedlerstrasse 31 CH-8820 Wädenswil Schweiz
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35
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Bacot-Davis VR, Bassenden AV, Berghuis AM. Drug-target networks in aminoglycoside resistance: hierarchy of priority in structural drug design. MEDCHEMCOMM 2016. [DOI: 10.1039/c5md00384a] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Drug-target network analysis for advancing next-generation aminoglycoside therapies that combat antibiotic resistant infections.
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Affiliation(s)
- Valjean R. Bacot-Davis
- Department of Biochemistry
- McGill University
- Montréal
- Canada
- Groupes de recherche GRASP et PROTEO
| | - Angelia V. Bassenden
- Department of Biochemistry
- McGill University
- Montréal
- Canada
- Groupes de recherche GRASP et PROTEO
| | - Albert M. Berghuis
- Department of Biochemistry
- McGill University
- Montréal
- Canada
- Department of Microbiology & Immunology
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36
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Chen Y, Näsvall J, Wu S, Andersson DI, Selmer M. Structure of AadA from Salmonella enterica: a monomeric aminoglycoside (3'')(9) adenyltransferase. ACTA CRYSTALLOGRAPHICA. SECTION D, BIOLOGICAL CRYSTALLOGRAPHY 2015; 71:2267-77. [PMID: 26527143 PMCID: PMC4631478 DOI: 10.1107/s1399004715016429] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/20/2015] [Accepted: 09/02/2015] [Indexed: 11/24/2022]
Abstract
Aminoglycoside resistance is commonly conferred by enzymatic modification of drugs by aminoglycoside-modifying enzymes such as aminoglycoside nucleotidyltransferases (ANTs). Here, the first crystal structure of an ANT(3'')(9) adenyltransferase, AadA from Salmonella enterica, is presented. AadA catalyses the magnesium-dependent transfer of adenosine monophosphate from ATP to the two chemically dissimilar drugs streptomycin and spectinomycin. The structure was solved using selenium SAD phasing and refined to 2.5 Å resolution. AadA consists of a nucleotidyltransferase domain and an α-helical bundle domain. AadA crystallizes as a monomer and is a monomer in solution as confirmed by small-angle X-ray scattering, in contrast to structurally similar homodimeric adenylating enzymes such as kanamycin nucleotidyltransferase. Isothermal titration calorimetry experiments show that ATP binding has to occur before binding of the aminoglycoside substrate, and structure analysis suggests that ATP binding repositions the two domains for aminoglycoside binding in the interdomain cleft. Candidate residues for ligand binding and catalysis were subjected to site-directed mutagenesis. In vivo resistance and in vitro binding assays support the role of Glu87 as the catalytic base in adenylation, while Arg192 and Lys205 are shown to be critical for ATP binding.
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Affiliation(s)
- Yang Chen
- Department of Cell and Molecular Biology, Uppsala University, Biomedical Center, Box 596, SE-751 24 Uppsala, Sweden
| | - Joakim Näsvall
- Department of Medical Biochemistry and Microbiology, Uppsala University, Biomedical Center, Box 582, SE-751 23 Uppsala, Sweden
| | - Shiying Wu
- Department of Cell and Molecular Biology, Uppsala University, Biomedical Center, Box 596, SE-751 24 Uppsala, Sweden
| | - Dan I. Andersson
- Department of Medical Biochemistry and Microbiology, Uppsala University, Biomedical Center, Box 582, SE-751 23 Uppsala, Sweden
| | - Maria Selmer
- Department of Cell and Molecular Biology, Uppsala University, Biomedical Center, Box 596, SE-751 24 Uppsala, Sweden
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37
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Garneau-Tsodikova S, Labby KJ. Mechanisms of Resistance to Aminoglycoside Antibiotics: Overview and Perspectives. MEDCHEMCOMM 2015; 7:11-27. [PMID: 26877861 DOI: 10.1039/c5md00344j] [Citation(s) in RCA: 272] [Impact Index Per Article: 30.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Aminoglycoside (AG) antibiotics are used to treat many Gram-negative and some Gram-positive infections and, importantly, multidrug-resistant tuberculosis. Among various bacterial species, resistance to AGs arises through a variety of intrinsic and acquired mechanisms. The bacterial cell wall serves as a natural barrier for small molecules such as AGs and may be further fortified via acquired mutations. Efflux pumps work to expel AGs from bacterial cells, and modifications here too may cause further resistance to AGs. Mutations in the ribosomal target of AGs, while rare, also contribute to resistance. Of growing clinical prominence is resistance caused by ribosome methyltransferases. By far the most widespread mechanism of resistance to AGs is the inactivation of these antibiotics by AG-modifying enzymes. We provide here an overview of these mechanisms by which bacteria become resistant to AGs and discuss their prevalence and potential for clinical relevance.
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Affiliation(s)
- Sylvie Garneau-Tsodikova
- University of Kentucky, Department of Pharmaceutical Sciences, 789 South Limestone Street, Lexington, KY, USA. ; Tel: 859-218-1686
| | - Kristin J Labby
- Beloit College, Department of Chemistry, 700 College Street, Beloit, WI, USA. ; Tel: 608-363-2273
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Abstract
Vancomycin resistance in Gram-positive bacteria results from the replacement of the d-alanyl–d-alanine target of peptidoglycan precursors with d-alanyl–d-lactate or d-alanyl–d-serine (d-Ala-d-Ser), to which vancomycin has low binding affinity. VanT is one of the proteins required for the production of d-Ala-d-Ser-terminating precursors by converting l-Ser to d-Ser. VanT is composed of two domains, an N-terminal membrane-bound domain, likely involved in l-Ser uptake, and a C-terminal cytoplasmic catalytic domain which is related to bacterial alanine racemases. To gain insight into the molecular function of VanT, the crystal structure of the catalytic domain of VanTG from VanG-type resistant Enterococcus faecalis BM4518 was determined. The structure showed significant similarity to type III pyridoxal 5′-phosphate (PLP)-dependent alanine racemases, which are essential for peptidoglycan synthesis. Comparative structural analysis between VanTG and alanine racemases as well as site-directed mutagenesis identified three specific active site positions centered around Asn696 which are responsible for the l-amino acid specificity. This analysis also suggested that VanT racemases evolved from regular alanine racemases by acquiring additional selectivity toward serine while preserving that for alanine. The 4-fold-lower relative catalytic efficiency of VanTG against l-Ser versus l-Ala implied that this enzyme relies on its membrane-bound domain for l-Ser transport to increase the overall rate of d-Ser production. These findings illustrate how vancomycin pressure selected for molecular adaptation of a housekeeping enzyme to a bifunctional enzyme to allow for peptidoglycan remodeling, a strategy increasingly observed in antibiotic-resistant bacteria. Vancomycin is one of the drugs of last resort against Gram-positive antibiotic-resistant pathogens. However, bacteria have evolved a sophisticated mechanism which remodels the drug target, the d-alanine ending precursors in cell wall synthesis, into precursors terminating with d-lactate or d-serine, to which vancomycin has less affinity. d-Ser is synthesized by VanT serine racemase, which has two unusual characteristics: (i) it is one of the few serine racemases identified in bacteria and (ii) it contains a membrane-bound domain involved in l-Ser uptake. The structure of the catalytic domain of VanTG showed high similarity to alanine racemases, and we identified three specific active site substitutions responsible for l-Ser specificity. The data provide the molecular basis for VanT evolution to a bifunctional enzyme coordinating both transport and racemization. Our findings also illustrate the evolution of the essential alanine racemase into a vancomycin resistance enzyme in response to antibiotic pressure.
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Stogios PJ, Evdokimova E, Morar M, Koteva K, Wright GD, Courvalin P, Savchenko A. Structural and functional plasticity of antibiotic resistance nucleotidylyltransferases revealed by molecular characterization of lincosamide nucleotidylyltransferases lnu(A) and lnu(D). J Mol Biol 2015; 427:2229-43. [PMID: 25900373 DOI: 10.1016/j.jmb.2015.04.008] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2015] [Revised: 04/09/2015] [Accepted: 04/12/2015] [Indexed: 01/06/2023]
Abstract
One of the main mechanisms of resistance to lincosamide and aminoglycoside antibiotics is their inactivation by O-nucleotidylyltransferases (NTases). Significant sequence variation of lincomycin nucleotidylyltransferase (Lnu) and aminoglycoside nucleotidylyltransferase (ANT) enzymes plus lack of detailed information about the molecular basis for specificity of these enzymes toward chemically distinct antibiotic scaffolds hinders development of a general strategy to curb this resistance mechanism. We conducted an extensive sequence analysis identifying 129 putative antibiotic NTases constituting six distinct subfamilies represented by Lnu(A), Lnu(B), Lnu(C), Lnu(D), Lnu(F)/(G) plus ANT(2") enzymes. Since only the Lnu(B) enzyme has been previously studied in detail, we biochemically characterized the Lnu(A) and Lnu(D) enzymes, with the former representing the most sequence distinct Lnu ortholog. We also determined the crystal structure of the Lnu(A) enzyme in complex with a lincosamide. These data suggested that, while sharing the N-terminal nucleotidylyltransferase domain, the groups of antibiotic NTases feature structurally distinct C-terminal domains (CTDs) adapted to accommodate antibiotics. Comparative structural analysis among antibiotic NTases rationalized their specificity toward lincosamides versus aminoglycosides through active-site plasticity, which allows retention of general catalytic activity while accepting alterations at multiple, specific positions contributed by both domains. Based on this structural analysis, we suggest that antibiotic NTases evolved from an ancestral nucleotidylyltransferase along independent paths according to the identified groups, characterized by structural changes in the active site and recruitment of structurally diverse CTDs. These data show the complexity of enzyme-driven antibiotic resistance and provide a basis for broadly active inhibitors by identifying the key unifying features of antibiotic NTases.
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Affiliation(s)
- Peter J Stogios
- Department of Chemical Engineering and Applied Chemistry, University of Toronto, Toronto, Ontario, Canada M5G 1L6; Center for Structural Genomics of Infectious Diseases (CSGID)
| | - Elena Evdokimova
- Department of Chemical Engineering and Applied Chemistry, University of Toronto, Toronto, Ontario, Canada M5G 1L6; Center for Structural Genomics of Infectious Diseases (CSGID)
| | - Mariya Morar
- M. G. DeGroote Institute for Infectious Disease Research, McMaster University, MDCL 2301, 1280 Main Street West, Hamilton, Ontario, Canada L8N 3Z5
| | - Kalinka Koteva
- M. G. DeGroote Institute for Infectious Disease Research, McMaster University, MDCL 2301, 1280 Main Street West, Hamilton, Ontario, Canada L8N 3Z5
| | - Gerard D Wright
- M. G. DeGroote Institute for Infectious Disease Research, McMaster University, MDCL 2301, 1280 Main Street West, Hamilton, Ontario, Canada L8N 3Z5
| | - Patrice Courvalin
- Unité des Agents Antibacteriens, Institut Pasteur, 25, rue du Dr Roux, 75724 Paris Cedex 15, France
| | - Alexei Savchenko
- Department of Chemical Engineering and Applied Chemistry, University of Toronto, Toronto, Ontario, Canada M5G 1L6; Center for Structural Genomics of Infectious Diseases (CSGID).
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