1
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Parra J, Beaton A, Seipke RF, Wilkinson B, Hutchings MI, Duncan KR. Antibiotics from rare actinomycetes, beyond the genus Streptomyces. Curr Opin Microbiol 2023; 76:102385. [PMID: 37804816 DOI: 10.1016/j.mib.2023.102385] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2023] [Revised: 09/05/2023] [Accepted: 09/06/2023] [Indexed: 10/09/2023]
Abstract
Throughout the golden age of antibiotic discovery, Streptomyces have been unsurpassed for their ability to produce bioactive metabolites. Yet, this success has been hampered by rediscovery. As we enter a new stage of biodiscovery, omics data and existing scientific repositories can enable informed choices on the biodiversity that may yield novel antibiotics. Here, we focus on the chemical potential of rare actinomycetes, defined as bacteria within the order Actinomycetales, but not belonging to the genus Streptomyces. They are named as such due to their less-frequent isolation under standard laboratory practices, yet there is increasing evidence to suggest these biologically diverse genera harbour considerable biosynthetic and chemical diversity. In this review, we focus on examples of successful isolation and genera that have been the focus of more concentrated biodiscovery efforts, we survey the representation of rare actinomycete taxa, compared with Streptomyces, across natural product data repositories in addition to its biosynthetic potential. This is followed by an overview of clinically useful drugs produced by rare actinomycetes and considerations for future biodiscovery efforts. There is much to learn about these underexplored taxa, and mounting evidence suggests that they are a fruitful avenue for the discovery of novel antimicrobials.
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Affiliation(s)
- Jonathan Parra
- Instituto de Investigaciones Farmacéuticas (INIFAR), Facultad de Farmacia, Universidad de Costa Rica, San José 11501-2060, Costa Rica; Centro Nacional de Innovaciones Biotecnológicas (CENIBiot), CeNAT-CONARE, San José 1174-1200, Costa Rica
| | - Ainsley Beaton
- John Innes Centre, Department of Molecular Microbiology, Norwich Research Park, Norwich NR4 7UH, UK
| | - Ryan F Seipke
- University of Leeds, Faculty of Biological Sciences, Astbury Centre for Structural Molecular Biology, Leeds LS2 9JT, UK
| | - Barrie Wilkinson
- John Innes Centre, Department of Molecular Microbiology, Norwich Research Park, Norwich NR4 7UH, UK
| | - Matthew I Hutchings
- John Innes Centre, Department of Molecular Microbiology, Norwich Research Park, Norwich NR4 7UH, UK
| | - Katherine R Duncan
- University of Strathclyde, Strathclyde Institute of Pharmacy and Biomedical Sciences, 141 Cathedral Street, Glasgow G4 0RE, UK.
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2
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Mullowney MW, Duncan KR, Elsayed SS, Garg N, van der Hooft JJJ, Martin NI, Meijer D, Terlouw BR, Biermann F, Blin K, Durairaj J, Gorostiola González M, Helfrich EJN, Huber F, Leopold-Messer S, Rajan K, de Rond T, van Santen JA, Sorokina M, Balunas MJ, Beniddir MA, van Bergeijk DA, Carroll LM, Clark CM, Clevert DA, Dejong CA, Du C, Ferrinho S, Grisoni F, Hofstetter A, Jespers W, Kalinina OV, Kautsar SA, Kim H, Leao TF, Masschelein J, Rees ER, Reher R, Reker D, Schwaller P, Segler M, Skinnider MA, Walker AS, Willighagen EL, Zdrazil B, Ziemert N, Goss RJM, Guyomard P, Volkamer A, Gerwick WH, Kim HU, Müller R, van Wezel GP, van Westen GJP, Hirsch AKH, Linington RG, Robinson SL, Medema MH. Artificial intelligence for natural product drug discovery. Nat Rev Drug Discov 2023; 22:895-916. [PMID: 37697042 DOI: 10.1038/s41573-023-00774-7] [Citation(s) in RCA: 16] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/20/2023] [Indexed: 09/13/2023]
Abstract
Developments in computational omics technologies have provided new means to access the hidden diversity of natural products, unearthing new potential for drug discovery. In parallel, artificial intelligence approaches such as machine learning have led to exciting developments in the computational drug design field, facilitating biological activity prediction and de novo drug design for molecular targets of interest. Here, we describe current and future synergies between these developments to effectively identify drug candidates from the plethora of molecules produced by nature. We also discuss how to address key challenges in realizing the potential of these synergies, such as the need for high-quality datasets to train deep learning algorithms and appropriate strategies for algorithm validation.
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Affiliation(s)
| | - Katherine R Duncan
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow, UK
| | - Somayah S Elsayed
- Department of Molecular Biotechnology, Institute of Biology, Leiden University, Leiden, The Netherlands
| | - Neha Garg
- School of Chemistry and Biochemistry, Center for Microbial Dynamics and Infection, Georgia Institute of Technology, Atlanta, GA, USA
| | - Justin J J van der Hooft
- Bioinformatics Group, Wageningen University, Wageningen, The Netherlands
- Department of Biochemistry, University of Johannesburg, Johannesburg, South Africa
| | - Nathaniel I Martin
- Biological Chemistry Group, Institute of Biology, Leiden University, Leiden, The Netherlands
| | - David Meijer
- Bioinformatics Group, Wageningen University, Wageningen, The Netherlands
| | - Barbara R Terlouw
- Bioinformatics Group, Wageningen University, Wageningen, The Netherlands
| | - Friederike Biermann
- Bioinformatics Group, Wageningen University, Wageningen, The Netherlands
- Institute of Molecular Bio Science, Goethe-University Frankfurt, Frankfurt am Main, Germany
- LOEWE Center for Translational Biodiversity Genomics (TBG), Frankfurt am Main, Germany
| | - Kai Blin
- The Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Kongens Lyngby, Denmark
| | | | - Marina Gorostiola González
- Drug Discovery and Safety, Leiden Academic Centre for Drug Research, Leiden, The Netherlands
- ONCODE institute, Leiden, The Netherlands
| | - Eric J N Helfrich
- Institute of Molecular Bio Science, Goethe-University Frankfurt, Frankfurt am Main, Germany
- LOEWE Center for Translational Biodiversity Genomics (TBG), Frankfurt am Main, Germany
| | - Florian Huber
- Center for Digitalization and Digitality, Hochschule Düsseldorf, Düsseldorf, Germany
| | - Stefan Leopold-Messer
- Institut für Mikrobiologie, Eidgenössische Technische Hochschule (ETH) Zürich, Zürich, Switzerland
| | - Kohulan Rajan
- Institute for Inorganic and Analytical Chemistry, Friedrich-Schiller-University Jena, Jena, Germany
| | - Tristan de Rond
- School of Chemical Sciences, University of Auckland, Auckland, New Zealand
| | - Jeffrey A van Santen
- Department of Chemistry, Simon Fraser University, Burnaby, British Columbia, Canada
| | - Maria Sorokina
- Institute for Inorganic and Analytical Chemistry, Friedrich-Schiller University, Jena, Germany
- Pharmaceuticals R&D, Bayer AG, Berlin, Germany
| | - Marcy J Balunas
- Department of Microbiology and Immunology, University of Michigan, Ann Arbor, MI, USA
- Department of Medicinal Chemistry, University of Michigan, Ann Arbor, MI, USA
| | - Mehdi A Beniddir
- Équipe "Chimie des Substances Naturelles", Université Paris-Saclay, CNRS, BioCIS, Orsay, France
| | - Doris A van Bergeijk
- Department of Molecular Biotechnology, Institute of Biology, Leiden University, Leiden, The Netherlands
| | - Laura M Carroll
- Structural and Computational Biology Unit, EMBL, Heidelberg, Germany
| | - Chase M Clark
- Division of Pharmaceutical Sciences, School of Pharmacy, University of Wisconsin-Madison, Madison, WI, USA
| | | | | | - Chao Du
- Department of Molecular Biotechnology, Institute of Biology, Leiden University, Leiden, The Netherlands
| | | | - Francesca Grisoni
- Institute for Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Centre for Living Technologies, Alliance TU/e, WUR, UU, UMC Utrecht, Utrecht, The Netherlands
| | | | - Willem Jespers
- Drug Discovery and Safety, Leiden Academic Centre for Drug Research, Leiden, The Netherlands
| | - Olga V Kalinina
- Helmholtz Institute for Pharmaceutical Research Saarland (HIPS), Helmholtz Centre for Infection Research (HZI), Saarbrücken, Germany
- Drug Bioinformatics, Medical Faculty, Saarland University, Homburg, Germany
- Center for Bioinformatics, Saarland University, Saarbrücken, Germany
| | | | - Hyunwoo Kim
- College of Pharmacy and Integrated Research Institute for Drug Development, Dongguk University Seoul, Goyang-si, Republic of Korea
| | - Tiago F Leao
- Center for Nuclear Energy in Agriculture, University of São Paulo, Piracicaba, Brazil
| | - Joleen Masschelein
- Center for Microbiology, VIB-KU Leuven, Heverlee, Belgium
- Department of Biology, KU Leuven, Heverlee, Belgium
| | - Evan R Rees
- Division of Pharmaceutical Sciences, School of Pharmacy, University of Wisconsin-Madison, Madison, WI, USA
| | - Raphael Reher
- Institute of Pharmaceutical Biology and Biotechnology, University of Marburg, Marburg, Germany
- Institute of Pharmacy, Martin-Luther-University Halle-Wittenberg, Halle (Saale), Germany
| | - Daniel Reker
- Department of Biomedical Engineering, Duke University, Durham, NC, USA
- Duke Microbiome Center, Duke University, Durham, NC, USA
| | - Philippe Schwaller
- Laboratory of Artificial Chemical Intelligence, Institut des Sciences et Ingénierie Chimiques, Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland
| | | | - Michael A Skinnider
- Adapsyn Bioscience, Hamilton, Ontario, Canada
- Michael Smith Laboratories, University of British Columbia, Vancouver, British Columbia, Canada
| | - Allison S Walker
- Department of Chemistry, Vanderbilt University, Nashville, TN, USA
- Department of Biological Sciences, Vanderbilt University, Nashville, TN, USA
| | - Egon L Willighagen
- Department of Bioinformatics - BiGCaT, NUTRIM, Maastricht University, Maastricht, The Netherlands
| | - Barbara Zdrazil
- European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridgeshire, UK
| | - Nadine Ziemert
- Interfaculty Institute for Microbiology and Infection Medicine Tuebingen (IMIT), Institute for Bioinformatics and Medical Informatics (IBMI), University of Tuebingen, Tuebingen, Germany
| | | | - Pierre Guyomard
- Bonsai team, CRIStAL - Centre de Recherche en Informatique Signal et Automatique de Lille, Université de Lille, Villeneuve d'Ascq Cedex, France
| | - Andrea Volkamer
- Center for Bioinformatics, Saarland University, Saarbrücken, Germany
- In silico Toxicology and Structural Bioinformatics, Institute of Physiology, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - William H Gerwick
- Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA, USA
| | - Hyun Uk Kim
- Department of Chemical and Biomolecular Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Korea
| | - Rolf Müller
- Helmholtz Institute for Pharmaceutical Research Saarland (HIPS), Helmholtz Centre for Infection Research (HZI), Saarbrücken, Germany
- Department of Pharmacy, Saarland University, Saarbrücken, Germany
- German Center for infection research (DZIF), Braunschweig, Germany
- Helmholtz International Lab for Anti-Infectives, Saarbrücken, Germany
| | - Gilles P van Wezel
- Department of Molecular Biotechnology, Institute of Biology, Leiden University, Leiden, The Netherlands
- Netherlands Institute of Ecology, NIOO-KNAW, Wageningen, The Netherlands
| | - Gerard J P van Westen
- Drug Discovery and Safety, Leiden Academic Centre for Drug Research, Leiden, The Netherlands.
| | - Anna K H Hirsch
- Helmholtz Institute for Pharmaceutical Research Saarland (HIPS), Helmholtz Centre for Infection Research (HZI), Saarbrücken, Germany.
- Department of Pharmacy, Saarland University, Saarbrücken, Germany.
- German Center for infection research (DZIF), Braunschweig, Germany.
- Helmholtz International Lab for Anti-Infectives, Saarbrücken, Germany.
| | - Roger G Linington
- Department of Chemistry, Simon Fraser University, Burnaby, British Columbia, Canada.
| | - Serina L Robinson
- Department of Environmental Microbiology, Eawag: Swiss Federal Institute for Aquatic Science and Technology, Dübendorf, Switzerland.
| | - Marnix H Medema
- Bioinformatics Group, Wageningen University, Wageningen, The Netherlands.
- Institute of Biology, Leiden University, Leiden, The Netherlands.
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3
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Feeney MA, Newitt JT, Addington E, Algora-Gallardo L, Allan C, Balis L, Birke AS, Castaño-Espriu L, Charkoudian LK, Devine R, Gayrard D, Hamilton J, Hennrich O, Hoskisson PA, Keith-Baker M, Klein JG, Kruasuwan W, Mark DR, Mast Y, McHugh RE, McLean TC, Mohit E, Munnoch JT, Murray J, Noble K, Otani H, Parra J, Pereira CF, Perry L, Pintor-Escobar L, Pritchard L, Prudence SMM, Russell AH, Schniete JK, Seipke RF, Sélem-Mojica N, Undabarrena A, Vind K, van Wezel GP, Wilkinson B, Worsley SF, Duncan KR, Fernández-Martínez LT, Hutchings MI. ActinoBase: tools and protocols for researchers working on Streptomyces and other filamentous actinobacteria. Microb Genom 2022; 8. [PMID: 35775972 PMCID: PMC9455695 DOI: 10.1099/mgen.0.000824] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Actinobacteria is an ancient phylum of Gram-positive bacteria with a characteristic high GC content to their DNA. The ActinoBase Wiki is focused on the filamentous actinobacteria, such as Streptomyces species, and the techniques and growth conditions used to study them. These organisms are studied because of their complex developmental life cycles and diverse specialised metabolism which produces many of the antibiotics currently used in the clinic. ActinoBase is a community effort that provides valuable and freely accessible resources, including protocols and practical information about filamentous actinobacteria. It is aimed at enabling knowledge exchange between members of the international research community working with these fascinating bacteria. ActinoBase is an anchor platform that underpins worldwide efforts to understand the ecology, biology and metabolic potential of these organisms. There are two key differences that set ActinoBase apart from other Wiki-based platforms: [1] ActinoBase is specifically aimed at researchers working on filamentous actinobacteria and is tailored to help users overcome challenges working with these bacteria and [2] it provides a freely accessible resource with global networking opportunities for researchers with a broad range of experience in this field.
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Affiliation(s)
- Morgan Anne Feeney
- University of Strathclyde, Strathclyde Institute of Pharmacy and Biomedical Sciences, Glasgow, G4 0RE, UK
| | - Jake Terry Newitt
- Department of Molecular Microbiology, John Innes Centre, Norwich, NR4 7UH, UK
| | - Emily Addington
- University of Strathclyde, Strathclyde Institute of Pharmacy and Biomedical Sciences, Glasgow, G4 0RE, UK
| | - Lis Algora-Gallardo
- University of Strathclyde, Strathclyde Institute of Pharmacy and Biomedical Sciences, Glasgow, G4 0RE, UK
| | - Craig Allan
- Swansea University Institute of Life Science, College of Medicine, Swansea, Wales, UK
| | - Lucas Balis
- Department of Molecular Microbiology, John Innes Centre, Norwich, NR4 7UH, UK
| | - Anna S Birke
- University of Strathclyde, Strathclyde Institute of Pharmacy and Biomedical Sciences, Glasgow, G4 0RE, UK
| | - Laia Castaño-Espriu
- University of Strathclyde, Strathclyde Institute of Pharmacy and Biomedical Sciences, Glasgow, G4 0RE, UK
| | | | - Rebecca Devine
- Department of Molecular Microbiology, John Innes Centre, Norwich, NR4 7UH, UK
| | - Damien Gayrard
- Department of Molecular Microbiology, John Innes Centre, Norwich, NR4 7UH, UK
| | - Jacob Hamilton
- Department of Molecular Microbiology, John Innes Centre, Norwich, NR4 7UH, UK
| | - Oliver Hennrich
- Leibniz Institute DSMZ - German Collection of Microorganisms and Cell Cultures GmbH Inhoffenstraße 7B, 38124 Braunschweig, Germany
| | - Paul A Hoskisson
- University of Strathclyde, Strathclyde Institute of Pharmacy and Biomedical Sciences, Glasgow, G4 0RE, UK
| | - Molly Keith-Baker
- University of Strathclyde, Strathclyde Institute of Pharmacy and Biomedical Sciences, Glasgow, G4 0RE, UK
| | | | - Worarat Kruasuwan
- Division of Bioinformatics and Data Management for Research, Research Group and Research Network Division, Research Department, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - David R Mark
- University of Strathclyde, Strathclyde Institute of Pharmacy and Biomedical Sciences, Glasgow, G4 0RE, UK
| | - Yvonne Mast
- Leibniz Institute DSMZ - German Collection of Microorganisms and Cell Cultures GmbH Inhoffenstraße 7B, 38124 Braunschweig, Germany
| | - Rebecca E McHugh
- University of Strathclyde, Strathclyde Institute of Pharmacy and Biomedical Sciences, Glasgow, G4 0RE, UK
| | - Thomas C McLean
- Department of Molecular Microbiology, John Innes Centre, Norwich, NR4 7UH, UK
| | - Elmira Mohit
- University of Strathclyde, Strathclyde Institute of Pharmacy and Biomedical Sciences, Glasgow, G4 0RE, UK
| | - John T Munnoch
- University of Strathclyde, Strathclyde Institute of Pharmacy and Biomedical Sciences, Glasgow, G4 0RE, UK
| | - Jordan Murray
- Department of Physics, SUPA, University of Strathclyde, Glasgow, G4 0NG, UK
| | - Katie Noble
- Department of Molecular Microbiology, John Innes Centre, Norwich, NR4 7UH, UK
| | - Hiroshi Otani
- US Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA.,Lawrence Berkeley National Laboratory, Environmental Genomics and Systems Biology Division, Berkeley, CA 94720, USA
| | - Jonathan Parra
- University of Strathclyde, Strathclyde Institute of Pharmacy and Biomedical Sciences, Glasgow, G4 0RE, UK
| | - Camila F Pereira
- Department of Insect Symbiosis, Max Planck Institute for Chemical Ecology, Hans-Knöll-Straße 8, 07745 Jena, Germany
| | - Louisa Perry
- Department of Molecular Microbiology, John Innes Centre, Norwich, NR4 7UH, UK
| | | | - Leighton Pritchard
- University of Strathclyde, Strathclyde Institute of Pharmacy and Biomedical Sciences, Glasgow, G4 0RE, UK
| | - Samuel M M Prudence
- School of Biological and Behavioral Sciences, Queen Mary University of London, Mile End Road, London, E1 4NS, UK
| | | | - Jana K Schniete
- Biology Department, Edge Hill University, St Helens Road, Ormskirk, L39 4QP, UK
| | - Ryan F Seipke
- Astbury Centre for Structural Molecular Biology, University of Leeds, Leeds, LS2 9JT, UK.,Faculty of Biological Sciences, University of Leeds, Leeds, LS2 9JT, UK
| | - Nelly Sélem-Mojica
- Universidad Nacional Autónoma de México, Centro de Ciencias Matemáticas, en Morelia, Michoacán, Mexico
| | - Agustina Undabarrena
- Departamento de Química & Centro de Biotecnología Daniel Alkalay Lowitt, Universidad Técnica Federico Santa María, Laboratorio de Microbiología Molecular y Biotecnología Ambiental, Valparaíso, 2340000, Chile
| | - Kristiina Vind
- Host-Microbe Interactomics Group, Wageningen University, 6708 WD Wageningen, The Netherlands
| | - Gilles P van Wezel
- Microbial Biotechnology, Institute of Biology, Leiden University, Rapenburg, The Netherlands
| | - Barrie Wilkinson
- Department of Molecular Microbiology, John Innes Centre, Norwich, NR4 7UH, UK
| | - Sarah F Worsley
- School of Biological Sciences, University of East Anglia, Norwich Research Park, Norwich, NR4 7TJ, UK
| | - Katherine R Duncan
- University of Strathclyde, Strathclyde Institute of Pharmacy and Biomedical Sciences, Glasgow, G4 0RE, UK
| | | | - Matthew I Hutchings
- Department of Molecular Microbiology, John Innes Centre, Norwich, NR4 7UH, UK
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4
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Parra J, Duncan KR. Multi-omics analysis of the specialised metabolism of two novel Pseudonocardia spp. isolated from the deep Southern Ocean. Access Microbiol 2022. [DOI: 10.1099/acmi.ac2021.po0241] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Multidrug-resistant pathogens have become a global threat. In this context, filamentous Actinobacteria has been proven to be an exceptional source of antimicrobial metabolites. In particular, rare actinomycetes isolated from marine environments have been proposed as a potential source of yet untapped specialised metabolites. In this study, two novel species, Pseudonocardia abyssalis sp. nov. and Pseudonocardia oceani sp. nov, isolated from deep Southern Ocean sediments are described, both in terms of their phenotypic and genomic characterization. Furthermore, the genomic architecture, with a focus on Biosynthetic Gene Cluster (BGC), across eight strains belonging to the two novel species were investigated. A total of 14 Gene Cluster Families (GCF) were identified, of which five GCFs comprise BGCs from both species, and nine were specific to each species. Moreover, a correlation of GCFs to phylogeny was observed. Following genome analysis, a comparative mass-spectrometry based metabolomics analysis was carried out with one strain from each new species, as well as Pseudonocardia ammonioxydans and Pseudonocardia sediminis, also of marine origin. The metabolomics profiles agreed with the GCF distribution, where a group of ubiquitous metabolites were produced by both new Pseudonocardia spp., while groups of species-specific metabolites were also detected. This metabolic-repertoire was found to be elicitated through the addition of N-acetyl glucosamine (GlcNAc), revealing chemically-inducible bioactivity against the fungi Candida albicas and multidrug-resistant Candida auris. These results showcase the power of a combined genomic-metabolomics approach to investigate rare-actinomycetes from understudied locations and have uncovered a wealth of both biosynthetic and chemical diversity for further investigation.
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Affiliation(s)
- Jonathan Parra
- Strathclyde Institute of Pharmacy and Biomedical Sciences, United Kingdom
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5
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Hutchings MI, Duncan KR. Overcoming drug resistance, the natural way. Cell Host Microbe 2022; 30:273-274. [PMID: 35271795 DOI: 10.1016/j.chom.2022.02.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Abstract
Colistin is an antibiotic of last resort for treating Gram-negative bacterial infections, but resistance is spreading rapidly. In a recent issue of Nature, Wang et al. use genome mining to identify and synthesize a natural variant that bypasses colistin resistance and offers new hope for tackling antimicrobial resistance.
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Affiliation(s)
- Matthew I Hutchings
- Department of Molecular Microbiology, John Innes Centre, Norwich Research Park, Norwich NR4 7TJ, UK
| | - Katherine R Duncan
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow G4 0RE, UK.
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6
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van Santen JA, Poynton EF, Iskakova D, McMann E, Alsup T, Clark TN, Fergusson CH, Fewer DP, Hughes AH, McCadden CA, Parra J, Soldatou S, Rudolf JD, Janssen EML, Duncan KR, Linington RG. The Natural Products Atlas 2.0: a database of microbially-derived natural products. Nucleic Acids Res 2022; 50:D1317-D1323. [PMID: 34718710 PMCID: PMC8728154 DOI: 10.1093/nar/gkab941] [Citation(s) in RCA: 88] [Impact Index Per Article: 44.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2021] [Revised: 09/27/2021] [Accepted: 10/01/2021] [Indexed: 12/15/2022] Open
Abstract
Within the natural products field there is an increasing emphasis on the study of compounds from microbial sources. This has been fuelled by interest in the central role that microorganisms play in mediating both interspecies interactions and host-microbe relationships. To support the study of natural products chemistry produced by microorganisms we released the Natural Products Atlas, a database of known microbial natural products structures, in 2019. This paper reports the release of a new version of the database which includes a full RESTful application programming interface (API), a new website framework, and an expanded database that includes 8128 new compounds, bringing the total to 32 552. In addition to these structural and content changes we have added full taxonomic descriptions for all microbial taxa and have added chemical ontology terms from both NP Classifier and ClassyFire. We have also performed manual curation to review all entries with incomplete configurational assignments and have integrated data from external resources, including CyanoMetDB. Finally, we have improved the user experience by updating the Overview dashboard and creating a dashboard for taxonomic origin. The database can be accessed via the new interactive website at https://www.npatlas.org.
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Affiliation(s)
- Jeffrey A van Santen
- Department of Chemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
| | - Ella F Poynton
- Department of Chemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
| | - Dasha Iskakova
- Department of Chemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
| | - Emily McMann
- Department of Chemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
| | - Tyler A Alsup
- Department of Chemistry, University of Florida, Gainesville, FL 32611, USA
| | - Trevor N Clark
- Department of Chemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
| | - Claire H Fergusson
- Department of Chemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
| | - David P Fewer
- Department of Microbiology, University of Helsinki, 00014 Helsinki, Finland
| | - Alison H Hughes
- Strathclyde Institute of Pharmacy and Biomedical Science, University of Strathclyde, Glasgow G4 0RE, UK
| | - Caitlin A McCadden
- Department of Chemistry, University of Florida, Gainesville, FL 32611, USA
| | - Jonathan Parra
- Strathclyde Institute of Pharmacy and Biomedical Science, University of Strathclyde, Glasgow G4 0RE, UK
| | - Sylvia Soldatou
- Marine Biodiscovery Centre, Department of Chemistry, University of Aberdeen, Aberdeen AB24 3UE, UK
| | - Jeffrey D Rudolf
- Department of Chemistry, University of Florida, Gainesville, FL 32611, USA
| | - Elisabeth M-L Janssen
- Department of Environmental Chemistry, Swiss Federal Institute of Aquatic Science and Technology (Eawag), 8600 Duebendorf, Switzerland
| | - Katherine R Duncan
- Strathclyde Institute of Pharmacy and Biomedical Science, University of Strathclyde, Glasgow G4 0RE, UK
| | - Roger G Linington
- Department of Chemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
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7
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Parra J, Soldatou S, Rooney LM, Duncan KR. Pseudonocardia abyssalis sp. nov. and Pseudonocardia oceani sp. nov., two novel actinomycetes isolated from the deep Southern Ocean. Int J Syst Evol Microbiol 2021; 71:005032. [PMID: 34582326 PMCID: PMC8549268 DOI: 10.1099/ijsem.0.005032] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2021] [Accepted: 08/20/2021] [Indexed: 01/25/2023] Open
Abstract
The actinomycetes strains KRD168T and KRD185T were isolated from sediments collected from the deep Southern Ocean and, in this work, they are described as representing two novel species of the genus Pseudonocardia through a polyphasic approach. Despite sharing >99 % 16S rRNA gene sequence similarity with other members of the genus, comparative genomic analysis allowed species delimitation based on average nucleotide identity and digital DNA-DNA hybridization. The KRD168T genome is characterized by a size of 6.31 Mbp and a G+C content of 73.44 mol%, while the KRD185T genome has a size of 6.82 Mbp and a G+C content of 73.98 mol%. Both strains contain meso-diaminopimelic acid as the diagnostic diamino acid, glucose as the major whole-cell sugar, MK-8(H4) as a major menaquinone and iso-branched hexadecanoic acid as a major fatty acid. Biochemical and fatty acid analyses also revealed differences between these strains and their phylogenetic neighbours, supporting their status as distinct species. The names Pseudonocardia abyssalis sp. nov. (type strain KRD168T=DSM 111918T=NCIMB 15270T) and Pseudonocardia oceani (type strain KRD185T=DSM 111919T=NCIMB 15269T) are proposed.
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Affiliation(s)
- Jonathan Parra
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde,, Glasgow G4 0RE, UK
| | - Sylvia Soldatou
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde,, Glasgow G4 0RE, UK
- Present address: School of Pharmacy and Life Sciences, Robert Gordon University, Aberdeen AB10 7GJ, UK
| | - Liam M. Rooney
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde,, Glasgow G4 0RE, UK
- Present address: Institute of Biological Chemistry, Biophysics and Bioengineering, School of Engineering and Physical Sciences, Heriot-Watt University, Edinburgh EH14 4AS, UK
| | - Katherine R. Duncan
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde,, Glasgow G4 0RE, UK
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Hjörleifsson Eldjárn G, Ramsay A, van der Hooft JJJ, Duncan KR, Soldatou S, Rousu J, Daly R, Wandy J, Rogers S. Ranking microbial metabolomic and genomic links in the NPLinker framework using complementary scoring functions. PLoS Comput Biol 2021; 17:e1008920. [PMID: 33945539 PMCID: PMC8130963 DOI: 10.1371/journal.pcbi.1008920] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2020] [Revised: 05/18/2021] [Accepted: 03/26/2021] [Indexed: 12/31/2022] Open
Abstract
Specialised metabolites from microbial sources are well-known for their wide range of biomedical applications, particularly as antibiotics. When mining paired genomic and metabolomic data sets for novel specialised metabolites, establishing links between Biosynthetic Gene Clusters (BGCs) and metabolites represents a promising way of finding such novel chemistry. However, due to the lack of detailed biosynthetic knowledge for the majority of predicted BGCs, and the large number of possible combinations, this is not a simple task. This problem is becoming ever more pressing with the increased availability of paired omics data sets. Current tools are not effective at identifying valid links automatically, and manual verification is a considerable bottleneck in natural product research. We demonstrate that using multiple link-scoring functions together makes it easier to prioritise true links relative to others. Based on standardising a commonly used score, we introduce a new, more effective score, and introduce a novel score using an Input-Output Kernel Regression approach. Finally, we present NPLinker, a software framework to link genomic and metabolomic data. Results are verified using publicly available data sets that include validated links.
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Affiliation(s)
| | - Andrew Ramsay
- School of Computing Science, University of Glasgow, Glasgow, United Kingdom
| | | | - Katherine R. Duncan
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow, United Kingdom
| | - Sylvia Soldatou
- School of Pharmacy and Life Sciences, Robert Gordon University, Aberdeen, United Kingdom
| | - Juho Rousu
- Department of Computer Science, Aalto University, Espoo, Finland
| | - Rónán Daly
- Glasgow Polyomics, University of Glasgow, Glasgow, United Kingdom
| | - Joe Wandy
- Glasgow Polyomics, University of Glasgow, Glasgow, United Kingdom
| | - Simon Rogers
- School of Computing Science, University of Glasgow, Glasgow, United Kingdom
- * E-mail:
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9
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Schorn MA, Verhoeven S, Ridder L, Huber F, Acharya DD, Aksenov AA, Aleti G, Moghaddam JA, Aron AT, Aziz S, Bauermeister A, Bauman KD, Baunach M, Beemelmanns C, Beman JM, Berlanga-Clavero MV, Blacutt AA, Bode HB, Boullie A, Brejnrod A, Bugni TS, Calteau A, Cao L, Carrión VJ, Castelo-Branco R, Chanana S, Chase AB, Chevrette MG, Costa-Lotufo LV, Crawford JM, Currie CR, Cuypers B, Dang T, de Rond T, Demko AM, Dittmann E, Du C, Drozd C, Dujardin JC, Dutton RJ, Edlund A, Fewer DP, Garg N, Gauglitz JM, Gentry EC, Gerwick L, Glukhov E, Gross H, Gugger M, Guillén Matus DG, Helfrich EJN, Hempel BF, Hur JS, Iorio M, Jensen PR, Kang KB, Kaysser L, Kelleher NL, Kim CS, Kim KH, Koester I, König GM, Leao T, Lee SR, Lee YY, Li X, Little JC, Maloney KN, Männle D, Martin H C, McAvoy AC, Metcalf WW, Mohimani H, Molina-Santiago C, Moore BS, Mullowney MW, Muskat M, Nothias LF, O'Neill EC, Parkinson EI, Petras D, Piel J, Pierce EC, Pires K, Reher R, Romero D, Roper MC, Rust M, Saad H, Saenz C, Sanchez LM, Sørensen SJ, Sosio M, Süssmuth RD, Sweeney D, Tahlan K, Thomson RJ, Tobias NJ, Trindade-Silva AE, van Wezel GP, Wang M, Weldon KC, Zhang F, Ziemert N, Duncan KR, Crüsemann M, Rogers S, Dorrestein PC, Medema MH, van der Hooft JJJ. A community resource for paired genomic and metabolomic data mining. Nat Chem Biol 2021; 17:363-368. [PMID: 33589842 PMCID: PMC7987574 DOI: 10.1038/s41589-020-00724-z] [Citation(s) in RCA: 73] [Impact Index Per Article: 24.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
Genomics and metabolomics are widely used to explore specialized metabolite diversity. The Paired Omics Data Platform is a community initiative to systematically document links between metabolome and (meta)genome data, aiding identification of natural product biosynthetic origins and metabolite structures.
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Affiliation(s)
- Michelle A Schorn
- Laboratory of Microbiology, Department of Agricultural and Food Sciences, Wageningen University, Wageningen, the Netherlands
- Bioinformatics Group, Wageningen University, Wageningen, the Netherlands
| | | | - Lars Ridder
- Netherlands eScience Center, Amsterdam, the Netherlands
| | - Florian Huber
- Netherlands eScience Center, Amsterdam, the Netherlands
| | - Deepa D Acharya
- Wisconsin Institute for Discovery and Department of Plant Pathology, University of Wisconsin-Madison, Madison, WI, USA
| | - Alexander A Aksenov
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, CA, USA
| | - Gajender Aleti
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA
| | - Jamshid Amiri Moghaddam
- Leibniz Institute for Natural Product Research and Infection Biology e.V. Hans-Knöll-Institute (HKI), Jena, Germany
| | - Allegra T Aron
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, CA, USA
| | - Saefuddin Aziz
- Pharmaceutical Biology Department, Pharmaceutical Institute, Eberhard Karls University Tübingen, Tübingen, Germany
- Microbiology Department, Biology Faculty, Jenderal Soedirman University, Purwokerto, Indonesia
| | - Anelize Bauermeister
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, CA, USA
- Instituto de Ciências Biomédicas, Universidade de São Paulo, São Paulo, Brazil
| | - Katherine D Bauman
- Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA, USA
| | - Martin Baunach
- University of Potsdam, Institute of Biochemistry and Biology, Potsdam-Golm, Germany
| | - Christine Beemelmanns
- Leibniz Institute for Natural Product Research and Infection Biology e.V. Hans-Knöll-Institute (HKI), Jena, Germany
| | - J Michael Beman
- Department of Life and Environmental Sciences, University of California Merced, Merced, CA, USA
- Sierra Nevada Research Institute, University of California Merced, Merced, CA, USA
| | - María Victoria Berlanga-Clavero
- Instituto de Hortofruticultura Subtropical y Mediterránea "La Mayora", Universidad de Málaga-Consejo Superior de Investigaciones Científicas, Departamento de Microbiología, Universidad de Málaga, Málaga, Spain
| | - Alex A Blacutt
- Department of Microbiology and Plant Pathology, University of California Riverside, Riverside, CA, USA
| | - Helge B Bode
- Molecular Biotechnology, Department of Biosciences, Goethe University Frankfurt, Frankfurt am Main, Germany
- Buchmann Institute for Molecular Life Sciences, Goethe University Frankfurt, Frankfurt am Main, Germany
- Senckenberg Gesellschaft für Naturforschung, Frankfurt am Main, Germany
- Max-Planck-Institute for Terrestrial Microbiology, Department of Natural Products in Organismic Interactions, Marburg, Germany
| | - Anne Boullie
- Institut Pasteur, Collection of Cyanobacteria, Paris, France
| | - Asker Brejnrod
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, CA, USA
| | - Tim S Bugni
- Pharmaceutical Sciences Division, University of Wisconsin-Madison, Madison, WI, USA
| | - Alexandra Calteau
- Laboratoire d'Analyses Bioinformatiques pour la Génomique et le Métabolisme, Génomique Métabolique, Genoscope, Institut François Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, Evry, France
| | - Liu Cao
- Computational Biology Department, School of Computer Science, Carnegie Mellon University, Pittsburgh, PA, USA
| | - Víctor J Carrión
- Microbial Biotechnology, Institute of Biology, Leiden University, Leiden, the Netherlands
- Department of Microbial Ecology, Netherlands Institute of Ecology, Wageningen, the Netherlands
| | - Raquel Castelo-Branco
- Interdisciplinary Centre of Marine and Environmental Research), University of Porto, Porto, Portugal
- Faculty of Sciences, University of Porto, Porto, Portugal
- Department of Microbiology, University of Helsinki, Helsinki, Finland
| | - Shaurya Chanana
- Wisconsin Institute for Discovery and Department of Plant Pathology, University of Wisconsin-Madison, Madison, WI, USA
| | - Alexander B Chase
- Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA, USA
| | - Marc G Chevrette
- Wisconsin Institute for Discovery and Department of Plant Pathology, University of Wisconsin-Madison, Madison, WI, USA
| | | | - Jason M Crawford
- Department of Chemistry, Yale University, New Haven, CT, USA
- Chemical Biology Institute, Yale University, West Haven, CT, USA
- Department of Microbial Pathogenesis, Yale School of Medicine, New Haven, CT, USA
| | - Cameron R Currie
- Department of Bacteriology, University of Wisconsin-Madison, Madison, WI, USA
- Department of Energy Great Lakes Bioenergy Research Center, Wisconsin Energy Institute, University of Wisconsin-Madison, Madison, WI, USA
| | - Bart Cuypers
- Adrem Data Lab, Department of Computer Science, University of Antwerp, Antwerp, Belgium
- Molecular Parasitology Unit, Department of Biomedical Sciences, Institute of Tropical Medicine, Antwerp, Belgium
| | - Tam Dang
- Technische Universität Berlin, Institut für Chemie, Berlin, Germany
| | - Tristan de Rond
- Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA, USA
| | - Alyssa M Demko
- Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA, USA
| | - Elke Dittmann
- University of Potsdam, Institute of Biochemistry and Biology, Potsdam-Golm, Germany
| | - Chao Du
- Microbial Biotechnology, Institute of Biology, Leiden University, Leiden, the Netherlands
| | - Christopher Drozd
- Department of Microbiology and Plant Pathology, University of California Riverside, Riverside, CA, USA
| | - Jean-Claude Dujardin
- Molecular Parasitology Unit, Department of Biomedical Sciences, Institute of Tropical Medicine, Antwerp, Belgium
| | - Rachel J Dutton
- Division of Biological Sciences, University of California San Diego, La Jolla, CA, USA
- Center for Microbiome Innovation, University of California San Diego, La Jolla, CA, USA
| | - Anna Edlund
- J. Craig Venter Institute, Genomic Medicine Group, La Jolla, CA, USA
- Department of Pediatrics, School of Medicine, University of California San Diego, La Jolla, CA, USA
| | - David P Fewer
- Department of Microbiology, University of Helsinki, Helsinki, Finland
| | - Neha Garg
- School of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, GA, USA
| | - Julia M Gauglitz
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, CA, USA
| | - Emily C Gentry
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, CA, USA
| | - Lena Gerwick
- Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA, USA
| | - Evgenia Glukhov
- Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA, USA
| | - Harald Gross
- Pharmaceutical Biology Department, Pharmaceutical Institute, Eberhard Karls University Tübingen, Tübingen, Germany
| | - Muriel Gugger
- Institut Pasteur, Collection of Cyanobacteria, Paris, France
| | - Dulce G Guillén Matus
- Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA, USA
| | - Eric J N Helfrich
- Molecular Biotechnology, Department of Biosciences, Goethe University Frankfurt, Frankfurt am Main, Germany
- Senckenberg Gesellschaft für Naturforschung, Frankfurt am Main, Germany
- Institute of Microbiology, Eidgenössische Technische Hochschule (ETH) Zürich, Zürich, Switzerland
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Harvard University, Boston, MA, USA
| | - Benjamin-Florian Hempel
- Technische Universität Berlin, Institut für Chemie, Berlin, Germany
- Charité, University Medicine Berlin, Berlin-Brandenburg Center for Regenerative Therapy (BCRT), Campus Virchow Klinikum, Berlin, Germany
| | - Jae-Seoun Hur
- Korean Lichen Research Institute, Sunchon National University, Sunchon, Republic of Korea
| | | | - Paul R Jensen
- Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA, USA
| | - Kyo Bin Kang
- College of Pharmacy, Sookmyung Women's University, Seoul, Korea
| | - Leonard Kaysser
- Pharmaceutical Biology Department, Pharmaceutical Institute, Eberhard Karls University Tübingen, Tübingen, Germany
- German Centre for Infection Research (DZIF), Tübingen, Germany
| | - Neil L Kelleher
- Department of Chemistry, Northwestern University, Evanston, IL, USA
| | - Chung Sub Kim
- Department of Chemistry, Yale University, New Haven, CT, USA
- Chemical Biology Institute, Yale University, West Haven, CT, USA
- School of Pharmacy, Sungkyunkwan University, Suwon, Republic of Korea
| | - Ki Hyun Kim
- School of Pharmacy, Sungkyunkwan University, Suwon, Republic of Korea
| | - Irina Koester
- Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA, USA
| | - Gabriele M König
- Institute for Pharmaceutical Biology, University of Bonn, Bonn, Germany
| | - Tiago Leao
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, CA, USA
- Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA, USA
| | - Seoung Rak Lee
- School of Pharmacy, Sungkyunkwan University, Suwon, Republic of Korea
- Department of Chemistry, Princeton University, Princeton, NJ, USA
| | - Yi-Yuan Lee
- Computational Biology Department, School of Computer Science, Carnegie Mellon University, Pittsburgh, PA, USA
| | - Xuanji Li
- Section of Microbiology, University of Copenhagen, Copenhagen, Denmark
| | - Jessica C Little
- Department of Pharmaceutical Sciences, University of Illinois at Chicago, Chicago, IL, USA
| | | | - Daniel Männle
- Pharmaceutical Biology Department, Pharmaceutical Institute, Eberhard Karls University Tübingen, Tübingen, Germany
- German Centre for Infection Research (DZIF), Tübingen, Germany
- Interfaculty Institute for Microbiology and Infection Medicine Tübingen, Microbiology and Biotechnology, University of Tübingen, Tübingen, Germany
| | - Christian Martin H
- Centro de Biodiversidad y Descubrimiento de Drogas, Instituto de Investigaciones Científicas y Servicios de Alta Tecnología, Panama, Republic of Panama
| | - Andrew C McAvoy
- School of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, GA, USA
| | - Willam W Metcalf
- Carl R. Woese Institute for Genomic Biology and Department of Microbiology, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | - Hosein Mohimani
- Computational Biology Department, School of Computer Science, Carnegie Mellon University, Pittsburgh, PA, USA
| | - Carlos Molina-Santiago
- Instituto de Hortofruticultura Subtropical y Mediterránea "La Mayora", Universidad de Málaga-Consejo Superior de Investigaciones Científicas, Departamento de Microbiología, Universidad de Málaga, Málaga, Spain
| | - Bradley S Moore
- Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA, USA
- Center for Microbiome Innovation, University of California San Diego, La Jolla, CA, USA
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, CA, USA
| | | | - Mitchell Muskat
- Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA, USA
| | - Louis-Félix Nothias
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, CA, USA
| | - Ellis C O'Neill
- School of Chemistry, University of Nottingham, Nottingham, UK
| | - Elizabeth I Parkinson
- Department of Chemistry and Department of Medicinal Chemistry and Molecular Pharmacology, Purdue University, West Lafayette, IN, USA
| | - Daniel Petras
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, CA, USA
- Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA, USA
| | - Jörn Piel
- Institute of Microbiology, Eidgenössische Technische Hochschule (ETH) Zürich, Zürich, Switzerland
| | - Emily C Pierce
- Division of Biological Sciences, University of California San Diego, La Jolla, CA, USA
| | - Karine Pires
- Instituto Federal de Santa Catarina, Florianópolis, Santa Catarina, Brazil
| | - Raphael Reher
- Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA, USA
| | - Diego Romero
- Instituto de Hortofruticultura Subtropical y Mediterránea "La Mayora", Universidad de Málaga-Consejo Superior de Investigaciones Científicas, Departamento de Microbiología, Universidad de Málaga, Málaga, Spain
| | - M Caroline Roper
- Department of Microbiology and Plant Pathology, University of California Riverside, Riverside, CA, USA
| | - Michael Rust
- Institute of Microbiology, Eidgenössische Technische Hochschule (ETH) Zürich, Zürich, Switzerland
| | - Hamada Saad
- Pharmaceutical Biology Department, Pharmaceutical Institute, Eberhard Karls University Tübingen, Tübingen, Germany
- Phytochemistry and Plant Systematics Department, Division of Pharmaceutical Industries, National Research Centre, Cairo, Egypt
| | - Carmen Saenz
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Laura M Sanchez
- Department of Pharmaceutical Sciences, University of Illinois at Chicago, Chicago, IL, USA
| | | | | | | | - Douglas Sweeney
- Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA, USA
| | - Kapil Tahlan
- Department of Biology, Memorial University of Newfoundland, St. John's, Canada
| | - Regan J Thomson
- Department of Chemistry, Northwestern University, Evanston, IL, USA
| | - Nicholas J Tobias
- Senckenberg Gesellschaft für Naturforschung, Frankfurt am Main, Germany
- LOEWE-Centre for Translational Biodiversity Genomics, Frankfurt am Main, Germany
| | - Amaro E Trindade-Silva
- Departamento de Fisiologia e Farmacologia, Faculdade de Medicina, Universidade Federal do Ceará, Fortaleza, Ceará, Brazil
| | - Gilles P van Wezel
- Microbial Biotechnology, Institute of Biology, Leiden University, Leiden, the Netherlands
| | - Mingxun Wang
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, CA, USA
| | - Kelly C Weldon
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, CA, USA
- Center for Microbiome Innovation, University of California San Diego, La Jolla, CA, USA
| | - Fan Zhang
- Pharmaceutical Sciences Division, University of Wisconsin-Madison, Madison, WI, USA
| | - Nadine Ziemert
- German Centre for Infection Research (DZIF), Tübingen, Germany
- Interfaculty Institute for Microbiology and Infection Medicine Tübingen, Microbiology and Biotechnology, University of Tübingen, Tübingen, Germany
| | - Katherine R Duncan
- University of Strathclyde, Strathclyde Institute of Pharmacy and Biomedical Sciences, Glasgow, UK
| | - Max Crüsemann
- Institute for Pharmaceutical Biology, University of Bonn, Bonn, Germany
| | - Simon Rogers
- School of Computing Science, University of Glasgow, Glasgow, UK
| | - Pieter C Dorrestein
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, CA, USA.
- Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA, USA.
- Center for Microbiome Innovation, University of California San Diego, La Jolla, CA, USA.
- Department of Pharmacology and Pediatrics, University of California San Diego, La Jolla, CA, USA.
| | - Marnix H Medema
- Bioinformatics Group, Wageningen University, Wageningen, the Netherlands.
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10
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Soldatou S, Eldjárn GH, Ramsay A, van der Hooft JJJ, Hughes AH, Rogers S, Duncan KR. Comparative Metabologenomics Analysis of Polar Actinomycetes. Mar Drugs 2021; 19:103. [PMID: 33578887 PMCID: PMC7916644 DOI: 10.3390/md19020103] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2021] [Revised: 02/05/2021] [Accepted: 02/08/2021] [Indexed: 12/16/2022] Open
Abstract
Biosynthetic and chemical datasets are the two major pillars for microbial drug discovery in the omics era. Despite the advancement of analysis tools and platforms for multi-strain metabolomics and genomics, linking these information sources remains a considerable bottleneck in strain prioritisation and natural product discovery. In this study, molecular networking of the 100 metabolite extracts derived from applying the OSMAC approach to 25 Polar bacterial strains, showed growth media specificity and potential chemical novelty was suggested. Moreover, the metabolite extracts were screened for antibacterial activity and promising selective bioactivity against drug-persistent pathogens such as Klebsiella pneumoniae and Acinetobacter baumannii was observed. Genome sequencing data were combined with metabolomics experiments in the recently developed computational approach, NPLinker, which was used to link BGC and molecular features to prioritise strains for further investigation based on biosynthetic and chemical information. Herein, we putatively identified the known metabolites ectoine and chrloramphenicol which, through NPLinker, were linked to their associated BGCs. The metabologenomics approach followed in this study can potentially be applied to any large microbial datasets for accelerating the discovery of new (bioactive) specialised metabolites.
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Affiliation(s)
- Sylvia Soldatou
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow G4 0RE, UK; (S.S.); (A.H.H.)
| | | | - Andrew Ramsay
- School of Computing Science, University of Glasgow, Glasgow G12 8RZ, UK; (G.H.E.); (A.R.); (S.R.)
| | | | - Alison H. Hughes
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow G4 0RE, UK; (S.S.); (A.H.H.)
| | - Simon Rogers
- School of Computing Science, University of Glasgow, Glasgow G12 8RZ, UK; (G.H.E.); (A.R.); (S.R.)
| | - Katherine R. Duncan
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow G4 0RE, UK; (S.S.); (A.H.H.)
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11
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Soldatou S, Eldjarn GH, Huerta-Uribe A, Rogers S, Duncan KR. Linking biosynthetic and chemical space to accelerate microbial secondary metabolite discovery. FEMS Microbiol Lett 2020; 366:5525086. [PMID: 31252431 PMCID: PMC6697067 DOI: 10.1093/femsle/fnz142] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2019] [Accepted: 07/19/2019] [Indexed: 12/17/2022] Open
Abstract
Secondary metabolites can be viewed as a chemical language, facilitating communication between microorganisms. From an ecological point of view, this metabolite exchange is in constant flux due to evolutionary and environmental pressures. From a biomedical perspective, the chemistry is unsurpassed for its antibiotic properties. Genome sequencing of microorganisms has revealed a large reservoir of Biosynthetic Gene Clusters (BGCs); however, linking these to the secondary metabolites they encode is currently a major bottleneck to chemical discovery. This linking of genes to metabolites with experimental validation will aid the elicitation of silent or cryptic (not expressed under normal laboratory conditions) BGCs. As a result, this will accelerate chemical dereplication, our understanding of gene transcription and provide a comprehensive resource for synthetic biology. This will ultimately provide an improved understanding of both the biosynthetic and chemical space. In recent years, integrating these complex metabolomic and genomic data sets has been achieved using a spectrum of manual and automated approaches. In this review, we cover examples of these approaches, while addressing current challenges and future directions in linking these data sets.
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Affiliation(s)
- Sylvia Soldatou
- Department of Chemistry, University of Aberdeen, Aberdeen, UK. AB24 3UE
| | | | - Alejandro Huerta-Uribe
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow, UK. G4 0RE
| | - Simon Rogers
- School of Computing Science, University of Glasgow, Glasgow, UK. G12 8RZ
| | - Katherine R Duncan
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow, UK. G4 0RE
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12
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van der Hooft JJJ, Mohimani H, Bauermeister A, Dorrestein PC, Duncan KR, Medema MH. Linking genomics and metabolomics to chart specialized metabolic diversity. Chem Soc Rev 2020; 49:3297-3314. [PMID: 32393943 DOI: 10.1039/d0cs00162g] [Citation(s) in RCA: 82] [Impact Index Per Article: 20.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
Microbial and plant specialized metabolites constitute an immense chemical diversity, and play key roles in mediating ecological interactions between organisms. Also referred to as natural products, they have been widely applied in medicine, agriculture, cosmetic and food industries. Traditionally, the main discovery strategies have centered around the use of activity-guided fractionation of metabolite extracts. Increasingly, omics data is being used to complement this, as it has the potential to reduce rediscovery rates, guide experimental work towards the most promising metabolites, and identify enzymatic pathways that enable their biosynthetic production. In recent years, genomic and metabolomic analyses of specialized metabolic diversity have been scaled up to study thousands of samples simultaneously. Here, we survey data analysis technologies that facilitate the effective exploration of large genomic and metabolomic datasets, and discuss various emerging strategies to integrate these two types of omics data in order to further accelerate discovery.
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13
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Millán-Aguiñaga N, Soldatou S, Brozio S, Munnoch JT, Howe J, Hoskisson PA, Duncan KR. Awakening ancient polar Actinobacteria: diversity, evolution and specialized metabolite potential. Microbiology (Reading) 2020; 165:1169-1180. [PMID: 31592756 DOI: 10.1099/mic.0.000845] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Polar and subpolar ecosystems are highly vulnerable to global climate change with consequences for biodiversity and community composition. Bacteria are directly impacted by future environmental change and it is therefore essential to have a better understanding of microbial communities in fluctuating ecosystems. Exploration of Polar environments, specifically sediments, represents an exciting opportunity to uncover bacterial and chemical diversity and link this to ecosystem and evolutionary parameters. In terms of specialized metabolite production, the bacterial order Actinomycetales, within the phylum Actinobacteria are unsurpassed, producing 10 000 specialized metabolites accounting for over 45 % of all bioactive microbial metabolites. A selective isolation approach focused on spore-forming Actinobacteria of 12 sediment cores from the Antarctic and sub-Arctic generated a culture collection of 50 strains. This consisted of 39 strains belonging to rare A ctinomycetales genera including Microbacterium, Rhodococcus and Pseudonocardia. This study used a combination of nanopore sequencing and molecular networking to explore the community composition, culturable bacterial diversity, evolutionary relatedness and specialized metabolite potential of these strains. Metagenomic analyses using MinION sequencing was able to detect the phylum Actinobacteria across polar sediment cores at an average of 13 % of the total bacterial reads. The resulting molecular network consisted of 1652 parent ions and the lack of known metabolite identification supports the argument that Polar bacteria are likely to produce previously unreported chemistry.
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Affiliation(s)
- Natalie Millán-Aguiñaga
- Universidad Autónoma de Baja California, Facultad de Ciencias Marinas, Ensenada, Baja California, México
| | - Sylvia Soldatou
- University of Strathclyde, Strathclyde Institute of Pharmacy and Biomedical Science, Glasgow, UK
| | - Sarah Brozio
- University of Strathclyde, Strathclyde Institute of Pharmacy and Biomedical Science, Glasgow, UK
| | - John T Munnoch
- University of Strathclyde, Strathclyde Institute of Pharmacy and Biomedical Science, Glasgow, UK
| | - John Howe
- The Scottish Association for Marine Science, The Scottish Marine Institute, ObanArgyll, UK
| | - Paul A Hoskisson
- University of Strathclyde, Strathclyde Institute of Pharmacy and Biomedical Science, Glasgow, UK
| | - Katherine R Duncan
- University of Strathclyde, Strathclyde Institute of Pharmacy and Biomedical Science, Glasgow, UK
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14
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van Santen J, Jacob G, Singh AL, Aniebok V, Balunas MJ, Bunsko D, Neto FC, Castaño-Espriu L, Chang C, Clark TN, Cleary Little JL, Delgadillo DA, Dorrestein PC, Duncan KR, Egan JM, Galey MM, Haeckl FJ, Hua A, Hughes AH, Iskakova D, Khadilkar A, Lee JH, Lee S, LeGrow N, Liu DY, Macho JM, McCaughey CS, Medema MH, Neupane RP, O’Donnell TJ, Paula JS, Sanchez LM, Shaikh AF, Soldatou S, Terlouw BR, Tran TA, Valentine M, van der Hooft JJJ, Vo DA, Wang M, Wilson D, Zink KE, Linington RG. The Natural Products Atlas: An Open Access Knowledge Base for Microbial Natural Products Discovery. ACS Cent Sci 2019; 5:1824-1833. [PMID: 31807684 PMCID: PMC6891855 DOI: 10.1021/acscentsci.9b00806] [Citation(s) in RCA: 212] [Impact Index Per Article: 42.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/09/2019] [Indexed: 05/06/2023]
Abstract
Despite rapid evolution in the area of microbial natural products chemistry, there is currently no open access database containing all microbially produced natural product structures. Lack of availability of these data is preventing the implementation of new technologies in natural products science. Specifically, development of new computational strategies for compound characterization and identification are being hampered by the lack of a comprehensive database of known compounds against which to compare experimental data. The creation of an open access, community-maintained database of microbial natural product structures would enable the development of new technologies in natural products discovery and improve the interoperability of existing natural products data resources. However, these data are spread unevenly throughout the historical scientific literature, including both journal articles and international patents. These documents have no standard format, are often not digitized as machine readable text, and are not publicly available. Further, none of these documents have associated structure files (e.g., MOL, InChI, or SMILES), instead containing images of structures. This makes extraction and formatting of relevant natural products data a formidable challenge. Using a combination of manual curation and automated data mining approaches we have created a database of microbial natural products (The Natural Products Atlas, www.npatlas.org) that includes 24 594 compounds and contains referenced data for structure, compound names, source organisms, isolation references, total syntheses, and instances of structural reassignment. This database is accompanied by an interactive web portal that permits searching by structure, substructure, and physical properties. The Web site also provides mechanisms for visualizing natural products chemical space and dashboards for displaying author and discovery timeline data. These interactive tools offer a powerful knowledge base for natural products discovery with a central interface for structure and property-based searching and presents new viewpoints on structural diversity in natural products. The Natural Products Atlas has been developed under FAIR principles (Findable, Accessible, Interoperable, and Reusable) and is integrated with other emerging natural product databases, including the Minimum Information About a Biosynthetic Gene Cluster (MIBiG) repository, and the Global Natural Products Social Molecular Networking (GNPS) platform. It is designed as a community-supported resource to provide a central repository for known natural product structures from microorganisms and is the first comprehensive, open access resource of this type. It is expected that the Natural Products Atlas will enable the development of new natural products discovery modalities and accelerate the process of structural characterization for complex natural products libraries.
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Affiliation(s)
- Jeffrey
A. van Santen
- Department
of Chemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
| | - Grégoire Jacob
- Department
of Chemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
| | - Amrit Leen Singh
- Department
of Chemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
| | - Victor Aniebok
- Department
of Chemistry and Biochemistry, University
of California, Santa
Cruz, California 65064, United States
| | - Marcy J. Balunas
- Division
of Medicinal Chemistry, Department of Pharmaceutical Sciences, University of Connecticut, Storrs, Connecticut 06269, United States
| | - Derek Bunsko
- Department
of Chemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
| | - Fausto Carnevale Neto
- Department
of Chemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
- Physics
and Chemistry Department, School of Pharmaceutical Sciences of Ribeirão
Preto, University of São Paulo, Ribeirão Preto, São
Paulo 14040, Brazil
- Northwest
Metabolomics Research Center, Department of Anesthesiology and Pain
Medicine, University of Washington, Seattle, Washington 98109, United States
| | - Laia Castaño-Espriu
- Strathclyde
Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow G4 0RE, United Kingdom
| | - Chen Chang
- Department
of Chemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
| | - Trevor N. Clark
- Department
of Chemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
| | - Jessica L. Cleary Little
- Department
of Pharmaceutical Sciences, College of Pharmacy, University of Illinois at Chicago, Chicago, Illinois 60612, United States
| | - David A. Delgadillo
- Department
of Chemistry and Biochemistry, University
of California, Santa
Cruz, California 65064, United States
| | - Pieter C. Dorrestein
- Collaborative
Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and
Pharmaceutical Sciences, University of California
San Diego, La Jolla, California 92037, United States
| | - Katherine R. Duncan
- Strathclyde
Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow G4 0RE, United Kingdom
| | - Joseph M. Egan
- Department
of Chemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
| | - Melissa M. Galey
- Department
of Pharmaceutical Sciences, College of Pharmacy, University of Illinois at Chicago, Chicago, Illinois 60612, United States
| | - F.P. Jake Haeckl
- Department
of Chemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
| | - Alex Hua
- Department
of Chemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
| | - Alison H. Hughes
- Strathclyde
Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow G4 0RE, United Kingdom
| | - Dasha Iskakova
- Department
of Chemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
| | - Aswad Khadilkar
- Department
of Chemistry and Biochemistry, University
of California, Santa
Cruz, California 65064, United States
| | - Jung-Ho Lee
- Department
of Pharmaceutical Sciences, College of Pharmacy, University of Illinois at Chicago, Chicago, Illinois 60612, United States
| | - Sanghoon Lee
- Department
of Chemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
| | - Nicole LeGrow
- Department
of Chemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
| | - Dennis Y. Liu
- Department
of Chemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
| | - Jocelyn M. Macho
- Department
of Chemistry and Biochemistry, University
of California, Santa
Cruz, California 65064, United States
| | - Catherine S. McCaughey
- Department
of Chemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
| | - Marnix H. Medema
- Bioinformatics
Group, Wageningen University, 6700 AP Wageningen, The Netherlands
| | - Ram P. Neupane
- Department
of Chemistry, University of Hawaii at Manoa, Honolulu, Hawaii 96822, United States
| | - Timothy J. O’Donnell
- Department
of Chemistry, University of Hawaii at Manoa, Honolulu, Hawaii 96822, United States
| | - Jasmine S. Paula
- Department
of Chemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
| | - Laura M. Sanchez
- Department
of Pharmaceutical Sciences, College of Pharmacy, University of Illinois at Chicago, Chicago, Illinois 60612, United States
| | - Anam F. Shaikh
- Department
of Biochemistry, University of Texas Southwestern
Medical Center, Dallas, Texas 75390, United
States
| | - Sylvia Soldatou
- Strathclyde
Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow G4 0RE, United Kingdom
| | - Barbara R. Terlouw
- Bioinformatics
Group, Wageningen University, 6700 AP Wageningen, The Netherlands
| | - Tuan Anh Tran
- Department
of Pharmaceutical Sciences, College of Pharmacy, University of Illinois at Chicago, Chicago, Illinois 60612, United States
- Institute of Marine Biochemistry, Vietnam
Academy of Science and Technology, Cau Giay, Hanoi, Vietnam
| | - Mercia Valentine
- Department
of Chemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
| | | | - Duy A. Vo
- Department
of Chemistry and Biochemistry, University
of California, Santa
Cruz, California 65064, United States
| | - Mingxun Wang
- Collaborative
Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and
Pharmaceutical Sciences, University of California
San Diego, La Jolla, California 92037, United States
| | - Darryl Wilson
- Department
of Chemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
| | - Katherine E. Zink
- Department
of Pharmaceutical Sciences, College of Pharmacy, University of Illinois at Chicago, Chicago, Illinois 60612, United States
| | - Roger G. Linington
- Department
of Chemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
- E-mail: . Tel: +1-778-7823517
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15
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Parra J, Duncan KR. Assessing metabolite biogeography of Micrococcus spp. and Pseudonocardia spp. isolated from marine environments. Access Microbiol 2019. [DOI: 10.1099/acmi.ac2019.po0359] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Affiliation(s)
- Jonathan Parra
- University Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow, United Kingdom
| | - Katherine R. Duncan
- University Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow, United Kingdom
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16
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Hicks N, Liu X, Gregory R, Kenny J, Lucaci A, Lenzi L, Paterson DM, Duncan KR. Temperature Driven Changes in Benthic Bacterial Diversity Influences Biogeochemical Cycling in Coastal Sediments. Front Microbiol 2018; 9:1730. [PMID: 30190707 PMCID: PMC6115492 DOI: 10.3389/fmicb.2018.01730] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2017] [Accepted: 07/11/2018] [Indexed: 11/13/2022] Open
Abstract
Marine sediments are important sites for global biogeochemical cycling, mediated by macrofauna and microalgae. However, it is the microorganisms that drive these key processes. There is strong evidence that coastal benthic habitats will be affected by changing environmental variables (rising temperature, elevated CO2), and research has generally focused on the impact on macrofaunal biodiversity and ecosystem services. Despite their importance, there is less understanding of how microbial community assemblages will respond to environmental changes. In this study, a manipulative mesocosm experiment was employed, using next-generation sequencing to assess changes in microbial communities under future environmental change scenarios. Illumina sequencing generated over 11 million 16S rRNA gene sequences (using a primer set biased toward bacteria) and revealed Bacteroidetes and Proteobacteria dominated the total bacterial community of sediment samples. In this study, the sequencing coverage and depth revealed clear changes in species abundance within some phyla. Bacterial community composition was correlated with simulated environmental conditions, and species level community composition was significantly influenced by the mean temperature of the environmental regime (p = 0.002), but not by variation in CO2 or diurnal temperature variation. Species level changes with increasing mean temperature corresponded with changes in NH4 concentration, suggesting there is no functional redundancy in microbial communities for nitrogen cycling. Marine coastal biogeochemical cycling under future environmental conditions is likely to be driven by changes in nutrient availability as a direct result of microbial activity.
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Affiliation(s)
- Natalie Hicks
- The Scottish Association for Marine Science, Scottish Marine Institute, Oban, United Kingdom
| | - Xuan Liu
- Centre for Genomic Research, Institute of Integrative Biology, University of Liverpool, Liverpool, United Kingdom
| | - Richard Gregory
- Centre for Genomic Research, Institute of Integrative Biology, University of Liverpool, Liverpool, United Kingdom
| | - John Kenny
- Centre for Genomic Research, Institute of Integrative Biology, University of Liverpool, Liverpool, United Kingdom
| | - Anita Lucaci
- Centre for Genomic Research, Institute of Integrative Biology, University of Liverpool, Liverpool, United Kingdom
| | - Luca Lenzi
- Centre for Genomic Research, Institute of Integrative Biology, University of Liverpool, Liverpool, United Kingdom
| | - David M. Paterson
- Sediment Ecology Research Group, School of Biology, Scottish Oceans Institute, University of St Andrews, Fife, United Kingdom
| | - Katherine R. Duncan
- The Scottish Association for Marine Science, Scottish Marine Institute, Oban, United Kingdom
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow, United Kingdom
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17
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Vallet M, Vanbellingen QP, Fu T, Le Caer JP, Della-Negra S, Touboul D, Duncan KR, Nay B, Brunelle A, Prado S. An Integrative Approach to Decipher the Chemical Antagonism between the Competing Endophytes Paraconiothyrium variabile and Bacillus subtilis. J Nat Prod 2017; 80:2863-2873. [PMID: 29139291 DOI: 10.1021/acs.jnatprod.6b01185] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
An integrative approach combining traditional natural products chemistry, molecular networking, and mass spectrometry imaging has been undertaken to decipher the molecular dialogue between the fungus Paraconiothyrium variabile and the bacterium Bacillus subtilis, which were isolated as endophytes from the conifer Cephalotaxus harringtonia and are characterized by a strong and mutual antibiosis. From this study, we highlight that bacterial surfactins and a fungal tetronic acid are involved in such competition and that the fungus is able to hydrolyze surfactins to fight against the bacterial partner.
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Affiliation(s)
- Marine Vallet
- Unité Molécules de Communication et Adaptation des Micro-organismes (UMR 7245), Sorbonne Université, Muséum National d'Histoire Naturelle, CNRS , CP 54, 57 rue Cuvier, 75005 Paris, France
| | - Quentin P Vanbellingen
- Institut de Chimie des Substances Naturelles, CNRS UPR2301, Université Paris-Sud, Université Paris-Saclay , Avenue de la Terrasse, 91198 Gif-sur-Yvette, France
| | - Tingting Fu
- Institut de Chimie des Substances Naturelles, CNRS UPR2301, Université Paris-Sud, Université Paris-Saclay , Avenue de la Terrasse, 91198 Gif-sur-Yvette, France
| | - Jean-Pierre Le Caer
- Institut de Chimie des Substances Naturelles, CNRS UPR2301, Université Paris-Sud, Université Paris-Saclay , Avenue de la Terrasse, 91198 Gif-sur-Yvette, France
| | - Serge Della-Negra
- Institut de Physique Nucléaire, UMR8608, IN2P3-CNRS, Université Paris-Sud, Université Paris-Saclay , 91406, Orsay, France
| | - David Touboul
- Institut de Chimie des Substances Naturelles, CNRS UPR2301, Université Paris-Sud, Université Paris-Saclay , Avenue de la Terrasse, 91198 Gif-sur-Yvette, France
| | - Katherine R Duncan
- Strathclyde Institute of Pharmacy and Biomedical Sciences, HW608, University of Strathclyde , 161 Cathedral Street, Glasgow G4 ORE, U.K
| | - Bastien Nay
- Unité Molécules de Communication et Adaptation des Micro-organismes (UMR 7245), Sorbonne Université, Muséum National d'Histoire Naturelle, CNRS , CP 54, 57 rue Cuvier, 75005 Paris, France
| | - Alain Brunelle
- Institut de Chimie des Substances Naturelles, CNRS UPR2301, Université Paris-Sud, Université Paris-Saclay , Avenue de la Terrasse, 91198 Gif-sur-Yvette, France
| | - Soizic Prado
- Unité Molécules de Communication et Adaptation des Micro-organismes (UMR 7245), Sorbonne Université, Muséum National d'Histoire Naturelle, CNRS , CP 54, 57 rue Cuvier, 75005 Paris, France
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18
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Wang M, Carver JJ, Phelan VV, Sanchez LM, Garg N, Peng Y, Nguyen DD, Watrous J, Kapono CA, Luzzatto-Knaan T, Porto C, Bouslimani A, Melnik AV, Meehan MJ, Liu WT, Crüsemann M, Boudreau PD, Esquenazi E, Sandoval-Calderón M, Kersten RD, Pace LA, Quinn RA, Duncan KR, Hsu CC, Floros DJ, Gavilan RG, Kleigrewe K, Northen T, Dutton RJ, Parrot D, Carlson EE, Aigle B, Michelsen CF, Jelsbak L, Sohlenkamp C, Pevzner P, Edlund A, McLean J, Piel J, Murphy BT, Gerwick L, Liaw CC, Yang YL, Humpf HU, Maansson M, Keyzers RA, Sims AC, Johnson AR, Sidebottom AM, Sedio BE, Klitgaard A, Larson CB, P CAB, Torres-Mendoza D, Gonzalez DJ, Silva DB, Marques LM, Demarque DP, Pociute E, O'Neill EC, Briand E, Helfrich EJN, Granatosky EA, Glukhov E, Ryffel F, Houson H, Mohimani H, Kharbush JJ, Zeng Y, Vorholt JA, Kurita KL, Charusanti P, McPhail KL, Nielsen KF, Vuong L, Elfeki M, Traxler MF, Engene N, Koyama N, Vining OB, Baric R, Silva RR, Mascuch SJ, Tomasi S, Jenkins S, Macherla V, Hoffman T, Agarwal V, Williams PG, Dai J, Neupane R, Gurr J, Rodríguez AMC, Lamsa A, Zhang C, Dorrestein K, Duggan BM, Almaliti J, Allard PM, Phapale P, Nothias LF, Alexandrov T, Litaudon M, Wolfender JL, Kyle JE, Metz TO, Peryea T, Nguyen DT, VanLeer D, Shinn P, Jadhav A, Müller R, Waters KM, Shi W, Liu X, Zhang L, Knight R, Jensen PR, Palsson BO, Pogliano K, Linington RG, Gutiérrez M, Lopes NP, Gerwick WH, Moore BS, Dorrestein PC, Bandeira N. Sharing and community curation of mass spectrometry data with Global Natural Products Social Molecular Networking. Nat Biotechnol 2017; 34:828-837. [PMID: 27504778 DOI: 10.1038/nbt.3597] [Citation(s) in RCA: 2254] [Impact Index Per Article: 322.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2015] [Accepted: 05/10/2016] [Indexed: 12/14/2022]
Abstract
The potential of the diverse chemistries present in natural products (NP) for biotechnology and medicine remains untapped because NP databases are not searchable with raw data and the NP community has no way to share data other than in published papers. Although mass spectrometry (MS) techniques are well-suited to high-throughput characterization of NP, there is a pressing need for an infrastructure to enable sharing and curation of data. We present Global Natural Products Social Molecular Networking (GNPS; http://gnps.ucsd.edu), an open-access knowledge base for community-wide organization and sharing of raw, processed or identified tandem mass (MS/MS) spectrometry data. In GNPS, crowdsourced curation of freely available community-wide reference MS libraries will underpin improved annotations. Data-driven social-networking should facilitate identification of spectra and foster collaborations. We also introduce the concept of 'living data' through continuous reanalysis of deposited data.
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Affiliation(s)
- Mingxun Wang
- Computer Science and Engineering, UC San Diego, La Jolla, United States.,Center for Computational Mass Spectrometry, UC San Diego, La Jolla, United States
| | - Jeremy J Carver
- Computer Science and Engineering, UC San Diego, La Jolla, United States.,Center for Computational Mass Spectrometry, UC San Diego, La Jolla, United States
| | - Vanessa V Phelan
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Laura M Sanchez
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Neha Garg
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Yao Peng
- Department of Chemistry and Biochemistry, UC San Diego, La Jolla, United States
| | - Don Duy Nguyen
- Department of Chemistry and Biochemistry, UC San Diego, La Jolla, United States
| | - Jeramie Watrous
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Clifford A Kapono
- Department of Chemistry and Biochemistry, UC San Diego, La Jolla, United States
| | - Tal Luzzatto-Knaan
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Carla Porto
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Amina Bouslimani
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Alexey V Melnik
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Michael J Meehan
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Wei-Ting Liu
- Department of Microbiology and Immunology, Stanford University, Palo Alto, United States
| | - Max Crüsemann
- Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States
| | - Paul D Boudreau
- Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States
| | | | | | | | - Laura A Pace
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Robert A Quinn
- Biology Department, San Diego State University, San Diego, United States
| | - Katherine R Duncan
- Scottish Association for Marine Science, Scottish Marine Institute, Oban, United Kingdom.,Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States
| | - Cheng-Chih Hsu
- Department of Chemistry and Biochemistry, UC San Diego, La Jolla, United States
| | - Dimitrios J Floros
- Department of Chemistry and Biochemistry, UC San Diego, La Jolla, United States
| | - Ronnie G Gavilan
- Center for Drug Discovery and Biodiversity, INDICASAT, City of Knowledge, Panama
| | - Karin Kleigrewe
- Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States
| | - Trent Northen
- Genome Dynamics, Lawrence Berkeley National Laboratory, Berkeley, United States
| | - Rachel J Dutton
- FAS Center for Systems Biology, Harvard, Cambridge, United States
| | - Delphine Parrot
- Produits naturels - Synthèses - Chimie Médicinale, University of Rennes 1, Rennes Cedex, France
| | - Erin E Carlson
- Chemistry, University of Minnesota, Minneapolis, United States
| | - Bertrand Aigle
- Dynamique des Génomes et Adaptation Microbienne, University of Lorraine, Vandœuvre-lès-Nancy, France
| | | | - Lars Jelsbak
- Department of Systems Biology, Technical University of Denmark, Lyngby, Denmark
| | - Christian Sohlenkamp
- Centro de Ciencias Genómicas, Universidad Nacional Autonoma de Mexico, Cuernavaca, Mexico
| | - Pavel Pevzner
- Center for Computational Mass Spectrometry, UC San Diego, La Jolla, United States.,Computer Science and Engineering, UC San Diego, La Jolla, United States
| | - Anna Edlund
- Microbial and Environmental Genomics, J. Craig Venter Institute, La Jolla, United States.,School of Dentistry, UC Los Angeles, Los Angeles, United States
| | - Jeffrey McLean
- Department of Periodontics, University of Washington, Seattle, United States.,School of Dentistry, UC Los Angeles, Los Angeles, United States
| | - Jörn Piel
- Institute of Microbiology, ETH Zurich, Zurich, Switzerland
| | - Brian T Murphy
- Department of Medicinal Chemistry and Pharmacognosy, University of Illinois Chicago, Chicago, United States
| | - Lena Gerwick
- Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States
| | - Chih-Chuang Liaw
- Department of Marine Biotechnology and Resources, National Sun Yat-sen University, Kaohsiung, Taiwan
| | - Yu-Liang Yang
- Agricultural Biotechnology Research Center, Academia Sinica, Taipei, Taiwan
| | - Hans-Ulrich Humpf
- Institute of Food Chemistry, University of Münster, Münster, Germany
| | - Maria Maansson
- Department of Systems Biology, Technical University of Denmark, Lyngby, Denmark
| | - Robert A Keyzers
- School of Chemical & Physical Sciences, and Centre for Biodiscovery, Victoria University of Wellington, Wellington, New Zealand
| | - Amy C Sims
- Gillings School of Global Public Health, Department of Epidemiology, UNC Chapel Hill, Chapel Hill, United States
| | - Andrew R Johnson
- Department of Chemistry, Indiana University, Bloomington, United States
| | | | - Brian E Sedio
- Smithsonian Tropical Research Institute, Ancón, Panama.,Center for Drug Discovery and Biodiversity, INDICASAT, City of Knowledge, Panama
| | - Andreas Klitgaard
- Department of Systems Biology, Technical University of Denmark, Lyngby, Denmark
| | - Charles B Larson
- Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States.,Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Cristopher A Boya P
- Center for Drug Discovery and Biodiversity, INDICASAT, City of Knowledge, Panama
| | | | - David J Gonzalez
- Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States.,Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Denise B Silva
- School of Pharmaceutical Sciences of Ribeirao Preto, University of São Paulo, São Paulo, Brazil.,Centro de Ciencias Biologicas e da Saude, Universidade Fderal de Mato Grosso do Sul, Campo Grande, Brazil
| | - Lucas M Marques
- School of Pharmaceutical Sciences of Ribeirao Preto, University of São Paulo, São Paulo, Brazil
| | - Daniel P Demarque
- School of Pharmaceutical Sciences of Ribeirao Preto, University of São Paulo, São Paulo, Brazil
| | - Egle Pociute
- Sirenas Marine Discovery, San Diego, United States
| | - Ellis C O'Neill
- Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States
| | - Enora Briand
- Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States.,UMR CNRS 6553 ECOBIO, University of Rennes 1, Rennes Cedex, France
| | | | - Eve A Granatosky
- Department of Chemistry and Biochemistry, University of Notre Dame, Notre Dame, United States
| | - Evgenia Glukhov
- Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States
| | - Florian Ryffel
- Institute of Microbiology, ETH Zurich, Zurich, Switzerland
| | | | - Hosein Mohimani
- Center for Computational Mass Spectrometry, UC San Diego, La Jolla, United States
| | - Jenan J Kharbush
- Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States
| | - Yi Zeng
- Department of Chemistry and Biochemistry, UC San Diego, La Jolla, United States
| | | | - Kenji L Kurita
- PBSci-Chemistry & Biochemistry Department, UC Santa Cruz, Santa Cruz, United States
| | - Pep Charusanti
- Department of Bioengineering, UC San Diego, La Jolla, United States
| | - Kerry L McPhail
- Department of Pharmaceutical Sciences, College of Pharmacy, Oregon State University, Corvallis, United States
| | | | - Lisa Vuong
- Sirenas Marine Discovery, San Diego, United States
| | - Maryam Elfeki
- Department of Medicinal Chemistry and Pharmacognosy, University of Illinois Chicago, Chicago, United States
| | - Matthew F Traxler
- Department of Plant and Microbial Biology, UC Berkeley, Berkeley, United States
| | - Niclas Engene
- Department of Biological Sciences, Florida International University, Miami, United States
| | - Nobuhiro Koyama
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Oliver B Vining
- Department of Pharmaceutical Sciences, College of Pharmacy, Oregon State University, Corvallis, United States
| | - Ralph Baric
- Gillings School of Global Public Health, Department of Epidemiology, UNC Chapel Hill, Chapel Hill, United States
| | - Ricardo R Silva
- School of Pharmaceutical Sciences of Ribeirao Preto, University of São Paulo, São Paulo, Brazil
| | - Samantha J Mascuch
- Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States
| | - Sophie Tomasi
- Produits naturels - Synthèses - Chimie Médicinale, University of Rennes 1, Rennes Cedex, France
| | - Stefan Jenkins
- Genome Dynamics, Lawrence Berkeley National Laboratory, Berkeley, United States
| | | | - Thomas Hoffman
- Department of Pharmaceutical Biotechnology, Helmholtz Institute for Pharmaceutical Research Saarland, Saarbrücken, Germany
| | - Vinayak Agarwal
- Center for Oceans and Human Health, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States
| | - Philip G Williams
- Department of Chemistry, University of Hawaii at Manoa, Honolulu, United States
| | - Jingqui Dai
- Department of Chemistry, University of Hawaii at Manoa, Honolulu, United States
| | - Ram Neupane
- Department of Chemistry, University of Hawaii at Manoa, Honolulu, United States
| | - Joshua Gurr
- Department of Chemistry, University of Hawaii at Manoa, Honolulu, United States
| | - Andrés M C Rodríguez
- School of Pharmaceutical Sciences of Ribeirao Preto, University of São Paulo, São Paulo, Brazil
| | - Anne Lamsa
- Division of Biological Sciences, UC San Diego, La Jolla, United States
| | - Chen Zhang
- Department of Nanoengineering, UC San Diego, La Jolla, United States
| | - Kathleen Dorrestein
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Brendan M Duggan
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Jehad Almaliti
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Pierre-Marie Allard
- School of Pharmaceutical Sciences, University of Geneva, Geneva, Switzerland
| | - Prasad Phapale
- Structural and Computational Biology, European Molecular Biology Laboratory, Heidelberg, Germany
| | - Louis-Felix Nothias
- Institut de Chimie des Substances Naturelles, CNRS-ICSN, UPR 2301, Labex CEBA, University of Paris-Saclay, Gif-sur-Yvette, France
| | - Theodore Alexandrov
- Structural and Computational Biology, European Molecular Biology Laboratory, Heidelberg, Germany
| | - Marc Litaudon
- Institut de Chimie des Substances Naturelles, CNRS-ICSN, UPR 2301, Labex CEBA, University of Paris-Saclay, Gif-sur-Yvette, France
| | - Jean-Luc Wolfender
- School of Pharmaceutical Sciences, University of Geneva, Geneva, Switzerland
| | - Jennifer E Kyle
- Biological Sciences, Pacific Northwest National Laboratory, Richland, United States
| | - Thomas O Metz
- Biological Sciences, Pacific Northwest National Laboratory, Richland, United States
| | - Tyler Peryea
- National Center for Advancing Translational Sciences, National Institute of Health, Rockville, United States
| | - Dac-Trung Nguyen
- National Center for Advancing Translational Sciences, National Institute of Health, Rockville, United States
| | - Danielle VanLeer
- National Center for Advancing Translational Sciences, National Institute of Health, Rockville, United States
| | - Paul Shinn
- National Center for Advancing Translational Sciences, National Institute of Health, Rockville, United States
| | - Ajit Jadhav
- National Center for Advancing Translational Sciences, National Institute of Health, Rockville, United States
| | - Rolf Müller
- Department of Pharmaceutical Biotechnology, Helmholtz Institute for Pharmaceutical Research Saarland, Saarbrücken, Germany
| | - Katrina M Waters
- Biological Sciences, Pacific Northwest National Laboratory, Richland, United States
| | - Wenyuan Shi
- School of Dentistry, UC Los Angeles, Los Angeles, United States
| | - Xueting Liu
- Institute of Microbiology, Chinese Academy of Sciences, Beijing, China
| | - Lixin Zhang
- Institute of Microbiology, Chinese Academy of Sciences, Beijing, China
| | - Rob Knight
- Department of Pediatrics, UC San Diego, La Jolla, United States
| | - Paul R Jensen
- Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States
| | | | - Kit Pogliano
- Division of Biological Sciences, UC San Diego, La Jolla, United States
| | - Roger G Linington
- PBSci-Chemistry & Biochemistry Department, UC Santa Cruz, Santa Cruz, United States
| | - Marcelino Gutiérrez
- Center for Drug Discovery and Biodiversity, INDICASAT, City of Knowledge, Panama
| | - Norberto P Lopes
- School of Pharmaceutical Sciences of Ribeirao Preto, University of São Paulo, São Paulo, Brazil
| | - William H Gerwick
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States.,Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States
| | - Bradley S Moore
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States.,Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States.,Center for Oceans and Human Health, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States
| | - Pieter C Dorrestein
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States.,Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States.,Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Nuno Bandeira
- Center for Computational Mass Spectrometry, UC San Diego, La Jolla, United States.,Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States.,Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
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19
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H. Buchholz H, R. Duncan K. Antarctic Sponge Associated Microbial Chemistry with Biomedical Relevance- the Need for Ecologically Driven Studies. CURR ORG CHEM 2017. [DOI: 10.2174/1385272820666161020122153] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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20
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Wang M, Carver JJ, Phelan VV, Sanchez LM, Garg N, Peng Y, Nguyen DD, Watrous J, Kapono CA, Luzzatto-Knaan T, Porto C, Bouslimani A, Melnik AV, Meehan MJ, Liu WT, Crüsemann M, Boudreau PD, Esquenazi E, Sandoval-Calderón M, Kersten RD, Pace LA, Quinn RA, Duncan KR, Hsu CC, Floros DJ, Gavilan RG, Kleigrewe K, Northen T, Dutton RJ, Parrot D, Carlson EE, Aigle B, Michelsen CF, Jelsbak L, Sohlenkamp C, Pevzner P, Edlund A, McLean J, Piel J, Murphy BT, Gerwick L, Liaw CC, Yang YL, Humpf HU, Maansson M, Keyzers RA, Sims AC, Johnson AR, Sidebottom AM, Sedio BE, Klitgaard A, Larson CB, P CAB, Torres-Mendoza D, Gonzalez DJ, Silva DB, Marques LM, Demarque DP, Pociute E, O'Neill EC, Briand E, Helfrich EJN, Granatosky EA, Glukhov E, Ryffel F, Houson H, Mohimani H, Kharbush JJ, Zeng Y, Vorholt JA, Kurita KL, Charusanti P, McPhail KL, Nielsen KF, Vuong L, Elfeki M, Traxler MF, Engene N, Koyama N, Vining OB, Baric R, Silva RR, Mascuch SJ, Tomasi S, Jenkins S, Macherla V, Hoffman T, Agarwal V, Williams PG, Dai J, Neupane R, Gurr J, Rodríguez AMC, Lamsa A, Zhang C, Dorrestein K, Duggan BM, Almaliti J, Allard PM, Phapale P, Nothias LF, Alexandrov T, Litaudon M, Wolfender JL, Kyle JE, Metz TO, Peryea T, Nguyen DT, VanLeer D, Shinn P, Jadhav A, Müller R, Waters KM, Shi W, Liu X, Zhang L, Knight R, Jensen PR, Palsson BO, Pogliano K, Linington RG, Gutiérrez M, Lopes NP, Gerwick WH, Moore BS, Dorrestein PC, Bandeira N. Sharing and community curation of mass spectrometry data with Global Natural Products Social Molecular Networking. Nat Biotechnol 2016. [PMID: 27504778 DOI: 10.1038/nbt.3597.sharing] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/16/2023]
Abstract
The potential of the diverse chemistries present in natural products (NP) for biotechnology and medicine remains untapped because NP databases are not searchable with raw data and the NP community has no way to share data other than in published papers. Although mass spectrometry (MS) techniques are well-suited to high-throughput characterization of NP, there is a pressing need for an infrastructure to enable sharing and curation of data. We present Global Natural Products Social Molecular Networking (GNPS; http://gnps.ucsd.edu), an open-access knowledge base for community-wide organization and sharing of raw, processed or identified tandem mass (MS/MS) spectrometry data. In GNPS, crowdsourced curation of freely available community-wide reference MS libraries will underpin improved annotations. Data-driven social-networking should facilitate identification of spectra and foster collaborations. We also introduce the concept of 'living data' through continuous reanalysis of deposited data.
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Affiliation(s)
- Mingxun Wang
- Computer Science and Engineering, UC San Diego, La Jolla, United States.,Center for Computational Mass Spectrometry, UC San Diego, La Jolla, United States
| | - Jeremy J Carver
- Computer Science and Engineering, UC San Diego, La Jolla, United States.,Center for Computational Mass Spectrometry, UC San Diego, La Jolla, United States
| | - Vanessa V Phelan
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Laura M Sanchez
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Neha Garg
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Yao Peng
- Department of Chemistry and Biochemistry, UC San Diego, La Jolla, United States
| | - Don Duy Nguyen
- Department of Chemistry and Biochemistry, UC San Diego, La Jolla, United States
| | - Jeramie Watrous
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Clifford A Kapono
- Department of Chemistry and Biochemistry, UC San Diego, La Jolla, United States
| | - Tal Luzzatto-Knaan
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Carla Porto
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Amina Bouslimani
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Alexey V Melnik
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Michael J Meehan
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Wei-Ting Liu
- Department of Microbiology and Immunology, Stanford University, Palo Alto, United States
| | - Max Crüsemann
- Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States
| | - Paul D Boudreau
- Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States
| | | | | | | | - Laura A Pace
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Robert A Quinn
- Biology Department, San Diego State University, San Diego, United States
| | - Katherine R Duncan
- Scottish Association for Marine Science, Scottish Marine Institute, Oban, United Kingdom.,Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States
| | - Cheng-Chih Hsu
- Department of Chemistry and Biochemistry, UC San Diego, La Jolla, United States
| | - Dimitrios J Floros
- Department of Chemistry and Biochemistry, UC San Diego, La Jolla, United States
| | - Ronnie G Gavilan
- Center for Drug Discovery and Biodiversity, INDICASAT, City of Knowledge, Panama
| | - Karin Kleigrewe
- Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States
| | - Trent Northen
- Genome Dynamics, Lawrence Berkeley National Laboratory, Berkeley, United States
| | - Rachel J Dutton
- FAS Center for Systems Biology, Harvard, Cambridge, United States
| | - Delphine Parrot
- Produits naturels - Synthèses - Chimie Médicinale, University of Rennes 1, Rennes Cedex, France
| | - Erin E Carlson
- Chemistry, University of Minnesota, Minneapolis, United States
| | - Bertrand Aigle
- Dynamique des Génomes et Adaptation Microbienne, University of Lorraine, Vandœuvre-lès-Nancy, France
| | | | - Lars Jelsbak
- Department of Systems Biology, Technical University of Denmark, Lyngby, Denmark
| | - Christian Sohlenkamp
- Centro de Ciencias Genómicas, Universidad Nacional Autonoma de Mexico, Cuernavaca, Mexico
| | - Pavel Pevzner
- Center for Computational Mass Spectrometry, UC San Diego, La Jolla, United States.,Computer Science and Engineering, UC San Diego, La Jolla, United States
| | - Anna Edlund
- Microbial and Environmental Genomics, J. Craig Venter Institute, La Jolla, United States.,School of Dentistry, UC Los Angeles, Los Angeles, United States
| | - Jeffrey McLean
- Department of Periodontics, University of Washington, Seattle, United States.,School of Dentistry, UC Los Angeles, Los Angeles, United States
| | - Jörn Piel
- Institute of Microbiology, ETH Zurich, Zurich, Switzerland
| | - Brian T Murphy
- Department of Medicinal Chemistry and Pharmacognosy, University of Illinois Chicago, Chicago, United States
| | - Lena Gerwick
- Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States
| | - Chih-Chuang Liaw
- Department of Marine Biotechnology and Resources, National Sun Yat-sen University, Kaohsiung, Taiwan
| | - Yu-Liang Yang
- Agricultural Biotechnology Research Center, Academia Sinica, Taipei, Taiwan
| | - Hans-Ulrich Humpf
- Institute of Food Chemistry, University of Münster, Münster, Germany
| | - Maria Maansson
- Department of Systems Biology, Technical University of Denmark, Lyngby, Denmark
| | - Robert A Keyzers
- School of Chemical & Physical Sciences, and Centre for Biodiscovery, Victoria University of Wellington, Wellington, New Zealand
| | - Amy C Sims
- Gillings School of Global Public Health, Department of Epidemiology, UNC Chapel Hill, Chapel Hill, United States
| | - Andrew R Johnson
- Department of Chemistry, Indiana University, Bloomington, United States
| | | | - Brian E Sedio
- Smithsonian Tropical Research Institute, Ancón, Panama.,Center for Drug Discovery and Biodiversity, INDICASAT, City of Knowledge, Panama
| | - Andreas Klitgaard
- Department of Systems Biology, Technical University of Denmark, Lyngby, Denmark
| | - Charles B Larson
- Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States.,Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Cristopher A Boya P
- Center for Drug Discovery and Biodiversity, INDICASAT, City of Knowledge, Panama
| | | | - David J Gonzalez
- Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States.,Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Denise B Silva
- School of Pharmaceutical Sciences of Ribeirao Preto, University of São Paulo, São Paulo, Brazil.,Centro de Ciencias Biologicas e da Saude, Universidade Fderal de Mato Grosso do Sul, Campo Grande, Brazil
| | - Lucas M Marques
- School of Pharmaceutical Sciences of Ribeirao Preto, University of São Paulo, São Paulo, Brazil
| | - Daniel P Demarque
- School of Pharmaceutical Sciences of Ribeirao Preto, University of São Paulo, São Paulo, Brazil
| | - Egle Pociute
- Sirenas Marine Discovery, San Diego, United States
| | - Ellis C O'Neill
- Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States
| | - Enora Briand
- Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States.,UMR CNRS 6553 ECOBIO, University of Rennes 1, Rennes Cedex, France
| | | | - Eve A Granatosky
- Department of Chemistry and Biochemistry, University of Notre Dame, Notre Dame, United States
| | - Evgenia Glukhov
- Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States
| | - Florian Ryffel
- Institute of Microbiology, ETH Zurich, Zurich, Switzerland
| | | | - Hosein Mohimani
- Center for Computational Mass Spectrometry, UC San Diego, La Jolla, United States
| | - Jenan J Kharbush
- Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States
| | - Yi Zeng
- Department of Chemistry and Biochemistry, UC San Diego, La Jolla, United States
| | | | - Kenji L Kurita
- PBSci-Chemistry & Biochemistry Department, UC Santa Cruz, Santa Cruz, United States
| | - Pep Charusanti
- Department of Bioengineering, UC San Diego, La Jolla, United States
| | - Kerry L McPhail
- Department of Pharmaceutical Sciences, College of Pharmacy, Oregon State University, Corvallis, United States
| | | | - Lisa Vuong
- Sirenas Marine Discovery, San Diego, United States
| | - Maryam Elfeki
- Department of Medicinal Chemistry and Pharmacognosy, University of Illinois Chicago, Chicago, United States
| | - Matthew F Traxler
- Department of Plant and Microbial Biology, UC Berkeley, Berkeley, United States
| | - Niclas Engene
- Department of Biological Sciences, Florida International University, Miami, United States
| | - Nobuhiro Koyama
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Oliver B Vining
- Department of Pharmaceutical Sciences, College of Pharmacy, Oregon State University, Corvallis, United States
| | - Ralph Baric
- Gillings School of Global Public Health, Department of Epidemiology, UNC Chapel Hill, Chapel Hill, United States
| | - Ricardo R Silva
- School of Pharmaceutical Sciences of Ribeirao Preto, University of São Paulo, São Paulo, Brazil
| | - Samantha J Mascuch
- Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States
| | - Sophie Tomasi
- Produits naturels - Synthèses - Chimie Médicinale, University of Rennes 1, Rennes Cedex, France
| | - Stefan Jenkins
- Genome Dynamics, Lawrence Berkeley National Laboratory, Berkeley, United States
| | | | - Thomas Hoffman
- Department of Pharmaceutical Biotechnology, Helmholtz Institute for Pharmaceutical Research Saarland, Saarbrücken, Germany
| | - Vinayak Agarwal
- Center for Oceans and Human Health, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States
| | - Philip G Williams
- Department of Chemistry, University of Hawaii at Manoa, Honolulu, United States
| | - Jingqui Dai
- Department of Chemistry, University of Hawaii at Manoa, Honolulu, United States
| | - Ram Neupane
- Department of Chemistry, University of Hawaii at Manoa, Honolulu, United States
| | - Joshua Gurr
- Department of Chemistry, University of Hawaii at Manoa, Honolulu, United States
| | - Andrés M C Rodríguez
- School of Pharmaceutical Sciences of Ribeirao Preto, University of São Paulo, São Paulo, Brazil
| | - Anne Lamsa
- Division of Biological Sciences, UC San Diego, La Jolla, United States
| | - Chen Zhang
- Department of Nanoengineering, UC San Diego, La Jolla, United States
| | - Kathleen Dorrestein
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Brendan M Duggan
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Jehad Almaliti
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Pierre-Marie Allard
- School of Pharmaceutical Sciences, University of Geneva, Geneva, Switzerland
| | - Prasad Phapale
- Structural and Computational Biology, European Molecular Biology Laboratory, Heidelberg, Germany
| | - Louis-Felix Nothias
- Institut de Chimie des Substances Naturelles, CNRS-ICSN, UPR 2301, Labex CEBA, University of Paris-Saclay, Gif-sur-Yvette, France
| | - Theodore Alexandrov
- Structural and Computational Biology, European Molecular Biology Laboratory, Heidelberg, Germany
| | - Marc Litaudon
- Institut de Chimie des Substances Naturelles, CNRS-ICSN, UPR 2301, Labex CEBA, University of Paris-Saclay, Gif-sur-Yvette, France
| | - Jean-Luc Wolfender
- School of Pharmaceutical Sciences, University of Geneva, Geneva, Switzerland
| | - Jennifer E Kyle
- Biological Sciences, Pacific Northwest National Laboratory, Richland, United States
| | - Thomas O Metz
- Biological Sciences, Pacific Northwest National Laboratory, Richland, United States
| | - Tyler Peryea
- National Center for Advancing Translational Sciences, National Institute of Health, Rockville, United States
| | - Dac-Trung Nguyen
- National Center for Advancing Translational Sciences, National Institute of Health, Rockville, United States
| | - Danielle VanLeer
- National Center for Advancing Translational Sciences, National Institute of Health, Rockville, United States
| | - Paul Shinn
- National Center for Advancing Translational Sciences, National Institute of Health, Rockville, United States
| | - Ajit Jadhav
- National Center for Advancing Translational Sciences, National Institute of Health, Rockville, United States
| | - Rolf Müller
- Department of Pharmaceutical Biotechnology, Helmholtz Institute for Pharmaceutical Research Saarland, Saarbrücken, Germany
| | - Katrina M Waters
- Biological Sciences, Pacific Northwest National Laboratory, Richland, United States
| | - Wenyuan Shi
- School of Dentistry, UC Los Angeles, Los Angeles, United States
| | - Xueting Liu
- Institute of Microbiology, Chinese Academy of Sciences, Beijing, China
| | - Lixin Zhang
- Institute of Microbiology, Chinese Academy of Sciences, Beijing, China
| | - Rob Knight
- Department of Pediatrics, UC San Diego, La Jolla, United States
| | - Paul R Jensen
- Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States
| | | | - Kit Pogliano
- Division of Biological Sciences, UC San Diego, La Jolla, United States
| | - Roger G Linington
- PBSci-Chemistry & Biochemistry Department, UC Santa Cruz, Santa Cruz, United States
| | - Marcelino Gutiérrez
- Center for Drug Discovery and Biodiversity, INDICASAT, City of Knowledge, Panama
| | - Norberto P Lopes
- School of Pharmaceutical Sciences of Ribeirao Preto, University of São Paulo, São Paulo, Brazil
| | - William H Gerwick
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States.,Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States
| | - Bradley S Moore
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States.,Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States.,Center for Oceans and Human Health, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States
| | - Pieter C Dorrestein
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States.,Center for Marine Biotechnology and Biomedicine, Scripps Institute of Oceanography, UC San Diego, La Jolla, United States.,Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
| | - Nuno Bandeira
- Center for Computational Mass Spectrometry, UC San Diego, La Jolla, United States.,Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States.,Skaggs School of Pharmacy and Pharmaceutical Sciences, UC San Diego, La Jolla, United States
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Patin NV, Duncan KR, Dorrestein PC, Jensen PR. Competitive strategies differentiate closely related species of marine actinobacteria. ISME J 2015; 10:478-90. [PMID: 26241505 DOI: 10.1038/ismej.2015.128] [Citation(s) in RCA: 36] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/13/2015] [Revised: 05/26/2015] [Accepted: 06/18/2015] [Indexed: 01/12/2023]
Abstract
Although competition, niche partitioning, and spatial isolation have been used to describe the ecology and evolution of macro-organisms, it is less clear to what extent these principles account for the extraordinary levels of bacterial diversity observed in nature. Ecological interactions among bacteria are particularly challenging to address due to methodological limitations and uncertainties over how to recognize fundamental units of diversity and link them to the functional traits and evolutionary processes that led to their divergence. Here we show that two closely related marine actinomycete species can be differentiated based on competitive strategies. Using a direct challenge assay to investigate inhibitory interactions with members of the bacterial community, we observed a temporal difference in the onset of inhibition. The majority of inhibitory activity exhibited by Salinispora arenicola occurred early in its growth cycle and was linked to antibiotic production. In contrast, most inhibition by Salinispora tropica occurred later in the growth cycle and was more commonly linked to nutrient depletion or other sources. Comparative genomics support these differences, with S. arenicola containing nearly twice the number of secondary metabolite biosynthetic gene clusters as S. tropica, indicating a greater potential for secondary metabolite production. In contrast, S. tropica is enriched in gene clusters associated with the acquisition of growth-limiting nutrients such as iron. Coupled with differences in growth rates, the results reveal that S. arenicola uses interference competition at the expense of growth, whereas S. tropica preferentially employs a strategy of exploitation competition. The results support the ecological divergence of two co-occurring and closely related species of marine bacteria by providing evidence they have evolved fundamentally different strategies to compete in marine sediments.
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Affiliation(s)
- Nastassia V Patin
- Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA, USA
| | - Katherine R Duncan
- Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA, USA
| | - Pieter C Dorrestein
- Skaggs School of Pharmacy and Pharmaceutical Sciences, Departments of Pharmacology, Chemistry and Biochemistry, University of California San Diego, La Jolla, CA, USA
| | - Paul R Jensen
- Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA, USA
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Duncan KR, Crüsemann M, Lechner A, Sarkar A, Li J, Ziemert N, Wang M, Bandeira N, Moore BS, Dorrestein PC, Jensen PR. Molecular networking and pattern-based genome mining improves discovery of biosynthetic gene clusters and their products from Salinispora species. ACTA ACUST UNITED AC 2015; 22:460-471. [PMID: 25865308 DOI: 10.1016/j.chembiol.2015.03.010] [Citation(s) in RCA: 128] [Impact Index Per Article: 14.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2014] [Revised: 02/26/2015] [Accepted: 03/10/2015] [Indexed: 12/12/2022]
Abstract
Genome sequencing has revealed that bacteria contain many more biosynthetic gene clusters than predicted based on the number of secondary metabolites discovered to date. While this biosynthetic reservoir has fostered interest in new tools for natural product discovery, there remains a gap between gene cluster detection and compound discovery. Here we apply molecular networking and the new concept of pattern-based genome mining to 35 Salinispora strains, including 30 for which draft genome sequences were either available or obtained for this study. The results provide a method to simultaneously compare large numbers of complex microbial extracts, which facilitated the identification of media components, known compounds and their derivatives, and new compounds that could be prioritized for structure elucidation. These efforts revealed considerable metabolite diversity and led to several molecular family-gene cluster pairings, of which the quinomycin-type depsipeptide retimycin A was characterized and linked to gene cluster NRPS40 using pattern-based bioinformatic approaches.
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Affiliation(s)
- Katherine R Duncan
- Center for Marine Biotechnology & Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA 92093, USA
| | - Max Crüsemann
- Center for Marine Biotechnology & Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA 92093, USA
| | - Anna Lechner
- Center for Marine Biotechnology & Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA 92093, USA
| | - Anindita Sarkar
- Center for Marine Biotechnology & Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA 92093, USA
| | - Jie Li
- Center for Marine Biotechnology & Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA 92093, USA
| | - Nadine Ziemert
- Center for Marine Biotechnology & Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA 92093, USA
| | - Mingxun Wang
- Department of Computer Science and Engineering, University of California San Diego, La Jolla, CA 92093, USA
| | - Nuno Bandeira
- Department of Computer Science and Engineering, University of California San Diego, La Jolla, CA 92093, USA
| | - Bradley S Moore
- Center for Marine Biotechnology & Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA 92093, USA; Skaggs School of Pharmacy and Pharmaceutical Sciences, Departments of Pharmacology, Chemistry and Biochemistry, University of California San Diego, La Jolla, CA 92093, USA.
| | - Pieter C Dorrestein
- Skaggs School of Pharmacy and Pharmaceutical Sciences, Departments of Pharmacology, Chemistry and Biochemistry, University of California San Diego, La Jolla, CA 92093, USA.
| | - Paul R Jensen
- Center for Marine Biotechnology & Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA 92093, USA.
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Duncan KR, Haltli B, Gill KA, Correa H, Berrué F, Kerr RG. Exploring the diversity and metabolic potential of actinomycetes from temperate marine sediments from Newfoundland, Canada. J Ind Microbiol Biotechnol 2014; 42:57-72. [PMID: 25371290 DOI: 10.1007/s10295-014-1529-x] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2014] [Accepted: 10/17/2014] [Indexed: 10/24/2022]
Abstract
Marine sediments from Newfoundland, Canada were explored for biotechnologically promising Actinobacteria using culture-independent and culture-dependent approaches. Culture-independent pyrosequencing analyses uncovered significant actinobacterial diversity (H'-2.45 to 3.76), although the taxonomic diversity of biotechnologically important actinomycetes could not be fully elucidated due to limited sampling depth. Assessment of culturable actinomycete diversity resulted in the isolation of 360 actinomycetes representing 59 operational taxonomic units, the majority of which (94 %) were Streptomyces. The biotechnological potential of actinomycetes from NL sediments was assessed by bioactivity and metabolomics-based screening of 32 representative isolates. Bioactivity was exhibited by 41 % of isolates, while 11 % exhibited unique chemical signatures in metabolomics screening. Chemical analysis of two isolates resulted in the isolation of the cytotoxic metabolite 1-isopentadecanoyl-3β-D-glucopyranosyl-X-glycerol from Actinoalloteichus sp. 2L868 and sungsanpin from Streptomyces sp. 8LB7. These results demonstrate the potential for the discovery of novel bioactive metabolites from actinomycetes isolated from Atlantic Canadian marine sediments.
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Affiliation(s)
- K R Duncan
- Department of Biomedical Sciences, University of Prince Edward Island, 550 University Avenue, Charlottetown, PE, C1A 4P3, Canada
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Duncan KR, Sahota DS, Gowland PA, Moore R, Chang A, Baker PN, Johnson IR. Multilevel modeling of fetal and placental growth using echo-planar magnetic resonance imaging. J Soc Gynecol Investig 2001; 8:285-90. [PMID: 11677148 DOI: 10.1016/s1071-5576(01)00126-5] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
OBJECTIVE To quantify longitudinal increases in fetal, fetal liver, and fetal brain volume using echo-planar magnetic resonance imaging and to quantify the results using appropriate statistical modeling. METHODS Fifty-six singleton fetuses were studied using echo-planar (snap-shot) magnetic resonance imaging, between 19 weeks and term. They were assessed at a variety of different gestations and on a different number of occasions, thereby requiring multilevel statistical modeling to analyze the pattern of fetal growth. RESULTS Fetal volume varied according to the following equation: square root (radical) [fetal volume]=-37.71+2.17 x gestational age (GA)-0.004 x GA(2). The equation for fetal liver volume was radical[fetal liver volume]=9.47+0.56 x GA-0.02 x GA(2), for fetal brain volume was radical[fetal brain volume]=15.50+0.69 x GA-0.014 x GA(2), and for placental volume radical[placental volume]=28.54+0.95 x GA-0.039 x GA(2), where GA is the gestational age in weeks -30. CONCLUSION The assessment of fetal, fetal organ, and placental volume was feasible using echo-planar magnetic resonance imaging from 20 weeks to term. Multilevel statistical modeling can be applied to analyze sets of data with different measurements on different occasions. This information is useful clinically to assess abnormal fetal growth.
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Affiliation(s)
- K R Duncan
- School of Human Development, Nottingham University, Nottingham, UK.
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Abstract
Recent and past work using echo-planar imaging (EPI) in pregnancy has allowed important anatomic and physiological information to be obtained, giving advantages over conventional radiological methods such as ultrasound. EPI is a quick, convenient method of measuring organ volumes. The volumetric estimates throughout gestation correlate well with known fetal weight at these gestations. Relaxation time measurements also can be made in the placenta and lungs. By combining the changes in relaxation and volume with gestation in the future, it may be possible to develop an "index of maturity." This could be used to accurately reflect lung maturation. T1 and T2 parameters in the placenta decreased with gestational age and with abnormal placentation. EPI can be used to assess perfusion in the placenta and flow in the uterine arteries because of its rapid acquisition times. These techniques have been applied to assess perfusion within the fetal brain.
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Affiliation(s)
- K R Duncan
- Nottingham University, Department of Obstetrics and Gynecology, City Hospital, United Kingdom.
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Duncan KR, Eaves L, Ramdane A, Roys WB, Skolnick MS, Dean PJ. An investigation of the 1.36 eV photoluminescence spectrum of heat-treated InP using Zeeman spectroscopy and strain effects. ACTA ACUST UNITED AC 2000. [DOI: 10.1088/0022-3719/17/7/016] [Citation(s) in RCA: 20] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
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Taylor MJ, Denbow ML, Duncan KR, Overton TG, Fisk NM. Antenatal factors at diagnosis that predict outcome in twin-twin transfusion syndrome. Am J Obstet Gynecol 2000; 183:1023-8. [PMID: 11035357 DOI: 10.1067/mob.2000.107368] [Citation(s) in RCA: 91] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
OBJECTIVE We sought to identify clinical factors at diagnosis that predict outcome in twin-twin transfusion syndrome. STUDY DESIGN In this retrospective series 23 patients with twin-twin transfusion syndrome were seen in a tertiary referral fetal medicine center over a 3-year period. Ten antenatal factors were assessed to determine their ability to predict outcome by use of ordered logistic regression. These factors were the following: (1) absent or reversed end-diastolic flow in the umbilical artery, nonvisible bladder, anhydramnios, and estimated fetal weight of <3rd percentile in the donor; (2) pulsatile umbilical vein, either absent or reversed end-diastolic flow in the ductus venosus, or both, and tricuspid-mitral valve regurgitation in the recipient; and (3) gestational age at presentation, estimated fetal weight discordancy, absent arterioarterial anastomosis, and spontaneous rupture of the membranes or cervical change as pregnancy factors. Management comprised serial amnioreduction (n = 10), selective feticide (n = 5; 4 also had amnioreduction), septostomy (n = 4; 1 also had amnioreduction), and delivery (n = 2). Two patients miscarried before treatment. RESULTS The chance of survival of both twins fell and double deaths increased linearly with increasing number of adverse factors (P =.026). A low chance of survival was independently associated with absent or reversed end-diastolic flow in the donor umbilical artery (P =.02) and with a pulsatile umbilical vein or absent or reversed end-diastolic flow in the ductus venosus (P =.03) of the recipient. The probability of at least one twin surviving was only 33% if there was absent or reversed end-diastolic flow in the donor umbilical artery or 37% when abnormal venous recordings were seen in the recipient. An arterioarterial anastomosis detected at diagnosis also influenced prognosis, with all twins surviving when an arterioarterial anastomosis was identified (P =.04). CONCLUSIONS Three factors identified at diagnosis independently predict poor survival in twin-twin transfusion syndrome-absent or reversed end-diastolic flow in the donor umbilical artery, abnormal pulsatility of the venous system in the recipient, and absence of an arterioarterial anastomosis. These may have a role in the counseling of parents and in selecting the appropriate treatment strategy.
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Affiliation(s)
- M J Taylor
- Centre for Fetal Care, Imperial College School of Medicine, London, United Kingdom
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Moore RJ, Strachan BK, Tyler DJ, Duncan KR, Baker PN, Worthington BS, Johnson IR, Gowland PA. In utero perfusing fraction maps in normal and growth restricted pregnancy measured using IVIM echo-planar MRI. Placenta 2000; 21:726-32. [PMID: 10985977 DOI: 10.1053/plac.2000.0567] [Citation(s) in RCA: 94] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
The aim of this study was to measure and portray blood movement in the placenta in vivo in normal and growth restricted pregnancies, using Intra Voxel Incoherent Motion (IVIM) magnetic resonance imaging. Thirteen patients with apparently normal healthy pregnancies were scanned at 31+/-7 (mean+/-s.d.) weeks gestation and seven patients with intrauterine growth restriction (IUGR) were scanned at 31+/-4 weeks. A region of interest (ROI) was defined encompassing the placenta between the decidual and chorionic plates. The volume of moving blood within each imaging voxel of the ROI was then calculated as a percentage of the total voxel volume (f per cent). This information was colour coded to produce maps of moving blood volume. The placenta was segmented length ways into two zones of approximately equal area, termed inner and outer, the latter being adjacent to the uterine wall. f was fitted for the average in the outer zone (f(out)) and inner zone (f(in)). The parameter (f(out)-f(in)) was then calculated for each subject. This was positive in 12/13 of the normal cases and zero for one case (+10 per cent+10, mean+/-s.d.). For pregnancy affected by IUGR this value was negative in all cases (-4 per cent+/-3). Perfusion fraction mapping identified differences in function within the normal placenta in vivo, and between the placentae of normal and IUGR pregnancies. The technique has potential applications in managing, and investigating the aetiology of, pregnancy compromise.
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Affiliation(s)
- R J Moore
- Magnetic Resonance Centre, School of Physics & Astronomy, University of Nottingham, NG7 2RD, UK
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Moore RJ, Issa B, Tokarczuk P, Duncan KR, Boulby P, Baker PN, Bowtell RW, Worthington BS, Johnson IR, Gowland PA. In vivo intravoxel incoherent motion measurements in the human placenta using echo-planar imaging at 0.5 T. Magn Reson Med 2000; 43:295-302. [PMID: 10680695 DOI: 10.1002/(sici)1522-2594(200002)43:2<295::aid-mrm18>3.0.co;2-2] [Citation(s) in RCA: 75] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
This paper presents the first in vivo measurements of intravoxel incoherent motion in the human placenta, obtained using the pulsed gradient spin echo (PGSE) sequence. The aims of this study were two-fold. The first was to provide an initial estimate of the values of the IVIM parameters in this organ, which are currently unknown. The second aim was then to use these results to optimize the sequence timings for future studies. The moving blood fraction (f), diffusion coefficient (D), and pseudo-diffusion coefficient (D*) were measured. The average value of f was 26 +/- 6 % (mean +/- SD), D was 1.7 +/- 0.5 x 10(-3) mm2/sec, and D* was 57 +/- 41 x 10(-3) mm2/sec. For the optimized values of b, the expected percentage uncertainty in the fitted values of f, D, and D* for the placenta were sigmaf/f = 14.9%, sigmaD/D = 14.3%, sigmaD*/D* = 44.9%, for an image signal-to-noise of 20:1, and a total imaging time of 800 sec.
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Affiliation(s)
- R J Moore
- Magnetic Resonance Centre, School of Physics and Astronomy, University of Nottingham, UK
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Clements H, Duncan KR, Fielding K, Gowland PA, Johnson IR, Baker PN. Infants exposed to MRI in utero have a normal paediatric assessment at 9 months of age. Br J Radiol 2000; 73:190-4. [PMID: 10884733 DOI: 10.1259/bjr.73.866.10884733] [Citation(s) in RCA: 85] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022] Open
Abstract
Any differences in detailed paediatric assessment at 9 months of age in infants exposed to echo planar MRI in utero from 20 weeks gestation to term were investigated by performing a case controlled prospective observational study of 20 infants. They had all had serial echo planar MRI in the antenatal period and were compared with a control group born at the same time who had not. Statistical analysis employed likelihood ratios, odds ratios and 95% confidence intervals. The mothers of the control infants had a significantly higher standard of educational attainment (p = 0.005). A small but significant decrease in length (p = 0.047), and an increase in gross motor function (p = 0.023) of the fetuses exposed to echo planar imaging were demonstrated. No other significant developmental or social differences were seen between the two groups. Infants at 9 months of age did not demonstrate any gross abnormality likely to be related to exposure to echo planar MRI in utero.
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Affiliation(s)
- H Clements
- School of Human Development, University of Nottingham, UK
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Abstract
The success rate for injected umbilical vascular occlusion in the published literature exceeds 85 per cent. In this study we assessed the efficacy of two forms of injected sclerosants in achieving umbilical vessel occlusion. 12 cases of attempted ultrasound-guided occlusion over a 2 1/2 year period were reviewed. These were monochorionic (MC) twins (n=6), dichorionic twins (n=3) and singletons (n=3) undergoing fetocide for severe anomalies, or impending fetal demise. Absolute alcohol (n=6), enbucrilate gel (n=5) or both (n=1) were used in an attempt to achieve vascular occlusion. Complete vessel occlusion was achieved in only a third of cases (4/12), three with absolute alcohol and one with enbucrilate gel. In MC twins occlusion was successful in two of six cases. In contrast to previously published data, this large series, containing more cases than the total previously reported, shows considerably poorer success rates for injected umbilical vascular occlusion. Injection of currently available sclerosants can no longer be recommended for umbilical vascular occlusion in human fetuses.
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Affiliation(s)
- M L Denbow
- Centre for Fetal Care, Institute of Obstetrics and Gynaecology, Imperial College School of Medicine, Queen Charlotte's and Chelsea Hospital, London, UK
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Abstract
OBJECTIVE Monoamniotic twinning occurs in only 1% of twin pregnancies, but carries a high perinatal mortality rate. Early and reliable diagnosis is essential if attempts are to be made to reduce the complication rate. We report color Doppler demonstration of cord entanglement in the first trimester, which is diagnostic of monoamnionicity. METHODS Two patients with twin pregnancies were examined in the first trimester with pulsed and color Doppler insonation of their umbilical arteries. RESULTS Cord entanglement was suspected and proved by demonstrating differing fetal heart rate patterns in the same direction on umbilical artery Doppler analysis of a common mass of cord vessels. Following appropriate counselling, medical amnioreduction was induced at 20 weeks of gestation to reduce fetal movements and worsening cord entanglement. Delivery was by elective Cesarean section at 32 weeks' gestation and monoamnionicity was confirmed. CONCLUSION We report a new sign for the demonstration of monoamnionicity in twin pregnancies in the first trimester. This should improve the reliability of early diagnosis, but further studies are required to confirm that, if cord entanglement occurs, it is usually present by the end of the first trimester.
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Affiliation(s)
- T G Overton
- Centre for Fetal Care, Imperial College School of Medicine, Queen Charlotte's, London, UK
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Duncan KR, Gowland PA, Freeman A, Moore R, Baker PN, Johnson IR. The changes in magnetic resonance properties of the fetal lungs: a first result and a potential tool for the non-invasive in utero demonstration of fetal lung maturation. Br J Obstet Gynaecol 1999; 106:122-5. [PMID: 10426677 DOI: 10.1111/j.1471-0528.1999.tb08211.x] [Citation(s) in RCA: 40] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
OBJECTIVE To measure magnetic resonance parameters T1 and T2 of the fetal lungs and investigate the relationship of these parameters to changes in volume and gestation. DESIGN Prospective cross-sectional study. SETTING Large teaching hospital in Nottingham and the Magnetic Resonance Centre at the University of Nottingham. POPULATION Normal pregnancies from 20 weeks to term. METHODS T1, T2, and lung volume were measured in the fetus using echo-planar magnetic resonance imaging. MAIN OUTCOME MEASURES The relationship of T1 and T2 to gestational age and lung volume. RESULTS Linear regression demonstrated a significant relationship (P < 0.001) between gestational age and lung volume, T1 and T2. There was also a significant relationship between lung volume and T1 and T2 (P < 0-001). CONCLUSIONS Relaxation time measurements give additional information to lung volume estimation in the assessment of lung physiology in utero. We have demonstrated the progressive changes which take place in the fetal lungs between 20 weeks and term. The physiological changes which can be demonstrated with this non-invasive technique may have an important application in the demonstration of fetal lung maturity in a prospective non-invasive manner.
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Affiliation(s)
- K R Duncan
- University Department of Obstetrics and Gynaecology, Nottingham University, UK
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Abstract
PURPOSE To measure changes in normal fetal lung volume with increasing gestation by using echo-planar magnetic resonance (MR) imaging. MATERIALS AND METHODS Fifty-six singleton fetuses were examined longitudinally with respect to lung volume by using echo-planar MR imaging between 19 weeks gestation and term. RESULTS Lung volume increased exponentially with gestation from 8 to 125 mL. Volume was related to gestation by using the equation, volume = 0.8375e0.1249g (R2 = 0.77), where g = gestation. Lung volume had a direct relationship to fetal volume with increasing gestation (R2 = 0.75). There was no significant relationship between amniotic fluid volume and lung volume (R2 = 0.11). CONCLUSION Variation in lung volumes can be assessed by using echo-planar MR imaging, regardless of variations in amniotic fluid volume. These measurements are less than those obtained from postmortem and neonatal studies but are similar to those obtained by using three-dimensional ultrasonography. Lung volume estimations obtained by using echo-planar imaging may have important clinical and research applications when noninvassive assessment of lung volume is required.
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Affiliation(s)
- K R Duncan
- Department of Obstetrics and Gynaecology, City Hospital, Nottingham, England
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Duncan KR, Gowland P, Francis S, Moore R, Baker PN, Johnson IR. The investigation of placental relaxation and estimation of placental perfusion using echo-planar magnetic resonance imaging. Placenta 1998; 19:539-43. [PMID: 9778128 DOI: 10.1016/s0143-4004(98)91048-7] [Citation(s) in RCA: 48] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Echo-planar imaging (EPI) is a form of magnetic resonance imaging (MRI) which acquires images in milliseconds rather than minutes as with conventional MRI. The images produced using EPI are affected by the physiological environment in which the hydrogen atoms producing the signals are found, a process referred to as relaxation. Also by producing images a matter of milliseconds apart, quantification of perfusion within the tissue being imaged is feasible. The objective of this study was to investigate T1 and T2 relaxation times along with perfusion in placentae from normal pregnancies at different gestations and also to compare these to pregnancies complicated by abnormal placental function. A cross-sectional study of normal and compromised pregnancies from 20 weeks to term and a longitudinal study of normal pregnancy were performed. Placental T1, T2 relaxation times, and perfusion were measured using echo-planar magnetic resonance imaging. Placental T1 and T2 relaxation times decreased in normal pregnancy (P<0.001). Relaxation times in pregnancies associated with placental pathology appeared to be reduced for that gestation although the numbers were too small to allow any statistical validation. No differences in placental perfusion with gestation or between normal and compromised pregnancy were demonstrated using this technique. This is the first demonstration of placental magnetic resonance relaxation and perfusion measurements in normal pregnancy using echo-planar magnetic resonance imaging. In the future it may be possible to identify compromised pregnancies by differences in placental T1 and T2 relaxation times, using this novel non-invasive technique.
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Affiliation(s)
- K R Duncan
- University Department of Obstetrics and Gynaecology, Nottingham University, Nottinghamshire, UK.
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Gowland PA, Francis ST, Duncan KR, Freeman AJ, Issa B, Moore RJ, Bowtell RW, Baker PN, Johnson IR, Worthington BS. In vivo perfusion measurements in the human placenta using echo planar imaging at 0.5 T. Magn Reson Med 1998; 40:467-73. [PMID: 9727951 DOI: 10.1002/mrm.1910400318] [Citation(s) in RCA: 65] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
This paper presents the first in vivo measurements of perfusion in the human placenta from 20 weeks gestational age until term, using the non-selective/selective inversion recovery echo-planar imaging sequence, in which data is alternately acquired following a selective and non-selective inversion pulse. Twenty pairs of images were collected, two each at the following inversion times: 20, 310, 610, 910, 1110, 1410, 1910, 2810, 3310, and 4510 ms with the sequence being repeated with a repetition time (TR) of 10 s. The results of these measurements were used to suggest the optimum sequence for future work in terms of the signal to noise ratio in the measured perfusion rate in a given measurement time. The sequence was also analyzed to determine the expected variability in the measurements. In normal pregnancies the average value of perfusion rate was found to be 176 (standard error = +/-24) ml/100 mg/min. (n = 16, standard deviation = 96 ml/100 mg/min). The expected variability in the measured parameters due to signal to noise ratio considerations alone was calculated to be 71%. For a maximum scanning time of 400 s, the optimum sequence for measuring placental perfusion was found to require 8 repetitions at each of 10 inversion times which were geometrically spaced (given by a(o), a(o)r, a(o)r2, a(o)r3, . . .), with a(o) = 850 ms, r = 1.073 and TR = 5 s, giving a pixel variability of 38%. Other timing schemes are recommended for measuring perfusion in other anatomical regions with different values of perfusion rate and longitudinal relaxation time.
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Affiliation(s)
- P A Gowland
- Magnetic Resonance Centre, Department of Physics, Obstetrics and Gynaecology, City Hospital, Nottingham, United Kingdom
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Abstract
BACKGROUND We aim to develop a clinical technique for the non-invasive measurement of placental perfusion, to enable early detection of intrauterine growth restriction (IUGR). Pregnancies with this complication are characterised by low placental perfusion. METHODS We measured placental perfusion by means of perfusion-sensitive echoplanar imaging (EPI); a rapid method of making magnetic resonance images. Perfusion measurements were done on six healthy volunteers with normal pregnancies and nine with pregnancies complicated by IUGR. Perfusion maps were created to assess the relation between placental perfusion and fetal size at birth. FINDINGS Pregnancies complicated by IUGR differed significantly from normal pregnancies in patterns of perfusion within the placenta (p<0.0001, ANOVA). Subsequent analysis showed that the proportion of placentas with low perfusion rates was higher in the IUGR group than in the normal group. A significant correlation between areas of reduced placental perfusion and fetal size was demonstrated (p=0.041, Spearman's rank correlation). INTERPRETATION Non-invasive imaging of placental perfusion by means of EPI has potential as a clinical tool in assessing the dynamics of placental perfusion.
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Affiliation(s)
- S T Francis
- Magnetic Resonance Centre, Department of Physics, University of Nottingham, UK
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38
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Abstract
Echo planar imaging is a form of MRI with short image acquisition times, which permits in utero fetal imaging without motion artefacts. Echo planar imaging has been used to measure accurately fetal organ volume and to assess placental function. Two small animal studies have suggested the possibility of intrauterine growth restriction consequent upon MRI. We thus performed a prospective study of pregnancies in which fetuses were exposed to echo planar imaging, compared with a control group in which there was no in utero echo planar imaging exposure. There were no significant differences between the groups when maternal age, parity, proportion of smokers and proportion of Caucasian women were compared. Although the gestational age of delivery was lower in the echo planar imaging group, the proportion of women delivering prematurely was not significantly different. Although infant birthweights were significantly lower in the MRI group, the corrected birthweight for gestational age centiles (individualized birthweight ratio) was not significantly different between the two groups. In utero exposure to echo planar imaging thus did not have a marked effect on intrauterine fetal growth. A 10 year follow-up study of all infants imaged in utero is being performed.
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Affiliation(s)
- C Myers
- Department of Obstetrics, Midwifery and Gynaecology, City Hospital, Nottingham, UK
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Gowland PA, Freeman A, Issa B, Boulby P, Duncan KR, Moore RJ, Baker PN, Bowtell RW, Johnson IR, Worthington BS. In vivo relaxation time measurements in the human placenta using echo planar imaging at 0.5 T. Magn Reson Imaging 1998; 16:241-7. [PMID: 9621965 DOI: 10.1016/s0730-725x(97)00308-1] [Citation(s) in RCA: 45] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
This paper presents the first in vivo measurements of the nuclear magnetic resonance relaxation times T1 and T2 at 0.5 T in the human placenta from 20 weeks gestational age until term, in both normal and compromised pregnancies. T1 measurements were performed by using both an inversion recovery sequence and the Look-Locher echo planar imaging (EPI) sequence on a total of 41 women with normal pregnancies and 11 women with compromised pregnancies. T2 measurements were performed by using a spin-echo EPI sequence on 36 women with normal pregnancies and 14 women with compromised pregnancies. In normal pregnancies, both the T1 values measured with the inversion recovery sequence and the T2 values were found to decrease with gestational age, the linear regression results gave T1 = -9.1t + 1538 r2 = 0.23 p = 0.03. T2 = -4.0t + 338 r2=0.47 p =410(-6) where t is the gestational age in weeks, and T1 and T2 are the relaxation times in milliseconds. T1 values measured very rapidly with the Look-Locher EPI sequence, but, therefore, with a much lower signal-to-noise ratio, showed no significant trends. The T1 values measured in the abnormal group were significantly lower than those measured in the normal group. Four out of eight patients with compromised pregnancies had placental T1 values lying outside the 90% confidence limits for the normal population based about the regression line, significantly more than expected by chance (p = 0.005). Ten out of fourteen of the T2 measurements in the abnormal group were below the regression line established for the normal group, with 4 lying below the 90% confidence interval, although these trends were only just significant (p = 0.06 and p = 0.03).
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Affiliation(s)
- P A Gowland
- Magnetic Resonance Centre, Department of Physics, University of Nottingham, UK.
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40
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Abstract
Twin-to-twin transfusion syndrome presents in the mid-trimester with gross discordance in amniotic fluid volume, and complicates 10-15 per cent of monochorionic twins. Recent studies suggest a primary vascular basis in which a paucity of the bidirectional superficial anastomoses normally found in monochorionic twins is unable to compensate for haemodynamic imbalance resulting from unidirectional transfusion along deeper arterio-venous anastomoses. It is associated with high rates of perinatal mortality from ruptured membranes, hydrops and growth restriction, and a significant morbidity from cardiac and neurological sequelae in particular. Serial aggressive amnioreduction is the current treatment of choice, with survival in around two thirds of cases. In the remaining third, with features suggesting a poor outcome, selective fetocide may have a role. Current attempts at vascular ablative therapies have been associated with inferior survival rates, but the long term therapeutic goal remains the identification and ablation of the shared chorionic vasculature.
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Affiliation(s)
- K R Duncan
- Centre for Fetal Care, Imperial College School of Medicine, Queen Charlotte's and Chelsea Hospital, London, U.K
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41
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Duncan KR, Baker PN, Gowland PA, Issa B, Moore R, Worthington B, Johnson IR. Demonstration of changes in fetal liver erythropoiesis using echo-planar magnetic resonance imaging. Am J Physiol 1997; 273:G965-7. [PMID: 9357842 DOI: 10.1152/ajpgi.1997.273.4.g965] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
This study investigated the variation in magnetic resonance characteristics of the fetal liver during a time of changing erythropoietic function. Echo-planar imaging was carried out in 25 normal pregnant women at 20 and 26 wk gestation. The signal intensity from regions of the fetal liver, background image, and maternal back muscle and the highest signal intensity from the maternal spinal cord were measured and compared with the signal intensity of amniotic fluid. Data are expressed as ratios, in arbitrary units (median pixel values; interquartile range shown in parentheses), and analyzed with the use of Wilcoxon's signed-rank test. At 20 wk, the signal intensity ratio of liver to amniotic fluid was 0.309 (0.231-0.365). At 26 wk, the ratio was 0.544 (0.429-0.616). The change was highly significant (P < 0.0001). No change in the signal intensity ratios of amniotic fluid compared with other measured parameters was noted. These data are consistent with known changes in fetal liver erythropoiesis occurring between 20 and 26 wk gestation and have potential use in early noninvasive physiological assessment of the fetus.
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Affiliation(s)
- K R Duncan
- Department of Obstetrics and Gynaecology, Nottingham University, United Kingdom
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Duncan KR, Baker PN, Johnson IR. Estimation of fetal lung volume using enhanced 3-dimensional ultrasound: a new method and first result. Br J Obstet Gynaecol 1997; 104:971-2. [PMID: 9255098 DOI: 10.1111/j.1471-0528.1997.tb14369.x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
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Duncan KR. The development of magnetic resonance imaging in obstetrics. Br J Hosp Med (Lond) 1996; 55:178-81. [PMID: 8777495] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
Following recent developments in imaging techniques which overcome the problem of fetal motion, magnetic resonance imaging (MRI) has the potential to improve non-invasive fetomaternal assessment. This article catalogues the development of MRI and the potential that exists for its use in obstetrics in the future.
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Affiliation(s)
- K R Duncan
- University Department of Obsterics and Gynaecology, Nottingham City Hospital
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