Literature DB >> 31629686

MetaMiner: A Scalable Peptidogenomics Approach for Discovery of Ribosomal Peptide Natural Products with Blind Modifications from Microbial Communities.

Liu Cao1, Alexey Gurevich2, Kelsey L Alexander3, C Benjamin Naman4, Tiago Leão5, Evgenia Glukhov5, Tal Luzzatto-Knaan6, Fernando Vargas6, Robby Quinn6, Amina Bouslimani6, Louis Felix Nothias6, Nitin K Singh7, Jon G Sanders8, Rodolfo A S Benitez8, Luke R Thompson9, Md-Nafiz Hamid10, James T Morton11, Alla Mikheenko2, Alexander Shlemov2, Anton Korobeynikov12, Iddo Friedberg10, Rob Knight13, Kasthuri Venkateswaran7, William H Gerwick5, Lena Gerwick5, Pieter C Dorrestein14, Pavel A Pevzner15, Hosein Mohimani16.   

Abstract

Ribosomally synthesized and post-translationally modified peptides (RiPPs) are an important class of natural products that contain antibiotics and a variety of other bioactive compounds. The existing methods for discovery of RiPPs by combining genome mining and computational mass spectrometry are limited to discovering specific classes of RiPPs from small datasets, and these methods fail to handle unknown post-translational modifications. Here, we present MetaMiner, a software tool for addressing these challenges that is compatible with large-scale screening platforms for natural product discovery. After searching millions of spectra in the Global Natural Products Social (GNPS) molecular networking infrastructure against just eight genomic and metagenomic datasets, MetaMiner discovered 31 known and seven unknown RiPPs from diverse microbial communities, including human microbiome and lichen microbiome, and microorganisms isolated from the International Space Station.
Copyright © 2019 Elsevier Inc. All rights reserved.

Entities:  

Keywords:  computational mass spectrometry; metagenomics; microbial metabolites; natural products discovery; ribosomally synthesized and post-translationally modified peptides

Mesh:

Substances:

Year:  2019        PMID: 31629686      PMCID: PMC6952069          DOI: 10.1016/j.cels.2019.09.004

Source DB:  PubMed          Journal:  Cell Syst        ISSN: 2405-4712            Impact factor:   10.304


  55 in total

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Journal:  FEMS Microbiol Lett       Date:  2000-06-15       Impact factor: 2.742

2.  SPAdes: a new genome assembly algorithm and its applications to single-cell sequencing.

Authors:  Anton Bankevich; Sergey Nurk; Dmitry Antipov; Alexey A Gurevich; Mikhail Dvorkin; Alexander S Kulikov; Valery M Lesin; Sergey I Nikolenko; Son Pham; Andrey D Prjibelski; Alexey V Pyshkin; Alexander V Sirotkin; Nikolay Vyahhi; Glenn Tesler; Max A Alekseyev; Pavel A Pevzner
Journal:  J Comput Biol       Date:  2012-04-16       Impact factor: 1.479

3.  A chemocentric view of the natural product inventory.

Authors:  Christopher T Walsh
Journal:  Nat Chem Biol       Date:  2015-09       Impact factor: 15.040

4.  MS/MS networking guided analysis of molecule and gene cluster families.

Authors:  Don Duy Nguyen; Cheng-Hsuan Wu; Wilna J Moree; Anne Lamsa; Marnix H Medema; Xiling Zhao; Ronnie G Gavilan; Marystella Aparicio; Librada Atencio; Chanaye Jackson; Javier Ballesteros; Joel Sanchez; Jeramie D Watrous; Vanessa V Phelan; Corine van de Wiel; Roland D Kersten; Samina Mehnaz; René De Mot; Elizabeth A Shank; Pep Charusanti; Harish Nagarajan; Brendan M Duggan; Bradley S Moore; Nuno Bandeira; Bernhard Ø Palsson; Kit Pogliano; Marcelino Gutiérrez; Pieter C Dorrestein
Journal:  Proc Natl Acad Sci U S A       Date:  2013-06-24       Impact factor: 11.205

5.  Assembling single-cell genomes and mini-metagenomes from chimeric MDA products.

Authors:  Sergey Nurk; Anton Bankevich; Dmitry Antipov; Alexey A Gurevich; Anton Korobeynikov; Alla Lapidus; Andrey D Prjibelski; Alexey Pyshkin; Alexander Sirotkin; Yakov Sirotkin; Ramunas Stepanauskas; Scott R Clingenpeel; Tanja Woyke; Jeffrey S McLean; Roger Lasken; Glenn Tesler; Max A Alekseyev; Pavel A Pevzner
Journal:  J Comput Biol       Date:  2013-10       Impact factor: 1.479

6.  Urban park soil microbiomes are a rich reservoir of natural product biosynthetic diversity.

Authors:  Zachary Charlop-Powers; Clara C Pregitzer; Christophe Lemetre; Melinda A Ternei; Jeffrey Maniko; Bradley M Hover; Paula Y Calle; Krista L McGuire; Jeanne Garbarino; Helen M Forgione; Sarah Charlop-Powers; Sean F Brady
Journal:  Proc Natl Acad Sci U S A       Date:  2016-11-28       Impact factor: 11.205

7.  Structural Characterization and Bioactivity Analysis of the Two-Component Lantibiotic Flv System from a Ruminant Bacterium.

Authors:  Xiling Zhao; Wilfred A van der Donk
Journal:  Cell Chem Biol       Date:  2016-01-28       Impact factor: 8.116

Review 8.  Dereplication, sequencing and identification of peptidic natural products: from genome mining to peptidogenomics to spectral networks.

Authors:  Hosein Mohimani; Pavel A Pevzner
Journal:  Nat Prod Rep       Date:  2016-01       Impact factor: 13.423

9.  antiSMASH: rapid identification, annotation and analysis of secondary metabolite biosynthesis gene clusters in bacterial and fungal genome sequences.

Authors:  Marnix H Medema; Kai Blin; Peter Cimermancic; Victor de Jager; Piotr Zakrzewski; Michael A Fischbach; Tilmann Weber; Eriko Takano; Rainer Breitling
Journal:  Nucleic Acids Res       Date:  2011-06-14       Impact factor: 16.971

10.  metaSPAdes: a new versatile metagenomic assembler.

Authors:  Sergey Nurk; Dmitry Meleshko; Anton Korobeynikov; Pavel A Pevzner
Journal:  Genome Res       Date:  2017-03-15       Impact factor: 9.043

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  19 in total

1.  Powerful antibiotics discovered using AI.

Authors:  Jo Marchant
Journal:  Nature       Date:  2020-02-20       Impact factor: 49.962

Review 2.  Software tools, databases and resources in metabolomics: updates from 2018 to 2019.

Authors:  Keiron O'Shea; Biswapriya B Misra
Journal:  Metabolomics       Date:  2020-03-07       Impact factor: 4.290

Review 3.  The manifold roles of microbial ribosomal peptide-based natural products in physiology and ecology.

Authors:  Yanyan Li; Sylvie Rebuffat
Journal:  J Biol Chem       Date:  2019-11-29       Impact factor: 5.157

Review 4.  Strategies to access biosynthetic novelty in bacterial genomes for drug discovery.

Authors:  Franziska Hemmerling; Jörn Piel
Journal:  Nat Rev Drug Discov       Date:  2022-03-16       Impact factor: 84.694

Review 5.  Metabolomics and genomics in natural products research: complementary tools for targeting new chemical entities.

Authors:  Lindsay K Caesar; Rana Montaser; Nancy P Keller; Neil L Kelleher
Journal:  Nat Prod Rep       Date:  2021-11-17       Impact factor: 13.423

6.  Bioinformatic and Reactivity-Based Discovery of Linaridins.

Authors:  Matthew A Georgiou; Shravan R Dommaraju; Xiaorui Guo; David H Mast; Douglas A Mitchell
Journal:  ACS Chem Biol       Date:  2020-11-10       Impact factor: 5.100

Review 7.  Leveraging orthogonal mass spectrometry based strategies for comprehensive sequencing and characterization of ribosomal antimicrobial peptide natural products.

Authors:  Tessa B Moyer; Nicole C Parsley; Patric W Sadecki; Wyatt J Schug; Leslie M Hicks
Journal:  Nat Prod Rep       Date:  2020-09-15       Impact factor: 13.423

Review 8.  Mining genomes to illuminate the specialized chemistry of life.

Authors:  Marnix H Medema; Tristan de Rond; Bradley S Moore
Journal:  Nat Rev Genet       Date:  2021-06-03       Impact factor: 53.242

9.  Ranking microbial metabolomic and genomic links in the NPLinker framework using complementary scoring functions.

Authors:  Grímur Hjörleifsson Eldjárn; Andrew Ramsay; Justin J J van der Hooft; Katherine R Duncan; Sylvia Soldatou; Juho Rousu; Rónán Daly; Joe Wandy; Simon Rogers
Journal:  PLoS Comput Biol       Date:  2021-05-04       Impact factor: 4.475

Review 10.  Mining and unearthing hidden biosynthetic potential.

Authors:  Kirstin Scherlach; Christian Hertweck
Journal:  Nat Commun       Date:  2021-06-23       Impact factor: 14.919

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