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

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

Journal

Cell systems
ISSN: 2405-4720
Titre abrégé: Cell Syst
Pays: United States
ID NLM: 101656080

Informations de publication

Date de publication:
18 12 2019
Historique:
received: 11 01 2019
revised: 23 04 2019
accepted: 12 09 2019
pubmed: 21 10 2019
medline: 26 8 2020
entrez: 21 10 2019
Statut: ppublish

Résumé

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.

Identifiants

pubmed: 31629686
pii: S2405-4712(19)30312-6
doi: 10.1016/j.cels.2019.09.004
pmc: PMC6952069
mid: NIHMS1545138
pii:
doi:

Substances chimiques

Peptides 0

Types de publication

Journal Article Research Support, N.I.H., Extramural Research Support, U.S. Gov't, Non-P.H.S.

Langues

eng

Sous-ensembles de citation

IM

Pagination

600-608.e4

Subventions

Organisme : NIGMS NIH HHS
ID : R01 GM118815
Pays : United States
Organisme : NIGMS NIH HHS
ID : R01 GM107550
Pays : United States
Organisme : NIGMS NIH HHS
ID : P41 GM103484
Pays : United States
Organisme : NIGMS NIH HHS
ID : R01 GM097509
Pays : United States
Organisme : NCI NIH HHS
ID : T32 CA009523
Pays : United States
Organisme : NIGMS NIH HHS
ID : DP2 GM137413
Pays : United States
Organisme : NIGMS NIH HHS
ID : R01 GM065490
Pays : United States

Informations de copyright

Copyright © 2019 Elsevier Inc. All rights reserved.

Références

Proc Natl Acad Sci U S A. 2016 Dec 20;113(51):14811-14816
pubmed: 27911822
Nat Chem Biol. 2015 Sep;11(9):620-4
pubmed: 26284660
Proc Natl Acad Sci U S A. 2013 Jul 9;110(28):E2611-20
pubmed: 23798442
Cell Chem Biol. 2016 Feb 18;23(2):246-256
pubmed: 27028884
FEMS Microbiol Lett. 2000 Jun 15;187(2):111-4
pubmed: 10856642
Nat Prod Rep. 2016 Jan;33(1):73-86
pubmed: 26497201
Genome Res. 2017 May;27(5):824-834
pubmed: 28298430
Nucleic Acids Res. 2011 Jul;39(Web Server issue):W339-46
pubmed: 21672958
J Comput Biol. 2012 May;19(5):455-77
pubmed: 22506599
J Comput Biol. 2013 Oct;20(10):714-37
pubmed: 24093227
Appl Environ Microbiol. 1997 Nov;63(11):4252-60
pubmed: 9361411
Science. 2012 Oct 19;338(6105):387-90
pubmed: 22983711
Nature. 2012 Jun 13;486(7402):207-14
pubmed: 22699609
ACS Chem Biol. 2014 Jul 18;9(7):1545-51
pubmed: 24802639
BMC Biol. 2014 Aug 22;12:69
pubmed: 25184604
Nature. 2014 Feb 6;506(7486):58-62
pubmed: 24476823
Nature. 2017 Nov 23;551(7681):457-463
pubmed: 29088705
Nat Chem Biol. 2015 Sep;11(9):625-31
pubmed: 26284661
Nature. 2012 Jun 13;486(7402):215-21
pubmed: 22699610
PLoS Comput Biol. 2014 Sep 04;10(9):e1003822
pubmed: 25188327
PLoS One. 2014 Feb 20;9(2):e89420
pubmed: 24586765
Nat Biotechnol. 2005 Jul;23(7):873-8
pubmed: 15980861
Nat Prod Rep. 2013 Jan;30(1):108-60
pubmed: 23165928
Nat Commun. 2018 Oct 2;9(1):4035
pubmed: 30279420
Cell. 2014 Sep 11;158(6):1402-1414
pubmed: 25215495
mSystems. 2018 May 15;3(3):
pubmed: 29795809
Nucleic Acids Res. 2015 Nov 16;43(20):9645-62
pubmed: 26442528
Org Lett. 2003 Jan 9;5(1):3-6
pubmed: 12509876
Nat Chem Biol. 2017 Jan;13(1):30-37
pubmed: 27820803
Nature. 2017 Oct 5;550(7674):61-66
pubmed: 28953883
Nat Chem Biol. 2011 Oct 09;7(11):794-802
pubmed: 21983601
mBio. 2015 Jul 14;6(4):e00932
pubmed: 26173699
Nat Microbiol. 2018 Mar;3(3):319-327
pubmed: 29358742
Elife. 2017 May 11;6:
pubmed: 28492366
Nat Rev Drug Discov. 2015 Feb;14(2):111-29
pubmed: 25614221
PLoS Comput Biol. 2011 Oct;7(10):e1002195
pubmed: 22039361
Nat Chem Biol. 2015 Sep;11(9):639-48
pubmed: 26284671
Science. 2009 Jul 10;325(5937):161-5
pubmed: 19589993
Nat Biotechnol. 2016 Aug 9;34(8):828-837
pubmed: 27504778
Science. 2015 Jul 24;349(6246):1254766
pubmed: 26206939
Bioinformatics. 2018 Mar 15;34(6):1037-1039
pubmed: 29106469
Proc Natl Acad Sci U S A. 2007 Apr 10;104(15):6140-5
pubmed: 17404225
Science. 2009 Aug 28;325(5944):1089-93
pubmed: 19713519
Chem Biol. 2015 Apr 23;22(4):460-471
pubmed: 25865308
Nucleic Acids Res. 2015 Jul 1;43(W1):W237-43
pubmed: 25948579
Genome Announc. 2017 Aug 10;5(32):
pubmed: 28798168
Genome Announc. 2016 Jul 14;4(4):
pubmed: 27417828
BMC Bioinformatics. 2015 Nov 11;16:381
pubmed: 26558535
Nat Chem Biol. 2005 Oct;1(5):265-9
pubmed: 16408055
Proc Natl Acad Sci U S A. 2012 Jun 26;109(26):E1743-52
pubmed: 22586093
Nature. 2015 Jan 22;517(7535):455-9
pubmed: 25561178
J Nat Prod. 2014 Aug 22;77(8):1902-9
pubmed: 25116163
J Nat Prod. 2016 Apr 22;79(4):1213-8
pubmed: 26980238
Trends Analyt Chem. 2015 Jun 1;69:52-61
pubmed: 26213431
Chem Biol. 2007 Jan;14(1):53-63
pubmed: 17254952

Auteurs

Liu Cao (L)

Computational Biology Department, Carnegie Mellon University, Pittsburgh, PA, USA.

Alexey Gurevich (A)

Center for Algorithmic Biotechnology, Institute of Translational Biomedicine, St. Petersburg State University, St. Petersburg, Russia.

Kelsey L Alexander (KL)

Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography and Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, San Diego, CA, USA; Department of Chemistry and Biochemistry, University of California, San Diego, San Diego, CA, USA.

C Benjamin Naman (CB)

Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography and Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, San Diego, CA, USA; Li Dak Sum Yip Yio Chin Kenneth Li Marine Biopharmaceutical Research Center, Department of Marine Pharmacy, College of Food and Pharmaceutical Sciences, Ningbo University, Ningbo, Zhejiang, China.

Tiago Leão (T)

Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography and Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, San Diego, CA, USA.

Evgenia Glukhov (E)

Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography and Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, San Diego, CA, USA.

Tal Luzzatto-Knaan (T)

Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, San Diego, CA, USA.

Fernando Vargas (F)

Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, San Diego, CA, USA.

Robby Quinn (R)

Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, San Diego, CA, USA.

Amina Bouslimani (A)

Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, San Diego, CA, USA.

Louis Felix Nothias (LF)

Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, San Diego, CA, USA.

Nitin K Singh (NK)

Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA, USA.

Jon G Sanders (JG)

Department of Pediatrics, University of California, San Diego School of Medicine, San Diego, CA, USA.

Rodolfo A S Benitez (RAS)

Department of Pediatrics, University of California, San Diego School of Medicine, San Diego, CA, USA.

Luke R Thompson (LR)

Department of Biological Sciences and Northern Gulf Institute, University of Southern Mississippi, Hattiesburg, MS, USA; Ocean Chemistry and Ecosystems Division, Atlantic Oceanographic and Meteorological Laboratory, National Oceanic and Atmospheric Administration, stationed at Southwest Fisheries Science Center, La Jolla, CA, USA.

Md-Nafiz Hamid (MN)

Department of Veterinary Microbiology and Preventive Medicine, Iowa State University, Ames, IA, USA; Interdepartmental program in Bioinformatics and Computational Biology, Iowa State University, Ames, IA, USA.

James T Morton (JT)

Department of Pediatrics, University of California, San Diego School of Medicine, San Diego, CA, USA; Department of Computer Science and Engineering, University of California, San Diego, San Diego, CA, USA.

Alla Mikheenko (A)

Center for Algorithmic Biotechnology, Institute of Translational Biomedicine, St. Petersburg State University, St. Petersburg, Russia.

Alexander Shlemov (A)

Center for Algorithmic Biotechnology, Institute of Translational Biomedicine, St. Petersburg State University, St. Petersburg, Russia.

Anton Korobeynikov (A)

Center for Algorithmic Biotechnology, Institute of Translational Biomedicine, St. Petersburg State University, St. Petersburg, Russia; Department of Mathematics and Mechanics, St. Petersburg State University, St. Petersburg, Russia.

Iddo Friedberg (I)

Department of Veterinary Microbiology and Preventive Medicine, Iowa State University, Ames, IA, USA; Interdepartmental program in Bioinformatics and Computational Biology, Iowa State University, Ames, IA, USA.

Rob Knight (R)

Department of Pediatrics, University of California, San Diego School of Medicine, San Diego, CA, USA; Department of Computer Science and Engineering, University of California, San Diego, San Diego, CA, USA; Center for Microbiome Innovation, Jacobs School of Engineering, University of California San Diego, San Diego, CA, USA; Department of Bioengineering, University of California, San Diego, San Diego, CA, USA.

Kasthuri Venkateswaran (K)

Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA, USA.

William H Gerwick (WH)

Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography and Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, San Diego, CA, USA.

Lena Gerwick (L)

Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography and Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, San Diego, CA, USA.

Pieter C Dorrestein (PC)

Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, San Diego, CA, USA; Center for Microbiome Innovation, Jacobs School of Engineering, University of California San Diego, San Diego, CA, USA.

Pavel A Pevzner (PA)

Department of Computer Science and Engineering, University of California, San Diego, San Diego, CA, USA; Center for Microbiome Innovation, Jacobs School of Engineering, University of California San Diego, San Diego, CA, USA.

Hosein Mohimani (H)

Computational Biology Department, Carnegie Mellon University, Pittsburgh, PA, USA; Department of Computer Science and Engineering, University of California, San Diego, San Diego, CA, USA. Electronic address: hoseinm@andrew.cmu.edu.

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