DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Uncovering secondary metabolite evolution and biosynthesis using gene cluster networks and genetic dereplication

Abstract

Abstract The increased interest in secondary metabolites (SMs) has driven a number of genome sequencing projects to elucidate their biosynthetic pathways. As a result, studies revealed that the number of secondary metabolite gene clusters (SMGCs) greatly outnumbers detected compounds, challenging current methods to dereplicate and categorize this amount of gene clusters on a larger scale. Here, we present an automated workflow for the genetic dereplication and analysis of secondary metabolism genes in fungi. Focusing on the secondary metabolite rich genus Aspergillus , we categorize SMGCs across genomes into SMGC families using network analysis. Our method elucidates the diversity and dynamics of secondary metabolism in section Nigri , showing that SMGC diversity within the section has the same magnitude as within the genus. Using our genome analysis we were able to predict the gene cluster responsible for biosynthesis of malformin, a potentiator of anti-cancer drugs, in 18 strains. To proof the general validity of our predictions, we developed genetic engineering tools in Aspergillus brasiliensis and subsequently verified the genes for biosynthesis of malformin.

Authors:
ORCiD logo; ; ; ; ; ORCiD logo; ; ; ORCiD logo; ORCiD logo; ORCiD logo
Publication Date:
Research Org.:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
Sponsoring Org.:
USDOE Office of Science (SC)
OSTI Identifier:
1619562
Alternate Identifier(s):
OSTI ID: 1546636
Grant/Contract Number:  
AC02-05CH11231
Resource Type:
Published Article
Journal Name:
Scientific Reports
Additional Journal Information:
Journal Name: Scientific Reports Journal Volume: 8 Journal Issue: 1; Journal ID: ISSN 2045-2322
Publisher:
Nature Publishing Group
Country of Publication:
United Kingdom
Language:
English
Subject:
59 BASIC BIOLOGICAL SCIENCES

Citation Formats

Theobald, Sebastian, Vesth, Tammi C., Rendsvig, Jakob Kræmmer, Nielsen, Kristian Fog, Riley, Robert, de Abreu, Lucas Magalhães, Salamov, Asaf, Frisvad, Jens Christian, Larsen, Thomas Ostenfeld, Andersen, Mikael Rørdam, and Hoof, Jakob Blæsbjerg. Uncovering secondary metabolite evolution and biosynthesis using gene cluster networks and genetic dereplication. United Kingdom: N. p., 2018. Web. doi:10.1038/s41598-018-36561-3.
Theobald, Sebastian, Vesth, Tammi C., Rendsvig, Jakob Kræmmer, Nielsen, Kristian Fog, Riley, Robert, de Abreu, Lucas Magalhães, Salamov, Asaf, Frisvad, Jens Christian, Larsen, Thomas Ostenfeld, Andersen, Mikael Rørdam, & Hoof, Jakob Blæsbjerg. Uncovering secondary metabolite evolution and biosynthesis using gene cluster networks and genetic dereplication. United Kingdom. https://doi.org/10.1038/s41598-018-36561-3
Theobald, Sebastian, Vesth, Tammi C., Rendsvig, Jakob Kræmmer, Nielsen, Kristian Fog, Riley, Robert, de Abreu, Lucas Magalhães, Salamov, Asaf, Frisvad, Jens Christian, Larsen, Thomas Ostenfeld, Andersen, Mikael Rørdam, and Hoof, Jakob Blæsbjerg. Tue . "Uncovering secondary metabolite evolution and biosynthesis using gene cluster networks and genetic dereplication". United Kingdom. https://doi.org/10.1038/s41598-018-36561-3.
@article{osti_1619562,
title = {Uncovering secondary metabolite evolution and biosynthesis using gene cluster networks and genetic dereplication},
author = {Theobald, Sebastian and Vesth, Tammi C. and Rendsvig, Jakob Kræmmer and Nielsen, Kristian Fog and Riley, Robert and de Abreu, Lucas Magalhães and Salamov, Asaf and Frisvad, Jens Christian and Larsen, Thomas Ostenfeld and Andersen, Mikael Rørdam and Hoof, Jakob Blæsbjerg},
abstractNote = {Abstract The increased interest in secondary metabolites (SMs) has driven a number of genome sequencing projects to elucidate their biosynthetic pathways. As a result, studies revealed that the number of secondary metabolite gene clusters (SMGCs) greatly outnumbers detected compounds, challenging current methods to dereplicate and categorize this amount of gene clusters on a larger scale. Here, we present an automated workflow for the genetic dereplication and analysis of secondary metabolism genes in fungi. Focusing on the secondary metabolite rich genus Aspergillus , we categorize SMGCs across genomes into SMGC families using network analysis. Our method elucidates the diversity and dynamics of secondary metabolism in section Nigri , showing that SMGC diversity within the section has the same magnitude as within the genus. Using our genome analysis we were able to predict the gene cluster responsible for biosynthesis of malformin, a potentiator of anti-cancer drugs, in 18 strains. To proof the general validity of our predictions, we developed genetic engineering tools in Aspergillus brasiliensis and subsequently verified the genes for biosynthesis of malformin.},
doi = {10.1038/s41598-018-36561-3},
journal = {Scientific Reports},
number = 1,
volume = 8,
place = {United Kingdom},
year = {Tue Dec 18 00:00:00 EST 2018},
month = {Tue Dec 18 00:00:00 EST 2018}
}

Journal Article:
Free Publicly Available Full Text
Publisher's Version of Record
https://doi.org/10.1038/s41598-018-36561-3

Citation Metrics:
Cited by: 22 works
Citation information provided by
Web of Science

Save / Share:

Works referenced in this record:

Minimum Information about a Biosynthetic Gene cluster
journal, August 2015

  • Medema, Marnix H.; Kottmann, Renzo; Yilmaz, Pelin
  • Nature Chemical Biology, Vol. 11, Issue 9
  • DOI: 10.1038/nchembio.1890

Transient disruption of non-homologous end-joining facilitates targeted genome manipulations in the filamentous fungus Aspergillus nidulans
journal, March 2008

  • Nielsen, Jakob B.; Nielsen, Michael L.; Mortensen, Uffe H.
  • Fungal Genetics and Biology, Vol. 45, Issue 3
  • DOI: 10.1016/j.fgb.2007.07.003

Big Effects from Small Changes: Possible Ways to Explore Nature's Chemical Diversity
journal, July 2002


Synthesis of Malformin by an Enzyme Preparation from Aspergillus niger
journal, January 1966


Investigation of inter- and intraspecies variation through genome sequencing of Aspergillus section Nigri
journal, October 2018


Selection of Conserved Blocks from Multiple Alignments for Their Use in Phylogenetic Analysis
journal, April 2000


Sequencing, physical organization and kinetic expression of the patulin biosynthetic gene cluster from Penicillium expansum
journal, October 2014


An Iterative Nonribosomal Peptide Synthetase Assembles the Pyrrole-Amide Antibiotic Congocidine in Streptomyces ambofaciens
journal, April 2009


Efficient PCR-based gene targeting with a recyclable marker for Aspergillus nidulans
journal, January 2006

  • Nielsen, Michael L.; Albertsen, Line; Lettier, Gaëlle
  • Fungal Genetics and Biology, Vol. 43, Issue 1
  • DOI: 10.1016/j.fgb.2005.09.005

Urban park soil microbiomes are a rich reservoir of natural product biosynthetic diversity
journal, November 2016

  • Charlop-Powers, Zachary; Pregitzer, Clara C.; Lemetre, Christophe
  • Proceedings of the National Academy of Sciences, Vol. 113, Issue 51
  • DOI: 10.1073/pnas.1615581113

Class of cyclic ribosomal peptide synthetic genes in filamentous fungi
journal, January 2016


Development of fungal cell factories for the production of secondary metabolites: Linking genomics and metabolism
journal, March 2017


Biopython: freely available Python tools for computational molecular biology and bioinformatics
journal, March 2009


Aspergillus brasiliensis sp. nov., a biseriate black Aspergillus species with world-wide distribution
journal, August 2007

  • Varga, J.; Kocsube, S.; Toth, B.
  • INTERNATIONAL JOURNAL OF SYSTEMATIC AND EVOLUTIONARY MICROBIOLOGY, Vol. 57, Issue 8
  • DOI: 10.1099/ijs.0.65021-0

Aggressive dereplication using UHPLC–DAD–QTOF: screening extracts for up to 3000 fungal secondary metabolites
journal, January 2014

  • Klitgaard, Andreas; Iversen, Anita; Andersen, Mikael R.
  • Analytical and Bioanalytical Chemistry, Vol. 406, Issue 7
  • DOI: 10.1007/s00216-013-7582-x

Chemodiversity in the genus Aspergillus
journal, August 2015

  • Frisvad, Jens C.; Larsen, Thomas O.
  • Applied Microbiology and Biotechnology, Vol. 99, Issue 19
  • DOI: 10.1007/s00253-015-6839-z

SMURF: Genomic mapping of fungal secondary metabolite clusters
journal, September 2010

  • Khaldi, Nora; Seifuddin, Fayaz T.; Turner, Geoff
  • Fungal Genetics and Biology, Vol. 47, Issue 9
  • DOI: 10.1016/j.fgb.2010.06.003

Combining Stable Isotope Labeling and Molecular Networking for Biosynthetic Pathway Characterization
journal, June 2015


antiSMASH: rapid identification, annotation and analysis of secondary metabolite biosynthesis gene clusters in bacterial and fungal genome sequences
journal, June 2011

  • Medema, Marnix H.; Blin, Kai; Cimermancic, Peter
  • Nucleic Acids Research, Vol. 39, Issue suppl_2
  • DOI: 10.1093/nar/gkr466

Molecular and Chemical Characterization of the Biosynthesis of the 6-MSA-Derived Meroterpenoid Yanuthone D in Aspergillus niger
journal, April 2014


The Fumitremorgin Gene Cluster of Aspergillus fumigatus: Identification of a Gene Encoding Brevianamide F Synthetase
journal, June 2006


Review of secondary metabolites and mycotoxins from the Aspergillus niger group
journal, September 2009

  • Nielsen, Kristian Fog; Mogensen, Jesper Mølgaard; Johansen, Maria
  • Analytical and Bioanalytical Chemistry, Vol. 395, Issue 5
  • DOI: 10.1007/s00216-009-3081-5

IQ-TREE: A Fast and Effective Stochastic Algorithm for Estimating Maximum-Likelihood Phylogenies
journal, November 2014

  • Nguyen, Lam-Tung; Schmidt, Heiko A.; von Haeseler, Arndt
  • Molecular Biology and Evolution, Vol. 32, Issue 1
  • DOI: 10.1093/molbev/msu300

Investigation of a 6-MSA Synthase Gene Cluster in Aspergillus aculeatus Reveals 6-MSA-derived Aculinic Acid, Aculins A-B and Epi-Aculin A
journal, September 2015

  • Petersen, Lene M.; Holm, Dorte K.; Gotfredsen, Charlotte H.
  • ChemBioChem, Vol. 16, Issue 15
  • DOI: 10.1002/cbic.201500210

Nonribosomal peptides synthetases and their applications in industry
journal, August 2016

  • Martínez-Núñez, Mario Alberto; López, Víctor Eric López y.
  • Sustainable Chemical Processes, Vol. 4, Issue 1
  • DOI: 10.1186/s40508-016-0057-6

InterProScan 5: genome-scale protein function classification
journal, January 2014


RAxML version 8: a tool for phylogenetic analysis and post-analysis of large phylogenies
journal, January 2014


Phylogenomics reveals subfamilies of fungal nonribosomal peptide synthetases and their evolutionary relationships
journal, January 2010


Accurate prediction of secondary metabolite gene clusters in filamentous fungi
journal, December 2012

  • Andersen, M. R.; Nielsen, J. B.; Klitgaard, A.
  • Proceedings of the National Academy of Sciences, Vol. 110, Issue 1
  • DOI: 10.1073/pnas.1205532110

MAFFT: a novel method for rapid multiple sequence alignment based on fast Fourier transform
journal, July 2002


Genome neighborhood network reveals insights into enediyne biosynthesis and facilitates prediction and prioritization for discovery
journal, August 2015

  • Rudolf, Jeffrey D.; Yan, Xiaohui; Shen, Ben
  • Journal of Industrial Microbiology & Biotechnology, Vol. 43, Issue 2-3
  • DOI: 10.1007/s10295-015-1671-0

ModelFinder: fast model selection for accurate phylogenetic estimates
journal, May 2017

  • Kalyaanamoorthy, Subha; Minh, Bui Quang; Wong, Thomas K. F.
  • Nature Methods, Vol. 14, Issue 6
  • DOI: 10.1038/nmeth.4285

Comparative genomics reveals phylogenetic distribution patterns of secondary metabolites in Amycolatopsis species
journal, June 2018


trimAl: a tool for automated alignment trimming in large-scale phylogenetic analyses
journal, June 2009


Yanuthones:  Novel Metabolites from a Marine Isolate of Aspergillus ni ger
journal, October 2000

  • Bugni, Tim S.; Abbanat, Darren; Bernan, Valerie S.
  • The Journal of Organic Chemistry, Vol. 65, Issue 21
  • DOI: 10.1021/jo0006831

Aspergillus labruscus sp. nov., a new species of Aspergillus section Nigri discovered in Brazil
journal, July 2017

  • Fungaro, Maria Helena P.; Ferranti, Larissa S.; Massi, Fernanda P.
  • Scientific Reports, Vol. 7, Issue 1
  • DOI: 10.1038/s41598-017-06589-y

Examining the Evolution of the Regulatory Circuit Controlling Secondary Metabolism and Development in the Fungal Genus Aspergillus
journal, March 2015


Genetic Safeguard against Mycotoxin Cyclopiazonic Acid Production in Aspergillus oryzae
journal, May 2011

  • Kato, Naoki; Tokuoka, Masafumi; Shinohara, Yasutomo
  • ChemBioChem, Vol. 12, Issue 9
  • DOI: 10.1002/cbic.201000672

BMS-192548, a Tetracyclic Binding Inhibitor of Neuropeptide Y Receptors, from Aspergillus niger WB2346. I. Taxonomy, Fermentation, Isolation and Biological Activity.
journal, January 1995

  • Kodukula, Krishna; Arcuri, Maredith; Cutrone, Jingfang Qian
  • The Journal of Antibiotics, Vol. 48, Issue 10
  • DOI: 10.7164/antibiotics.48.1055

BLAST+: architecture and applications
journal, January 2009

  • Camacho, Christiam; Coulouris, George; Avagyan, Vahram
  • BMC Bioinformatics, Vol. 10, Issue 1
  • DOI: 10.1186/1471-2105-10-421

Secalonic acid D reduced the percentage of side populations by down-regulating the expression of ABCG2
journal, June 2013


Ultrafast Approximation for Phylogenetic Bootstrap
journal, February 2013

  • Minh, B. Q.; Nguyen, M. A. T.; von Haeseler, A.
  • Molecular Biology and Evolution, Vol. 30, Issue 5
  • DOI: 10.1093/molbev/mst024

Comparative genomics of citric-acid-producing Aspergillus niger ATCC 1015 versus enzyme-producing CBS 513.88
journal, May 2011

  • Andersen, M. R.; Salazar, M. P.; Schaap, P. J.
  • Genome Research, Vol. 21, Issue 6, p. 885-897
  • DOI: 10.1101/gr.112169.110

Genomic insights into the distribution, genetic diversity and evolution of polyketide synthases and nonribosomal peptide synthetases
journal, December 2015

  • Wang, Hao; Sivonen, Kaarina; Fewer, David P.
  • Current Opinion in Genetics & Development, Vol. 35
  • DOI: 10.1016/j.gde.2015.10.004

Fast, scalable generation of high‐quality protein multiple sequence alignments using Clustal Omega
journal, January 2011

  • Sievers, Fabian; Wilm, Andreas; Dineen, David
  • Molecular Systems Biology, Vol. 7, Issue 1
  • DOI: 10.1038/msb.2011.75

ggtree : an r package for visualization and annotation of phylogenetic trees with their covariates and other associated data
journal, September 2016

  • Yu, Guangchuang; Smith, David K.; Zhu, Huachen
  • Methods in Ecology and Evolution, Vol. 8, Issue 1
  • DOI: 10.1111/2041-210X.12628

Cyclization of fungal nonribosomal peptides by a terminal condensation-like domain
journal, August 2012

  • Gao, Xue; Haynes, Stuart W.; Ames, Brian D.
  • Nature Chemical Biology, Vol. 8, Issue 10
  • DOI: 10.1038/nchembio.1047

Biosynthesis of Nonribosomal Peptides
journal, October 2004


Diagnostic tools to identify black aspergilli
journal, January 2007


Identification of the antiphagocytic trypacidin gene cluster in the human-pathogenic fungus Aspergillus fumigatus
journal, August 2015

  • Mattern, Derek J.; Schoeler, Hanno; Weber, Jakob
  • Applied Microbiology and Biotechnology, Vol. 99, Issue 23
  • DOI: 10.1007/s00253-015-6898-1

Diversity and evolution of secondary metabolism in the marine actinomycete genus Salinispora
journal, March 2014

  • Ziemert, N.; Lechner, A.; Wietz, M.
  • Proceedings of the National Academy of Sciences, Vol. 111, Issue 12
  • DOI: 10.1073/pnas.1324161111

Accurate Dereplication of Bioactive Secondary Metabolites from Marine-Derived Fungi by UHPLC-DAD-QTOFMS and a MS/HRMS Library
journal, June 2014

  • Kildgaard, Sara; Mansson, Maria; Dosen, Ina
  • Marine Drugs, Vol. 12, Issue 6
  • DOI: 10.3390/md12063681

Ribosomally synthesized and post-translationally modified peptide natural products: overview and recommendations for a universal nomenclature
journal, January 2013

  • Arnison, Paul G.; Bibb, Mervyn J.; Bierbaum, Gabriele
  • Nat. Prod. Rep., Vol. 30, Issue 1
  • DOI: 10.1039/c2np20085f

Secalonic acid A protects dopaminergic neurons from 1-methyl-4-phenylpyridinium (MPP + )-induced cell death via the mitochondrial apoptotic pathway
journal, August 2013


A CRISPR-Cas9 System for Genetic Engineering of Filamentous Fungi
journal, July 2015


Anti-TMV Activity of Malformin A1, a Cyclic Penta-Peptide Produced by an Endophytic Fungus Aspergillus tubingensis FJBJ11
journal, March 2015

  • Tan, Qing-Wei; Gao, Fang-Luan; Wang, Fu-Rong
  • International Journal of Molecular Sciences, Vol. 16, Issue 12
  • DOI: 10.3390/ijms16035750

Characterization of a Silent Azaphilone Gene Cluster from Aspergillus niger ATCC 1015 Reveals a Hydroxylation-Mediated Pyran-Ring Formation
journal, August 2012


Mechanisms of Patulin Toxicity under Conditions That Inhibit Yeast Growth
journal, March 2006

  • Iwahashi, Yumiko; Hosoda, Hiroshi; Park, Ji-Hyun
  • Journal of Agricultural and Food Chemistry, Vol. 54, Issue 5
  • DOI: 10.1021/jf052264g