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Title: The Architecture of Metabolism Maximizes Biosynthetic Diversity in the Largest Class of Fungi

Journal Article · · Molecular Biology and Evolution
 [1];  [2];  [3];  [4];  [5];  [6];  [7]; ORCiD logo [8];
  1. Department of Plant Pathology, The Ohio State University, Columbus, OH, Department of Biological Sciences, University of Pittsburgh, Pittsburgh, PA
  2. US Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA
  3. TechBase, R-Tech GmbH, Regensburg, Germany
  4. US Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, Department of Plant and Microbial Biology, University of California, Berkeley, Berkeley, CA
  5. Westerdijk Fungal Biodiversity Institute, Utrecht, The Netherlands
  6. Department of Botany and Plant Pathology, Oregon State University, Corvallis, OR
  7. Department of Plant and Microbial Biology, University of Minnesota, Minneapolis, MN
  8. Department of Plant Pathology, The Ohio State University, Columbus, OH

Abstract Ecological diversity in fungi is largely defined by metabolic traits, including the ability to produce secondary or “specialized” metabolites (SMs) that mediate interactions with other organisms. Fungal SM pathways are frequently encoded in biosynthetic gene clusters (BGCs), which facilitate the identification and characterization of metabolic pathways. Variation in BGC composition reflects the diversity of their SM products. Recent studies have documented surprising diversity of BGC repertoires among isolates of the same fungal species, yet little is known about how this population-level variation is inherited across macroevolutionary timescales. Here, we applied a novel linkage-based algorithm to reveal previously unexplored dimensions of diversity in BGC composition, distribution, and repertoire across 101 species of Dothideomycetes, which are considered the most phylogenetically diverse class of fungi and known to produce many SMs. We predicted both complementary and overlapping sets of clustered genes compared with existing methods and identified novel gene pairs that associate with known secondary metabolite genes. We found that variation among sets of BGCs in individual genomes is due to nonoverlapping BGC combinations and that several BGCs have biased ecological distributions, consistent with niche-specific selection. We observed that total BGC diversity scales linearly with increasing repertoire size, suggesting that secondary metabolites have little structural redundancy in individual fungi. We project that there is substantial unsampled BGC diversity across specific families of Dothideomycetes, which will provide a roadmap for future sampling efforts. Our approach and findings lend new insight into how BGC diversity is generated and maintained across an entire fungal taxonomic class.

Research Organization:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
Sponsoring Organization:
National Science Foundation (NSF); USDOE; USDOE Office of Science (SC)
Grant/Contract Number:
AC02-05CH11231
OSTI ID:
1703186
Journal Information:
Molecular Biology and Evolution, Journal Name: Molecular Biology and Evolution Journal Issue: 10 Vol. 37; ISSN 0737-4038
Publisher:
Oxford University PressCopyright Statement
Country of Publication:
United States
Language:
English

References (95)

Horizontal gene cluster transfer increased hallucinogenic mushroom diversity journal February 2018
Ecological and biotechnological aspects of lichens journal November 2006
Relative importance of genetic, ontogenetic, induction, and seasonal variation in producing a multivariate defense phenotype in a foundation tree species journal June 2012
A comprehensive catalogue of polyketide synthase gene clusters in lichenizing fungi journal September 2018
Alternaria host-selective toxins: determinant factors of plant disease journal October 2013
Histopathology of infection and colonisation of Elsinoë ampelina on grapevine leaves journal March 2019
Patterns of Phytochemical Variation in Mimulus guttatus (Yellow Monkeyflower) journal March 2013
A molecular, morphological and ecological re-appraisal of Venturiales―a new order of Dothideomycetes journal November 2011
New insights into relationships of lichen-forming Dothideomycetes journal November 2011
Phytotoxicity of solanapyrones produced by the fungus Ascochyta rabiei and their possible role in blight of chickpea (Cicer arietinum) journal July 1995
Genetic and Genomic Dissection of the Cochliobolus heterostrophus Tox1 Locus Controlling Biosynthesis of the Polyketide Virulence Factor T‐toxin book January 2007
New production process of the antifungal chaetoglobosin A using cornstalks journal July 2017
Insights into Secondary Metabolism from a Global Analysis of Prokaryotic Biosynthetic Gene Clusters journal July 2014
Eukaryotic Acquisition of a Bacterial Operon journal March 2019
An Iterative Type I Polyketide Synthase PKSN Catalyzes Synthesis of the Decaketide Alternapyrone with Regio-Specific Octa-Methylation journal December 2005
SMURF: Genomic mapping of fungal secondary metabolite clusters journal September 2010
Metabolic gene clusters, fungal diversity, and the generation of accessory functions journal October 2019
Phylogenomics and evolution of secondary metabolism in plant-associated fungi journal August 2015
101 Dothideomycetes genomes: A test case for predicting lifestyles and emergence of pathogens journal June 2020
Estimating the Phanerozoic history of the Ascomycota lineages: Combining fossil and molecular data journal September 2014
Biosynthesis-Based Quantitative Analysis of 151 Secondary Metabolites of Licorice To Differentiate Medicinal Glycyrrhiza Species and Their Hybrids journal February 2017
Molecular Basis of Cytochalasan Biosynthesis in Fungi:  Gene Cluster Analysis and Evidence for the Involvement of a PKS-NRPS Hybrid Synthase by RNA Silencing journal August 2007
Molecular Characterization of the Cercosporin Biosynthetic Pathway in the Fungal Plant Pathogen Cercospora nicotianae journal March 2016
Genomic islands link secondary metabolism to functional adaptation in marine Actinobacteria journal May 2009
Integrating phylogeny, geographic niche partitioning and secondary metabolite synthesis in bloom-forming Planktothrix journal October 2014
Translating biosynthetic gene clusters into fungal armor and weaponry journal August 2015
Global analysis of biosynthetic gene clusters reveals vast potential of secondary metabolite production in Penicillium species journal April 2017
Specialized plant biochemistry drives gene clustering in fungi journal February 2018
Investigation of inter- and intraspecies variation through genome sequencing of Aspergillus section Nigri journal October 2018
Uncovering secondary metabolite evolution and biosynthesis using gene cluster networks and genetic dereplication journal December 2018
Computational identification of co-evolving multi-gene modules in microbial biosynthetic gene clusters journal February 2019
Natural products of filamentous fungi: enzymes, genes, and their regulation journal January 2007
Secondary metabolism in the lichen symbiosis journal January 2018
Natural products ? a simple model to explain chemical diversity journal January 2003
The evolution of antiherbivore defenses and their contribution to species coexistence in the tropical tree genus Inga journal September 2009
Diversity and evolution of secondary metabolism in the marine actinomycete genus Salinispora journal March 2014
Horizontal gene transfer and gene dosage drives adaptation to wood colonization in a tree pathogen journal March 2015
Navigating natural variation in herbivory-induced secondary metabolism in coyote tobacco populations using MS/MS structural analysis journal July 2015
Gene cluster conservation provides insight into cercosporin biosynthesis and extends production to the genus Colletotrichum journal May 2018
A Plant Phytotoxin, Solanapyrone A, Is an Inhibitor of DNA Polymerase β and λ journal October 2001
A multigene phylogeny of the Dothideomycetes using four nuclear loci journal November 2006
Ecology and Population Biology of Aflatoxigenic Fungi in Soil journal January 2003
Epidemiology of Aflatoxin Exposure and Human Liver Cancer journal January 2004
Acquisition and Loss of Secondary Metabolites Shaped the Evolutionary Path of Three Emerging Phytopathogens of Wheat journal February 2019
Fast Genome-Wide Functional Annotation through Orthology Assignment by eggNOG-Mapper journal April 2017
MycoCosm portal: gearing up for 1000 fungal genomes journal December 2013
eggNOG 4.5: a hierarchical orthology framework with improved functional annotations for eukaryotic, prokaryotic and viral sequences journal November 2015
antiSMASH 4.0—improvements in chemistry prediction and gene cluster boundary identification journal April 2017
Clues to an Evolutionary Mystery: The Genes for T-Toxin, Enabler of the Devastating 1970 Southern Corn Leaf Blight Epidemic, Are Present in Ancestral Species, Suggesting an Ancient Origin journal November 2018
Fusarium graminearum Tri12p Influences Virulence to Wheat and Trichothecene Accumulation journal November 2012
Biosynthesis and Role in Virulence of the Histone Deacetylase Inhibitor Depudecin from Alternaria brassicicola journal October 2009
The epipolythiodioxopiperazine (ETP) class of fungal toxins: distribution, mode of action, functions and biosynthesis journal April 2005
Cytoscape: A Software Environment for Integrated Models of Biomolecular Interaction Networks journal November 2003
O- Acyl Sugars Protect a Wild Tobacco from Both Native Fungal Pathogens and a Specialist Herbivore journal March 2017
NPS6 , Encoding a Nonribosomal Peptide Synthetase Involved in Siderophore-Mediated Iron Metabolism, Is a Conserved Virulence Determinant of Plant Pathogenic Ascomycetes journal October 2006
Evolution within the fungal genus Verticillium is characterized by chromosomal rearrangement and gene loss: Evolution within the fungal genus Verticillium journal January 2018
iNEXT: an R package for rarefaction and extrapolation of species diversity ( H ill numbers) journal August 2016
Fungi: the neglected allergenic sources journal November 2013
The sirodesmin biosynthetic gene cluster of the plant pathogenic fungus Leptosphaeria maculans journal July 2004
Molecular analysis of the cercosporin biosynthetic gene cluster in Cercospora nicotianae journal May 2007
The relationship between species replacement, dissimilarity derived from nestedness, and nestedness: Species replacement and nestedness journal February 2012
Host-selective toxins, Ptr ToxA and Ptr ToxB, as necrotrophic effectors in the Pyrenophora tritici-repentis-wheat interaction: Research review journal July 2010
Selectivity in Mammalian Extinction Risk and Threat Types: a New Measure of Phylogenetic Signal Strength in Binary Traits: Selectivity in Extinction Risk journal February 2010
betapart : an R package for the study of beta diversity journal June 2012
Genome-wide evidence for divergent selection between populations of a major agricultural pathogen journal May 2018
Fungal adaptation to plant defences through convergent assembly of metabolic modules journal December 2018
The past, present and future of secondary metabolite research in the Dothideomycetes: Secondary metabolites in the Dothideomycetes journal July 2014
Fragmentation of an aflatoxin-like gene cluster in a forest pathogen journal March 2013
Intraspecific phytochemical variation shapes community and population structure for specialist caterpillars journal June 2016
Insect Herbivores Drive Real-Time Ecological and Evolutionary Change in Plant Populations journal October 2012
Natural Enemies Drive Geographic Variation in Plant Defenses journal October 2012
GliZ, a Transcriptional Regulator of Gliotoxin Biosynthesis, Contributes to Aspergillus fumigatus Virulence journal October 2006
Stagonospora nodorum : From Pathology to Genomics and Host Resistance journal September 2012
H OST -S ELECTIVE T OXINS AND A VIRULENCE D ETERMINANTS : What's in a Name? journal September 2002
Host-Selective Toxins and Disease Specificity: Perspectives and Progress journal September 1993
Origin and distribution of epipolythiodioxopiperazine (ETP) gene clusters in filamentous ascomycetes journal January 2007
Transposable element-assisted evolution and adaptation to host plant within the Leptosphaeria maculans-Leptosphaeria biglobosa species complex of fungal pathogens journal January 2014
A novel mode of chromosomal evolution peculiar to filamentous Ascomycete fungi journal January 2011
Chromosome rearrangements shape the diversification of secondary metabolism in the cyclosporin producing fungus Tolypocladium inflatum journal February 2019
Variation in secondary metabolite production potential in the Fusarium incarnatum-equiseti species complex revealed by comparative analysis of 13 genomes journal April 2019
Drivers of genetic diversity in secondary metabolic gene clusters within a fungal species journal November 2017
Finished Genome of the Fungal Wheat Pathogen Mycosphaerella graminicola Reveals Dispensome Structure, Chromosome Plasticity, and Stealth Pathogenesis journal June 2011
The Evolution of Fungal Metabolic Pathways journal December 2014
Host-Selective Toxins of Pyrenophora tritici-repentis Induce Common Responses Associated with Host Susceptibility journal July 2012
Efflux in Fungi: La Pièce de Résistance journal June 2009
Diverse Lifestyles and Strategies of Plant Pathogenesis Encoded in the Genomes of Eighteen Dothideomycetes Fungi journal December 2012
Biosynthesis of Antibiotic Leucinostatins in Bio-control Fungus Purpureocillium lilacinum and Their Inhibition on Phytophthora Revealed by Genome Mining journal July 2016
Evolution of structural diversity of trichothecenes, a family of toxins produced by plant pathogenic and entomopathogenic fungi journal April 2018
Comparative Genomics of a Plant-Pathogenic Fungus, Pyrenophora tritici-repentis , Reveals Transduplication and the Impact of Repeat Elements on Pathogenicity and Population Divergence journal January 2013
A class-wide phylogenetic assessment of Dothideomycetes journal January 2009
Phylogeny of rock-inhabiting fungi related to Dothideomycetes journal January 2009
The Botryosphaeriaceae: genera and species known from culture journal September 2013
Metabolic Conservation and Diversification of Metarhizium Species Correlate with Fungal Host-Specificity journal December 2016
Biology and Epidemiology of Venturia Species Affecting Fruit Crops: A Review journal September 2017
Phylogenetic placement of the ectomycorrhizal genus Cenococcum in Gloniaceae (Dothideomycetes) journal May 2012