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Bard NW, Davies TJ, Cronk QCB. Teknonaturalist: A Snakemake Pipeline for Assessing Fungal Diversity From Plant Genome Bycatch. Mol Ecol Resour 2024:e14056. [PMID: 39739202 DOI: 10.1111/1755-0998.14056] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2024] [Revised: 12/14/2024] [Accepted: 12/17/2024] [Indexed: 01/02/2025]
Abstract
Relatively little is known of the host associations and compatibility of fungal plant pathogens and endophytes. Publicly available plant genomic DNA can be mined to detect incidental fungal DNA, but taxonomic assignment can be challenging due to short lengths and variable discriminative power among different genomic regions and taxa. Here, we introduce a computationally lightweight and accessible Snakemake pipeline for rapid detection and classification (identification and assignment to taxonomic rank) of pathogenic and endophytic fungi (and other fungi associated with plants) that targets the internal transcribed spacer (ITS) region, a fungal barcode standard. We include methods for maximising query sequence length, which gives higher support for ITS1 and ITS2 taxonomic classifications by extending to other fragments of the ITS region and providing taxon-specific local cut-off and confidence scores. We demonstrate our pipeline with a case study using public genomic sequence data for six diverse plant species, including four species within Betula, an ecologically and economically important broadleaved forest tree genus, a shrub and a grass. Our pipeline classified fungi within minutes to a few hours per host individual, with 204 different fungal genera identified at high confidence (≥ 70%). Our pipeline detected and classified pathogenic and endophytic genera known to associate with Betula, and many others with no prior record of association. Our pipeline, leveraging existing sequence data, has several potential applications, including detecting cryptic fungal pathogens and helping characterise the endophytic fungal microbiome, bioprospecting commercially useful fungal species, and determining the plant host range of fungi.
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Affiliation(s)
- Nicholas W Bard
- Department of Botany, University of British Columbia, Vancouver, British Columbia, Canada
| | - T Jonathan Davies
- Department of Botany, University of British Columbia, Vancouver, British Columbia, Canada
- Department of Forest & Conservation Sciences, University of British Columbia, Vancouver, British Columbia, Canada
| | - Quentin C B Cronk
- Department of Botany, University of British Columbia, Vancouver, British Columbia, Canada
- Beaty Biodiversity Museum, University of British Columbia, Vancouver, British Columbia, Canada
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Stallman JK, Haelewaters D, Koch Bach RA, Brann M, Fatemi S, Gomez-Zapata P, Husbands DR, Jumbam B, Kaishian PJ, Moffitt A, Catherine Aime M. The contribution of tropical long-term studies to mycology. IMA Fungus 2024; 15:35. [PMID: 39529162 PMCID: PMC11552369 DOI: 10.1186/s43008-024-00166-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2024] [Accepted: 10/15/2024] [Indexed: 11/16/2024] Open
Abstract
Fungi are arguably the most diverse eukaryotic kingdom of organisms in terms of number of estimated species, trophic and life history strategies, and their functions in ecosystems. However, our knowledge of fungi is limited due to a distributional bias; the vast majority of available data on fungi have been compiled from non-tropical regions. Far less is known about fungi from tropical regions, with the bulk of these data being temporally limited surveys for fungal species diversity. Long-term studies (LTS), or repeated sampling from the same region over extended periods, are necessary to fully capture the extent of species diversity in a region, but LTS of fungi from tropical regions are almost non-existent. In this paper, we discuss the contributions of LTS of fungi in tropical regions to alpha diversity, ecological and functional diversity, biogeography, hypothesis testing, and conservation-with an emphasis on an ongoing tropical LTS in the Pakaraima Mountains of Guyana. We show how these contributions refine our understanding of Fungi. We also show that public data repositories such as NCBI, IUCN, and iNaturalist contain less information on tropical fungi compared to non-tropical fungi, and that these discrepancies are more pronounced in fungi than in plants and animals.
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Affiliation(s)
- Jeffery K Stallman
- Department of Botany and Plant Pathology, Purdue University, West Lafayette, IN, 47901, USA.
| | - Danny Haelewaters
- Department of Ecology and Evolutionary Biology, University of Colorado Boulder, Boulder, CO, 80309, USA
- Biology Centre of the Czech Academy of Sciences, Institute of Entomology, 370 05, České Budějovice, Czech Republic
- Faculty of Science, University of South Bohemia, 370 05, České Budějovice, Czech Republic
| | - Rachel A Koch Bach
- Department of Botany and Plant Pathology, Purdue University, West Lafayette, IN, 47901, USA
| | - Mia Brann
- Department of Biology, Northern Arizona University, Flagstaff, AZ, 86001, USA
| | - Samira Fatemi
- Pacific Biosciences Research Center, University of Hawai'i at Mānoa, Honolulu, HI, 96822, USA
| | - Paula Gomez-Zapata
- Department of Forest Mycology and Plant Pathology, Uppsala Biocenter, Swedish University of Agricultural Sciences, 750 07, Uppsala, Sweden
| | - Dillon R Husbands
- Department of Agriculture, University of Guyana, Turkeyen Campus, Greater Georgetown, Guyana
| | - Blaise Jumbam
- Department of Plant Science and Landscape Architecture, University of Maryland, College Park, 20742 MD, USA
| | | | - Ariana Moffitt
- Department of Nutrition Science, Purdue University, West Lafayette, IN, 47901, USA
| | - M Catherine Aime
- Department of Botany and Plant Pathology, Purdue University, West Lafayette, IN, 47901, USA.
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Vandegrift R, Newman DS, Dentinger BTM, Batallas-Molina R, Dueñas N, Flores J, Goyes P, Jenkinson TS, McAlpine J, Navas D, Policha T, Thomas DC, Roy BA. Richer than Gold: the fungal biodiversity of Reserva Los Cedros, a threatened Andean cloud forest. BOTANICAL STUDIES 2023; 64:17. [PMID: 37410314 DOI: 10.1186/s40529-023-00390-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Subscribe] [Scholar Register] [Received: 02/16/2023] [Accepted: 06/08/2023] [Indexed: 07/07/2023]
Abstract
BACKGROUND Globally, many undescribed fungal taxa reside in the hyperdiverse, yet undersampled, tropics. These species are under increasing threat from habitat destruction by expanding extractive industry, in addition to global climate change and other threats. Reserva Los Cedros is a primary cloud forest reserve of ~ 5256 ha, and is among the last unlogged watersheds on the western slope of the Ecuadorian Andes. No major fungal survey has been done there, presenting an opportunity to document fungi in primary forest in an underrepresented habitat and location. Above-ground surveys from 2008 to 2019 resulted in 1760 vouchered collections, cataloged and deposited at QCNE in Ecuador, mostly Agaricales sensu lato and Xylariales. We document diversity using a combination of ITS barcode sequencing and digital photography, and share the information via public repositories (GenBank & iNaturalist). RESULTS Preliminary identifications indicate the presence of at least 727 unique fungal species within the Reserve, representing 4 phyla, 17 classes, 40 orders, 101 families, and 229 genera. Two taxa at Los Cedros have recently been recommended to the IUCN Fungal Red List Initiative (Thamnomyces chocöensis Læssøe and "Lactocollybia" aurantiaca Singer), and we add occurrence data for two others already under consideration (Hygrocybe aphylla Læssøe & Boertm. and Lamelloporus americanus Ryvarden). CONCLUSIONS Plants and animals are known to exhibit exceptionally high diversity and endemism in the Chocó bioregion, as the fungi do as well. Our collections contribute to understanding this important driver of biodiversity in the Neotropics, as well as illustrating the importance and utility of such data to conservation efforts. RESUMEN Antecedentes: A nivel mundial muchos taxones fúngicos no descritos residen en los trópicos hiper diversos aunque continúan submuestreados. Estas especies están cada vez más amenazadas por la destrucción del hábitat debido a la expansión de la industria extractivista además del cambio climático global y otras amenazas. Los Cedros es una reserva de bosque nublado primario de ~ 5256 ha y se encuentra entre las últimas cuencas hidrográficas no explotadas en la vertiente occidental de los Andes ecuatorianos. Nunca antes se ha realizado un estudio de diversidad micológica en el sitio, lo que significa una oportunidad para documentar hongos en el bosque primario, en hábitat y ubicación subrepresentatadas. El presente estudio recopila información entre el 2008 y 2019 muestreando material sobre todos los sustratos, reportando 1760 colecciones catalogadas y depositadas en el Fungario del QCNE de Ecuador, en su mayoría Agaricales sensu lato y Xylariales; además se documenta la diversidad mediante secuenciación de códigos de barras ITS y fotografía digital, la información está disponible en repositorios públicos digitales (GenBank e iNaturalist). RESULTADOS La identificación preliminar indica la presencia de al menos 727 especies únicas de hongos dentro de la Reserva, que representan 4 filos, 17 clases, 40 órdenes, 101 familias y 229 géneros. Recientemente dos taxones en Los Cedros se recomendaron a la Iniciativa de Lista Roja de Hongos de la UICN (Thamnomyces chocöensis Læssøe y "Lactocollybia" aurantiaca Singer) y agregamos datos de presencia de otros dos que ya estaban bajo consideración (Hygrocybe aphylla Læssøe & Boertm. y Lamelloporus americanus Ryvarden). CONCLUSIONES Se sabe que plantas y animales exhiben una diversidad y endemismo excepcionalmente altos en la bioregión del Chocó y los hongos no son la excepción. Nuestras colecciones contribuyen a comprender este importante promotor de la biodiversidad en el Neotrópico además de ilustrar la importancia y utilidad de dichos datos para los esfuerzos de conservación.
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Affiliation(s)
- R Vandegrift
- Inst. of Ecology and Evolution, Department of Biology, University of Oregon, Eugene, OR, 97402, USA.
- Herbario Nacional del Ecuador (QCNE), sección botánica del Instituto Nacional de Biodiversidad (INABIO), Avenida Río Coca E6-115 e Isla Fernandina, Sector Jipijapa, Quito, Ecuador.
| | - D S Newman
- , Glorieta, NM, USA
- Herbario Nacional del Ecuador (QCNE), sección botánica del Instituto Nacional de Biodiversidad (INABIO), Avenida Río Coca E6-115 e Isla Fernandina, Sector Jipijapa, Quito, Ecuador
| | - B T M Dentinger
- Biology Department and Natural History Museum, University of Utah, Salt Lake City, Utah, USA
| | - R Batallas-Molina
- Herbario Nacional del Ecuador (QCNE), sección botánica del Instituto Nacional de Biodiversidad (INABIO), Avenida Río Coca E6-115 e Isla Fernandina, Sector Jipijapa, Quito, Ecuador
| | - N Dueñas
- Departamento de Investigación de Mycomaker, Quito, Ecuador
| | - J Flores
- Departamento de Investigación de Reino Fungi, Quito, Ecuador
| | - P Goyes
- Microbiology Institute-Universidad San Francisco de Quito, Quito, Ecuador
| | - T S Jenkinson
- Department of Biological Sciences, California State University, East Bay, Hayward, CA, USA
| | - J McAlpine
- Inst. of Ecology and Evolution, Department of Biology, University of Oregon, Eugene, OR, 97402, USA
| | - D Navas
- Herbario Nacional del Ecuador (QCNE), sección botánica del Instituto Nacional de Biodiversidad (INABIO), Avenida Río Coca E6-115 e Isla Fernandina, Sector Jipijapa, Quito, Ecuador
| | - T Policha
- Inst. of Ecology and Evolution, Department of Biology, University of Oregon, Eugene, OR, 97402, USA
| | - D C Thomas
- Inst. of Ecology and Evolution, Department of Biology, University of Oregon, Eugene, OR, 97402, USA
- Bayreuth Center of Ecology and Research, University of Bayreuth, Bayreuth, Bayern, DE, Germany
| | - B A Roy
- Inst. of Ecology and Evolution, Department of Biology, University of Oregon, Eugene, OR, 97402, USA
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Metabolic Diversity of Xylariaceous Fungi Associated with Leaf Litter Decomposition. J Fungi (Basel) 2022; 8:jof8070701. [PMID: 35887457 PMCID: PMC9324366 DOI: 10.3390/jof8070701] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2022] [Revised: 06/20/2022] [Accepted: 06/28/2022] [Indexed: 11/23/2022] Open
Abstract
Fungi in the family Xylariaceae are primary agents of leaf litter decomposition. However, the diversity of carbon source utilization by xylariaceous fungi and the relative effects on this from environmental and phylogenetic factors are largely unknown. This study assessed the metabolic diversity and redundancy of xylariaceous fungi, associated with leaf litter decomposition, by measuring their in vitro capacity to utilize multiple carbon sources. The work identified the relative influences of geographic and climatic sources, as well as the taxonomic and phylogenetic relatedness, of the fungi. Using Biolog EcoPlateTM, 43 isolates belonging to Nemania, Xylaria, Nodulisporium, Astrocystis, and Hypoxylon, isolated from Castanopsis sieboldii leaf litter at eight sites in Japan, were found to have the capacity to utilize a variety of carbohydrates, amino acids/amines, carboxylic acids, and polymers. The genera of xylariaceous fungi and their origins significantly affected their metabolic diversity and utilization of carbon sources. Variation partitioning demonstrated that dissimilarities in carbon utilization among fungal isolates were mostly attributable to site differences, especially climatic factors: mean annual temperature and precipitation, and maximum snow depth. Moreover, xylariaceous isolates that originated from adjacent sites tended to have similar patterns of carbon source utilization, suggesting metabolic acclimation to local environmental conditions.
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An Integrative View of the Phyllosphere Mycobiome of Native Rubber Trees in the Brazilian Amazon. J Fungi (Basel) 2022; 8:jof8040373. [PMID: 35448604 PMCID: PMC9025378 DOI: 10.3390/jof8040373] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2022] [Revised: 03/17/2022] [Accepted: 03/20/2022] [Indexed: 02/04/2023] Open
Abstract
The rubber tree, Hevea brasiliensis, is a neotropical Amazonian species. Despite its high economic value and fungi associated with native individuals, in its original area in Brazil, it has been scarcely investigated and only using culture-dependent methods. Herein, we integrated in silico approaches with novel field/experimental approaches and a case study of shotgun metagenomics and small RNA metatranscriptomics of an adult individual. Scientific literature, host fungus, and DNA databases are biased to fungal taxa, and are mainly related to rubber tree diseases and in non-native ecosystems. Metabarcoding retrieved specific phyllospheric core fungal communities of all individuals, adults, plantlets, and leaves of the same plant, unravelling hierarchical structured core mycobiomes. Basidiomycotan yeast-like fungi that display the potential to produce antifungal compounds and a complex of non-invasive ectophytic parasites (Sooty Blotch and Flyspeck fungi) co-occurred in all samples, encompassing the strictest core mycobiome. The case study of the same adult tree (previously studied using culture-dependent approach) analyzed by amplicon, shotgun metagenomics, and small RNA transcriptomics revealed a high relative abundance of insect parasite-pathogens, anaerobic fungi and a high expression of Trichoderma (a fungal genus long reported as dominant in healthy wild rubber trees), respectively. Altogether, our study unravels new and intriguing information/hypotheses of the foliar mycobiome of native H. brasiliensis, which may also occur in other native Amazonian trees.
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Osono T, Matsuoka S, Hirose D. Diversity and host recurrence of fungi associated with the bleached leaf litter in a subtropical forest. FUNGAL ECOL 2021. [DOI: 10.1016/j.funeco.2021.101113] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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Itagaki H, Hosoya T. Lifecycle of Pyrenopeziza protrusa ( Helotiales, Dermateaceae sensu lato) in Magnolia obovata revealed by field observation and molecular quantification. MYCOSCIENCE 2021; 62:373-381. [PMID: 37090175 PMCID: PMC9721505 DOI: 10.47371/mycosci.2021.08.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2021] [Revised: 08/30/2021] [Accepted: 08/31/2021] [Indexed: 11/16/2022]
Abstract
Fungi exhibit saprophytic, parasitic, and symbiotic lifestyles, and flexibly switching between them by the environmental changes and host conditions. However, only a few studies have elucidated the detailed changes in fungal DNA or morphology, including the formation of reproductive structures along with lifestyle switching. We hypothesized that Pyrenopeziza protrusa, which occurs abundantly and specifically on Magnolia obovata as a saprophyte, is also associated with living hosts and switches its lifestyles as part of its lifecycle. To elucidate this hypothesis, we periodically sampled the fresh/fallen leaves of M. obovata to observe the seasonal occurrence of reproductive structures for the isolation and detection/quantification of P. protrusa DNA with newly developed species-specific primers. The isolation frequency and amount of P. protrusa DNA drastically increased in the fresh leaves just before defoliation in autumn, but remained high in fallen leaves from autumn to spring. Abundant production of conidiomata and apothecia was also observed in the fallen leaves with increasing DNA content. These results clarified a large part of the lifecycle of P. protrusa, suggesting that the lifestyle is switched from symbiotic to saprophytic stage by significantly increasing the amount of DNA in response to host conditions according to the seasonal variations.
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Affiliation(s)
- Hiyori Itagaki
- Department of Biological Science, Graduate School of Science, The University of Tokyo
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Vaz ABM, Fonseca PLC, Silva FF, Quintanilha-Peixoto G, Sampedro I, Siles JA, Carmo A, Kato RB, Azevedo V, Badotti F, Ocampo JA, Rosa CA, Góes-Neto A. Foliar mycoendophytome of an endemic plant of the Mediterranean biome (Myrtus communis) reveals the dominance of basidiomycete woody saprotrophs. PeerJ 2020; 8:e10487. [PMID: 33344092 PMCID: PMC7719295 DOI: 10.7717/peerj.10487] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2020] [Accepted: 11/12/2020] [Indexed: 11/20/2022] Open
Abstract
The true myrtle, Myrtus communis, is a small perennial evergreen tree that occurs in Europe, Africa, and Asia with a circum-Mediterranean geographic distribution. Unfortunately, the Mediterranean Forests, where M. communis occurs, are critically endangered and are currently restricted to small fragmented areas in protected conservation units. In the present work, we performed, for the first time, a metabarcoding study on the spatial variation of fungal community structure in the foliar endophytome of this endemic plant of the Mediterranean biome, using bipartite network analysis as a model. The local bipartite network of Myrtus communis individuals and their foliar endophytic fungi is very low connected, with low nestedness, and moderately high specialization and modularity. Similar network patterns were also retrieved in both culture-dependent and amplicon metagenomics of foliar endophytes in distinct arboreal hosts in varied biomes. Furthermore, the majority of putative fungal endophytes species were basidiomycete woody saprotrophs of the orders Polyporales, Agaricales, and Hymenochaetales. Altogether, these findings suggest a possible adaptation of these wood-decaying fungi to cope with moisture limitation and spatial scarcity of their primary substrate (dead wood), which are totally consistent with the predictions of the viaphytism hypothesis that wood-decomposing fungi inhabit the internal leaf tissue of forest trees in order to enhance dispersal to substrates on the forest floor, by using leaves as vectors and as refugia, during periods of environmental stress.
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Affiliation(s)
- Aline Bruna M Vaz
- Department of Microbiology, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, Brazil
| | - Paula Luize C Fonseca
- Department of Microbiology, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, Brazil
| | - Felipe F Silva
- Graduate Program of Bioinformatics, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, Brazil
| | - Gabriel Quintanilha-Peixoto
- Graduate Program of Bioinformatics, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, Brazil
| | - Inmaculada Sampedro
- Department of Soil Microbiology and Symbiotic Systems, Estación Experimental del Zaidín, C.S.I.C., Granada, Spain
| | - Jose A Siles
- Department of Soil Microbiology and Symbiotic Systems, Estación Experimental del Zaidín, C.S.I.C., Granada, Spain
| | - Anderson Carmo
- Department of Genetics, Ecology, and Evolution, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, Brazil
| | - Rodrigo B Kato
- Graduate Program of Bioinformatics, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, Brazil
| | - Vasco Azevedo
- Department of Genetics, Ecology, and Evolution, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, Brazil
| | - Fernanda Badotti
- Department of Chemistry, Centro Federal de Educação Tecnológica de Minas Gerais, Belo Horizonte, Minas Gerais, Brazil
| | - Juan A Ocampo
- Department of Soil Microbiology and Symbiotic Systems, Estación Experimental del Zaidín, C.S.I.C., Granada, Spain
| | - Carlos A Rosa
- Department of Microbiology, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, Brazil
| | - Aristóteles Góes-Neto
- Department of Microbiology, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, Brazil
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Nelson A, Vandegrift R, Carroll GC, Roy BA. Double lives: transfer of fungal endophytes from leaves to woody substrates. PeerJ 2020; 8:e9341. [PMID: 32923176 PMCID: PMC7457945 DOI: 10.7717/peerj.9341] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2019] [Accepted: 05/20/2020] [Indexed: 01/09/2023] Open
Abstract
Fungal endophytes are a ubiquitous feature of plants, yet for many fungi the benefits of endophytism are still unknown. The Foraging Ascomycete (FA) hypothesis proposes that saprotrophic fungi can utilize leaves both as dispersal vehicles and as resource havens during times of scarcity. The presence of saprotrophs in leaf endophyte communities has been previously observed but their ability to transfer to non-foliar saprobic substrates has not been well investigated. To assess this ability, we conducted a culture study by placing surface-sterilized leaves from a single tropical angiosperm tree (Nectandra lineatifolia) directly onto sterile wood fragments and incubating them for 6 weeks. Fungi from the wood were subsequently isolated in culture and identified to the genus level by ITS sequences or morphology. Four-hundred and seventy-seven fungal isolates comprising 24 taxa were cultured from the wood. Of these, 70.8% of taxa (82.3% of isolates) belong to saprotrophic genera according to the FUNGuild database. Furthermore, 27% of OTUs (6% of isolates) were basidiomycetes, an unusually high proportion compared to typical endophyte communities. Xylaria flabelliformis, although absent in our original isolations, formed anamorphic fruiting structures on the woody substrates. We introduce the term viaphyte (literally, "by way of plant") to refer to fungi that undergo an interim stage as leaf endophytes and, after leaf senescence, colonize other woody substrates via hyphal growth. Our results support the FA hypothesis and suggest that viaphytism may play a significant role in fungal dispersal.
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Affiliation(s)
- Aaron Nelson
- Institute of Ecology and Evolution, University of Oregon, Eugene, OR, USA
| | - Roo Vandegrift
- Institute of Ecology and Evolution, University of Oregon, Eugene, OR, USA
| | - George C. Carroll
- Institute of Ecology and Evolution, University of Oregon, Eugene, OR, USA
| | - Bitty A. Roy
- Institute of Ecology and Evolution, University of Oregon, Eugene, OR, USA
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