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Simpson HJ, Schilling JS. Using aggregated field collection data and the novel r package fungarium to investigate fungal fire association. Mycologia 2021; 113:842-855. [PMID: 33989120 DOI: 10.1080/00275514.2021.1884816] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Understanding which fungi exhibit certain ecological traits, such as habitat, host, or substrate associations, and knowing how these traits change across space and time can provide invaluable insight into the roles fungi play in their respective ecosystems. Archived sporocarp data, such as the collection and observation records accessible through the Mycology Collections Portal (MyCoPortal), are well suited for trait investigations, since these records circumvent the need for field work, are geographically and temporally diverse, and often have detailed and trait-relevant environmental metadata. However, there are inefficiencies and inadequacies in the MyCoPortal online interface that affect data set generation and trait searching, and many of the available records have outdated or misspelled taxon names as well as misspelled location names. Thus, we created the r package fungarium, which enables the efficient download of complete MyCoPortal data sets from within the R environment, enhances the identification of trait-relevant records, confirms or updates taxon names while also accounting for spelling errors, and fixes misspelled location names. Utilizing this package and MyCoPortal data, we demonstrated methods for analyzing taxonomic, geographic, and temporal patterns in ecological traits, using fire association as an example. We found that fire association, which was quantified via fire-associated enrichment factors (fire-associated records/total records), differed substantially between taxa, and these differences were qualitatively supported by existing literature, as hypothesized. Sampling bias within the MyCoPortal data and limitations of the burned acreage data set used (i.e., Monitoring Trends in Burn Severity) were identified as confounding factors in our geographic and temporal analyses, as evidenced by the unexpected lack of correlation between fire association and burned acreage on county and year bases. However, both confounding factors likely depend on the trait analyzed and external data set used. Overall, the fungarium package and associated methods presented here effectively enable the use of archived sporocarp data for future ecological trait studies.
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Affiliation(s)
- Hunter J Simpson
- Department of Bioproducts and Biosystems Engineering, University of Minnesota, St. Paul, Minnesota 55108
| | - Jonathan S Schilling
- Department of Plant and Microbial Biology, University of Minnesota, St. Paul, Minnesota, 55108
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Lücking R, Aime MC, Robbertse B, Miller AN, Ariyawansa HA, Aoki T, Cardinali G, Crous PW, Druzhinina IS, Geiser DM, Hawksworth DL, Hyde KD, Irinyi L, Jeewon R, Johnston PR, Kirk PM, Malosso E, May TW, Meyer W, Öpik M, Robert V, Stadler M, Thines M, Vu D, Yurkov AM, Zhang N, Schoch CL. Unambiguous identification of fungi: where do we stand and how accurate and precise is fungal DNA barcoding? IMA Fungus 2020; 11:14. [PMID: 32714773 PMCID: PMC7353689 DOI: 10.1186/s43008-020-00033-z] [Citation(s) in RCA: 185] [Impact Index Per Article: 46.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023] Open
Abstract
True fungi (Fungi) and fungus-like organisms (e.g. Mycetozoa, Oomycota) constitute the second largest group of organisms based on global richness estimates, with around 3 million predicted species. Compared to plants and animals, fungi have simple body plans with often morphologically and ecologically obscure structures. This poses challenges for accurate and precise identifications. Here we provide a conceptual framework for the identification of fungi, encouraging the approach of integrative (polyphasic) taxonomy for species delimitation, i.e. the combination of genealogy (phylogeny), phenotype (including autecology), and reproductive biology (when feasible). This allows objective evaluation of diagnostic characters, either phenotypic or molecular or both. Verification of identifications is crucial but often neglected. Because of clade-specific evolutionary histories, there is currently no single tool for the identification of fungi, although DNA barcoding using the internal transcribed spacer (ITS) remains a first diagnosis, particularly in metabarcoding studies. Secondary DNA barcodes are increasingly implemented for groups where ITS does not provide sufficient precision. Issues of pairwise sequence similarity-based identifications and OTU clustering are discussed, and multiple sequence alignment-based phylogenetic approaches with subsequent verification are recommended as more accurate alternatives. In metabarcoding approaches, the trade-off between speed and accuracy and precision of molecular identifications must be carefully considered. Intragenomic variation of the ITS and other barcoding markers should be properly documented, as phylotype diversity is not necessarily a proxy of species richness. Important strategies to improve molecular identification of fungi are: (1) broadly document intraspecific and intragenomic variation of barcoding markers; (2) substantially expand sequence repositories, focusing on undersampled clades and missing taxa; (3) improve curation of sequence labels in primary repositories and substantially increase the number of sequences based on verified material; (4) link sequence data to digital information of voucher specimens including imagery. In parallel, technological improvements to genome sequencing offer promising alternatives to DNA barcoding in the future. Despite the prevalence of DNA-based fungal taxonomy, phenotype-based approaches remain an important strategy to catalog the global diversity of fungi and establish initial species hypotheses.
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Affiliation(s)
- Robert Lücking
- Botanischer Garten und Botanisches Museum, Freie Universität Berlin, Königin-Luise-Straße 6–8, 14195 Berlin, Germany
- International Commission on the Taxonomy of Fungi, Champaign, IL USA
| | - M. Catherine Aime
- International Commission on the Taxonomy of Fungi, Champaign, IL USA
- Department of Botany and Plant Pathology, Purdue University, West Lafayette, IN 47907 USA
| | - Barbara Robbertse
- National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, 45 Center Drive, Bethesda, MD 20892 USA
| | - Andrew N. Miller
- International Commission on the Taxonomy of Fungi, Champaign, IL USA
- Illinois Natural History Survey, University of Illinois, 1816 South Oak Street, Champaign, IL 61820-6970 USA
| | - Hiran A. Ariyawansa
- International Commission on the Taxonomy of Fungi, Champaign, IL USA
- Department of Plant Pathology and Microbiology, College of Bio-Resources and Agriculture, National Taiwan University, Taipe City, Taiwan
| | - Takayuki Aoki
- International Commission on the Taxonomy of Fungi, Champaign, IL USA
- National Agriculture and Food Research Organization, Genetic Resources Center, 2-1-2 Kannondai, Tsukuba, Ibaraki, 305-8602 Japan
| | - Gianluigi Cardinali
- Department Pharmaceutical Sciences, University of Perugia, Via Borgo 20 Giugno, 74, Perugia, Italy
| | - Pedro W. Crous
- International Commission on the Taxonomy of Fungi, Champaign, IL USA
- Westerdijk Fungal Biodiversity Institute, Uppsalalaan 8, 3584 CT Utrecht, The Netherlands
- Wageningen University and Research Centre (WUR), Laboratory of Phytopathology, Droevendaalsesteeg 1, 6708 PB Wageningen, The Netherlands
| | - Irina S. Druzhinina
- International Commission on the Taxonomy of Fungi, Champaign, IL USA
- Microbiology and Applied Genomics Group, Research Area Biochemical Technology, Institute of Chemical, Environmental & Bioscience Engineering (ICEBE), TU Wien, Vienna, Austria
- Jiangsu Provincial Key Lab of Organic Solid Waste Utilization, Nanjing Agricultural University, Nanjing, China
| | - David M. Geiser
- Department of Plant Pathology & Environmental Microbiology, The Pennsylvania State University, University Park, PA 16802 USA
| | - David L. Hawksworth
- International Commission on the Taxonomy of Fungi, Champaign, IL USA
- Department of Life Sciences, The Natural History Museum, Cromwell Road, London, SW7 5BD UK
- Comparative Plant and Fungal Biology, Royal Botanic Gardens, Kew, Surrey, TW9 3DS UK
- Geography and Environment, University of Southampton, Southampton, SO17 1BJ UK
- Jilin Agricultural University, Changchun, 130118 Jilin Province China
| | - Kevin D. Hyde
- International Commission on the Taxonomy of Fungi, Champaign, IL USA
- Key Laboratory for Plant Diversity and Biogeography of East Asia, Kunming Institute of Botany, Chinese Academy of Science, Kunming, 650201 Yunnan China
- Center of Excellence in Fungal Research, Mae Fah Luang University, Chiang Rai, 57100 Thailand
- World Agroforestry Centre, East and Central Asia, Kunming, 650201 Yunnan China
- Mushroom Research Foundation, 128 M.3 Ban Pa Deng T. Pa Pae, A. Mae Taeng, Chiang Rai, 50150 Thailand
| | - Laszlo Irinyi
- Molecular Mycology Research Laboratory, Centre for Infectious Diseases and Microbiology, Faculty of Medicine and Health, Sydney Medical School, Westmead Clinical School, Marie Bashir Institute for Infectious Diseases and Biosecurity, The University of Sydney, Westmead Hospital (Research and Education Network), Westmead Institute for Medical Research, Sydney, NSW Australia
| | - Rajesh Jeewon
- Department of Health Sciences, Faculty of Science, University of Mauritius, Reduit, Mauritius
| | - Peter R. Johnston
- International Commission on the Taxonomy of Fungi, Champaign, IL USA
- Manaaki Whenua – Landcare Research, Private Bag 92170, Auckland, 1142 New Zealand
| | | | - Elaine Malosso
- International Commission on the Taxonomy of Fungi, Champaign, IL USA
- Universidade Federal de Pernambuco, Centro de Biociências, Departamento de Micologia, Laboratório de Hifomicetos de Folhedo, Avenida da Engenharia, s/n Cidade Universitária, Recife, PE 50.740-600 Brazil
| | - Tom W. May
- International Commission on the Taxonomy of Fungi, Champaign, IL USA
- Royal Botanic Gardens Victoria, Birdwood Avenue, Melbourne, Victoria 3004 Australia
| | - Wieland Meyer
- Molecular Mycology Research Laboratory, Centre for Infectious Diseases and Microbiology, Faculty of Medicine and Health, Sydney Medical School, Westmead Clinical School, Marie Bashir Institute for Infectious Diseases and Biosecurity, The University of Sydney, Westmead Hospital (Research and Education Network), Westmead Institute for Medical Research, Sydney, NSW Australia
| | - Maarja Öpik
- International Commission on the Taxonomy of Fungi, Champaign, IL USA
- University of Tartu, 40 Lai Street, 51 005 Tartu, Estonia
| | - Vincent Robert
- Department Pharmaceutical Sciences, University of Perugia, Via Borgo 20 Giugno, 74, Perugia, Italy
- Westerdijk Fungal Biodiversity Institute, Uppsalalaan 8, 3584 CT Utrecht, The Netherlands
| | - Marc Stadler
- International Commission on the Taxonomy of Fungi, Champaign, IL USA
- Department Microbial Drugs, Helmholtz Centre for Infection Research, and German Centre for Infection Research (DZIF), partner site Hannover-Braunschweig, Inhoffenstrasse 7, 38124 Braunschweig, Germany
| | - Marco Thines
- International Commission on the Taxonomy of Fungi, Champaign, IL USA
- Institute of Ecology, Evolution and Diversity, Goethe University, Max-von-Laue-Straße 9, 60439 Frankfurt (Main); Senckenberg Biodiversity and Climate Research Centre, Senckenberganlage 25, 60325 Frankfurt (Main), Germany
| | - Duong Vu
- Westerdijk Fungal Biodiversity Institute, Uppsalalaan 8, 3584 CT Utrecht, The Netherlands
| | - Andrey M. Yurkov
- International Commission on the Taxonomy of Fungi, Champaign, IL USA
- Leibniz Institute DSMZ-German Collection of Microorganisms and Cell Cultures, Braunschweig, Germany
| | - Ning Zhang
- International Commission on the Taxonomy of Fungi, Champaign, IL USA
- Department of Plant Biology, Rutgers University, New Brunswick, NJ 08901 USA
| | - Conrad L. Schoch
- International Commission on the Taxonomy of Fungi, Champaign, IL USA
- National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, 45 Center Drive, Bethesda, MD 20892 USA
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