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Abrego N, Furneaux B, Hardwick B, Somervuo P, Palorinne I, Aguilar-Trigueros CA, Andrew NR, Babiy UV, Bao T, Bazzano G, Bondarchuk SN, Bonebrake TC, Brennan GL, Bret-Harte S, Bässler C, Cagnolo L, Cameron EK, Chapurlat E, Creer S, D'Acqui LP, de Vere N, Desprez-Loustau ML, Dongmo MAK, Jacobsen IBD, Fisher BL, Flores de Jesus M, Gilbert GS, Griffith GW, Gritsuk AA, Gross A, Grudd H, Halme P, Hanna R, Hansen J, Hansen LH, Hegbe ADMT, Hill S, Hogg ID, Hultman J, Hyde KD, Hynson NA, Ivanova N, Karisto P, Kerdraon D, Knorre A, Krisai-Greilhuber I, Kurhinen J, Kuzmina M, Lecomte N, Lecomte E, Loaiza V, Lundin E, Meire A, Mešić A, Miettinen O, Monkhouse N, Mortimer P, Müller J, Nilsson RH, Nonti PYC, Nordén J, Nordén B, Norros V, Paz C, Pellikka P, Pereira D, Petch G, Pitkänen JM, Popa F, Potter C, Purhonen J, Pätsi S, Rafiq A, Raharinjanahary D, Rakos N, Rathnayaka AR, Raundrup K, Rebriev YA, Rikkinen J, Rogers HMK, Rogovsky A, Rozhkov Y, Runnel K, Saarto A, Savchenko A, Schlegel M, Schmidt NM, Seibold S, Skjøth C, Stengel E, Sutyrina SV, Syvänperä I, Tedersoo L, Timm J, Tipton L, Toju H, Uscka-Perzanowska M, van der Bank M, van der Bank FH, Vandenbrink B, Ventura S, Vignisson SR, Wang X, Weisser WW, Wijesinghe SN, Wright SJ, Yang C, Yorou NS, Young A, Yu DW, Zakharov EV, Hebert PDN, Roslin T, Ovaskainen O. Airborne DNA reveals predictable spatial and seasonal dynamics of fungi. Nature 2024; 631:835-842. [PMID: 38987593 PMCID: PMC11269176 DOI: 10.1038/s41586-024-07658-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2024] [Accepted: 06/04/2024] [Indexed: 07/12/2024]
Abstract
Fungi are among the most diverse and ecologically important kingdoms in life. However, the distributional ranges of fungi remain largely unknown as do the ecological mechanisms that shape their distributions1,2. To provide an integrated view of the spatial and seasonal dynamics of fungi, we implemented a globally distributed standardized aerial sampling of fungal spores3. The vast majority of operational taxonomic units were detected within only one climatic zone, and the spatiotemporal patterns of species richness and community composition were mostly explained by annual mean air temperature. Tropical regions hosted the highest fungal diversity except for lichenized, ericoid mycorrhizal and ectomycorrhizal fungi, which reached their peak diversity in temperate regions. The sensitivity in climatic responses was associated with phylogenetic relatedness, suggesting that large-scale distributions of some fungal groups are partially constrained by their ancestral niche. There was a strong phylogenetic signal in seasonal sensitivity, suggesting that some groups of fungi have retained their ancestral trait of sporulating for only a short period. Overall, our results show that the hyperdiverse kingdom of fungi follows globally highly predictable spatial and temporal dynamics, with seasonality in both species richness and community composition increasing with latitude. Our study reports patterns resembling those described for other major groups of organisms, thus making a major contribution to the long-standing debate on whether organisms with a microbial lifestyle follow the global biodiversity paradigms known for macroorganisms4,5.
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Affiliation(s)
- Nerea Abrego
- Department of Biological and Environmental Science, University of Jyväskylä, Jyväskylä, Finland.
- Department of Agricultural Sciences, University of Helsinki, Helsinki, Finland.
| | - Brendan Furneaux
- Department of Biological and Environmental Science, University of Jyväskylä, Jyväskylä, Finland
| | - Bess Hardwick
- Department of Agricultural Sciences, University of Helsinki, Helsinki, Finland
| | - Panu Somervuo
- Organismal and Evolutionary Biology Research Programme, Faculty of Biological and Environmental Sciences, University of Helsinki, Helsinki, Finland
| | - Isabella Palorinne
- Department of Agricultural Sciences, University of Helsinki, Helsinki, Finland
| | | | - Nigel R Andrew
- Natural History Museum, University of New England, Armidale, New South Wales, Australia
- Faculty of Science and Engineering, Southern Cross University, Northern Rivers, New South Wales, Australia
| | | | - Tan Bao
- Department of Biological Sciences, MacEwan University, Edmonton, Alberta, Canada
| | - Gisela Bazzano
- Centro de Zoología Aplicada, Facultad de Ciencias Exactas Físicas y Naturales, Universidad Nacional de Córdoba, Córdoba, Argentina
| | - Svetlana N Bondarchuk
- Sikhote-Alin State Nature Biosphere Reserve named after K. G. Abramov, Terney, Russia
| | - Timothy C Bonebrake
- School of Biological Sciences, The University of Hong Kong, Hong Kong SAR, China
| | - Georgina L Brennan
- Institute of Marine Sciences, Consejo Superior de Investigaciones Científicas (CSIC), Passeig Marítim de la Barceloneta, Barcelona, Spain
| | | | - Claus Bässler
- Department of Conservation Biology, Institute for Ecology, Evolution and Diversity, Faculty of Biological Sciences, Goethe-University Frankfurt, Frankfurt am Main, Germany
- Bavarian Forest National Park, Grafenau, Germany
- Bayreuth Center of Ecology and Environmental Research (BayCEER), University of Bayreuth, Bayreuth, Germany
| | - Luciano Cagnolo
- Instituto Multidisciplinario de Biología Vegetal, Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Córdoba, Argentina
| | - Erin K Cameron
- Department of Environmental Science, Saint Mary's University, Halifax, Nova Scotia, Canada
| | - Elodie Chapurlat
- Department of Ecology, Swedish University of Agricultural Sciences (SLU), Uppsala, Sweden
| | - Simon Creer
- Molecular Ecology and Evolution at Bangor (MEEB), School of Biological Sciences, Bangor University, Bangor, Wales
| | - Luigi P D'Acqui
- Research Institute on Terrestrial Ecosystems - IRET, National Research Council - CNR and National Biodiversity Future Center, Palermo, Italy
| | - Natasha de Vere
- Natural History Museum of Denmark, University of Copenhagen, Copenhagen, Denmark
| | | | - Michel A K Dongmo
- School of Biological Sciences, The University of Hong Kong, Hong Kong SAR, China
- International Institute of Tropical Agriculture (IITA), Yaoundé, Cameroon
| | | | - Brian L Fisher
- Department of Entomology, California Academy of Sciences, San Francisco, CA, USA
- Madagascar Biodiversity Center, Parc Botanique et Zoologique de Tsimbazaza, Antananarivo, Madagascar
| | | | - Gregory S Gilbert
- Department of Environmental Studies, University of California Santa Cruz, Santa Cruz, CA, USA
| | - Gareth W Griffith
- Department of Life Sciences, Aberystwyth University, Aberystwyth, UK
| | - Anna A Gritsuk
- Sikhote-Alin State Nature Biosphere Reserve named after K. G. Abramov, Terney, Russia
| | - Andrin Gross
- Biodiversity and Conservation Biology Research Unit, SwissFungi Data Center, Swiss Federal Research Institute WSL, Birmensdorf, Switzerland
| | - Håkan Grudd
- Swedish Polar Research Secretariat, Abisko Scientific Research Station, Abisko, Sweden
| | - Panu Halme
- Department of Biological and Environmental Science, University of Jyväskylä, Jyväskylä, Finland
| | - Rachid Hanna
- Center for Tropical Research, Congo Basin Institute, University of California Los Angeles, Los Angeles, CA, USA
| | - Jannik Hansen
- Department of Ecoscience, Aarhus University, Roskilde, Denmark
| | | | - Apollon D M T Hegbe
- Research Unit in Tropical Mycology and Plant-Soil Fungi Interactions, Faculty of Agronomy, University of Parakou, Parakou, Republic of Benin
| | - Sarah Hill
- Natural History Museum, University of New England, Armidale, New South Wales, Australia
| | - Ian D Hogg
- Canadian High Arctic Research Station, Polar Knowledge Canada, Cambridge Bay, Nunavut, Canada
- Department of Integrative Biology, College of Biological Science, University of Guelph, Guelph, Ontario, Canada
- School of Science, University of Waikato, Hamilton, New Zealand
| | - Jenni Hultman
- Department of Microbiology, University of Helsinki, Helsinki, Finland
- Natural Resources Institute Finland (Luke), Helsinki, Finland
| | - Kevin D Hyde
- Center of Excellence in Fungal Research, Mae Fah Luang University, Chiang Rai, Thailand
| | - Nicole A Hynson
- Pacific Biosciences Research Center, University of Hawaii at Manoa, Honolulu, HI, USA
| | - Natalia Ivanova
- Centre for Biodiversity Genomics, University of Guelph, Guelph, Ontario, Canada
- Nature Metrics North America Ltd., Guelph, Ontario, Canada
| | - Petteri Karisto
- Plant Pathology Group, Institute of Integrative Biology, ETH Zurich, Zurich, Switzerland
- Plant Health, Natural Resources Institute Finland (Luke), Jokioinen, Finland
| | - Deirdre Kerdraon
- Department of Ecology, Swedish University of Agricultural Sciences (SLU), Uppsala, Sweden
| | - Anastasia Knorre
- Science Department, National Park Krasnoyarsk Stolby, Krasnoyarsk, Russia
- Institute of Ecology and Geography, Siberian Federal University, Krasnoyarsk, Russia
| | | | - Juri Kurhinen
- Organismal and Evolutionary Biology Research Programme, Faculty of Biological and Environmental Sciences, University of Helsinki, Helsinki, Finland
| | - Masha Kuzmina
- Centre for Biodiversity Genomics, University of Guelph, Guelph, Ontario, Canada
| | - Nicolas Lecomte
- Centre d'Études Nordiques and Canada Research Chair in Polar and Boreal Ecology, Department of Biology, Université de Moncton, Moncton, New Brunswick, Canada
| | - Erin Lecomte
- Centre d'Études Nordiques and Canada Research Chair in Polar and Boreal Ecology, Department of Biology, Université de Moncton, Moncton, New Brunswick, Canada
| | - Viviana Loaiza
- Department of Evolutionary Biology and Environmental Sciences, University of Zürich, Zurich, Switzerland
| | - Erik Lundin
- Swedish Polar Research Secretariat, Abisko Scientific Research Station, Abisko, Sweden
| | - Alexander Meire
- Swedish Polar Research Secretariat, Abisko Scientific Research Station, Abisko, Sweden
| | - Armin Mešić
- Laboratory for Biological Diversity, Rudjer Boskovic Institute, Zagreb, Croatia
| | - Otto Miettinen
- Finnish Museum of Natural History, University of Helsinki, Helsinki, Finland
| | - Norman Monkhouse
- Centre for Biodiversity Genomics, University of Guelph, Guelph, Ontario, Canada
| | - Peter Mortimer
- Centre for Mountain Futures, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, China
| | - Jörg Müller
- Bavarian Forest National Park, Grafenau, Germany
- Department of Conservation Biology and Forest Ecology, Julius Maximilians University Würzburg, Rauhenebrach, Germany
| | - R Henrik Nilsson
- Department of Biological and Environmental Sciences, Gothenburg Global Biodiversity Centre, University of Gothenburg, Gothenburg, Sweden
| | - Puani Yannick C Nonti
- Research Unit in Tropical Mycology and Plant-Soil Fungi Interactions, Faculty of Agronomy, University of Parakou, Parakou, Republic of Benin
| | - Jenni Nordén
- Norwegian Institute for Nature Research (NINA), Oslo, Norway
| | - Björn Nordén
- Norwegian Institute for Nature Research (NINA), Oslo, Norway
| | - Veera Norros
- Nature Solutions, Finnish Environment Institute (Syke), Helsinki, Finland
| | - Claudia Paz
- Department of Biodiversity, Institute of Biosciences, São Paulo State University, Rio Claro, Brazil
- Department of Entomology and Acarology, Laboratory of Pathology and Microbial Control, University of São Paulo, Piracicaba, Brazil
| | - Petri Pellikka
- Department of Geosciences and Geography, Faculty of Science, University of Helsinki, Helsinki, Finland
- State Key Laboratory for Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, China
- Wangari Maathai Institute for Environmental and Peace Studies, University of Nairobi, Kangemi, Kenya
| | - Danilo Pereira
- Plant Pathology Group, Institute of Integrative Biology, ETH Zurich, Zurich, Switzerland
- Laboratory of Biochemistry, Wageningen University, Wageningen, the Netherlands
| | - Geoff Petch
- School of Science and the Environment, University of Worcester, Worcester, UK
| | | | - Flavius Popa
- Department of Ecosystem Monitoring, Research & Conservation, Black Forest National Park, Bad Peterstal-Griesbach, Germany
| | - Caitlin Potter
- Department of Life Sciences, Aberystwyth University, Aberystwyth, UK
| | - Jenna Purhonen
- Department of Biological and Environmental Science, University of Jyväskylä, Jyväskylä, Finland
- School of Resource Wisdom, University of Jyväskylä, Jyväskylä, Finland
| | - Sanna Pätsi
- Biodiversity Unit, University of Turku, Turku, Finland
| | - Abdullah Rafiq
- Molecular Ecology and Evolution at Bangor (MEEB), School of Biological Sciences, Bangor University, Bangor, Wales
| | - Dimby Raharinjanahary
- Madagascar Biodiversity Center, Parc Botanique et Zoologique de Tsimbazaza, Antananarivo, Madagascar
| | - Niklas Rakos
- Swedish Polar Research Secretariat, Abisko Scientific Research Station, Abisko, Sweden
| | - Achala R Rathnayaka
- Center of Excellence in Fungal Research, Mae Fah Luang University, Chiang Rai, Thailand
- School of Science, Mae Fah Luang University, Chiang Rai, Thailand
| | | | - Yury A Rebriev
- Southern Scientific Center of the Russian Academy of Sciences, Rostov-on-Don, Russia
| | - Jouko Rikkinen
- Organismal and Evolutionary Biology Research Programme, Faculty of Biological and Environmental Sciences, University of Helsinki, Helsinki, Finland
- Finnish Museum of Natural History, University of Helsinki, Helsinki, Finland
| | - Hanna M K Rogers
- Department of Ecology, Swedish University of Agricultural Sciences (SLU), Uppsala, Sweden
| | - Andrey Rogovsky
- Science Department, National Park Krasnoyarsk Stolby, Krasnoyarsk, Russia
| | - Yuri Rozhkov
- State Nature Reserve Olekminsky, Olekminsk, Russia
| | - Kadri Runnel
- Mycology and Microbiology Center, University of Tartu, Tartu, Estonia
- Institute of Ecology and Earth Sciences, University of Tartu, Tartu, Estonia
| | - Annika Saarto
- Biodiversity Unit, University of Turku, Turku, Finland
| | - Anton Savchenko
- Institute of Ecology and Earth Sciences, University of Tartu, Tartu, Estonia
| | - Markus Schlegel
- Biodiversity and Conservation Biology Research Unit, SwissFungi Data Center, Swiss Federal Research Institute WSL, Birmensdorf, Switzerland
| | - Niels Martin Schmidt
- Department of Ecoscience, Aarhus University, Roskilde, Denmark
- Arctic Research Center, Aarhus University, Roskilde, Denmark
| | - Sebastian Seibold
- Forest Zoology, TUD Dresden University of Technology, Berchtesgaden, Germany
- Terrestrial Ecology Research Group, Department of Life Science Systems, School of Life Sciences, Technical University of Munich, Freising, Germany
| | - Carsten Skjøth
- School of Science and the Environment, University of Worcester, Worcester, UK
- Department of Environmental Science, Aarhus University, Roskilde, Denmark
| | - Elisa Stengel
- Field Station Fabrikschleichach, Department of Animal Ecology and Tropical Biology (Zoology III), Julius Maximilians University Würzburg, Rauhenebrach, Germany
| | - Svetlana V Sutyrina
- Sikhote-Alin State Nature Biosphere Reserve named after K. G. Abramov, Terney, Russia
| | - Ilkka Syvänperä
- Kevo Subarctic Research Institute, Biodiversity Unit, University of Turku, Utsjoki, Finland
| | - Leho Tedersoo
- Mycology and Microbiology Center, University of Tartu, Tartu, Estonia
- College of Science, King Saud University, Riyadh, Saudi Arabia
| | - Jebidiah Timm
- Institute of Arctic Biology, University of Alaska, Fairbanks, AK, USA
| | - Laura Tipton
- School of Natural Science and Mathematics, Chaminade University of Honolulu, Honolulu, HI, USA
| | - Hirokazu Toju
- Laboratory of Ecosystems and Coevolution, Graduate School of Biostudies, Kyoto University, Kyoto, Japan
- Center for Living Systems Information Science (CeLiSIS), Graduate School of Biostudies, Kyoto University, Kyoto, Japan
| | | | - Michelle van der Bank
- African Centre for DNA Barcoding (ACDB), University of Johannesburg, Auckland Park, South Africa
| | - F Herman van der Bank
- African Centre for DNA Barcoding (ACDB), University of Johannesburg, Auckland Park, South Africa
| | - Bryan Vandenbrink
- Canadian High Arctic Research Station, Polar Knowledge Canada, Cambridge Bay, Nunavut, Canada
| | - Stefano Ventura
- Research Institute on Terrestrial Ecosystems - IRET, National Research Council - CNR and National Biodiversity Future Center, Palermo, Italy
| | | | - Xiaoyang Wang
- State Key Laboratory of Genetic Resources and Evolution, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, China
| | - Wolfgang W Weisser
- Terrestrial Ecology Research Group, Department of Life Science Systems, School of Life Sciences, Technical University of Munich, Freising, Germany
| | - Subodini N Wijesinghe
- Center of Excellence in Fungal Research, Mae Fah Luang University, Chiang Rai, Thailand
- School of Science, Mae Fah Luang University, Chiang Rai, Thailand
| | | | - Chunyan Yang
- State Key Laboratory of Genetic Resources and Evolution, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, China
| | - Nourou S Yorou
- Research Unit in Tropical Mycology and Plant-Soil Fungi Interactions, Faculty of Agronomy, University of Parakou, Parakou, Republic of Benin
| | - Amanda Young
- Institute of Arctic Biology, University of Alaska, Fairbanks, AK, USA
| | - Douglas W Yu
- State Key Laboratory of Genetic Resources and Evolution, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, China
- School of Biological Sciences, University of East Anglia, Norwich, UK
- Yunnan Key Laboratory of Biodiversity and Ecological Security of Gaoligong Mountain, Kunming Institute of Zoology, Center of Excellence in Animal Evolution and Genetics, Chinese Academy of Sciences, Kunming, China
| | - Evgeny V Zakharov
- Department of Integrative Biology, College of Biological Science, University of Guelph, Guelph, Ontario, Canada
- Centre for Biodiversity Genomics, University of Guelph, Guelph, Ontario, Canada
| | - Paul D N Hebert
- Department of Integrative Biology, College of Biological Science, University of Guelph, Guelph, Ontario, Canada
- Centre for Biodiversity Genomics, University of Guelph, Guelph, Ontario, Canada
| | - Tomas Roslin
- Organismal and Evolutionary Biology Research Programme, Faculty of Biological and Environmental Sciences, University of Helsinki, Helsinki, Finland
- Department of Ecology, Swedish University of Agricultural Sciences (SLU), Uppsala, Sweden
| | - Otso Ovaskainen
- Department of Biological and Environmental Science, University of Jyväskylä, Jyväskylä, Finland
- Organismal and Evolutionary Biology Research Programme, Faculty of Biological and Environmental Sciences, University of Helsinki, Helsinki, Finland
- Centre for Biodiversity Dynamics, Department of Biology, Norwegian University of Science and Technology, Trondheim, Norway
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Picornell A, Rojo J, Trigo MM, Ruiz-Mata R, Lara B, Romero-Morte J, Serrano-García A, Pérez-Badia R, Gutiérrez-Bustillo M, Cervigón-Morales P, Ferencova Z, Morales-González J, Sánchez-Reyes E, Fuentes-Antón S, Sánchez-Sánchez J, Dávila I, Oteros J, Martínez-Bracero M, Galán C, García-Mozo H, Alcázar P, Fernández S, González-Alonso M, Robles E, de Zabalza AP, Ariño AH, Recio M. Environmental drivers of the seasonal exposure to airborne Alternaria spores in Spain. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 823:153596. [PMID: 35122844 DOI: 10.1016/j.scitotenv.2022.153596] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/16/2021] [Revised: 01/12/2022] [Accepted: 01/28/2022] [Indexed: 06/14/2023]
Abstract
Alternaria conidia have high allergenic potential and they can trigger important respiratory diseases. Due to that and to their extensive detection period, airborne Alternaria spores are considered as a relevant airborne allergenic particle. Several studies have been developed in order to predict the human exposure to this aeroallergen and to prevent their negative effects on sensitive population. These studies revealed that some sampling locations usually have just one single Alternaria spore season while other locations generally have two seasons within the same year. However, the reasons of these two different seasonal patterns remain unclear. To understand them better, the present study was carried out in order to determine if there are any weather conditions that influence these different behaviours at different sampling locations. With this purpose, the airborne Alternaria spore concentrations of 18 sampling locations in a wide range of latitudinal, altitudinal and climate ranges of Spain were studied. The aerobiological samples were obtained by means of Hirst-Type volumetric pollen traps, and the seasonality of the airborne Alternaria spores were analysed. The optimal weather conditions for spore production were studied, and the main weather factor affecting Alternaria spore seasonality were analysed by means of random forests and regression trees. The results showed that the temperature was the most relevant variable for the Alternaria spore dispersion and it influenced both the spore integrals and their seasonality. The water availability was also a very significant variable. Warmer sampling locations generally have a longer period of Alternaria spore detection. However, the spore production declines during the summer when the temperatures are extremely warm, what splits the favourable period for Alternaria spore production and dispersion into two separate ones, detected as two Alternaria spore seasons within the same year.
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Affiliation(s)
- Antonio Picornell
- Department of Botany and Plant Physiology, University of Malaga, Campus de Teatinos s/n, E-29071, Malaga, Spain.
| | - Jesús Rojo
- Department of Pharmacology, Pharmacognosy and Botany, Faculty of Pharmacy, Complutense University of Madrid, Madrid, Spain; University of Castilla-La Mancha, Institute of Environmental Sciences (Botany), Toledo, Spain
| | - M Mar Trigo
- Department of Botany and Plant Physiology, University of Malaga, Campus de Teatinos s/n, E-29071, Malaga, Spain
| | - Rocío Ruiz-Mata
- Department of Botany and Plant Physiology, University of Malaga, Campus de Teatinos s/n, E-29071, Malaga, Spain
| | - Beatriz Lara
- University of Castilla-La Mancha, Institute of Environmental Sciences (Botany), Toledo, Spain
| | - Jorge Romero-Morte
- University of Castilla-La Mancha, Institute of Environmental Sciences (Botany), Toledo, Spain
| | - Alicia Serrano-García
- University of Castilla-La Mancha, Institute of Environmental Sciences (Botany), Toledo, Spain
| | - Rosa Pérez-Badia
- University of Castilla-La Mancha, Institute of Environmental Sciences (Botany), Toledo, Spain
| | - Montserrat Gutiérrez-Bustillo
- Department of Pharmacology, Pharmacognosy and Botany, Faculty of Pharmacy, Complutense University of Madrid, Madrid, Spain
| | - Patricia Cervigón-Morales
- Department of Pharmacology, Pharmacognosy and Botany, Faculty of Pharmacy, Complutense University of Madrid, Madrid, Spain
| | - Zuzana Ferencova
- Department of Pharmacology, Pharmacognosy and Botany, Faculty of Pharmacy, Complutense University of Madrid, Madrid, Spain
| | - Julia Morales-González
- Department of Vegetal Biology and Ecology, Faculty of Pharmacy, University of Seville, Seville, Spain
| | - Estefanía Sánchez-Reyes
- Department of Botany and Plant Physiology, Faculty of Pharmacy, University of Salamanca, Licenciado Méndez Nieto s/n, 37007, Salamanca, Spain; Institute for Agribiotechnology Research (CIALE), Universidad de Salamanca, Río Duero 12, 37185 Villamayor, Salamanca, Spain
| | - Sergio Fuentes-Antón
- Department of Mathematics and Science Education, Universidad de Salamanca, Paseo de Canalejas 169, 37008, Salamanca, Spain
| | - José Sánchez-Sánchez
- Department of Botany and Plant Physiology, Faculty of Pharmacy, University of Salamanca, Licenciado Méndez Nieto s/n, 37007, Salamanca, Spain; Institute for Agribiotechnology Research (CIALE), Universidad de Salamanca, Río Duero 12, 37185 Villamayor, Salamanca, Spain
| | - Ignacio Dávila
- Department of Biomedical and Diagnostic Sciences, Faculty of Medicine, Universidad de Salamanca, Alfonso X El Sabio s/n, 37007, Salamanca, Spain; Servicio de Alergia, Hospital Universitario de Salamanca, Salamanca, Spain; Instituto de Investigación Biomédica de Salamanca, Salamanca, Spain
| | - Jose Oteros
- Department of Botany, Ecology and Plant Physiology, Agrifood Campus of International Excellence CeiA3, University of Cordoba, Cordoba, Spain; Andalusian Inter-University Institute for Earth System IISTA, University of Cordoba, Spain
| | - Moisés Martínez-Bracero
- Department of Botany, Ecology and Plant Physiology, Agrifood Campus of International Excellence CeiA3, University of Cordoba, Cordoba, Spain; Andalusian Inter-University Institute for Earth System IISTA, University of Cordoba, Spain; School of Chemical and Pharmaceutical Sciences, Technological University Dublin, Dublin, Ireland
| | - Carmen Galán
- Department of Botany, Ecology and Plant Physiology, Agrifood Campus of International Excellence CeiA3, University of Cordoba, Cordoba, Spain; Andalusian Inter-University Institute for Earth System IISTA, University of Cordoba, Spain
| | - Herminia García-Mozo
- Department of Botany, Ecology and Plant Physiology, Agrifood Campus of International Excellence CeiA3, University of Cordoba, Cordoba, Spain; Andalusian Inter-University Institute for Earth System IISTA, University of Cordoba, Spain
| | - Purificación Alcázar
- Department of Botany, Ecology and Plant Physiology, Agrifood Campus of International Excellence CeiA3, University of Cordoba, Cordoba, Spain; Andalusian Inter-University Institute for Earth System IISTA, University of Cordoba, Spain
| | - Santiago Fernández
- Department of Construction, Polythecnic School, University of Extremadura, Extremadura, Spain
| | | | - Estrella Robles
- Department of Environmental Biology, University of Navarra, Navarra, Spain
| | | | - Arturo H Ariño
- Department of Environmental Biology, University of Navarra, Navarra, Spain
| | - Marta Recio
- Department of Botany and Plant Physiology, University of Malaga, Campus de Teatinos s/n, E-29071, Malaga, Spain
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Collado E, Bonet JA, Camarero JJ, Egli S, Peter M, Salo K, Martínez-Peña F, Ohenoja E, Martín-Pinto P, Primicia I, Büntgen U, Kurttila M, Oria-de-Rueda JA, Martínez-de-Aragón J, Miina J, de-Miguel S. Mushroom productivity trends in relation to tree growth and climate across different European forest biomes. THE SCIENCE OF THE TOTAL ENVIRONMENT 2019; 689:602-615. [PMID: 31279206 DOI: 10.1016/j.scitotenv.2019.06.471] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/29/2019] [Revised: 06/26/2019] [Accepted: 06/27/2019] [Indexed: 06/09/2023]
Abstract
Although it is logical to think that mycorrhizal mushroom production should be somehow related to the growth of the trees from which the fungi obtain carbohydrates, little is known about how mushroom yield patterns are related to tree performance. In this study, we delved into the understanding of the relationships between aboveground fungal productivity, tree radial growth patterns and climatic conditions across three latitudinally different bioclimatic regions encompassing Mediterranean, temperate and boreal forest ecosystems in Europe. For this purpose, we used a large assemblage of long-term data of weekly or biweekly mushroom yield monitoring in Spain, Switzerland and Finland. We analysed the relationships between annual mushroom yield (considering both biomass and number of sporocarps per unit area), tree ring features (tree ring, earlywood and latewood widths), and meteorological conditions (i.e. precipitation and temperature of summer and autumn) from different study sites and forest ecosystems, using both standard and partial correlations. Moreover, we fitted predictive models to estimate mushroom yield from mycorrhizal and saprotrophic fungal guilds based on climatic and dendrochronological variables. Significant synchronies between mushroom yield and climatic and dendrochronological variables were mostly found in drier Mediterranean sites, while few or no significant correlations were found in the boreal and temperate regions. We observed positive correlations between latewood growth and mycorrhizal mushroom biomass only in some Mediterranean sites, this relationship being mainly mediated by summer and autumn precipitation. Under more water-limited conditions, both the seasonal wood production and the mushroom yield are more sensitive to precipitation events, resulting in higher synchrony between both variables. This comparative study across diverse European forest biomes and types provides new insights into the relationship between mushroom productivity, tree growth and weather conditions.
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Affiliation(s)
- E Collado
- Joint Research Unit CTFC - AGROTECNIO, Av. Alcalde Rovira Roure 191, E-25198 Lleida, Spain; Department of Crop and Forest Sciences, University of Lleida, Av. Alcalde Rovira Roure 191, E-25198 Lleida, Spain.
| | - J A Bonet
- Joint Research Unit CTFC - AGROTECNIO, Av. Alcalde Rovira Roure 191, E-25198 Lleida, Spain; Department of Crop and Forest Sciences, University of Lleida, Av. Alcalde Rovira Roure 191, E-25198 Lleida, Spain
| | - J J Camarero
- Instituto Pirenaico de Ecología (IPE-CSIC), Avda. Montañana 1005, 50192 Zaragoza, Spain
| | - S Egli
- Swiss Federal Research Institute WSL, Zurcherstrasse 111, 8903 Birmensdorf, Switzerland
| | - M Peter
- Swiss Federal Research Institute WSL, Zurcherstrasse 111, 8903 Birmensdorf, Switzerland
| | - K Salo
- Natural Resources Institute Finland (Luke), Yliopistokatu 6, FI-80100 Joensuu, Finland
| | - F Martínez-Peña
- European Mycological Institute EGTC-EMI, 42003 Soria, Spain; Agrifood Research and Technology Centre of Aragon CITA, Montañana 930, 50059 Zaragoza, Spain
| | - E Ohenoja
- Biodiversity Unit/Botanical Museum, P.O.B. 3000, FI-90014, University of Oulu, Finland
| | - P Martín-Pinto
- Instituto Universitario de Gestión Forestal Sostenible (UVA-INIA), Avda. Madrid, s/n, E-34004 Palencia, Spain; Escuela Técnica Superior de Ingenierías Agrarias de Palencia (ETSIIA), Universidad de Valladolid (UVA), Avda. Madrid, s/n, E-34004 Palencia, Spain
| | - I Primicia
- Instituto Pirenaico de Ecología (IPE-CSIC), Avda. Montañana 1005, 50192 Zaragoza, Spain
| | - U Büntgen
- Swiss Federal Research Institute WSL, Zurcherstrasse 111, 8903 Birmensdorf, Switzerland; Department of Geography, University of Cambridge, Downing Place, Cambridge CB2 3EN, UK; Global Change Research Centre and Masaryk University Brno, Bělidla 986/4a, 61300 Brno, Czech Republic
| | - M Kurttila
- Natural Resources Institute Finland (Luke), Yliopistokatu 6, FI-80100 Joensuu, Finland
| | - J A Oria-de-Rueda
- Instituto Universitario de Gestión Forestal Sostenible (UVA-INIA), Avda. Madrid, s/n, E-34004 Palencia, Spain; Escuela Técnica Superior de Ingenierías Agrarias de Palencia (ETSIIA), Universidad de Valladolid (UVA), Avda. Madrid, s/n, E-34004 Palencia, Spain
| | - J Martínez-de-Aragón
- Joint Research Unit CTFC - AGROTECNIO, Av. Alcalde Rovira Roure 191, E-25198 Lleida, Spain
| | - J Miina
- Natural Resources Institute Finland (Luke), Yliopistokatu 6, FI-80100 Joensuu, Finland
| | - S de-Miguel
- Joint Research Unit CTFC - AGROTECNIO, Av. Alcalde Rovira Roure 191, E-25198 Lleida, Spain; Department of Crop and Forest Sciences, University of Lleida, Av. Alcalde Rovira Roure 191, E-25198 Lleida, Spain
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