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Löfroth T, Merinero S, Johansson J, Nordström EM, Sahlström E, Sjögren J, Ranius T. "Land-sparing benefits biodiversity while land-sharing benefits ecosystem services": Stakeholders' perspectives on biodiversity conservation strategies in boreal forests. Ambio 2024; 53:20-33. [PMID: 37819440 PMCID: PMC10692042 DOI: 10.1007/s13280-023-01926-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/05/2022] [Revised: 04/19/2023] [Accepted: 08/23/2023] [Indexed: 10/13/2023]
Abstract
Biodiversity conservation and economic profit from forests can be combined by various land-sparing and land-sharing approaches. Using a semi-structured survey, we evaluated support for scenarios representing contrasting conservation strategies in a managed boreal forest landscape. Land-sparing approaches were supported by the conservation organisation, regional administrations and the forest company, mainly motivated by the benefit for biodiversity based on ecological theory. Land-sharing approaches were supported by one recreational organisation, some municipalities and the forest owners' association, mainly motivated by the delivery of ecosystem services. Stakeholder groups using certain ecosystem services had motivations that we related to an anthropocentric mindset, while others focused more on species conservation, which can be related both to an anthropocentric or an ecocentric mindsets. Forest conservation planning should consider stakeholders' preferences to handle land-use conflicts. Since reaching consensus among multiple stakeholders seems unfeasible, a combination of land-sparing and land-sharing approaches is probably the best compromise.
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Affiliation(s)
- Therese Löfroth
- Department of Wildlife, Fish and Environmental Studies, Swedish University of Agricultural Sciences, 901 83, Umeå, Sweden.
| | - Sonia Merinero
- Departamento de Biología y Geología, Física y Química Inorgánica, Universidad Rey Juan Carlos, C/Tulipán s/n, 28933, Móstoles, Spain
| | - Johanna Johansson
- School of Natural Sciences, Technology and Environmental Studies, Södertörn University, 141 89, Huddinge, Sweden
| | - Eva-Maria Nordström
- Department of Forest Resource Management, Swedish University of Agricultural Sciences, 901 83, Umeå, Sweden
| | - Emma Sahlström
- Department of Urban and Rural Development, Swedish University of Agricultural Sciences, Box 7012, 750 07, Uppsala, Sweden
| | - Jörgen Sjögren
- Department of Wildlife, Fish and Environmental Studies, Swedish University of Agricultural Sciences, 901 83, Umeå, Sweden
| | - Thomas Ranius
- Department of Ecology, Swedish University of Agricultural Sciences, Box 7044, 750 07, Uppsala, Sweden
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2
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Christiansen DM, Römer G, Dahlgren JP, Borg M, Jones OR, Merinero S, Hylander K, Ehrlén J. High-resolution data are necessary to understand the effects of climate on plant population dynamics of a forest herb. Ecology 2024; 105:e4191. [PMID: 37878669 DOI: 10.1002/ecy.4191] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/30/2023] [Revised: 08/04/2023] [Accepted: 09/19/2023] [Indexed: 10/27/2023]
Abstract
Climate is assumed to strongly influence species distribution and abundance. Although the performance of many organisms is influenced by the climate in their immediate proximity, the climate data used to model their distributions often have a coarse spatial resolution. This is problematic because the local climate experienced by individuals might deviate substantially from the regional average. This problem is likely to be particularly important for sessile organisms like plants and in environments where small-scale variation in climate is large. To quantify the effect of local temperature on vital rates and population growth rates, we used temperature values measured at the local scale (in situ logger measures) and integral projection models with demographic data from 37 populations of the forest herb Lathyrus vernus across a wide latitudinal gradient in Sweden. To assess how the spatial resolution of temperature data influences assessments of climate effects, we compared effects from models using local data with models using regionally aggregated temperature data at several spatial resolutions (≥1 km). Using local temperature data, we found that spring frost reduced the asymptotic population growth rate in the first of two annual transitions and influenced survival in both transitions. Only one of the four regional estimates showed a similar negative effect of spring frost on population growth rate. Our results for a perennial forest herb show that analyses using regionally aggregated data often fail to identify the effects of climate on population dynamics. This emphasizes the importance of using organism-relevant estimates of climate when examining effects on individual performance and population dynamics, as well as when modeling species distributions. For sessile organisms that experience the environment over small spatial scales, this will require climate data at high spatial resolutions.
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Affiliation(s)
- Ditte M Christiansen
- Department of Ecology, Environment and Plant Sciences, Stockholm University, Stockholm, Sweden
- Bolin Centre for Climate Research, Stockholm University, Stockholm, Sweden
| | - Gesa Römer
- Interdisciplinary Centre on Population Dynamics (CPop), University of Southern Denmark, Odense M, Denmark
- Department of Biology, University of Southern Denmark, Odense M, Denmark
| | - Johan P Dahlgren
- Interdisciplinary Centre on Population Dynamics (CPop), University of Southern Denmark, Odense M, Denmark
- Department of Biology, University of Southern Denmark, Odense M, Denmark
| | - Malin Borg
- Department of Ecology, Environment and Plant Sciences, Stockholm University, Stockholm, Sweden
| | - Owen R Jones
- Interdisciplinary Centre on Population Dynamics (CPop), University of Southern Denmark, Odense M, Denmark
- Department of Biology, University of Southern Denmark, Odense M, Denmark
| | - Sonia Merinero
- Department of Ecology, Environment and Plant Sciences, Stockholm University, Stockholm, Sweden
- Bolin Centre for Climate Research, Stockholm University, Stockholm, Sweden
| | - Kristoffer Hylander
- Department of Ecology, Environment and Plant Sciences, Stockholm University, Stockholm, Sweden
- Bolin Centre for Climate Research, Stockholm University, Stockholm, Sweden
| | - Johan Ehrlén
- Department of Ecology, Environment and Plant Sciences, Stockholm University, Stockholm, Sweden
- Bolin Centre for Climate Research, Stockholm University, Stockholm, Sweden
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3
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Haesen S, Lembrechts JJ, De Frenne P, Lenoir J, Aalto J, Ashcroft MB, Kopecký M, Luoto M, Maclean I, Nijs I, Niittynen P, van den Hoogen J, Arriga N, Brůna J, Buchmann N, Čiliak M, Collalti A, De Lombaerde E, Descombes P, Gharun M, Goded I, Govaert S, Greiser C, Grelle A, Gruening C, Hederová L, Hylander K, Kreyling J, Kruijt B, Macek M, Máliš F, Man M, Manca G, Matula R, Meeussen C, Merinero S, Minerbi S, Montagnani L, Muffler L, Ogaya R, Penuelas J, Plichta R, Portillo-Estrada M, Schmeddes J, Shekhar A, Spicher F, Ujházyová M, Vangansbeke P, Weigel R, Wild J, Zellweger F, Van Meerbeek K. ForestClim-Bioclimatic variables for microclimate temperatures of European forests. Glob Chang Biol 2023; 29:2886-2892. [PMID: 37128754 DOI: 10.1111/gcb.16678] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/22/2023] [Accepted: 03/01/2023] [Indexed: 05/03/2023]
Abstract
Microclimate research gained renewed interest over the last decade and its importance for many ecological processes is increasingly being recognized. Consequently, the call for high-resolution microclimatic temperature grids across broad spatial extents is becoming more pressing to improve ecological models. Here, we provide a new set of open-access bioclimatic variables for microclimate temperatures of European forests at 25 × 25 m2 resolution.
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Affiliation(s)
- Stef Haesen
- Department of Earth and Environmental Sciences, KU Leuven, 3001, Leuven, Celestijnenlaan 200E, Belgium
- KU Leuven Plant Institute, KU Leuven, Leuven, Belgium
| | - Jonas J Lembrechts
- Research Group PLECO (Plants and Ecosystems), University of Antwerp, 2610, Wilrijk, Belgium
| | - Pieter De Frenne
- Forest and Nature Lab, Department of Environment, Ghent University, Geraardsbergsesteenweg 267, 9090, Melle-Gontrode, Belgium
| | - Jonathan Lenoir
- UMR CNRS 7058 'Ecologie et Dynamique des Systèmes Anthropisés' (EDYSAN), Université de Picardie Jules Verne, Amiens, France
| | - Juha Aalto
- Finnish Meteorological Institute, P.O. Box 503, FI-00101, Helsinki, Finland
- Department of Geosciences and Geography, University of Helsinki, Gustaf Hällströmin katu 2a, FIN-00014, Helsinki, Finland
| | - Michael B Ashcroft
- Centre for Sustainable Ecosystem Solutions, School of Biological Sciences, University of Wollongong, Wollongong, Australia
| | - Martin Kopecký
- Institute of Botany of the Czech Academy of Sciences, Zámek 1, CZ-25243, Průhonice, Czech Republic
- Faculty of Forestry and Wood Sciences, Czech University of Life Sciences Prague, Kamýcká 129, Prague 6 - Suchdol, CZ-165 21, Czech Republic
| | - Miska Luoto
- Department of Geosciences and Geography, University of Helsinki, Gustaf Hällströmin katu 2a, FIN-00014, Helsinki, Finland
| | - Ilya Maclean
- Environment and Sustainability Institute, University of Exeter, Penryn Campus, Penryn, TR10 9FE, UK
| | - Ivan Nijs
- Research Group PLECO (Plants and Ecosystems), University of Antwerp, 2610, Wilrijk, Belgium
| | - Pekka Niittynen
- Department of Geosciences and Geography, University of Helsinki, Gustaf Hällströmin katu 2a, FIN-00014, Helsinki, Finland
| | - Johan van den Hoogen
- Department of Environmental Systems Science, ETH Zurich, Universitaetstrasse 2, 8092, Zurich, Switzerland
| | - Nicola Arriga
- European Commission, Joint Research Centre (JRC), Ispra, Italy
| | - Josef Brůna
- Institute of Botany of the Czech Academy of Sciences, Zámek 1, CZ-25243, Průhonice, Czech Republic
| | - Nina Buchmann
- Department of Environmental Systems Science, ETH Zurich, Universitaetstrasse 2, 8092, Zurich, Switzerland
| | - Marek Čiliak
- Faculty of Ecology and Environmental Sciences, Technical University in Zvolen, T.G. Masaryka 24, 960 01, Zvolen, Slovakia
| | - Alessio Collalti
- Institute for Agriculture and Forestry Systems in the Mediterranean, National Research Council of Italy (CNR-ISAFOM), Perugia, Italy
| | - Emiel De Lombaerde
- Forest and Nature Lab, Department of Environment, Ghent University, Geraardsbergsesteenweg 267, 9090, Melle-Gontrode, Belgium
| | - Patrice Descombes
- Department of Ecology and Evolution, University of Lausanne, 1015, Lausanne, Switzerland
- Musée et Jardins Botaniques Cantonaux, 1007, Lausanne, Switzerland
| | - Mana Gharun
- Department of Environmental Systems Science, ETH Zurich, Universitaetstrasse 2, 8092, Zurich, Switzerland
- Institute of Landscape Ecology, University of Münster, Münster, Germany
| | - Ignacio Goded
- European Commission, Joint Research Centre (JRC), Ispra, Italy
| | - Sanne Govaert
- Forest and Nature Lab, Department of Environment, Ghent University, Geraardsbergsesteenweg 267, 9090, Melle-Gontrode, Belgium
| | - Caroline Greiser
- Department of Physical Geography and Bolin Centre for Climate Research, Stockholm University, 106 91, Stockholm, Sweden
| | - Achim Grelle
- Department of Forestry and Wood Technology, Linnaeus University, Växjö, 351 95, Sweden
| | | | - Lucia Hederová
- Institute of Botany of the Czech Academy of Sciences, Zámek 1, CZ-25243, Průhonice, Czech Republic
| | - Kristoffer Hylander
- Department of Ecology, Environment and Plant Sciences and Bolin Centre for Climate Research, Stockholm University, 106 91, Stockholm, Sweden
| | - Jürgen Kreyling
- Experimental Plant Ecology, Institute of Botany and Landscape Ecology, University of Greifswald, D-17487, Greifswald, Germany
| | - Bart Kruijt
- Wageningen University and Research, Wageningen, The Netherlands
| | - Martin Macek
- Institute of Botany of the Czech Academy of Sciences, Zámek 1, CZ-25243, Průhonice, Czech Republic
| | - František Máliš
- Faculty of Forestry, Technical University in Zvolen, T.G. Masaryka 24, 960 01, Zvolen, Slovakia
| | - Matěj Man
- Institute of Botany of the Czech Academy of Sciences, Zámek 1, CZ-25243, Průhonice, Czech Republic
| | - Giovanni Manca
- European Commission, Joint Research Centre (JRC), Ispra, Italy
| | - Radim Matula
- Faculty of Forestry and Wood Sciences, Czech University of Life Sciences Prague, Kamýcká 129, Prague 6 - Suchdol, CZ-165 21, Czech Republic
| | - Camille Meeussen
- Forest and Nature Lab, Department of Environment, Ghent University, Geraardsbergsesteenweg 267, 9090, Melle-Gontrode, Belgium
| | - Sonia Merinero
- Department of Ecology, Environment and Plant Sciences and Bolin Centre for Climate Research, Stockholm University, 106 91, Stockholm, Sweden
- Departamento de Biología y Geología, Física y Química Inorgánica, Universidad Rey Juan Carlos, C/Tulipán s/n, Móstoles, 28933, Spain
| | - Stefano Minerbi
- Forest Services, Autonomous Province of Bolzano, 39100, Bolzano, Italy
| | - Leonardo Montagnani
- Forest Services, Autonomous Province of Bolzano, 39100, Bolzano, Italy
- Faculty of Science and Technology, Free University of Bolzano, 39100, Bolzano, Italy
| | - Lena Muffler
- Plant Ecology, Albrecht-von-Haller-Institute for Plant Sciences, Georg-August University of Goettingen, Untere Karspuele 2, 37073, Goettingen, Germany
| | - Romà Ogaya
- CSIC, Global Ecology Unit CREAF-CSIC-UAB, Bellaterra, 08193, Catalonia, Spain
- CREAF, Cerdanyola del Vallès, 08193, Catalonia, Spain
| | - Josep Penuelas
- CSIC, Global Ecology Unit CREAF-CSIC-UAB, Bellaterra, 08193, Catalonia, Spain
- CREAF, Cerdanyola del Vallès, 08193, Catalonia, Spain
| | - Roman Plichta
- Department of Forest Botany, Dendrology and Geobiocoenology, Mendel University in Brno, Brno, Czech Republic
| | | | - Jonas Schmeddes
- Experimental Plant Ecology, Institute of Botany and Landscape Ecology, University of Greifswald, D-17487, Greifswald, Germany
| | - Ankit Shekhar
- Department of Environmental Systems Science, ETH Zurich, Universitaetstrasse 2, 8092, Zurich, Switzerland
| | - Fabien Spicher
- UMR CNRS 7058 'Ecologie et Dynamique des Systèmes Anthropisés' (EDYSAN), Université de Picardie Jules Verne, Amiens, France
| | - Mariana Ujházyová
- Faculty of Ecology and Environmental Sciences, Technical University in Zvolen, T.G. Masaryka 24, 960 01, Zvolen, Slovakia
| | - Pieter Vangansbeke
- Forest and Nature Lab, Department of Environment, Ghent University, Geraardsbergsesteenweg 267, 9090, Melle-Gontrode, Belgium
| | - Robert Weigel
- Plant Ecology, Albrecht-von-Haller-Institute for Plant Sciences, Georg-August University of Goettingen, Untere Karspuele 2, 37073, Goettingen, Germany
| | - Jan Wild
- Institute of Botany of the Czech Academy of Sciences, Zámek 1, CZ-25243, Průhonice, Czech Republic
| | - Florian Zellweger
- Swiss Federal Institute for Forest, Snow and Landscape Research WSL, Birmensdorf, Switzerland
| | - Koenraad Van Meerbeek
- Department of Earth and Environmental Sciences, KU Leuven, 3001, Leuven, Celestijnenlaan 200E, Belgium
- KU Leuven Plant Institute, KU Leuven, Leuven, Belgium
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4
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Lembrechts JJ, van den Hoogen J, Aalto J, Ashcroft MB, De Frenne P, Kemppinen J, Kopecký M, Luoto M, Maclean IMD, Crowther TW, Bailey JJ, Haesen S, Klinges DH, Niittynen P, Scheffers BR, Van Meerbeek K, Aartsma P, Abdalaze O, Abedi M, Aerts R, Ahmadian N, Ahrends A, Alatalo JM, Alexander JM, Allonsius CN, Altman J, Ammann C, Andres C, Andrews C, Ardö J, Arriga N, Arzac A, Aschero V, Assis RL, Assmann JJ, Bader MY, Bahalkeh K, Barančok P, Barrio IC, Barros A, Barthel M, Basham EW, Bauters M, Bazzichetto M, Marchesini LB, Bell MC, Benavides JC, Benito Alonso JL, Berauer BJ, Bjerke JW, Björk RG, Björkman MP, Björnsdóttir K, Blonder B, Boeckx P, Boike J, Bokhorst S, Brum BNS, Brůna J, Buchmann N, Buysse P, Camargo JL, Campoe OC, Candan O, Canessa R, Cannone N, Carbognani M, Carnicer J, Casanova‐Katny A, Cesarz S, Chojnicki B, Choler P, Chown SL, Cifuentes EF, Čiliak M, Contador T, Convey P, Cooper EJ, Cremonese E, Curasi SR, Curtis R, Cutini M, Dahlberg CJ, Daskalova GN, de Pablo MA, Della Chiesa S, Dengler J, Deronde B, Descombes P, Di Cecco V, Di Musciano M, Dick J, Dimarco RD, Dolezal J, Dorrepaal E, Dušek J, Eisenhauer N, Eklundh L, Erickson TE, Erschbamer B, Eugster W, Ewers RM, Exton DA, Fanin N, Fazlioglu F, Feigenwinter I, Fenu G, Ferlian O, Fernández Calzado MR, Fernández‐Pascual E, Finckh M, Higgens RF, Forte TGW, Freeman EC, Frei ER, Fuentes‐Lillo E, García RA, García MB, Géron C, Gharun M, Ghosn D, Gigauri K, Gobin A, Goded I, Goeckede M, Gottschall F, Goulding K, Govaert S, Graae BJ, Greenwood S, Greiser C, Grelle A, Guénard B, Guglielmin M, Guillemot J, Haase P, Haider S, Halbritter AH, Hamid M, Hammerle A, Hampe A, Haugum SV, Hederová L, Heinesch B, Helfter C, Hepenstrick D, Herberich M, Herbst M, Hermanutz L, Hik DS, Hoffrén R, Homeier J, Hörtnagl L, Høye TT, Hrbacek F, Hylander K, Iwata H, Jackowicz‐Korczynski MA, Jactel H, Järveoja J, Jastrzębowski S, Jentsch A, Jiménez JJ, Jónsdóttir IS, Jucker T, Jump AS, Juszczak R, Kanka R, Kašpar V, Kazakis G, Kelly J, Khuroo AA, Klemedtsson L, Klisz M, Kljun N, Knohl A, Kobler J, Kollár J, Kotowska MM, Kovács B, Kreyling J, Lamprecht A, Lang SI, Larson C, Larson K, Laska K, le Maire G, Leihy RI, Lens L, Liljebladh B, Lohila A, Lorite J, Loubet B, Lynn J, Macek M, Mackenzie R, Magliulo E, Maier R, Malfasi F, Máliš F, Man M, Manca G, Manco A, Manise T, Manolaki P, Marciniak F, Matula R, Mazzolari AC, Medinets S, Medinets V, Meeussen C, Merinero S, Mesquita RDCG, Meusburger K, Meysman FJR, Michaletz ST, Milbau A, Moiseev D, Moiseev P, Mondoni A, Monfries R, Montagnani L, Moriana‐Armendariz M, Morra di Cella U, Mörsdorf M, Mosedale JR, Muffler L, Muñoz‐Rojas M, Myers JA, Myers‐Smith IH, Nagy L, Nardino M, Naujokaitis‐Lewis I, Newling E, Nicklas L, Niedrist G, Niessner A, Nilsson MB, Normand S, Nosetto MD, Nouvellon Y, Nuñez MA, Ogaya R, Ogée J, Okello J, Olejnik J, Olesen JE, Opedal ØH, Orsenigo S, Palaj A, Pampuch T, Panov AV, Pärtel M, Pastor A, Pauchard A, Pauli H, Pavelka M, Pearse WD, Peichl M, Pellissier L, Penczykowski RM, Penuelas J, Petit Bon M, Petraglia A, Phartyal SS, Phoenix GK, Pio C, Pitacco A, Pitteloud C, Plichta R, Porro F, Portillo‐Estrada M, Poulenard J, Poyatos R, Prokushkin AS, Puchalka R, Pușcaș M, Radujković D, Randall K, Ratier Backes A, Remmele S, Remmers W, Renault D, Risch AC, Rixen C, Robinson SA, Robroek BJM, Rocha AV, Rossi C, Rossi G, Roupsard O, Rubtsov AV, Saccone P, Sagot C, Sallo Bravo J, Santos CC, Sarneel JM, Scharnweber T, Schmeddes J, Schmidt M, Scholten T, Schuchardt M, Schwartz N, Scott T, Seeber J, Segalin de Andrade AC, Seipel T, Semenchuk P, Senior RA, Serra‐Diaz JM, Sewerniak P, Shekhar A, Sidenko NV, Siebicke L, Siegwart Collier L, Simpson E, Siqueira DP, Sitková Z, Six J, Smiljanic M, Smith SW, Smith‐Tripp S, Somers B, Sørensen MV, Souza JJLL, Souza BI, Souza Dias A, Spasojevic MJ, Speed JDM, Spicher F, Stanisci A, Steinbauer K, Steinbrecher R, Steinwandter M, Stemkovski M, Stephan JG, Stiegler C, Stoll S, Svátek M, Svoboda M, Tagesson T, Tanentzap AJ, Tanneberger F, Theurillat J, Thomas HJD, Thomas AD, Tielbörger K, Tomaselli M, Treier UA, Trouillier M, Turtureanu PD, Tutton R, Tyystjärvi VA, Ueyama M, Ujházy K, Ujházyová M, Uogintas D, Urban AV, Urban J, Urbaniak M, Ursu T, Vaccari FP, Van de Vondel S, van den Brink L, Van Geel M, Vandvik V, Vangansbeke P, Varlagin A, Veen GF, Veenendaal E, Venn SE, Verbeeck H, Verbrugggen E, Verheijen FGA, Villar L, Vitale L, Vittoz P, Vives‐Ingla M, von Oppen J, Walz J, Wang R, Wang Y, Way RG, Wedegärtner REM, Weigel R, Wild J, Wilkinson M, Wilmking M, Wingate L, Winkler M, Wipf S, Wohlfahrt G, Xenakis G, Yang Y, Yu Z, Yu K, Zellweger F, Zhang J, Zhang Z, Zhao P, Ziemblińska K, Zimmermann R, Zong S, Zyryanov VI, Nijs I, Lenoir J. Global maps of soil temperature. Glob Chang Biol 2022; 28:3110-3144. [PMID: 34967074 PMCID: PMC9303923 DOI: 10.1111/gcb.16060] [Citation(s) in RCA: 48] [Impact Index Per Article: 24.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/25/2021] [Accepted: 10/27/2021] [Indexed: 05/05/2023]
Abstract
Research in global change ecology relies heavily on global climatic grids derived from estimates of air temperature in open areas at around 2 m above the ground. These climatic grids do not reflect conditions below vegetation canopies and near the ground surface, where critical ecosystem functions occur and most terrestrial species reside. Here, we provide global maps of soil temperature and bioclimatic variables at a 1-km2 resolution for 0-5 and 5-15 cm soil depth. These maps were created by calculating the difference (i.e. offset) between in situ soil temperature measurements, based on time series from over 1200 1-km2 pixels (summarized from 8519 unique temperature sensors) across all the world's major terrestrial biomes, and coarse-grained air temperature estimates from ERA5-Land (an atmospheric reanalysis by the European Centre for Medium-Range Weather Forecasts). We show that mean annual soil temperature differs markedly from the corresponding gridded air temperature, by up to 10°C (mean = 3.0 ± 2.1°C), with substantial variation across biomes and seasons. Over the year, soils in cold and/or dry biomes are substantially warmer (+3.6 ± 2.3°C) than gridded air temperature, whereas soils in warm and humid environments are on average slightly cooler (-0.7 ± 2.3°C). The observed substantial and biome-specific offsets emphasize that the projected impacts of climate and climate change on near-surface biodiversity and ecosystem functioning are inaccurately assessed when air rather than soil temperature is used, especially in cold environments. The global soil-related bioclimatic variables provided here are an important step forward for any application in ecology and related disciplines. Nevertheless, we highlight the need to fill remaining geographic gaps by collecting more in situ measurements of microclimate conditions to further enhance the spatiotemporal resolution of global soil temperature products for ecological applications.
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Affiliation(s)
- Jonas J. Lembrechts
- Research Group PLECO (Plants and Ecosystems)University of AntwerpWilrijkBelgium
| | - Johan van den Hoogen
- Department of Environmental Systems ScienceInstitute of Integrative BiologyETH ZürichZürichSwitzerland
| | - Juha Aalto
- Finnish Meteorological InstituteHelsinkiFinland
- Department of Geosciences and GeographyUniversity of HelsinkiFinland
| | - Michael B. Ashcroft
- Centre for Sustainable Ecosystem Solutions, School of Earth, Atmospheric and Life SciencesUniversity of WollongongWollongongNew South WalesAustralia
- Australian MuseumSydneyAustralia
| | - Pieter De Frenne
- Forest & Nature LabDepartment of EnvironmentGhent UniversityMelle‐GontrodeBelgium
| | | | - Martin Kopecký
- Institute of Botany of the Czech Academy of SciencesPrůhoniceCzech Republic
- Faculty of Forestry and Wood SciencesCzech University of Life Sciences PraguePrague 6 ‐ SuchdolCzech Republic
| | - Miska Luoto
- Department of Geosciences and GeographyUniversity of HelsinkiFinland
| | - Ilya M. D. Maclean
- Environment and Sustainability InstituteUniversity of ExeterPenryn CampusPenrynUK
| | - Thomas W. Crowther
- Department of Environmental Systems ScienceInstitute of Integrative BiologyETH ZürichZürichSwitzerland
| | | | - Stef Haesen
- Department of Earth and Environmental SciencesKU LeuvenLeuvenBelgium
| | - David H. Klinges
- School of Natural Resources and EnvironmentUniversity of FloridaGainesvilleFloridaUSA
- Smithsonian Environmental Research CenterEdgewaterMarylandUSA
| | - Pekka Niittynen
- Department of Geosciences and GeographyUniversity of HelsinkiFinland
| | - Brett R. Scheffers
- Department of Wildlife Ecology and ConservationUniversity of FloridaGainesvilleFloridaUSA
| | | | - Peter Aartsma
- Department of Natural Sciences and Environmental HealthUniversity of South‐Eastern NorwayBøNorway
| | - Otar Abdalaze
- Alpine Ecosystems Research ProgramInstitute of EcologyIlia State UniversityTbilisiGeorgia
| | - Mehdi Abedi
- Department of Range ManagementFaculty of Natural Resources and Marine SciencesTarbiat Modares UniversityNoorIran
| | - Rien Aerts
- Department of Ecological ScienceVrije Universiteit AmsterdamThe Netherlands
| | - Negar Ahmadian
- Department of Range ManagementFaculty of Natural Resources and Marine SciencesTarbiat Modares UniversityNoorIran
| | | | | | - Jake M. Alexander
- Department of Environmental Systems ScienceInstitute of Integrative BiologyETH ZurichZürichSwitzerland
| | | | - Jan Altman
- Institute of Botany of the Czech Academy of SciencesPrůhoniceCzech Republic
- Faculty of Forestry and Wood SciencesCzech University of Life Sciences PraguePrague 6 ‐ SuchdolCzech Republic
| | - Christof Ammann
- Department of Agroecology and EnvironmentAgroscope Research InstituteZürichSwitzerland
| | - Christian Andres
- Department of Environmental Systems ScienceETH ZurichZurichSwitzerland
| | | | - Jonas Ardö
- Department of Physical Geography and Ecosystem ScienceLund UniversityLundSweden
| | - Nicola Arriga
- European CommissionJoint Research Centre (JRC)IspraItaly
| | | | - Valeria Aschero
- Facultad de Ciencias Exactas y NaturalesUniversidad Nacional de CuyoMendozaArgentina
- Instituto Argentino de NivologiáGlaciologiá y Ciencias Ambientales (IANIGLA)CONICETCCT‐MendozaMendozaArgentina
| | | | - Jakob Johann Assmann
- Center for Sustainable Landscapes Under Global ChangeDepartment of BiologyAarhus UniversityAarhus CDenmark
- Center for Biodiversity Dynamics in a Changing WorldDepartment of BiologyAarhus UniversityAarhus CDenmark
| | - Maaike Y. Bader
- Ecological Plant GeographyFaculty of GeographyUniversity of MarburgMarburgGermany
| | - Khadijeh Bahalkeh
- Department of Range ManagementFaculty of Natural Resources and Marine SciencesTarbiat Modares UniversityNoorIran
| | - Peter Barančok
- Institute of Landscape Ecology Slovak Academy of SciencesBratislavaSlovakia
| | - Isabel C. Barrio
- Faculty of Environmental and Forest SciencesAgricultural University of IcelandReykjavíkIceland
| | - Agustina Barros
- Instituto Argentino de NivologiáGlaciologiá y Ciencias Ambientales (IANIGLA)CONICETCCT‐MendozaMendozaArgentina
| | - Matti Barthel
- Department of Environmental Systems ScienceETH ZurichZurichSwitzerland
| | - Edmund W. Basham
- School of Natural Resources and EnvironmentUniversity of FloridaGainesvilleFloridaUSA
| | - Marijn Bauters
- Isotope Bioscience Laboratory ‐ ISOFYSGhent UniversityGentBelgium
| | - Manuele Bazzichetto
- Université de RennesCNRSEcoBio (Ecosystèmes, biodiversité, évolution) ‐ UMR 6553RennesFrance
| | - Luca Belelli Marchesini
- Department of Sustainable Agro‐ecosystems and Bioresources, Research and Innovation CentreFondazione Edmund MachSan Michele all’AdigeItaly
| | | | | | | | - Bernd J. Berauer
- Institute of Landscape and Plant EcologyDepartment of Plant EcologyUniversity of HohenheimStuttgartGermany
- Disturbance EcologyBayCEERUniversity of BayreuthBayreuthGermany
| | - Jarle W. Bjerke
- Norwegian Institute for Nature ResearchFRAM ‐ High North Research Centre for Climate and the EnvironmentTromsøNorway
| | - Robert G. Björk
- Department of Earth SciencesUniversity of GothenburgGothenburgSweden
- Gothenburg Global Biodiversity CentreGothenburgSweden
| | - Mats P. Björkman
- Department of Earth SciencesUniversity of GothenburgGothenburgSweden
- Gothenburg Global Biodiversity CentreGothenburgSweden
| | - Katrin Björnsdóttir
- Department of Biological and Environmental SciencesUniversity of GothenburgGothenburgSweden
| | - Benjamin Blonder
- Department of Environmental Science, Policy, and ManagementUniversity of CaliforniaBerkeleyCaliforniaUSA
| | - Pascal Boeckx
- Isotope Bioscience Laboratory ‐ ISOFYSGhent UniversityGentBelgium
| | - Julia Boike
- Alfred Wegener Institute Helmholtz Center for Polar and Marine ResearchTelegrafenberg A45PotsdamGermany
- Geography DepartmentHumboldt‐Universität zu BerlinGermany
| | - Stef Bokhorst
- Department of Ecological ScienceVrije Universiteit AmsterdamThe Netherlands
| | - Bárbara N. S. Brum
- Pós‐Graduação em Ciências de Florestas TropicaisInstituto Nacional de Pesquisas da AmazôniaManausBrasil
| | - Josef Brůna
- Institute of Botany of the Czech Academy of SciencesPrůhoniceCzech Republic
| | - Nina Buchmann
- Department of Environmental Systems ScienceETH ZurichZurichSwitzerland
| | - Pauline Buysse
- UMR ECOSYS INRAEUinversité Paris SaclayAgroParisTechFrance
| | - José Luís Camargo
- Biological Dynamics of Forest Fragments ProjectBDFFPInstituto Nacional de Pesquisas da AmazôniaManausBrazil
| | - Otávio C. Campoe
- Department of Forest SciencesFederal University of LavrasLavrasBrazil
| | - Onur Candan
- Faculty of Arts and SciencesDepartment of Molecular Biology and GeneticsOrdu UniversityOrduTurkey
| | - Rafaella Canessa
- Ecological Plant GeographyFaculty of GeographyUniversity of MarburgMarburgGermany
- Plant Ecology GroupDepartment of Evolution and EcologyUniversity of TübingenTübingenGermany
| | - Nicoletta Cannone
- Department of Science and High TechnologyInsubria UniversityComoItaly
| | - Michele Carbognani
- Department of Chemistry, Life Sciences and Environmental SustainabilityUniversity of ParmaParmaItaly
| | - Jofre Carnicer
- Department of Evolutionary Biology, Ecology and Environmental SciencesBiodiversity Research Institute (IRBio)University of BarcelonaBarcelonaSpain
- CREAFE08193 Bellaterra (Cerdanyola del Vallès)Spain
| | - Angélica Casanova‐Katny
- Laboratorio de Ecofisiología Vegetal y Cambio ClimáticoLaboratorio de Ecofisiología Vegetal y Cambio ClimáticoDepartamento de Ciencias Veterinarias y Salud PúblicaUniversidad Católica de TemucoCampus Luis Rivas del Canto and Núcleo de Estudios Ambientales (NEA)Facultad de Recursos NaturalesUniversidad Católica de TemucoTemucoChile
| | - Simone Cesarz
- German Centre for Integrative Biodiversity Research (iDiv) Halle‐Jena‐LeipzigLeipzigGermany
- Institute of BiologyLeipzig UniversityLeipzigGermany
| | - Bogdan Chojnicki
- Laboratory of BioclimatologyDepartment of Ecology and Environmental ProtectionPoznan University of Life SciencesPoznanPoland
| | - Philippe Choler
- Univ. Grenoble AlpesUniv. Savoie Mont BlancCNRSLECAGrenobleFrance
- Univ. Grenoble AlpesUniv. Savoie Mont BlancCNRSLTSER Zone Atelier AlpesGrenobleFrance
| | - Steven L. Chown
- Securing Antarctica's Environmental FutureSchool of Biological SciencesMonash UniversityMelbourneVictoriaAustralia
| | - Edgar F. Cifuentes
- Forest Ecology and Conservation GroupDepartment of Plant SciencesUniversity of CambridgeCambridgeUK
| | - Marek Čiliak
- Faculty of Ecology and Environmental SciencesTechnical University in ZvolenZvolenSlovakia
| | - Tamara Contador
- Millennium Institute Biodiversity of Antarctic and Subantarctic Ecosystems (BASE)University Austral of ChileValdiviaChile
- Cape Horn International Center (CHIC)Puerto WilliamsChile
| | - Peter Convey
- British Antarctic SurveyNERC, High CrossCambridgeUK
| | - Elisabeth J. Cooper
- Department of Arctic and Marine BiologyFaculty of Biosciences Fisheries and EconomicsUiT‐The Arctic University of NorwayTromsøNorway
| | - Edoardo Cremonese
- Climate Change UnitEnvironmental Protection Agency of Aosta ValleyItaly
| | - Salvatore R. Curasi
- Department of Biological SciencesUniversity of Notre DameNotre DameIndianaUSA
| | - Robin Curtis
- Environment and Sustainability InstituteUniversity of ExeterPenryn CampusPenrynUK
| | | | - C. Johan Dahlberg
- Department of EcologyEnvironment and Plant Sciences and Bolin Centre for Climate ResearchStockholm UniversityStockholmSweden
- The County Administrative Board of Västra GötalandGothenburgSweden
| | | | | | | | - Jürgen Dengler
- German Centre for Integrative Biodiversity Research (iDiv) Halle‐Jena‐LeipzigLeipzigGermany
- Vegetation EcologyInstitute of Natural Resource Sciences (IUNR)ZHAW Zurich University of Applied SciencesWädenswilSwitzerland
- Plant EcologyBayreuth Center of Ecology and Environmental Research (BayCEER)University of BayreuthBayreuthGermany
| | | | | | - Valter Di Cecco
- Majella Seed BankMajella National ParkColle MadonnaLama dei PeligniItaly
| | - Michele Di Musciano
- Department of Life, Health and Environmental SciencesUniversity of L'AquilaL'AquilaItaly
| | - Jan Dick
- UK Centre for Ecology and HydrologyPenicuikUK
| | - Romina D. Dimarco
- Grupo de Ecología de Poblaciones de InsectosIFAB (INTA ‐ CONICET)BarilocheArgentina
- Department of Biology and BiochemistryUniversity of HoustonHoustonTexasUSA
| | - Jiri Dolezal
- Institute of Botany of the Czech Academy of SciencesPrůhoniceCzech Republic
- Faculty of ScienceDepartment of BotanyUniversity of South BohemiaČeské BudějoviceCzech Republic
| | - Ellen Dorrepaal
- Climate Impacts Research CentreDepartment of Ecology and Environmental ScienceUmeå UniversityAbiskoSweden
| | - Jiří Dušek
- Global Change Research InstituteAcademy of Sciences of the Czech RepublicCzech Republic
| | - Nico Eisenhauer
- German Centre for Integrative Biodiversity Research (iDiv) Halle‐Jena‐LeipzigLeipzigGermany
- Institute of BiologyLeipzig UniversityLeipzigGermany
| | - Lars Eklundh
- Department of Physical Geography and Ecosystem ScienceLund UniversityLundSweden
| | - Todd E. Erickson
- School of Biological SciencesThe University of Western AustraliaCrawleyWestern AustraliaAustralia
- Kings Park ScienceDepartment of Biodiversity, Conservation and AttractionsKings ParkAustralia
| | - Brigitta Erschbamer
- Department of BotanyFaculty of BiologyUniversity of InnsbruckInnsbruckAustria
| | - Werner Eugster
- Department of Environmental Systems ScienceETH ZurichZurichSwitzerland
| | | | | | - Nicolas Fanin
- INRAEBordeaux Sciences AgroUMR 1391 ISPAVillenave d'OrnonFrance
| | - Fatih Fazlioglu
- Faculty of Arts and SciencesDepartment of Molecular Biology and GeneticsOrdu UniversityOrduTurkey
| | - Iris Feigenwinter
- Department of Environmental Systems ScienceETH ZurichZurichSwitzerland
| | - Giuseppe Fenu
- Department of Life and Environmental SciencesUniversity of CagliariCagliariItaly
| | - Olga Ferlian
- German Centre for Integrative Biodiversity Research (iDiv) Halle‐Jena‐LeipzigLeipzigGermany
- Institute of BiologyLeipzig UniversityLeipzigGermany
| | | | | | - Manfred Finckh
- Institute for Plant Science and MicrobiologyUniversity of HamburgHamburgGermany
| | | | - T'ai G. W. Forte
- Department of Chemistry, Life Sciences and Environmental SustainabilityUniversity of ParmaParmaItaly
| | - Erika C. Freeman
- Ecosystems and Global Change GroupDepartment of Plant SciencesUniversity of CambridgeCambridgeUK
| | - Esther R. Frei
- WSL Institute for Snow and Avalanche Research SLFDavos DorfSwitzerland
- Climate Change, Extremes and Natural Hazards in Alpine Regions Research Center CERCDavos DorfSwitzerland
- Swiss Federal Institute for Forest, Snow and Landscape Research WSLBirmensdorfSwitzerland
| | - Eduardo Fuentes‐Lillo
- Research Group PLECO (Plants and Ecosystems)University of AntwerpWilrijkBelgium
- Laboratorio de Invasiones Biológicas (LIB)Facultad de Ciencias ForestalesUniversidad de ConcepciónConcepciónChile
- School of Education and Social SciencesAdventist University of ChileChile
| | - Rafael A. García
- Laboratorio de Invasiones Biológicas (LIB)Facultad de Ciencias ForestalesUniversidad de ConcepciónConcepciónChile
- Instituto de Ecología y Biodiversidad (IEB)SantiagoChile
| | | | - Charly Géron
- Research Group PLECO (Plants and Ecosystems)University of AntwerpWilrijkBelgium
- Biodiversity and LandscapeTERRA Research CentreGembloux Agro‐Bio TechUniversity of LiègeGemblouxBelgium
| | - Mana Gharun
- Department of Environmental Systems ScienceETH ZurichZurichSwitzerland
| | - Dany Ghosn
- Department of Geo‐information in Environmental ManagementMediterranean Agronomic Institute of ChaniaChaniaGreece
| | - Khatuna Gigauri
- Department of Environmental Management and PolicyGeorgian Institute of Public AffairsTbilisiGeorgia
| | - Anne Gobin
- Flemish Institute for Technological ResearchMolBelgium
- Department of Earth and Environmental ScienceFaculty of BioScience EngineeringKULeuvenBelgium
| | - Ignacio Goded
- European CommissionJoint Research Centre (JRC)IspraItaly
| | - Mathias Goeckede
- Department of Biogeochemical SignalsMax Planck Institute for BiogeochemistryJenaGermany
| | - Felix Gottschall
- German Centre for Integrative Biodiversity Research (iDiv) Halle‐Jena‐LeipzigLeipzigGermany
- Institute of BiologyLeipzig UniversityLeipzigGermany
| | - Keith Goulding
- Sustainable Agricultural Sciences DepartmentRothamsted ResearchHarpendenUK
| | - Sanne Govaert
- Forest & Nature LabDepartment of EnvironmentGhent UniversityMelle‐GontrodeBelgium
| | - Bente Jessen Graae
- Department of BiologyNorwegian University of Science and TechnologyTrondheimNorway
| | - Sarah Greenwood
- Biodiversity, Wildlife and Ecosystem HealthBiomedical SciencesUniversity of EdinburghEdinburghUK
| | - Caroline Greiser
- Department of EcologyEnvironment and Plant Sciences and Bolin Centre for Climate ResearchStockholm UniversityStockholmSweden
| | - Achim Grelle
- Department of EcologySwedish University of Agricultural SciencesUppsalaSweden
| | - Benoit Guénard
- School of Biological SciencesThe University of Hong KongHong Kong SARChina
| | - Mauro Guglielmin
- Department of Theoretical and Applied SciencesInsubria UniversityVareseItaly
| | - Joannès Guillemot
- CIRAD, UMR Eco&SolsMontpellierFrance
- Eco&SolsUniv MontpellierCIRADINRAEIRDMontpellier SupAgroMontpellierFrance
| | - Peter Haase
- Senckenberg Research Institute and Natural History Museum FrankfurtGelnhausenGermany
- Faculty of BiologyUniversity of Duisburg‐EssenEssenGermany
| | - Sylvia Haider
- German Centre for Integrative Biodiversity Research (iDiv) Halle‐Jena‐LeipzigLeipzigGermany
- Institute of Biology / Geobotany and Botanical GardenMartin Luther University Halle‐WittenbergHalle (Saale)Germany
| | - Aud H. Halbritter
- Department of Biological Sciences and Bjerknes Centre for Climate ResearchUniversity of BergenBergenNorway
| | - Maroof Hamid
- Centre for Biodiversity and TaxonomyDepartment of BotanyUniversity of KashmirSrinagarIndia
| | - Albin Hammerle
- Department of EcologyUniversity of InnsbruckInnsbruckAustria
| | | | - Siri V. Haugum
- Department of Biological Sciences and Bjerknes Centre for Climate ResearchUniversity of BergenBergenNorway
- The Heathland CentreAlverNorway
| | - Lucia Hederová
- Institute of Botany of the Czech Academy of SciencesPrůhoniceCzech Republic
| | - Bernard Heinesch
- TERRA Teaching and Research CenterFaculty of Gembloux Agro‐Bio TechUniversity of LiegeGemblouxBelgium
| | | | - Daniel Hepenstrick
- Vegetation EcologyInstitute of Natural Resource SciencesZHAW Zurich University of Applied SciencesGrüentalSwitzerland
| | - Maximiliane Herberich
- Institute for BotanyUniversity of Natural Resources and Life Sciences Vienna (BOKU)ViennaAustria
| | - Mathias Herbst
- Centre for Agrometeorological Research (ZAMF)German Meteorological Service (DWD)BraunschweigGermany
| | - Luise Hermanutz
- Dept of BiologyMemorial UniversitySt. John'sNewfoundlandCanada
| | - David S. Hik
- Department of Biological SciencesSimon Fraser UniversityBurnabyBritish ColumbiaCanada
| | - Raúl Hoffrén
- Department of GeographyUniversity of ZaragozaZaragozaSpain
| | - Jürgen Homeier
- Faculty of Resource ManagementHAWK University of Applied Sciences and ArtsGöttingenGermany
- Plant EcologyAlbrecht‐von‐Haller‐Institute for Plant SciencesGeorg‐August University of GöttingenGöttingenGermany
| | - Lukas Hörtnagl
- Department of Environmental Systems ScienceETH ZurichZurichSwitzerland
| | - Toke T. Høye
- Department of Ecoscience and Arctic Research CentreAarhus UniversityRøndeDenmark
| | - Filip Hrbacek
- Department of GeographyFaculty of ScienceMasaryk UniversityBrnoCzech Republic
| | - Kristoffer Hylander
- Department of EcologyEnvironment and Plant Sciences and Bolin Centre for Climate ResearchStockholm UniversityStockholmSweden
| | - Hiroki Iwata
- Department of Environmental ScienceShinshu UniversityMatsumotoJapan
| | - Marcin Antoni Jackowicz‐Korczynski
- Department of Physical Geography and Ecosystem ScienceLund UniversityLundSweden
- Department of Ecoscience and Arctic Research CentreAarhus UniversityRoskildeDenmark
| | | | - Järvi Järveoja
- Department of Forest Ecology and ManagementSwedish University of Agricultural SciencesUmeåSweden
| | - Szymon Jastrzębowski
- Department of Silviculture and Forest Tree GeneticsForest Research InstituteRaszynPoland
| | - Anke Jentsch
- Disturbance EcologyBayCEERUniversity of BayreuthBayreuthGermany
- Bayreuth Center of Ecology and Environmental ResearchBayreuthGermany
| | - Juan J. Jiménez
- ARAID/IPE‐CSICPyrenean Institute of EcologyAvda. Llano de la VictoriaSpain
| | | | - Tommaso Jucker
- School of Biological SciencesUniversity of BristolBristolUK
| | - Alistair S. Jump
- Biological and Environmental SciencesFaculty of Natural SciencesUniversity of StirlingScotland
| | - Radoslaw Juszczak
- Laboratory of BioclimatologyDepartment of Ecology and Environmental ProtectionPoznan University of Life SciencesPoznanPoland
| | - Róbert Kanka
- Institute of Landscape Ecology Slovak Academy of SciencesBratislavaSlovakia
| | - Vít Kašpar
- Institute of Botany of the Czech Academy of SciencesPrůhoniceCzech Republic
- Faculty of Environmental SciencesCzech University of Life Sciences PraguePrague 6 ‐ SuchdolCzech Republic
| | - George Kazakis
- Department of Geo‐information in Environmental ManagementMediterranean Agronomic Institute of ChaniaChaniaGreece
| | - Julia Kelly
- Centre for Environmental and Climate ScienceLund UniversityLundSweden
| | - Anzar A. Khuroo
- Centre for Biodiversity and TaxonomyDepartment of BotanyUniversity of KashmirSrinagarIndia
| | - Leif Klemedtsson
- Department of Earth SciencesUniversity of GothenburgGothenburgSweden
| | - Marcin Klisz
- Department of Silviculture and Forest Tree GeneticsForest Research InstituteRaszynPoland
| | - Natascha Kljun
- Centre for Environmental and Climate ScienceLund UniversityLundSweden
| | | | | | - Jozef Kollár
- Institute of Landscape Ecology Slovak Academy of SciencesBratislavaSlovakia
| | - Martyna M. Kotowska
- Plant EcologyAlbrecht‐von‐Haller‐Institute for Plant SciencesGeorg‐August University of GöttingenGöttingenGermany
| | - Bence Kovács
- Centre for Ecological ResearchInstitute of Ecology and BotanyVácrátótHungary
| | - Juergen Kreyling
- Experimental Plant EcologyInstitute of Botany and Landscape EcologyUniversity of GreifswaldGreifswaldGermany
| | - Andrea Lamprecht
- GLORIA CoordinationInstitute for Interdisciplinary Mountain ResearchAustrian Academy of Sciences (ÖAW) & Department of Integrative Biology and Biodiversity ResearchUniversity of Natural Resources and Life SciencesViennaAustria
| | - Simone I. Lang
- Department of Arctic BiologyThe University Centre in Svalbard (UNIS)Longyearbyen, SvalbardNorway
| | - Christian Larson
- Department of Land Resources and Environmental SciencesMontana State UniversityBozemanMontanaUSA
| | - Keith Larson
- Climate Impacts Research CentreDepartment of Ecology and Environmental SciencesUmeå UniversityAbiskoSweden
| | - Kamil Laska
- Department of GeographyFaculty of ScienceMasaryk UniversityBrnoCzech Republic
- Centre for Polar EcologyFaculty of ScienceUniversity of South BohemiaČeské BudějoviceCzech Republic
| | - Guerric le Maire
- CIRAD, UMR Eco&SolsMontpellierFrance
- Eco&SolsUniv MontpellierCIRADINRAEIRDMontpellier SupAgroMontpellierFrance
| | - Rachel I. Leihy
- School of Biological SciencesMonash UniversityMelbourneVictoriaAustralia
| | - Luc Lens
- Terrestrial Ecology UnitDepartment of BiologyGhent UniversityGentBelgium
| | - Bengt Liljebladh
- Department of Earth SciencesUniversity of GothenburgGothenburgSweden
| | - Annalea Lohila
- Finnish Meteorological InstituteClimate System ResearchHelsinkiFinland
- INAR Institute for Atmospheric and Earth System Research/PhysicsFaculty of ScienceUniversity of HelsinkiFinland
| | - Juan Lorite
- Department of BotanyUniversity of GranadaGranadaSpain
- Interuniversity Institute for Earth System ResearchUniversity of GranadaGranadaSpain
| | | | - Joshua Lynn
- Department of Biological Sciences and Bjerknes Centre for Climate ResearchUniversity of BergenBergenNorway
| | - Martin Macek
- Institute of Botany of the Czech Academy of SciencesPrůhoniceCzech Republic
| | - Roy Mackenzie
- Millennium Institute Biodiversity of Antarctic and Subantarctic Ecosystems (BASE)University Austral of ChileValdiviaChile
| | - Enzo Magliulo
- CNR Institute for Agricultural and Forestry Systems in the MediterraneanPortici (Napoli)Italy
| | - Regine Maier
- Department of Environmental Systems ScienceETH ZurichZurichSwitzerland
| | - Francesco Malfasi
- Department of Science and High TechnologyInsubria UniversityComoItaly
| | - František Máliš
- Faculty of ForestryTechnical University in ZvolenZvolenSlovakia
| | - Matěj Man
- Institute of Botany of the Czech Academy of SciencesPrůhoniceCzech Republic
| | - Giovanni Manca
- European CommissionJoint Research Centre (JRC)IspraItaly
| | - Antonio Manco
- CNR Institute for Agricultural and Forestry Systems in the MediterraneanPortici (Napoli)Italy
| | - Tanguy Manise
- TERRA Teaching and Research CenterFaculty of Gembloux Agro‐Bio TechUniversity of LiegeGemblouxBelgium
| | - Paraskevi Manolaki
- School of Pure & Applied SciencesEnvironmental Conservation and Management ProgrammeOpen University of CyprusLatsiaCyprus
- Department of BiologyAarhus UniversityAarhus CDenmark
- Aarhus Institute of Advanced StudiesAIAS Høegh‐Guldbergs Gade 6BAarhusDenmark
| | - Felipe Marciniak
- Pós‐Graduação em Ciências de Florestas TropicaisInstituto Nacional de Pesquisas da AmazôniaManausBrasil
| | - Radim Matula
- Faculty of Forestry and Wood SciencesCzech University of Life Sciences PraguePrague 6 ‐ SuchdolCzech Republic
- Department of Forest Botany, Dendrology and GeobiocoenologyFaculty of Forestry and Wood TechnologyMendel University in BrnoBrnoCzech Republic
| | - Ana Clara Mazzolari
- Instituto Argentino de NivologiáGlaciologiá y Ciencias Ambientales (IANIGLA)CONICETCCT‐MendozaMendozaArgentina
| | - Sergiy Medinets
- Regional Centre for Integrated Environmental MonitoringOdesa National I.I. Mechnikov UniversityOdesaUkraine
- Department of AgroecologyAarhus UniversityTjeleDenmark
- NGO New EnergyKharkivUkraine
| | - Volodymyr Medinets
- Regional Centre for Integrated Environmental MonitoringOdesa National I.I. Mechnikov UniversityOdesaUkraine
| | - Camille Meeussen
- Forest & Nature LabDepartment of EnvironmentGhent UniversityMelle‐GontrodeBelgium
| | - Sonia Merinero
- Department of EcologyEnvironment and Plant Sciences and Bolin Centre for Climate ResearchStockholm UniversityStockholmSweden
| | - Rita de Cássia Guimarães Mesquita
- Biological Dynamics of Forest Fragments ProjectCoordenação de Dinâmica AmbientalInstituto Nacional de Pesquisas da AmazôniaManausBrazil
| | - Katrin Meusburger
- Swiss Federal Institute for Forest, Snow and Landscape Research (WSL)BirmensdorfSwitzerland
| | | | - Sean T. Michaletz
- Department of Botany and Biodiversity Research CentreUniversity of British ColumbiaVancouverBritish ColumbiaCanada
| | - Ann Milbau
- Department of EnvironmentProvince of AntwerpAntwerpenBelgium
| | - Dmitry Moiseev
- Institute of Plant and Animal Ecology of Ural Division of Russian Academy of ScienceEkaterinburgRussia
| | - Pavel Moiseev
- Institute of Plant and Animal Ecology of Ural Division of Russian Academy of ScienceEkaterinburgRussia
| | - Andrea Mondoni
- Department of Earth and Environmental SciencesUniversity of PaviaPaviaItaly
| | | | | | - Mikel Moriana‐Armendariz
- Department of Arctic and Marine BiologyFaculty of Biosciences Fisheries and EconomicsUiT‐The Arctic University of NorwayTromsøNorway
| | - Umberto Morra di Cella
- Climate Change Unit, Environmental Protection Agency of Aosta ValleySaint‐ChristopheItaly
| | | | - Jonathan R. Mosedale
- Environment and Sustainability InstituteUniversity of ExeterPenryn CampusCornwallUK
| | - Lena Muffler
- Plant EcologyAlbrecht‐von‐Haller‐Institute for Plant SciencesGeorg‐August University of GöttingenGöttingenGermany
| | - Miriam Muñoz‐Rojas
- Centre for Ecosystem ScienceSchool of Biological, Earth and Environmental SciencesUNSW SydneySydneyNew South WalesAustralia
- Department of Plant Biology and EcologyUniversity of SevilleSevilleSpain
| | - Jonathan A. Myers
- Department of BiologyWashington University in St. LouisSt. LouisMissouriUSA
| | | | - Laszlo Nagy
- Department of Animal BiologyInstitute of BiologyUniversity of CampinasCampinasBrazil
| | | | - Ilona Naujokaitis‐Lewis
- National Wildlife Research CentreEnvironment and Climate Change CanadaCarleton UniversityOttawaOntarioCanada
| | - Emily Newling
- School of Life and Environmental SciencesDeakin UniversityBurwoodVictoriaAustralia
| | - Lena Nicklas
- Department of BotanyFaculty of BiologyUniversity of InnsbruckInnsbruckAustria
| | - Georg Niedrist
- Institute for Alpine EnvironmentEurac ResearchBozen/BolzanoItaly
| | - Armin Niessner
- Institute of BiologyDepartment of Molecular BotanyUniversity of HohenheimStuttgartGermany
| | - Mats B. Nilsson
- Department of Forest Ecology and ManagementSwedish University of Agricultural SciencesUmeåSweden
| | - Signe Normand
- Center for Sustainable Landscapes Under Global ChangeDepartment of BiologyAarhus UniversityAarhus CDenmark
- Center for Biodiversity Dynamics in a Changing WorldDepartment of BiologyAarhus UniversityAarhus CDenmark
| | - Marcelo D. Nosetto
- Instituto de Matemática Aplicada San LuisIMASL, CONICET and Universidad Nacional de San LuisSan LuisArgentina
- Cátedra de Climatología Agrícola (FCA‐UNER)Entre RíosArgentina
| | - Yann Nouvellon
- CIRAD, UMR Eco&SolsMontpellierFrance
- Eco&SolsUniv MontpellierCIRADINRAEIRDMontpellier SupAgroMontpellierFrance
| | - Martin A. Nuñez
- Department of Biology and BiochemistryUniversity of HoustonHoustonTexasUSA
- Grupo de Ecología de InvasionesINIBIOMACONICET/ Universidad Nacional del ComahueBarilocheArgentina
| | - Romà Ogaya
- CSICGlobal Ecology Unit CREAF‐ CSIC‐UABBellaterraSpain
- CREAFSpain
| | - Jérôme Ogée
- INRAEBordeaux Sciences AgroUMR 1391 ISPAVillenave d'OrnonFrance
| | - Joseph Okello
- Isotope Bioscience Laboratory ‐ ISOFYSGhent UniversityGentBelgium
- Mountains of the Moon UniversityFort PortalUganda
- National Agricultural Research OrganisationMbarara Zonal Agricultural Research and Development InstituteMbararaUganda
| | - Janusz Olejnik
- Laboratory of MeteorologyDepartment of Construction and GeoengineeringFaculty of Environmental Engineering and Mechanical EngineeringPoznan University of Life SciencesPoznanPoland
| | | | | | - Simone Orsenigo
- Department of Earth and Environmental SciencesUniversity of PaviaPaviaItaly
| | - Andrej Palaj
- Institute of Landscape Ecology Slovak Academy of SciencesBratislavaSlovakia
| | - Timo Pampuch
- Institute of Botany and Landscape EcologyUniversity GreifswaldGreifswaldGermany
| | | | - Meelis Pärtel
- Institute of Ecology and Earth SciencesUniversity of TartuTartuEstonia
| | - Ada Pastor
- Department of BiologyAarhus UniversityAarhus CDenmark
| | - Aníbal Pauchard
- Laboratorio de Invasiones Biológicas (LIB)Facultad de Ciencias ForestalesUniversidad de ConcepciónConcepciónChile
- Instituto de Ecología y Biodiversidad (IEB)SantiagoChile
| | - Harald Pauli
- GLORIA CoordinationInstitute for Interdisciplinary Mountain ResearchAustrian Academy of Sciences (ÖAW) & Department of Integrative Biology and Biodiversity ResearchUniversity of Natural Resources and Life SciencesViennaAustria
| | - Marian Pavelka
- Global Change Research InstituteAcademy of Sciences of the Czech RepublicCzech Republic
| | - William D. Pearse
- Department of Biology and Ecology CenterUtah State UniversityLoganUtahUSA
- Department of Life SciencesImperial CollegeAscot, BerkshireUK
| | - Matthias Peichl
- Department of Forest Ecology and ManagementSwedish University of Agricultural SciencesUmeåSweden
| | - Loïc Pellissier
- Landscape EcologyInstitute of Terrestrial EcosystemsDepartment of Environmental Systems ScienceETH ZürichZürichSwitzerland
- Unit of Land Change ScienceSwiss Federal Research Institute WSLBirmensdorfSwitzerland
| | | | - Josep Penuelas
- CSICGlobal Ecology Unit CREAF‐ CSIC‐UABBellaterraSpain
- CREAFSpain
| | - Matteo Petit Bon
- Institute of Botany of the Czech Academy of SciencesPrůhoniceCzech Republic
- Department of Arctic and Marine BiologyFaculty of Biosciences Fisheries and EconomicsUiT‐The Arctic University of NorwayTromsøNorway
- Department of Arctic BiologyThe University Centre in Svalbard (UNIS)Longyearbyen, SvalbardNorway
| | - Alessandro Petraglia
- Department of Chemistry, Life Sciences and Environmental SustainabilityUniversity of ParmaParmaItaly
| | - Shyam S. Phartyal
- School of Ecology and Environment StudiesNalanda UniversityRajgirIndia
| | | | - Casimiro Pio
- CESAM & Department of EnvironmentUniversity of AveiroAveiroPortugal
| | - Andrea Pitacco
- Department of Agronomy, Food, Natural resourcesAnimals and Environment ‐ University of PaduaLegnaroItaly
| | - Camille Pitteloud
- Landscape EcologyInstitute of Terrestrial EcosystemsDepartment of Environmental Systems ScienceETH ZürichZürichSwitzerland
- Unit of Land Change ScienceSwiss Federal Research Institute WSLBirmensdorfSwitzerland
| | - Roman Plichta
- Department of Forest Botany, Dendrology and GeobiocoenologyFaculty of Forestry and Wood TechnologyMendel University in BrnoBrnoCzech Republic
| | - Francesco Porro
- Department of Earth and Environmental SciencesUniversity of PaviaPaviaItaly
| | | | - Jérôme Poulenard
- Univ. Savoie Mont BlancCNRSUniv. Grenoble AlpesEDYTEMChambéryFrance
| | - Rafael Poyatos
- CREAFE08193 Bellaterra (Cerdanyola del Vallès)Spain
- Universitat Autònoma de BarcelonaSpain
| | - Anatoly S. Prokushkin
- Siberian Federal UniversityKrasnoyarskRussia
- V.N. Sukachev Institute of Forest SB RASKrasnoyarskRussia
| | - Radoslaw Puchalka
- Department of Ecology and BiogeographyFaculty of Biological and Veterinary SciencesNicolaus Copernicus UniversityToruńPoland
- Centre for Climate Change ResearchNicolaus Copernicus UniversityToruńPoland
| | - Mihai Pușcaș
- A. Borza Botanic GardenBabeș‐Bolyai UniversityCluj‐NapocaRomania
- Faculty of Biology and GeologyDepartment of Taxonomy and EcologyBabeș‐Bolyai UniversityCluj‐NapocaRomania
- E. G. Racoviță InstituteBabeș‐Bolyai UniversityCluj‐NapocaRomania
| | - Dajana Radujković
- Research Group PLECO (Plants and Ecosystems)University of AntwerpWilrijkBelgium
| | - Krystal Randall
- Centre for Sustainable Ecosystem Solutions, School of Earth, Atmospheric and Life SciencesUniversity of WollongongWollongongNew South WalesAustralia
- Securing Antarctica's Environmental Future, School of Earth, Atmospheric and Life SciencesUniversity of WollongongWollongongNew South WalesAustralia
| | - Amanda Ratier Backes
- German Centre for Integrative Biodiversity Research (iDiv) Halle‐Jena‐LeipzigLeipzigGermany
- Institute of Biology / Geobotany and Botanical GardenMartin Luther University Halle‐WittenbergHalle (Saale)Germany
| | - Sabine Remmele
- Institute of BiologyDepartment of Molecular BotanyUniversity of HohenheimStuttgartGermany
| | - Wolfram Remmers
- University of Applied Sciences TrierEnvironmental Campus BirkenfeldBirkenfeldGermany
| | - David Renault
- Université de RennesCNRSEcoBio (Ecosystèmes, biodiversité, évolution) ‐ UMR 6553RennesFrance
- Institut Universitaire de FranceParisFrance
| | - Anita C. Risch
- Swiss Federal Institute for Forest, Snow and Landscape Research WSLBirmensdorfSwitzerland
| | - Christian Rixen
- WSL Institute for Snow and Avalanche Research SLFDavos DorfSwitzerland
- Climate Change, Extremes and Natural Hazards in Alpine Regions Research Center CERCDavos DorfSwitzerland
| | - Sharon A. Robinson
- Centre for Sustainable Ecosystem Solutions, School of Earth, Atmospheric and Life SciencesUniversity of WollongongWollongongNew South WalesAustralia
- Securing Antarctica's Environmental Future, School of Earth, Atmospheric and Life SciencesUniversity of WollongongWollongongNew South WalesAustralia
| | - Bjorn J. M. Robroek
- Aquatic Ecology and Environmental Biology, Radboud Institute for Environmental and Biological SciencesRadboud University NijmegenNijmegenThe Netherlands
| | - Adrian V. Rocha
- Department of Biological Sciences and the Environmental Change InitiativeUniversity of Notre DameNotre DameIndianaUSA
| | - Christian Rossi
- Swiss National ParkChastè Planta‐WildenbergZernezSwitzerland
- Remote Sensing LaboratoriesDepartment of GeographyUniversity of ZurichZurichSwitzerland
| | - Graziano Rossi
- Department of Earth and Environmental SciencesUniversity of PaviaPaviaItaly
| | - Olivier Roupsard
- CIRADUMR Eco&SolsDakarSenegal
- Eco&SolsUniv MontpellierCIRADINRAE, IRDInstitut AgroMontpellierFrance
- LMI IESOLCentre IRD‐ISRA de Bel AirDakarSenegal
| | | | - Patrick Saccone
- GLORIA CoordinationInstitute for Interdisciplinary Mountain ResearchAustrian Academy of Sciences (ÖAW) & Department of Integrative Biology and Biodiversity ResearchUniversity of Natural Resources and Life SciencesViennaAustria
| | | | - Jhonatan Sallo Bravo
- Universidad Nacional de San Antonio Abad del CuscoCuscoPerú
- Centro de Investigación de la Biodiversidad Wilhelm L. JohannsenCuscoPerú
| | - Cinthya C. Santos
- Biological Dynamics of Forest Fragments Project, PDBFFInstituto Nacional de Pesquisas da AmazôniaManausBrazil
| | - Judith M. Sarneel
- Department of Ecology and Environmental ScienceUmeå UniversityUmeåSweden
| | - Tobias Scharnweber
- Institute of Botany and Landscape EcologyUniversity GreifswaldGreifswaldGermany
| | - Jonas Schmeddes
- Experimental Plant EcologyInstitute of Botany and Landscape EcologyUniversity of GreifswaldGreifswaldGermany
| | - Marius Schmidt
- Institute of Bio‐ and Geosciences (IBG‐3): AgrosphereForschungszentrum Jülich GmbHJülichGermany
| | - Thomas Scholten
- Chair of Soil Science and GeomorphologyDepartment of GeosciencesUniversity of TuebingenTuebingenGermany
| | - Max Schuchardt
- Disturbance EcologyBayCEERUniversity of BayreuthBayreuthGermany
| | - Naomi Schwartz
- Department of GeographyThe University of British ColumbiaVancouverBritish ColumbiaCanada
| | - Tony Scott
- Sustainable Agricultural Sciences DepartmentRothamsted ResearchHarpendenUK
| | - Julia Seeber
- Department of EcologyUniversity of InnsbruckInnsbruckAustria
- Institute for Alpine EnvironmentEurac ResearchBozen/BolzanoItaly
| | | | - Tim Seipel
- Department of Land Resources and Environmental SciencesMontana State UniversityBozemanMontanaUSA
| | | | - Rebecca A. Senior
- Princeton School of Public and International AffairsPrinceton UniversityPrincetonNew JerseyUSA
| | | | - Piotr Sewerniak
- Department of Soil Science and Landscape ManagementFaculty of Earth Sciences and Spatial ManagementNicolaus Copernicus UniversityToruńPoland
| | - Ankit Shekhar
- Department of Environmental Systems ScienceETH ZurichZurichSwitzerland
| | | | | | - Laura Siegwart Collier
- Dept of BiologyMemorial UniversitySt. John'sNewfoundlandCanada
- Terra Nova National ParkParks Canada AgencyGlovertownNewfoundlandCanada
| | - Elizabeth Simpson
- Department of Biology and Ecology CenterUtah State UniversityLoganUtahUSA
| | - David P. Siqueira
- Universidade Estadual do Norte Fluminense Darcy RibeiroRio de JaneiroBrazil
| | - Zuzana Sitková
- National Forest CentreForest Research Institute ZvolenZvolenSlovakia
| | - Johan Six
- Department of Environmental Systems ScienceETH ZurichZurichSwitzerland
| | - Marko Smiljanic
- Institute of Botany and Landscape EcologyUniversity GreifswaldGreifswaldGermany
| | - Stuart W. Smith
- Department of BiologyNorwegian University of Science and TechnologyTrondheimNorway
- Department of Physical GeographyStockholm UniversityStockholmSweden
| | - Sarah Smith‐Tripp
- Department of GeographyUniversity of British ColumbiaVancouverBritish ColumbiaCanada
| | - Ben Somers
- Department of Earth and Environmental SciencesLeuvenBelgium
| | - Mia Vedel Sørensen
- Department of BiologyNorwegian University of Science and TechnologyTrondheimNorway
| | | | - Bartolomeu Israel Souza
- Departamento de Geociências. Cidade UniversitáriaUniversidade Federal da ParaíbaJoão Pessoa ‐ PBBrasil
| | - Arildo Souza Dias
- Biological Dynamics of Forest Fragments Project, PDBFFInstituto Nacional de Pesquisas da AmazôniaManausBrazil
- Department of Physical GeographyGoethe‐Universität FrankfurtFrankfurt am MainGermany
| | - Marko J. Spasojevic
- Department of Evolution, Ecology, and Organismal BiologyUniversity of California RiversideRiversideCaliforniaUSA
| | - James D. M. Speed
- Department of Natural HistoryNTNU University MuseumNorwegian University of Science and TechnologyTrondheimNorway
| | - Fabien Spicher
- UMR 7058 CNRS ‘Ecologie et Dynamique des Systèmes Anthropisés’ (EDYSAN)Univ. de Picardie Jules VerneAmiensFrance
| | - Angela Stanisci
- EnvixLabDipartimento di Bioscienze e TerritorioUniversità degli Studi del MoliseTermoliItaly
| | - Klaus Steinbauer
- GLORIA CoordinationInstitute for Interdisciplinary Mountain ResearchAustrian Academy of Sciences (ÖAW) & Department of Integrative Biology and Biodiversity ResearchUniversity of Natural Resources and Life SciencesViennaAustria
| | - Rainer Steinbrecher
- Institute of Meteorology and Climate Research (IMK)Department of Atmospheric Environmental Research (IFU)Karlsruhe Institute of Technology (KIT)Garmisch‐PartenkirchenGermany
| | | | - Michael Stemkovski
- Department of Biology and Ecology CenterUtah State UniversityLoganUtahUSA
| | - Jörg G. Stephan
- Swedish University of Agricultural SciencesSLU Swedish Species Information CentreUppsalaSweden
| | | | - Stefan Stoll
- University of Applied Sciences TrierEnvironmental Campus BirkenfeldBirkenfeldGermany
- Faculty for BiologyUniversity Duisburg‐EssenEssenGermany
| | - Martin Svátek
- Department of Forest Botany, Dendrology and GeobiocoenologyFaculty of Forestry and Wood TechnologyMendel University in BrnoBrnoCzech Republic
| | - Miroslav Svoboda
- Faculty of Forestry and Wood SciencesCzech University of Life Sciences PraguePrague 6 ‐ SuchdolCzech Republic
| | - Torbern Tagesson
- Department of Physical Geography and Ecosystem ScienceLund UniversityLundSweden
- Department of Geosciences and Natural Resource ManagementUniversity of CopenhagenCopenhagenDenmark
| | - Andrew J. Tanentzap
- Ecosystems and Global Change GroupDepartment of Plant SciencesUniversity of CambridgeCambridgeUK
| | - Franziska Tanneberger
- Experimental Plant EcologyInstitute of Botany and Landscape EcologyUniversity of Greifswald, partner in the Greifswald Mire CentreGreifswaldGermany
| | - Jean‐Paul Theurillat
- Foundation J.‐M. AubertChampex‐LacSwitzerland
- Département de Botanique et Biologie végétaleUniversité de GenèveChambésySwitzerland
| | | | - Andrew D. Thomas
- Department of Geography and Earth SciencesAberystwyth UniversityWalesUK
| | - Katja Tielbörger
- Plant Ecology GroupDepartment of Evolution and EcologyUniversity of TübingenTübingenGermany
| | - Marcello Tomaselli
- Department of Chemistry, Life Sciences and Environmental SustainabilityUniversity of ParmaParmaItaly
| | - Urs Albert Treier
- Center for Sustainable Landscapes Under Global ChangeDepartment of BiologyAarhus UniversityAarhus CDenmark
- Center for Biodiversity Dynamics in a Changing WorldDepartment of BiologyAarhus UniversityAarhus CDenmark
| | - Mario Trouillier
- Institute of Botany and Landscape EcologyUniversity GreifswaldGreifswaldGermany
| | - Pavel Dan Turtureanu
- A. Borza Botanic GardenBabeș‐Bolyai UniversityCluj‐NapocaRomania
- E. G. Racoviță InstituteBabeș‐Bolyai UniversityCluj‐NapocaRomania
- Center for Systematic Biology, Biodiversity and Bioresources ‐ 3BBabeș‐Bolyai UniversityCluj‐NapocaRomania
| | - Rosamond Tutton
- Northern Environmental Geoscience LaboratoryDepartment of Geography and PlanningQueen's UniversityKingstonOntarioCanada
| | - Vilna A. Tyystjärvi
- Department of Geosciences and GeographyUniversity of HelsinkiFinland
- Finnish Meteorological InstHelsinkiFinland
| | - Masahito Ueyama
- Graduate School of Life and Environmental SciencesOsaka Prefecture UniversityJapan
| | - Karol Ujházy
- Faculty of ForestryTechnical University in ZvolenZvolenSlovakia
| | - Mariana Ujházyová
- Faculty of Ecology and Environmental SciencesTechnical University in ZvolenZvolenSlovakia
| | | | - Anastasiya V. Urban
- Department of Forest Botany, Dendrology and GeobiocoenologyFaculty of Forestry and Wood TechnologyMendel University in BrnoBrnoCzech Republic
- V.N. Sukachev Institute of Forest SB RASKrasnoyarskRussia
| | - Josef Urban
- Siberian Federal UniversityKrasnoyarskRussia
- Department of Forest Botany, Dendrology and GeobiocoenologyFaculty of Forestry and Wood TechnologyMendel University in BrnoBrnoCzech Republic
| | - Marek Urbaniak
- Laboratory of MeteorologyDepartment of Construction and GeoengineeringFaculty of Environmental Engineering and Mechanical EngineeringPoznan University of Life SciencesPoznanPoland
| | - Tudor‐Mihai Ursu
- Institute of Biological Research Cluj‐NapocaNational Institute of Research and Development for Biological SciencesBucharestRomania
| | | | - Stijn Van de Vondel
- The Ecosystem Management Research Group (ECOBE)University of AntwerpWilrijk (Antwerpen)Belgium
| | - Liesbeth van den Brink
- Plant Ecology GroupDepartment of Evolution and EcologyUniversity of TübingenTübingenGermany
| | - Maarten Van Geel
- Plant Conservation and Population BiologyDepartment of BiologyKU LeuvenHeverleeBelgium
| | - Vigdis Vandvik
- Department of Biological Sciences and Bjerknes Centre for Climate ResearchUniversity of BergenBergenNorway
| | - Pieter Vangansbeke
- Forest & Nature LabDepartment of EnvironmentGhent UniversityMelle‐GontrodeBelgium
| | - Andrej Varlagin
- A.N. Severtsov Institute of Ecology and EvolutionRussian Academy of SciencesMoscowRussia
| | - G. F. Veen
- Netherlands Institute of EcologyWageningenthe Netherlands
| | - Elmar Veenendaal
- Plant Ecology and Nature Conservation GroupWageningen UniversityWageningenthe Netherlands
| | - Susanna E. Venn
- Centre for Integrative EcologySchool of Life and Environmental SciencesDeakin UniversityBurwoodVictoriaAustralia
| | - Hans Verbeeck
- CAVElab ‐ Computational and Applied Vegetation EcologyDepartment of EnvironmentGhent UniversityGentBelgium
| | - Erik Verbrugggen
- Research Group PLECO (Plants and Ecosystems)University of AntwerpWilrijkBelgium
| | - Frank G. A. Verheijen
- Earth Surface Processes TeamCentre for Environmental and Marine Studies (CESAM)Department of Environment and PlanningUniversity of AveiroAveiroPortugal
| | - Luis Villar
- Instituto Pirenaico de EcologíaIPE‐CSIC. Av. Llano de la VictoriaJaca (Huesca)Spain
| | - Luca Vitale
- CNR ‐ Institute for Agricultural and Forestry Systems in the MediterraneanPorticiItaly
| | - Pascal Vittoz
- Institute of Earth Surface DynamicsFaculty of Geosciences and EnvironmentUniversity of LausanneGéopolisSwitzerland
| | | | - Jonathan von Oppen
- Center for Sustainable Landscapes Under Global ChangeDepartment of BiologyAarhus UniversityAarhus CDenmark
- Center for Biodiversity Dynamics in a Changing WorldDepartment of BiologyAarhus UniversityAarhus CDenmark
| | - Josefine Walz
- Climate Impacts Research CentreDepartment of Ecology and Environmental SciencesUmeå UniversityAbiskoSweden
| | - Runxi Wang
- School of Biological SciencesThe University of Hong KongHong Kong SARChina
| | - Yifeng Wang
- Northern Environmental Geoscience LaboratoryDepartment of Geography and PlanningQueen's UniversityKingstonOntarioCanada
| | - Robert G. Way
- Northern Environmental Geoscience LaboratoryDepartment of Geography and PlanningQueen's UniversityKingstonOntarioCanada
| | | | - Robert Weigel
- Plant EcologyAlbrecht‐von‐Haller‐Institute for Plant SciencesGeorg‐August University of GöttingenGöttingenGermany
| | - Jan Wild
- Institute of Botany of the Czech Academy of SciencesPrůhoniceCzech Republic
- Faculty of Environmental SciencesCzech University of Life Sciences PraguePrague 6 ‐ SuchdolCzech Republic
| | | | - Martin Wilmking
- Institute of Botany and Landscape EcologyUniversity GreifswaldGreifswaldGermany
| | - Lisa Wingate
- INRAEBordeaux Sciences AgroUMR 1391 ISPAVillenave d'OrnonFrance
| | - Manuela Winkler
- GLORIA CoordinationInstitute for Interdisciplinary Mountain ResearchAustrian Academy of Sciences (ÖAW) & Department of Integrative Biology and Biodiversity ResearchUniversity of Natural Resources and Life SciencesViennaAustria
| | - Sonja Wipf
- WSL Institute for Snow and Avalanche Research SLFDavos DorfSwitzerland
- Swiss National ParkChastè Planta‐WildenbergZernezSwitzerland
| | - Georg Wohlfahrt
- Department of EcologyUniversity of InnsbruckInnsbruckAustria
| | | | - Yan Yang
- Institute of Mountain Hazards and EnvironmentChinese Academy of SciencesChengduP.R. China
| | - Zicheng Yu
- MOE Key Laboratory of Geographical Processes and Ecological Security in Changbai MountainsSchool of Geographical SciencesNortheast Normal UniversityChangchunChina
- Department of Earth and Environmental SciencesLehigh UniversityBethlehemPennsylvaniaUSA
| | - Kailiang Yu
- High Meadows Environmental InstitutePrinceton UniversityNew JerseyUSA
| | - Florian Zellweger
- Swiss Federal Institute for Forest, Snow and Landscape Research WSLBirmensdorfSwitzerland
| | - Jian Zhang
- Zhejiang Tiantong Forest Ecosystem National Observation and Research StationSchool of Ecological and Environmental SciencesEast China Normal UniversityShanghaiChina
| | - Zhaochen Zhang
- Zhejiang Tiantong Forest Ecosystem National Observation and Research StationSchool of Ecological and Environmental SciencesEast China Normal UniversityShanghaiChina
| | - Peng Zhao
- Department of Forest Ecology and ManagementSwedish University of Agricultural SciencesUmeåSweden
| | - Klaudia Ziemblińska
- Laboratory of MeteorologyDepartment of Construction and GeoengineeringFaculty of Environmental Engineering and Mechanical EngineeringPoznan University of Life SciencesPoznanPoland
| | - Reiner Zimmermann
- Institute of BiologyDepartment of Molecular BotanyUniversity of HohenheimStuttgartGermany
- Ecological‐Botanical GardensUniversity of BayreuthBayreuthGermany
| | - Shengwei Zong
- Key Laboratory of Geographical Processes and Ecological Security in Changbai MountainsMinistry of EducationSchool of Geographical SciencesNortheast Normal UniversityChangchunChina
| | | | - Ivan Nijs
- Research Group PLECO (Plants and Ecosystems)University of AntwerpWilrijkBelgium
| | - Jonathan Lenoir
- UMR 7058 CNRS ‘Ecologie et Dynamique des Systèmes Anthropisés’ (EDYSAN)Univ. de Picardie Jules VerneAmiensFrance
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Haesen S, Lembrechts JJ, De Frenne P, Lenoir J, Aalto J, Ashcroft MB, Kopecký M, Luoto M, Maclean I, Nijs I, Niittynen P, van den Hoogen J, Arriga N, Brůna J, Buchmann N, Čiliak M, Collalti A, De Lombaerde E, Descombes P, Gharun M, Goded I, Govaert S, Greiser C, Grelle A, Gruening C, Hederová L, Hylander K, Kreyling J, Kruijt B, Macek M, Máliš F, Man M, Manca G, Matula R, Meeussen C, Merinero S, Minerbi S, Montagnani L, Muffler L, Ogaya R, Penuelas J, Plichta R, Portillo-Estrada M, Schmeddes J, Shekhar A, Spicher F, Ujházyová M, Vangansbeke P, Weigel R, Wild J, Zellweger F, Van Meerbeek K. ForestTemp - Sub-canopy microclimate temperatures of European forests. Glob Chang Biol 2021; 27:6307-6319. [PMID: 34605132 DOI: 10.1111/gcb.15892] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Revised: 09/02/2021] [Accepted: 09/06/2021] [Indexed: 06/13/2023]
Abstract
Ecological research heavily relies on coarse-gridded climate data based on standardized temperature measurements recorded at 2 m height in open landscapes. However, many organisms experience environmental conditions that differ substantially from those captured by these macroclimatic (i.e. free air) temperature grids. In forests, the tree canopy functions as a thermal insulator and buffers sub-canopy microclimatic conditions, thereby affecting biological and ecological processes. To improve the assessment of climatic conditions and climate-change-related impacts on forest-floor biodiversity and functioning, high-resolution temperature grids reflecting forest microclimates are thus urgently needed. Combining more than 1200 time series of in situ near-surface forest temperature with topographical, biological and macroclimatic variables in a machine learning model, we predicted the mean monthly offset between sub-canopy temperature at 15 cm above the surface and free-air temperature over the period 2000-2020 at a spatial resolution of 25 m across Europe. This offset was used to evaluate the difference between microclimate and macroclimate across space and seasons and finally enabled us to calculate mean annual and monthly temperatures for European forest understories. We found that sub-canopy air temperatures differ substantially from free-air temperatures, being on average 2.1°C (standard deviation ± 1.6°C) lower in summer and 2.0°C higher (±0.7°C) in winter across Europe. Additionally, our high-resolution maps expose considerable microclimatic variation within landscapes, not captured by the gridded macroclimatic products. The provided forest sub-canopy temperature maps will enable future research to model below-canopy biological processes and patterns, as well as species distributions more accurately.
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Affiliation(s)
- Stef Haesen
- Department of Earth and Environmental Sciences, KU Leuven, Leuven, Belgium
| | - Jonas J Lembrechts
- Research Group PLECO (Plants and Ecosystems), University of Antwerp, Wilrijk, Belgium
| | - Pieter De Frenne
- Forest & Nature Lab, Department of Environment, Ghent University, Melle-Gontrode, Belgium
| | - Jonathan Lenoir
- UMR CNRS 7058 'Ecologie et Dynamique des Systèmes Anthropisés' (EDYSAN), Université de Picardie Jules Verne, Amiens, France
| | - Juha Aalto
- Finnish Meteorological Inst., Helsinki, Finland
| | - Michael B Ashcroft
- Centre for Sustainable Ecosystem Solutions, School of Biological Sciences, University of Wollongong, Wollongong, Australia
| | - Martin Kopecký
- Institute of Botany of the Czech Academy of Sciences, Průhonice, Czech Republic
- Faculty of Forestry and Wood Sciences, Czech University of Life Sciences Prague, Prague, Czech Republic
| | - Miska Luoto
- Department of Geosciences and Geography, Helsinki, Finland
| | - Ilya Maclean
- Environment and Sustainability Institute, University of Exeter, Penryn Campus, Penryn, UK
| | - Ivan Nijs
- Research Group PLECO (Plants and Ecosystems), University of Antwerp, Wilrijk, Belgium
| | | | | | - Nicola Arriga
- European Commission, Joint Research Centre (JRC), Ispra, Italy
| | - Josef Brůna
- Institute of Botany of the Czech Academy of Sciences, Průhonice, Czech Republic
| | - Nina Buchmann
- Department of Environmental Systems Science, ETH Zurich, Zurich, Switzerland
| | - Marek Čiliak
- Faculty of Ecology and Environmental Sciences, Technical University in Zvolen, Zvolen, Slovakia
| | - Alessio Collalti
- Institute for Agriculture and Forestry Systems in the Mediterranean, National Research Council of Italy (CNR-ISAFOM), Perugia, Italy
| | - Emiel De Lombaerde
- Forest & Nature Lab, Department of Environment, Ghent University, Melle-Gontrode, Belgium
| | - Patrice Descombes
- Department of Ecology & Evolution, University of Lausanne, Lausanne, Switzerland
- Musée et Jardins botaniques Cantonaux, Lausanne, Switzerland
| | - Mana Gharun
- Department of Environmental Systems Science, ETH Zurich, Zurich, Switzerland
| | - Ignacio Goded
- European Commission, Joint Research Centre (JRC), Ispra, Italy
| | - Sanne Govaert
- Forest & Nature Lab, Department of Environment, Ghent University, Melle-Gontrode, Belgium
| | - Caroline Greiser
- Department of Ecology, Environment and Plant Sciences and Bolin Centre for Climate Research, Stockholm University, Stockholm, Sweden
| | - Achim Grelle
- Department of Ecology, Swedish University of Agricultural Sciences, Uppsala, Sweden
| | | | - Lucia Hederová
- Institute of Botany of the Czech Academy of Sciences, Průhonice, Czech Republic
| | - Kristoffer Hylander
- Department of Ecology, Environment and Plant Sciences and Bolin Centre for Climate Research, Stockholm University, Stockholm, Sweden
| | - Jürgen Kreyling
- Experimental Plant Ecology, Institute of Botany and Landscape Ecology, University of Greifswald, Greifswald, Germany
| | - Bart Kruijt
- Wageningen University and Research, Wageningen, The Netherlands
| | - Martin Macek
- Institute of Botany of the Czech Academy of Sciences, Průhonice, Czech Republic
| | - František Máliš
- Faculty of Forestry, Technical University in Zvolen, Zvolen, Slovakia
| | - Matěj Man
- Institute of Botany of the Czech Academy of Sciences, Průhonice, Czech Republic
| | - Giovanni Manca
- European Commission, Joint Research Centre (JRC), Ispra, Italy
| | - Radim Matula
- Faculty of Forestry and Wood Sciences, Czech University of Life Sciences Prague, Prague, Czech Republic
| | - Camille Meeussen
- Forest & Nature Lab, Department of Environment, Ghent University, Melle-Gontrode, Belgium
| | - Sonia Merinero
- Department of Ecology, Environment and Plant Sciences and Bolin Centre for Climate Research, Stockholm University, Stockholm, Sweden
- Department of Plant Biology and Ecology, University of Seville, Seville, Spain
| | | | - Leonardo Montagnani
- Forest Services, Bolzano, Italy
- Faculty of Science and Technology, Free University of Bolzano, Bolzano, Italy
| | - Lena Muffler
- Plant Ecology, Albrecht-von-Haller-Institute for Plant Science, Georg-August University of Goettingen, Goettingen, Germany
| | - Romà Ogaya
- CSIC, Global Ecology Unit CREAF-CSIC-UAB, Catalonia, Spain
| | - Josep Penuelas
- CSIC, Global Ecology Unit CREAF-CSIC-UAB, Catalonia, Spain
- CREAF, Catalonia, Spain
| | - Roman Plichta
- Department of Forest Botany, Dendrology and Geobiocoenology, Mendel University in Brno, Brno, Czech Republic
| | | | - Jonas Schmeddes
- Experimental Plant Ecology, Institute of Botany and Landscape Ecology, University of Greifswald, Greifswald, Germany
| | - Ankit Shekhar
- Department of Environmental Systems Science, ETH Zurich, Zurich, Switzerland
| | - Fabien Spicher
- UMR CNRS 7058 'Ecologie et Dynamique des Systèmes Anthropisés' (EDYSAN), Université de Picardie Jules Verne, Amiens, France
| | - Mariana Ujházyová
- Faculty of Ecology and Environmental Sciences, Technical University in Zvolen, Zvolen, Slovakia
| | - Pieter Vangansbeke
- Forest & Nature Lab, Department of Environment, Ghent University, Melle-Gontrode, Belgium
| | - Robert Weigel
- Plant Ecology, Albrecht-von-Haller-Institute for Plant Science, Georg-August University of Goettingen, Goettingen, Germany
| | - Jan Wild
- Institute of Botany of the Czech Academy of Sciences, Průhonice, Czech Republic
| | - Florian Zellweger
- Swiss Federal Institute for Forest, Snow and Landscape Research WSL, Birmensdorf, Switzerland
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Römer G, Christiansen DM, Buhr H, Hylander K, Jones OR, Merinero S, Reitzel K, Ehrlén J, Dahlgren JP. Drivers of large‐scale spatial demographic variation in a perennial plant. Ecosphere 2021. [DOI: 10.1002/ecs2.3356] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023] Open
Affiliation(s)
- Gesa Römer
- Interdisciplinary Centre on Population Dynamics (CPop) University of Southern Denmark Campusvej 55 Odense M5230Denmark
- Department of Biology University of Southern Denmark Campusvej 55 Odense M5230Denmark
| | - Ditte M. Christiansen
- Department of Ecology, Environment and Plant Sciences Stockholm University StockholmSE‐106 91Sweden
- Bolin Centre for Climate Research Stockholm University StockholmSE‐106 91Sweden
| | - Hendrik Buhr
- Department of Medical Microbiology University Medical Center Utrecht Heidelberglaan 100 Utrecht3584 CXThe Netherlands
| | - Kristoffer Hylander
- Department of Ecology, Environment and Plant Sciences Stockholm University StockholmSE‐106 91Sweden
- Bolin Centre for Climate Research Stockholm University StockholmSE‐106 91Sweden
| | - Owen R. Jones
- Interdisciplinary Centre on Population Dynamics (CPop) University of Southern Denmark Campusvej 55 Odense M5230Denmark
- Department of Biology University of Southern Denmark Campusvej 55 Odense M5230Denmark
| | - Sonia Merinero
- Department of Ecology, Environment and Plant Sciences Stockholm University StockholmSE‐106 91Sweden
- Bolin Centre for Climate Research Stockholm University StockholmSE‐106 91Sweden
- Department of Ecology Swedish University of Agricultural Sciences PO Box 7044 UppsalaSE‐750 07Sweden
| | - Kasper Reitzel
- Department of Biology University of Southern Denmark Campusvej 55 Odense M5230Denmark
| | - Johan Ehrlén
- Department of Ecology, Environment and Plant Sciences Stockholm University StockholmSE‐106 91Sweden
- Bolin Centre for Climate Research Stockholm University StockholmSE‐106 91Sweden
| | - Johan P. Dahlgren
- Interdisciplinary Centre on Population Dynamics (CPop) University of Southern Denmark Campusvej 55 Odense M5230Denmark
- Department of Biology University of Southern Denmark Campusvej 55 Odense M5230Denmark
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Lembrechts JJ, Aalto J, Ashcroft MB, De Frenne P, Kopecký M, Lenoir J, Luoto M, Maclean IMD, Roupsard O, Fuentes-Lillo E, García RA, Pellissier L, Pitteloud C, Alatalo JM, Smith SW, Björk RG, Muffler L, Ratier Backes A, Cesarz S, Gottschall F, Okello J, Urban J, Plichta R, Svátek M, Phartyal SS, Wipf S, Eisenhauer N, Pușcaș M, Turtureanu PD, Varlagin A, Dimarco RD, Jump AS, Randall K, Dorrepaal E, Larson K, Walz J, Vitale L, Svoboda M, Finger Higgens R, Halbritter AH, Curasi SR, Klupar I, Koontz A, Pearse WD, Simpson E, Stemkovski M, Jessen Graae B, Vedel Sørensen M, Høye TT, Fernández Calzado MR, Lorite J, Carbognani M, Tomaselli M, Forte TGW, Petraglia A, Haesen S, Somers B, Van Meerbeek K, Björkman MP, Hylander K, Merinero S, Gharun M, Buchmann N, Dolezal J, Matula R, Thomas AD, Bailey JJ, Ghosn D, Kazakis G, de Pablo MA, Kemppinen J, Niittynen P, Rew L, Seipel T, Larson C, Speed JDM, Ardö J, Cannone N, Guglielmin M, Malfasi F, Bader MY, Canessa R, Stanisci A, Kreyling J, Schmeddes J, Teuber L, Aschero V, Čiliak M, Máliš F, De Smedt P, Govaert S, Meeussen C, Vangansbeke P, Gigauri K, Lamprecht A, Pauli H, Steinbauer K, Winkler M, Ueyama M, Nuñez MA, Ursu TM, Haider S, Wedegärtner REM, Smiljanic M, Trouillier M, Wilmking M, Altman J, Brůna J, Hederová L, Macek M, Man M, Wild J, Vittoz P, Pärtel M, Barančok P, Kanka R, Kollár J, Palaj A, Barros A, Mazzolari AC, Bauters M, Boeckx P, Benito Alonso JL, Zong S, Di Cecco V, Sitková Z, Tielbörger K, van den Brink L, Weigel R, Homeier J, Dahlberg CJ, Medinets S, Medinets V, De Boeck HJ, Portillo-Estrada M, Verryckt LT, Milbau A, Daskalova GN, Thomas HJD, Myers-Smith IH, Blonder B, Stephan JG, Descombes P, Zellweger F, Frei ER, Heinesch B, Andrews C, Dick J, Siebicke L, Rocha A, Senior RA, Rixen C, Jimenez JJ, Boike J, Pauchard A, Scholten T, Scheffers B, Klinges D, Basham EW, Zhang J, Zhang Z, Géron C, Fazlioglu F, Candan O, Sallo Bravo J, Hrbacek F, Laska K, Cremonese E, Haase P, Moyano FE, Rossi C, Nijs I. SoilTemp: A global database of near-surface temperature. Glob Chang Biol 2020; 26:6616-6629. [PMID: 32311220 DOI: 10.1111/gcb.15123] [Citation(s) in RCA: 57] [Impact Index Per Article: 14.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/20/2020] [Accepted: 03/31/2020] [Indexed: 05/12/2023]
Abstract
Current analyses and predictions of spatially explicit patterns and processes in ecology most often rely on climate data interpolated from standardized weather stations. This interpolated climate data represents long-term average thermal conditions at coarse spatial resolutions only. Hence, many climate-forcing factors that operate at fine spatiotemporal resolutions are overlooked. This is particularly important in relation to effects of observation height (e.g. vegetation, snow and soil characteristics) and in habitats varying in their exposure to radiation, moisture and wind (e.g. topography, radiative forcing or cold-air pooling). Since organisms living close to the ground relate more strongly to these microclimatic conditions than to free-air temperatures, microclimatic ground and near-surface data are needed to provide realistic forecasts of the fate of such organisms under anthropogenic climate change, as well as of the functioning of the ecosystems they live in. To fill this critical gap, we highlight a call for temperature time series submissions to SoilTemp, a geospatial database initiative compiling soil and near-surface temperature data from all over the world. Currently, this database contains time series from 7,538 temperature sensors from 51 countries across all key biomes. The database will pave the way toward an improved global understanding of microclimate and bridge the gap between the available climate data and the climate at fine spatiotemporal resolutions relevant to most organisms and ecosystem processes.
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Affiliation(s)
- Jonas J Lembrechts
- Research Group PLECO (Plants and Ecosystems), University of Antwerp, Wilrijk, Belgium
| | - Juha Aalto
- Finnish Meteorological Institute, Helsinki, Finland
- Department of Geosciences and Geography, University of Helsinki, Helsinki, Finland
| | - Michael B Ashcroft
- Centre for Sustainable Ecosystem Solutions, School of Biological Sciences, University of Wollongong, Wollongong, NSW, Australia
- Australian Museum, Sydney, NSW, Australia
| | - Pieter De Frenne
- Forest & Nature Lab, Department of Environment, Ghent University, Melle-Gontrode, Belgium
| | - Martin Kopecký
- Institute of Botany of the Czech Academy of Sciences, Průhonice, Czech Republic
- Faculty of Forestry and Wood Sciences, Czech University of Life Sciences Prague, Prague 6 - Suchdol, Czech Republic
| | - Jonathan Lenoir
- UR 'Ecologie et Dynamique des Systèmes Anthropisées' (EDYSAN, UMR 7058 CNRS-UPJV), Univ. de Picardie Jules Verne, Amiens, France
| | - Miska Luoto
- Department of Geosciences and Geography, University of Helsinki, Helsinki, Finland
| | - Ilya M D Maclean
- Environment and Sustainability Institute, University of Exeter, Penryn, UK
| | - Olivier Roupsard
- CIRAD, UMR Eco&Sols, Dakar, Senegal
- Eco&Sols, Univ Montpellier, CIRAD, INRAE, IRD, Institut Agro, Montpellier, France
| | - Eduardo Fuentes-Lillo
- Laboratorio de Invasiones Biológicas (LIB), Facultad de Ciencias Forestales, Universidad de Concepción, Concepción, Chile
- Instituto de Ecología y Biodiversidad (IEB), Santiago, Chile
- School of Education and Social Sciences, Adventist University of Chile, Chile
| | - Rafael A García
- Laboratorio de Invasiones Biológicas (LIB), Facultad de Ciencias Forestales, Universidad de Concepción, Concepción, Chile
- Instituto de Ecología y Biodiversidad (IEB), Santiago, Chile
| | - Loïc Pellissier
- Landscape Ecology, Institute of Terrestrial Ecosystems, Department of Environmental Systems Science, ETH Zürich, Zürich, Switzerland
- Unit of Land Change Science, Swiss Federal Research Institute WSL, Birmensdorf, Switzerland
| | - Camille Pitteloud
- Landscape Ecology, Institute of Terrestrial Ecosystems, Department of Environmental Systems Science, ETH Zürich, Zürich, Switzerland
- Unit of Land Change Science, Swiss Federal Research Institute WSL, Birmensdorf, Switzerland
| | - Juha M Alatalo
- Department of Biological and Environmental Sciences, Qatar University, Doha, Qatar
- Environmental Science Center, Qatar University, Doha, Qatar
| | - Stuart W Smith
- Department of Biology, Norwegian University of Science and Technology, Trondheim, Norway
- Asian School of Environment, Nanyang Technological University, Singapore, Singapore
| | - Robert G Björk
- Department of Earth Sciences, University of Gothenburg, Gothenburg, Sweden
- Gothenburg Global Biodiversity Centre, Gothenburg, Sweden
| | - Lena Muffler
- Experimental Plant Ecology, Institute of Botany and Landscape Ecology, University of Greifswald, Greifswald, Germany
- Plant Ecology, Albrecht-von-Haller-Institute for Plant Sciences, University of Goettingen, Goettingen, Germany
| | - Amanda Ratier Backes
- Institute of Biology/Geobotany and Botanical Garden, Martin Luther University Halle-Wittenberg, Halle (Saale), Germany
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany
| | - Simone Cesarz
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany
- Institute of Biology, Leipzig University, Leipzig, Germany
| | - Felix Gottschall
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany
- Institute of Biology, Leipzig University, Leipzig, Germany
| | - Joseph Okello
- Isotope Bioscience Laboratory - ISOFYS, Ghent University, Gent, Belgium
- Mountains of the Moon University, Fort Portal, Uganda
| | - Josef Urban
- Department of Forest Botany, Dendrology and Geobiocoenology, Mendel University, Brno, Czech Republic
- Siberian Federal University, Krasnoyarsk, Russia
| | - Roman Plichta
- Department of Forest Botany, Dendrology and Geobiocoenology, Mendel University, Brno, Czech Republic
| | - Martin Svátek
- Department of Forest Botany, Dendrology and Geobiocoenology, Mendel University, Brno, Czech Republic
| | - Shyam S Phartyal
- School of Ecology and Environment Studies, Nalanda University, Rajgir, India
- Department of Forestry and NR, H.N.B. Garhwal University, Srinagar-Garhwal, India
| | - Sonja Wipf
- WSL Institute for Snow and Avalanche Research SLF, Davos, Switzerland
- Swiss National Park, Chastè Planta-Wildenberg, Zernez, Switzerland
| | - Nico Eisenhauer
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany
- Institute of Biology, Leipzig University, Leipzig, Germany
| | - Mihai Pușcaș
- A. Borza Botanical Garden and Department of Taxonomy and Ecology, Faculty of Biology and Geology, Babeș-Bolyai University, Cluj-Napoca, Romania
| | - Pavel D Turtureanu
- A. Borza Botanical Garden, Babes-Bolyai University, Cluj-Napoca, Romania
| | - Andrej Varlagin
- A.N. Severtsov Institute of Ecology and Evolution, Russian Academy of Sciences, Moscow, Russia
| | - Romina D Dimarco
- Grupo de Ecología de Poblaciones de Insectos, IFAB (INTA - CONICET), Bariloche, Argentina
| | - Alistair S Jump
- Biological and Environmental Sciences, Faculty of Natural Sciences, University of Stirling, Stirling, UK
| | - Krystal Randall
- Centre for Sustainable Ecosystem Solutions, School of Earth, Atmospheric and Life Sciences, University of Wollongong, Wollongong, NSW, Australia
| | - Ellen Dorrepaal
- Climate Impacts Research Centre, Department of Ecology and Environmental Sciences, Umeå University, Abisko, Sweden
| | - Keith Larson
- Climate Impacts Research Centre, Department of Ecology and Environmental Sciences, Umeå University, Abisko, Sweden
| | - Josefine Walz
- Climate Impacts Research Centre, Department of Ecology and Environmental Sciences, Umeå University, Abisko, Sweden
| | - Luca Vitale
- CNR - Institute for Mediterranean Agricultural and Forest Systems, Ercolano (Napoli), Italy
| | - Miroslav Svoboda
- Faculty of Forestry and Wood Sciences, Czech University of Life Sciences Prague, Prague 6 - Suchdol, Czech Republic
| | | | - Aud H Halbritter
- Department of Biological Sciences and Bjerknes Centre for Climate Research, University of Bergen, Bergen, Norway
| | - Salvatore R Curasi
- Department of Biological Sciences, University of Notre Dame, Notre Dame, IN, USA
| | - Ian Klupar
- Department of Biological Sciences, University of Notre Dame, Notre Dame, IN, USA
| | - Austin Koontz
- Department of Biology and Ecology Center, Utah State University, Logan, UT, USA
| | - William D Pearse
- Department of Biology and Ecology Center, Utah State University, Logan, UT, USA
- Department of Life Sciences, Imperial College London, Ascot, UK
| | - Elizabeth Simpson
- Department of Biology and Ecology Center, Utah State University, Logan, UT, USA
| | - Michael Stemkovski
- Department of Biology and Ecology Center, Utah State University, Logan, UT, USA
| | - Bente Jessen Graae
- Department of Biology, Norwegian University of Science and Technology, Trondheim, Norway
| | - Mia Vedel Sørensen
- Department of Biology, Norwegian University of Science and Technology, Trondheim, Norway
| | - Toke T Høye
- Department of Bioscience and Arctic Research Centre, Rønde, Denmark
| | | | - Juan Lorite
- Department of Botany, University of Granada, Granada, Spain
| | - Michele Carbognani
- Department of Chemistry, Life Sciences and Environmental Sustainability, University of Parma, Parma, Italy
| | - Marcello Tomaselli
- Department of Chemistry, Life Sciences and Environmental Sustainability, University of Parma, Parma, Italy
| | - T'ai G W Forte
- Department of Chemistry, Life Sciences and Environmental Sustainability, University of Parma, Parma, Italy
| | - Alessandro Petraglia
- Department of Chemistry, Life Sciences and Environmental Sustainability, University of Parma, Parma, Italy
| | - Stef Haesen
- Department of Earth and Environmental Sciences, Leuven, Belgium
| | - Ben Somers
- Department of Earth and Environmental Sciences, Leuven, Belgium
| | | | - Mats P Björkman
- Department of Earth Sciences, University of Gothenburg, Gothenburg, Sweden
- Gothenburg Global Biodiversity Centre, Gothenburg, Sweden
| | - Kristoffer Hylander
- Department of Ecology, Environment and Plant Sciences and Bolin Centre for Climate Research, Stockholm University, Stockholm, Sweden
| | - Sonia Merinero
- Department of Ecology, Environment and Plant Sciences and Bolin Centre for Climate Research, Stockholm University, Stockholm, Sweden
| | - Mana Gharun
- Department of Environmental Systems Science, ETH Zurich, Zurich, Switzerland
| | - Nina Buchmann
- Department of Environmental Systems Science, ETH Zurich, Zurich, Switzerland
| | - Jiri Dolezal
- Institute of Botany of the Czech Academy of Sciences, Průhonice, Czech Republic
- Faculty of Science, Department of Botany, University of South Bohemia, České Budějovice, Czech Republic
| | - Radim Matula
- Faculty of Forestry and Wood Sciences, Czech University of Life Sciences Prague, Prague 6 - Suchdol, Czech Republic
| | - Andrew D Thomas
- Department of Geography and Earth Sciences, Aberystwyth University, Wales, UK
| | | | - Dany Ghosn
- Department of Geo-information in Environmental Management, Mediterranean Agronomic Institute of Chania, Chania, Greece
| | - George Kazakis
- Department of Geo-information in Environmental Management, Mediterranean Agronomic Institute of Chania, Chania, Greece
| | - Miguel A de Pablo
- Department of Geology, Geography and Environment, University of Alcalá, Madrid, Spain
| | - Julia Kemppinen
- Department of Geosciences and Geography, University of Helsinki, Helsinki, Finland
| | - Pekka Niittynen
- Department of Geosciences and Geography, University of Helsinki, Helsinki, Finland
| | - Lisa Rew
- Department of Land Resources and Environmental Sciences, Montana State University, Bozeman, MT, USA
| | - Tim Seipel
- Department of Land Resources and Environmental Sciences, Montana State University, Bozeman, MT, USA
| | - Christian Larson
- Department of Land Resources and Environmental Sciences, Montana State University, Bozeman, MT, USA
| | - James D M Speed
- Department of Natural History, NTNU University Museum, Norwegian University of Science and Technology, Trondheim, Norway
| | - Jonas Ardö
- Department of Physical Geography and Ecosystem Science, Lund University, Lund, Sweden
| | - Nicoletta Cannone
- Department of Science and High Technology, Insubria University, Como, Italy
| | - Mauro Guglielmin
- Department of Theoretical and Applied Sciences, Insubria University, Varese, Italy
| | - Francesco Malfasi
- Department of Theoretical and Applied Sciences, Insubria University, Varese, Italy
| | - Maaike Y Bader
- Ecological Plant Geography, Faculty of Geography, University of Marburg, Marburg, Germany
| | - Rafaella Canessa
- Ecological Plant Geography, Faculty of Geography, University of Marburg, Marburg, Germany
| | - Angela Stanisci
- EnvixLab, Dipartimento di Bioscienze e Territorio, Università degli Studi del Molise, Termoli, Italy
| | - Juergen Kreyling
- Experimental Plant Ecology, Institute of Botany and Landscape Ecology, University of Greifswald, Greifswald, Germany
| | - Jonas Schmeddes
- Experimental Plant Ecology, Institute of Botany and Landscape Ecology, University of Greifswald, Greifswald, Germany
| | - Laurenz Teuber
- Experimental Plant Ecology, Institute of Botany and Landscape Ecology, University of Greifswald, Greifswald, Germany
| | - Valeria Aschero
- Facultad de Ciencias Exactas y Naturales, Universidad Nacional de Cuyo, Cuyo, Argentina
- Instituto Argentino de Nivologiá, Glaciologiá y Ciencias Ambientales (IANIGLA), CONICET, CCT-Mendoza, Mendoza, Argentina
| | - Marek Čiliak
- Faculty of Ecology and Environmental Sciences, Technical University in Zvolen, Zvolen, Slovakia
| | - František Máliš
- Faculty of Forestry, Technical University in Zvolen, Zvolen, Slovakia
| | - Pallieter De Smedt
- Forest & Nature Lab, Department of Environment, Ghent University, Melle-Gontrode, Belgium
| | - Sanne Govaert
- Forest & Nature Lab, Department of Environment, Ghent University, Melle-Gontrode, Belgium
| | - Camille Meeussen
- Forest & Nature Lab, Department of Environment, Ghent University, Melle-Gontrode, Belgium
| | - Pieter Vangansbeke
- Forest & Nature Lab, Department of Environment, Ghent University, Melle-Gontrode, Belgium
| | | | - Andrea Lamprecht
- GLORIA Coordination, Institute for Interdisciplinary Mountain Research, Austrian Academy of Sciences (ÖAW) & Department of Integrative Biology and Biodiversity Research, University of Natural Resources and Life Sciences Vienna (BOKU), Vienna, Austria
| | - Harald Pauli
- GLORIA Coordination, Institute for Interdisciplinary Mountain Research, Austrian Academy of Sciences (ÖAW) & Department of Integrative Biology and Biodiversity Research, University of Natural Resources and Life Sciences Vienna (BOKU), Vienna, Austria
| | - Klaus Steinbauer
- GLORIA Coordination, Institute for Interdisciplinary Mountain Research, Austrian Academy of Sciences (ÖAW) & Department of Integrative Biology and Biodiversity Research, University of Natural Resources and Life Sciences Vienna (BOKU), Vienna, Austria
| | - Manuela Winkler
- GLORIA Coordination, Institute for Interdisciplinary Mountain Research, Austrian Academy of Sciences (ÖAW) & Department of Integrative Biology and Biodiversity Research, University of Natural Resources and Life Sciences Vienna (BOKU), Vienna, Austria
| | - Masahito Ueyama
- Graduate School of Life and Environmental Sciences, Osaka Prefecture University, Osaka, Japan
| | - Martin A Nuñez
- Grupo de Ecología de Invasiones, INIBIOMA, CONICET/Universidad Nacional del Comahue, Bariloche, Argentina
| | - Tudor-Mihai Ursu
- Institute of Biological Research Cluj-Napoca, National Institute of Research and Development for Biological Sciences, Bucharest, Romania
| | - Sylvia Haider
- Institute of Biology/Geobotany and Botanical Garden, Martin Luther University Halle-Wittenberg, Halle (Saale), Germany
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany
| | - Ronja E M Wedegärtner
- Department of Biology, Norwegian University of Science and Technology, Trondheim, Norway
| | - Marko Smiljanic
- Institute of Botany and Landscape Ecology, University Greifswald, Greifswald, Germany
| | - Mario Trouillier
- Institute of Botany and Landscape Ecology, University Greifswald, Greifswald, Germany
| | - Martin Wilmking
- Institute of Botany and Landscape Ecology, University Greifswald, Greifswald, Germany
| | - Jan Altman
- Institute of Botany of the Czech Academy of Sciences, Průhonice, Czech Republic
| | - Josef Brůna
- Institute of Botany of the Czech Academy of Sciences, Průhonice, Czech Republic
| | - Lucia Hederová
- Institute of Botany of the Czech Academy of Sciences, Průhonice, Czech Republic
| | - Martin Macek
- Institute of Botany of the Czech Academy of Sciences, Průhonice, Czech Republic
| | - Matěj Man
- Institute of Botany of the Czech Academy of Sciences, Průhonice, Czech Republic
| | - Jan Wild
- Institute of Botany of the Czech Academy of Sciences, Průhonice, Czech Republic
| | - Pascal Vittoz
- Institute of Earth Surface Dynamics, Faculty of Geosciences and Environment, University of Lausanne, Lausanne, Switzerland
| | - Meelis Pärtel
- Institute of Ecology and Earth Sciences, University of Tartu, Tartu, Estonia
| | - Peter Barančok
- Institute of Landscape Ecology, Slovak Academy of Sciences, Bratislava, Slovakia
| | - Róbert Kanka
- Institute of Landscape Ecology, Slovak Academy of Sciences, Bratislava, Slovakia
| | - Jozef Kollár
- Institute of Landscape Ecology, Slovak Academy of Sciences, Bratislava, Slovakia
| | - Andrej Palaj
- Institute of Landscape Ecology, Slovak Academy of Sciences, Bratislava, Slovakia
| | - Agustina Barros
- Instituto Argentino de Nivologiá, Glaciologiá y Ciencias Ambientales (IANIGLA), CONICET, CCT-Mendoza, Mendoza, Argentina
| | - Ana C Mazzolari
- Instituto Argentino de Nivologiá, Glaciologiá y Ciencias Ambientales (IANIGLA), CONICET, CCT-Mendoza, Mendoza, Argentina
| | - Marijn Bauters
- Isotope Bioscience Laboratory - ISOFYS, Ghent University, Gent, Belgium
| | - Pascal Boeckx
- Isotope Bioscience Laboratory - ISOFYS, Ghent University, Gent, Belgium
| | | | - Shengwei Zong
- Key Laboratory of Geographical Processes and Ecological Security in Changbai Mountains, Ministry of Education, School of Geographical Sciences, Northeast Normal University, Changchun, China
| | - Valter Di Cecco
- Majella Seed Bank, Majella National Park, Lama dei Peligni, Italy
| | - Zuzana Sitková
- National Forest Centre, Forest Research Institute Zvolen, Zvolen, Slovakia
| | - Katja Tielbörger
- Plant Ecology Group, Department of Evolution and Ecology, University of Tübingen, Tübingen, Germany
| | - Liesbeth van den Brink
- Plant Ecology Group, Department of Evolution and Ecology, University of Tübingen, Tübingen, Germany
| | - Robert Weigel
- Plant Ecology, Albrecht-von-Haller-Institute for Plant Sciences, University of Goettingen, Goettingen, Germany
| | - Jürgen Homeier
- Plant Ecology, Albrecht-von-Haller-Institute for Plant Sciences, University of Goettingen, Goettingen, Germany
| | - C Johan Dahlberg
- Department of Ecology, Environment and Plant Sciences and Bolin Centre for Climate Research, Stockholm University, Stockholm, Sweden
- County Administrative Board of Västra Götaland, Gothenburg, Sweden
| | - Sergiy Medinets
- Regional Centre for Integrated Environmental Monitoring, Odesa National I.I. Mechnikov University, Odesa, Ukraine
| | - Volodymyr Medinets
- Regional Centre for Integrated Environmental Monitoring, Odesa National I.I. Mechnikov University, Odesa, Ukraine
| | - Hans J De Boeck
- Research Group PLECO (Plants and Ecosystems), University of Antwerp, Wilrijk, Belgium
| | | | - Lore T Verryckt
- Research Group PLECO (Plants and Ecosystems), University of Antwerp, Wilrijk, Belgium
| | - Ann Milbau
- Research Institute for Nature and Forest (INBO), Brussels, Belgium
| | | | | | | | - Benjamin Blonder
- School of Life Sciences, Arizona State University, Tempe, AZ, USA
- Department of Environmental Science, Policy, and Management, University of California, Berkeley, Berkeley, CA, USA
| | - Jörg G Stephan
- Swedish Species Information Centre, Swedish University of Agricultural Sciences, Uppsala, Sweden
| | - Patrice Descombes
- Landscape Ecology, Institute of Terrestrial Ecosystems, Department of Environmental Systems Science, ETH Zürich, Zürich, Switzerland
- Unit of Land Change Science, Swiss Federal Research Institute WSL, Birmensdorf, Switzerland
- Swiss Federal Research Institute WSL, Birmensdorf, Switzerland
| | | | - Esther R Frei
- WSL Institute for Snow and Avalanche Research SLF, Davos, Switzerland
- Swiss Federal Research Institute WSL, Birmensdorf, Switzerland
| | - Bernard Heinesch
- TERRA Teaching and Research Center, Faculty of Gembloux Agro-Bio Tech, University of Liege, Gembloux, Belgium
| | | | - Jan Dick
- UK Centre for Ecology & Hydrology, Midlothian, UK
| | - Lukas Siebicke
- Bioclimatology, University of Goettingen, Göttingen, Germany
| | - Adrian Rocha
- Department of Biological Sciences and the Environmental Change Initiative, University of Notre Dame, Notre Dame, IN, USA
| | - Rebecca A Senior
- Woodrow Wilson School of Public and International Affairs, Princeton University, Princeton, NJ, USA
| | - Christian Rixen
- WSL Institute for Snow and Avalanche Research SLF, Davos, Switzerland
| | | | - Julia Boike
- Alfred Wegener Institute Helmholtz Center for Polar and Marine Research, Potsdam, Germany
- Geography Department, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Aníbal Pauchard
- Laboratorio de Invasiones Biológicas (LIB), Facultad de Ciencias Forestales, Universidad de Concepción, Concepción, Chile
- Instituto de Ecología y Biodiversidad (IEB), Santiago, Chile
| | - Thomas Scholten
- Chair of Soil Science and Geomorphology, Department of Geosciences, University of Tuebingen, Tuebingen, Germany
| | - Brett Scheffers
- Department of Wildlife Ecology and Conservation, University of Florida, Gainesville, FL, USA
| | - David Klinges
- School of Natural Resources and Environment, University of Florida, Gainesville, FL, USA
| | - Edmund W Basham
- School of Natural Resources and Environment, University of Florida, Gainesville, FL, USA
| | - Jian Zhang
- Zhejiang Tiantong Forest Ecosystem National Observation and Research Station, School of Ecological and Environmental Sciences, East China Normal University, Shanghai, China
| | - Zhaochen Zhang
- Zhejiang Tiantong Forest Ecosystem National Observation and Research Station, School of Ecological and Environmental Sciences, East China Normal University, Shanghai, China
| | - Charly Géron
- Research Group PLECO (Plants and Ecosystems), University of Antwerp, Wilrijk, Belgium
- Biodiversity and Landscape, TERRA Research Centre, University of Liège, Gembloux Agro-Bio Tech, Gembloux, Belgium
| | - Fatih Fazlioglu
- Faculty of Arts and Sciences, Department of Molecular Biology and Genetics, Ordu University, Ordu, Turkey
| | - Onur Candan
- Faculty of Arts and Sciences, Department of Molecular Biology and Genetics, Ordu University, Ordu, Turkey
| | | | - Filip Hrbacek
- Department of Geography, Masaryk University, Brno, Czech Republic
| | - Kamil Laska
- Department of Geography, Masaryk University, Brno, Czech Republic
| | - Edoardo Cremonese
- Climate Change Unit, Environmental Protection Agency of Aosta Valley, Aosta, Italy
| | - Peter Haase
- Senckenberg Research Institute and Natural History Museum Frankfurt, Gelnhausen, Germany
- Faculty of Biology, University of Duisburg-Essen, Essen, Germany
| | | | - Christian Rossi
- Swiss National Park, Chastè Planta-Wildenberg, Zernez, Switzerland
- Remote Sensing Laboratories, Department of Geography, University of Zurich, Zurich, Switzerland
- Research Unit Community Ecology, Swiss Federal Institute for Forest, Snow and Landscape Research WSL, Birmensdorf, Switzerland
| | - Ivan Nijs
- Research Group PLECO (Plants and Ecosystems), University of Antwerp, Wilrijk, Belgium
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Hurtado P, Prieto M, Martínez-Vilalta J, Giordani P, Aragón G, López-Angulo J, Košuthová A, Merinero S, Díaz-Peña EM, Rosas T, Benesperi R, Bianchi E, Grube M, Mayrhofer H, Nascimbene J, Wedin M, Westberg M, Martínez I. Disentangling functional trait variation and covariation in epiphytic lichens along a continent-wide latitudinal gradient. Proc Biol Sci 2020; 287:20192862. [PMID: 32156209 PMCID: PMC7126072 DOI: 10.1098/rspb.2019.2862] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2019] [Accepted: 02/17/2020] [Indexed: 11/12/2022] Open
Abstract
Characterizing functional trait variation and covariation, and its drivers, is critical to understand the response of species to changing environmental conditions. Evolutionary and environmental factors determine how traits vary among and within species at multiple scales. However, disentangling their relative contribution is challenging and a comprehensive trait-environment framework addressing such questions is missing in lichens. We investigated the variation in nine traits related to photosynthetic performance, water use and nutrient acquisition applying phylogenetic comparative analyses in lichen epiphytic communities on beech across Europe. These poikilohydric organisms offer a valuable model owing to their inherent limitations to buffer contrasting environmental conditions. Photobiont type and growth form captured differences in certain physiological traits whose variation was largely determined by evolutionary processes (i.e. phylogenetic history), although the intraspecific component was non-negligible. Seasonal temperature fluctuations also had an impact on trait variation, while nitrogen content depended on photobiont type rather than nitrogen deposition. The inconsistency of trait covariation among and within species prevented establishing major resource use strategies in lichens. However, we did identify a general pattern related to the water-use strategy. Thus, to robustly unveil lichen responses under different climatic scenarios, it is necessary to incorporate both among and within-species trait variation and covariation.
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Affiliation(s)
- P. Hurtado
- Área de Biodiversidad y Conservación, Departmento de Biología y Geología, Física y Química Inorgánica, Universidad Rey Juan Carlos, Móstoles, Madrid, Spain
| | - M. Prieto
- Área de Biodiversidad y Conservación, Departmento de Biología y Geología, Física y Química Inorgánica, Universidad Rey Juan Carlos, Móstoles, Madrid, Spain
| | | | | | - G. Aragón
- Área de Biodiversidad y Conservación, Departmento de Biología y Geología, Física y Química Inorgánica, Universidad Rey Juan Carlos, Móstoles, Madrid, Spain
| | - J. López-Angulo
- Área de Biodiversidad y Conservación, Departmento de Biología y Geología, Física y Química Inorgánica, Universidad Rey Juan Carlos, Móstoles, Madrid, Spain
| | - A. Košuthová
- Department of Botany, Swedish Museum of Natural History, Stockholm, Sweden
- Institute of Botany, Plant Science and Biodiversity Center, Slovak Academy of Sciences, Bratislava, Slovak Republic
| | - S. Merinero
- Área de Biodiversidad y Conservación, Departmento de Biología y Geología, Física y Química Inorgánica, Universidad Rey Juan Carlos, Móstoles, Madrid, Spain
- Department of Ecology, Environment and Plant Sciences, Stockholm University, Stockholm, Sweden
| | - E. M. Díaz-Peña
- Área de Biodiversidad y Conservación, Departmento de Biología y Geología, Física y Química Inorgánica, Universidad Rey Juan Carlos, Móstoles, Madrid, Spain
| | - T. Rosas
- CREAF, Bellaterra (Cerdanyola del Valles), Catalonia, Spain
| | - R. Benesperi
- Department of Biology, University of Florence, Firenze, Italy
| | - E. Bianchi
- Department of Biology, University of Florence, Firenze, Italy
| | - M. Grube
- Institute of Biology, Karl-Franzens-Universität Graz, Graz, Austria
| | - H. Mayrhofer
- Institute of Biology, Karl-Franzens-Universität Graz, Graz, Austria
| | - J. Nascimbene
- Department of Biological, Geological and Environmental Sciences, University of Bologna, Bologna, Italy
| | - M. Wedin
- Department of Botany, Swedish Museum of Natural History, Stockholm, Sweden
| | - M. Westberg
- Museum of Evolution, Uppsala University, Uppsala, Sweden
| | - I. Martínez
- Área de Biodiversidad y Conservación, Departmento de Biología y Geología, Física y Química Inorgánica, Universidad Rey Juan Carlos, Móstoles, Madrid, Spain
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Merinero S, Dahlberg CJ, Ehrlén J, Hylander K. Intraspecific variation influences performance of moss transplants along microclimate gradients. Ecology 2020; 101:e02999. [PMID: 32004379 PMCID: PMC7317517 DOI: 10.1002/ecy.2999] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/14/2019] [Revised: 11/23/2019] [Accepted: 12/20/2019] [Indexed: 11/21/2022]
Abstract
Identifying the environmental drivers of population dynamics is crucial to predict changes in species abundances and distributions under climate change. Populations of the same species might differ in their responses as a result of intraspecific variation. Yet the importance of such differences remains largely unexplored. We examined the responses of latitudinally distant populations of the forest moss Hylocomiastrum umbratum along microclimate gradients in Sweden. We transplanted moss mats from southern and northern populations to 30 sites with contrasting microclimates (i.e., replicated field common gardens) within a forest landscape, and recorded growth and survival of individual shoots over 3 yr. To evaluate the importance of intraspecific variation in responses to environmental factors, we assessed effects of the interactions between population origin and microclimate drivers on growth and survival. Effects on overall performance of transplanted populations were estimated using the product of survival and growth. We found differences between southern and northern populations in the response to summer temperature and snowmelt date in one of three yearly transitions. In this year, southern populations performed better in warm, southern‐like conditions than in cold, northern‐like conditions; and the reverse pattern was true for northern populations. Survival of all populations decreased with evaporation, consistent with the high hydric demands and poikilohydric nature of mosses. Our results are consistent with population adaptation to local climate, and suggest that intraspecific variation among populations can have important effects on the response of species to microclimate drivers. These findings highlight the need to account for differential responses in predictions of species abundance and distribution under climate change.
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Affiliation(s)
- Sonia Merinero
- Department of Ecology, Environment and Plant Sciences, Stockholm University, Stockholm, SE-106 91, Sweden.,Bolin Centre for Climate Research, Stockholm University, Stockholm, SE-106 91, Sweden
| | - C Johan Dahlberg
- Department of Ecology, Environment and Plant Sciences, Stockholm University, Stockholm, SE-106 91, Sweden.,The County Administrative Board of Västra Götaland, Gothenburg, SE-403 40, Sweden
| | - Johan Ehrlén
- Department of Ecology, Environment and Plant Sciences, Stockholm University, Stockholm, SE-106 91, Sweden.,Bolin Centre for Climate Research, Stockholm University, Stockholm, SE-106 91, Sweden
| | - Kristoffer Hylander
- Department of Ecology, Environment and Plant Sciences, Stockholm University, Stockholm, SE-106 91, Sweden.,Bolin Centre for Climate Research, Stockholm University, Stockholm, SE-106 91, Sweden
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Asplund J, Gauslaa Y, Merinero S. Low synthesis of secondary compounds in the lichen Lobaria pulmonaria infected by the lichenicolous fungus Plectocarpon lichenum. New Phytol 2018; 217:1397-1400. [PMID: 29274278 DOI: 10.1111/nph.14978] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Affiliation(s)
- Johan Asplund
- Faculty of Environmental Sciences and Natural Resource Management, Norwegian University of Life Sciences, PO Box 5003, NO-1432, Ås, Norway
| | - Yngvar Gauslaa
- Faculty of Environmental Sciences and Natural Resource Management, Norwegian University of Life Sciences, PO Box 5003, NO-1432, Ås, Norway
| | - Sonia Merinero
- Rey Juan Carlos University, Biodiversity and Conservation Area, E-28933, Móstoles, Madrid, Spain
- Department of Ecology, Environment and Plant Sciences, Stockholm University, SE-10691, Stockholm, Sweden
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Abstract
Background and aims Understanding to what extent parasites affect host fitness is a focus of research on ecological interactions. Fungal parasites usually affect the functions of vascular plants. However, parasitic interactions comprising effects of fungal parasites on the fitness of lichen hosts are less well known. This study assesses the effects of the abundance of two highly specialized gall-forming fungi on growth of their two respective lichen hosts and tests whether these fungal parasites reduce lichen fitness. Methods The relative biomass and thallus area growth rates, and change in specific thallus mass of Lobaria pulmonaria and L. scrobiculata were compared between lichens with and without galls of the lichenicolous fungi Plectocarpon lichenum and P. scrobiculatae, cultivated in a growth chamber for 14 d. By estimating the thallus area occupied by the galls, it was also assessed whether growth rates varied with effective photosynthetic lichen surface area. Key results Plectocarpon galls significantly reduced relative growth rates of the lichen hosts. Growth rates decreased with increasing cover of parasitic galls. The presence of Plectocarpon-galls per se, not the reduced photosynthetic thallus surface due to gall induction, reduced relative growth rates in infected hosts. Specific thallus mass in the hosts changed in species-specific ways. Conclusions This study shows that specialized fungal parasites can reduce lichen fitness by reducing their growth rates. Higher parasite fitness correlated with lower host fitness, supporting the view that these associations are antagonistic. By reducing hosts' growth rates, these parasites in their symptomatic life stage may affect important lichen functions. This fungal parasite-lichen study widens the knowledge on the ecological effects of parasitism on autotrophic hosts and expands our understanding of parasitic interactions across overlooked taxonomic groups.
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Affiliation(s)
- Sonia Merinero
- Biodiversity and Conservation Area, Rey Juan Carlos University, Madrid, Spain
| | - Yngvar Gauslaa
- Faculty of Environmental Sciences and Natural Resource Management, Norwegian University of Life Sciences, Ås, Norway
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Merinero S, Aragón G, Martínez I. Intraspecific life history variation in contrasting habitats: Insights from an obligate symbiotic organism. Am J Bot 2017; 104:1099-1107. [PMID: 28754765 DOI: 10.3732/ajb.1700017] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/14/2017] [Accepted: 06/01/2017] [Indexed: 06/07/2023]
Abstract
PREMISE OF THE STUDY Life history theory predicts that plants in unfavorable habitats for juvenile growth and survival will commence reproduction at smaller sizes and exhibit higher reproductive allocations than those in favorable habitats. The scope of life history theory will increase if these predictions apply to a broad range of organisms. Populations of organisms in contrasting habitats may experience different demographic rates. Thus, we compared the demography and life history traits of a lichen species in contrasting habitats. METHODS We compared the abundance, growth, mortality, and reproductive strategy (threshold size for reproduction and reproductive allometry) of epiphytic and saxicolous populations of the asexually reproducing lichen Lobarina scrobiculata in two oak forests in central Spain. KEY RESULTS The growth rates of saxicolous individuals were two times faster than those of epiphytic individuals. Epiphytic specimens exhibited a smaller threshold size for reproduction and a higher reproductive allocation than their saxicolous counterparts. The populations hosted by trees were two times larger than those on rocks (13,788 vs. 6629 individuals, respectively). The mortality rate did not vary between habitats. CONCLUSIONS Our results demonstrate that contrasting habitats selected for differences in the demography and life history traits of a lichen species. Consistent with life history theory predictions, in the habitat with slower growth, L. scrobiculata started to reproduce at a smaller size and its reproductive allocation was higher. This study extends the scope of life history theory and improves our understanding of life history patterns and variations in overlooked taxa such as lichens.
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Affiliation(s)
- Sonia Merinero
- Rey Juan Carlos University, Biodiversity and Conservation Area, E-28933 Móstoles, Madrid, Spain
| | - Gregorio Aragón
- Rey Juan Carlos University, Biodiversity and Conservation Area, E-28933 Móstoles, Madrid, Spain
| | - Isabel Martínez
- Rey Juan Carlos University, Biodiversity and Conservation Area, E-28933 Móstoles, Madrid, Spain
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13
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Merinero S, Méndez M, Aragón G, Martínez I. Variation in the reproductive strategy of a lichenized fungus along a climatic gradient. Ann Bot 2017; 120:63-70. [PMID: 28582507 PMCID: PMC5737354 DOI: 10.1093/aob/mcx045] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/17/2016] [Accepted: 04/13/2017] [Indexed: 06/07/2023]
Abstract
BACKGROUND AND AIMS Onset of reproduction and reproductive allocation patterns are key components of plant reproductive strategies. Life history theory predicts that plants in adverse environments for juvenile performance start reproduction at smaller sizes and exhibit higher reproductive allocation compared to their counterparts in favourable environments. Life history theory will gain in generality if its predictions are shown to apply to a broad range of organisms and modes of reproduction. This study tested whether the asexual reproductive strategy of a lichenized fungus changed along a climatic gradient. METHODS The variation in threshold size for asexual reproduction and asexual reproductive allocation of the lichen Lobarina scrobiculata was assessed in 18 populations (9665 individuals) along a climatic gradient spanning 800 km in latitude in Southern Europe. Using generalized linear models and standardized major axis regressions, the allometric relationships and the associated variation in climatic factors according to the changes in the threshold size for reproduction and reproductive allocation patterns were assessed. KEY RESULTS The onset of reproduction was size-dependent and the reproductive allocation increased with individual size. Both the threshold size for reproduction and the reproductive allocation varied along the rainfall gradient. A lower threshold size for reproduction and higher reproductive allocation in drier, adverse locations were found. Therefore, populations in drier locations fitted the predictions of life history theory for sexually reproducing organisms in adverse environments for juvenile performance. CONCLUSIONS This study highlights the applicability of the life history theory to fungi and to modes of reproduction other than sexual reproduction. Based on the intraspecific variation in the asexual reproductive strategy of a fungal organism with climatic factors, these findings expand the scope of life history theory predictions and increase our understanding of life history diversity and reproductive strategies across environments.
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Affiliation(s)
- Sonia Merinero
- Biodiversity and Conservation Area, Rey Juan Carlos University, E-28933 Móstoles, Madrid, Spain
| | - Marcos Méndez
- Biodiversity and Conservation Area, Rey Juan Carlos University, E-28933 Móstoles, Madrid, Spain
| | - Gregorio Aragón
- Biodiversity and Conservation Area, Rey Juan Carlos University, E-28933 Móstoles, Madrid, Spain
| | - Isabel Martínez
- Biodiversity and Conservation Area, Rey Juan Carlos University, E-28933 Móstoles, Madrid, Spain
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Asplund J, Gauslaa Y, Merinero S. The role of fungal parasites in tri-trophic interactions involving lichens and lichen-feeding snails. New Phytol 2016; 211:1352-1357. [PMID: 27094697 DOI: 10.1111/nph.13975] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/07/2016] [Accepted: 03/17/2016] [Indexed: 06/05/2023]
Abstract
Lichens are hosts for a variety of lichenicolous fungi. By investigating two lichens with specialized parasites, we will test the hypothesis that these parasites reduce lichen fitness by increasing the palatability of their respective hosts. The palatability of Lobarina scrobiculata and Lobaria pulmonaria with or without galls of the lichenicolous fungi, Plectocarpon scrobiculatae and P. lichenum, respectively, were quantified in a feeding-preference experiment with grazing snails (Cepaea hortensis). We repeated the experiment for pairs with or without gall in which the carbon-based secondary compounds (CBSCs) had been reduced nondestructively by acetone rinsing. Lichens with galls had lower concentration of CBSCs than those without, but this contrast disappeared after acetone rinsing. In the lichen high in nitrogen (N) (the cyanolichen L. scrobiculata), the grazing was low, and the snails did not discriminate between specimens with and without Plectocarpon-galls. In L. pulmonaria low in N (green algae as main photobiont), the parasite reduced the lichen C : N ratio and the snails strongly preferred specimens with Plectocarpon-galls, regardless of whether CBSC concentration had been reduced or not. In conclusion, some lichen parasites can indirectly reduce lichen fitness by increasing its palatability and thus the grazing pressure from snails, whereas other parasites do not affect grazing preferences.
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Affiliation(s)
- Johan Asplund
- Department of Ecology and Natural Resource Management, Norwegian University of Life Sciences, PO Box 5003, NO-1432, Ås, Norway
| | - Yngvar Gauslaa
- Department of Ecology and Natural Resource Management, Norwegian University of Life Sciences, PO Box 5003, NO-1432, Ås, Norway
| | - Sonia Merinero
- Área de Biodiversidad y Conservación, Universidad Rey Juan Carlos, E-28933, Móstoles, Madrid, Spain
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Rubio-Salcedo M, Merinero S, Martínez I. Tree species and microhabitat influence the population structure of the epiphytic lichen Lobaria pulmonaria. FUNGAL ECOL 2015. [DOI: 10.1016/j.funeco.2015.08.002] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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Merinero S, Rubio-Salcedo M, Aragón G, Martínez I. Environmental factors that drive the distribution and abundance of a threatened cyanolichen in Southern Europe: a multi-scale approach. Am J Bot 2014; 101:1876-1885. [PMID: 25366853 DOI: 10.3732/ajb.1400077] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
PREMISE OF THE STUDY High-quality information about threatened species is required to prevent current global biodiversity losses. Lichens are important components of forest biodiversity and help to maintain ecosystem functioning. The epiphytic cyanolichen Lobarina scrobiculata is red-listed in Europe and North America, but knowledge of its ecology and distribution in Southern Europe is scarce. METHODS We used a multispatial scale design to investigate the effects of macroclimate, forest structure, tree features, and microhabitat on the occurrence, abundance, spatial distribution, and performance of Lobarina scrobiculata in the Iberian Peninsula at plot and tree scales. Generalized linear models and mixed models were used for analysis. KEY RESULTS We recorded ca 14000 individuals of the threatened species Lobarina scrobiculata from 22 populations in the Iberian Peninsula. Our results suggest that L. scrobiculata thrives mainly in oak forests with highly variable annual precipitation levels. At the plot scale, the L. scrobiculata abundance increased with annual precipitation and tree density (habitat quantity). At the tree scale, our models highlighted the importance of tree size and bark roughness (habitat quality) as the main drivers of species occurrence and abundance. We detected a marked spatial pattern on tree trunks, i.e., L. scrobiculata occurred preferentially on north-facing surfaces and close to the ground where humidity is higher. CONCLUSIONS By integrating multiscale modeling, we analyzed a unique large dataset and these results are essential for understanding the ecology of this threatened cyanolichen. There is an urgent need to preserve the forests that this species currently inhabits as well as potential colonization sites.
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Affiliation(s)
- Sonia Merinero
- Universidad Rey Juan Carlos, Departamento de Biología y Geología, Área de Biodiversidad y Conservación, C/ Tulipán s/n E-28933, Madrid, Spain
| | - Marta Rubio-Salcedo
- Universidad Rey Juan Carlos, Departamento de Biología y Geología, Área de Biodiversidad y Conservación, C/ Tulipán s/n E-28933, Madrid, Spain
| | - Gregorio Aragón
- Universidad Rey Juan Carlos, Departamento de Biología y Geología, Área de Biodiversidad y Conservación, C/ Tulipán s/n E-28933, Madrid, Spain
| | - Isabel Martínez
- Universidad Rey Juan Carlos, Departamento de Biología y Geología, Área de Biodiversidad y Conservación, C/ Tulipán s/n E-28933, Madrid, Spain
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