Abstract

Here we provide the ‘Global Spectrum of Plant Form and Function Dataset’, containing species mean values for six vascular plant traits. Together, these traits –plant height, stem specific density, leaf area, leaf mass per area, leaf nitrogen content per dry mass, and diaspore (seed or spore) mass – define the primary axes of variation in plant form and function. The dataset is based on ca. 1 million trait records received via the TRY database (representing ca. 2,500 original publications) and additional unpublished data. It provides 92,159 species mean values for the six traits, covering 46,047 species. The data are complemented by higher-level taxonomic classification and six categorical traits (woodiness, growth form, succulence, adaptation to terrestrial or aquatic habitats, nutrition type and leaf type). Data quality management is based on a probabilistic approach combined with comprehensive validation against expert knowledge and external information. Intense data acquisition and thorough quality control produced the largest and, to our knowledge, most accurate compilation of empirically observed vascular plant species mean traits to date.

Measurement(s)

plant trait

Technology Type(s)

various

Factor Type(s)

none

Sample Characteristic - Organism

Tracheophyta

Sample Characteristic - Environment

natural environment

Sample Characteristic - Location

global

Details

Title
The global spectrum of plant form and function: enhanced species-level trait dataset
Author
Díaz, Sandra 1   VIAFID ORCID Logo  ; Kattge, Jens 2   VIAFID ORCID Logo  ; Cornelissen, Johannes H. C. 3 ; Wright, Ian J. 4   VIAFID ORCID Logo  ; Lavorel, Sandra 5   VIAFID ORCID Logo  ; Dray, Stéphane 6   VIAFID ORCID Logo  ; Reu, Björn 7 ; Kleyer, Michael 8 ; Wirth, Christian 9   VIAFID ORCID Logo  ; Prentice, I. Colin 10 ; Garnier, Eric 11   VIAFID ORCID Logo  ; Bönisch, Gerhard 12 ; Westoby, Mark 13   VIAFID ORCID Logo  ; Poorter, Hendrik 14 ; Reich, Peter B. 15   VIAFID ORCID Logo  ; Moles, Angela T. 16   VIAFID ORCID Logo  ; Dickie, John 17 ; Zanne, Amy E. 18   VIAFID ORCID Logo  ; Chave, Jérôme 19   VIAFID ORCID Logo  ; Wright, S. Joseph 20   VIAFID ORCID Logo  ; Sheremetiev, Serge N. 21   VIAFID ORCID Logo  ; Jactel, Hervé 22 ; Baraloto, Christopher 23   VIAFID ORCID Logo  ; Cerabolini, Bruno E. L. 24   VIAFID ORCID Logo  ; Pierce, Simon 25 ; Shipley, Bill 26 ; Casanoves, Fernando 27   VIAFID ORCID Logo  ; Joswig, Julia S. 28   VIAFID ORCID Logo  ; Günther, Angela 12 ; Falczuk, Valeria 1 ; Rüger, Nadja 29 ; Mahecha, Miguel D. 30   VIAFID ORCID Logo  ; Gorné, Lucas D. 31 ; Amiaud, Bernard 32 ; Atkin, Owen K. 33   VIAFID ORCID Logo  ; Bahn, Michael 34   VIAFID ORCID Logo  ; Baldocchi, Dennis 35 ; Beckmann, Michael 36 ; Blonder, Benjamin 37 ; Bond, William 38   VIAFID ORCID Logo  ; Bond-Lamberty, Ben 39   VIAFID ORCID Logo  ; Brown, Kerry 40 ; Burrascano, Sabina 41 ; Byun, Chaeho 42   VIAFID ORCID Logo  ; Campetella, Giandiego 43   VIAFID ORCID Logo  ; Cavender-Bares, Jeannine 44   VIAFID ORCID Logo  ; Chapin, F. Stuart 45   VIAFID ORCID Logo  ; Choat, Brendan 46   VIAFID ORCID Logo  ; Coomes, David Anthony 47   VIAFID ORCID Logo  ; Cornwell, William K. 16   VIAFID ORCID Logo  ; Craine, Joseph 48   VIAFID ORCID Logo  ; Craven, Dylan 49   VIAFID ORCID Logo  ; Dainese, Matteo 50   VIAFID ORCID Logo  ; de Araujo, Alessandro Carioca 51 ; de Vries, Franciska T. 52 ; Domingues, Tomas Ferreira 53   VIAFID ORCID Logo  ; Enquist, Brian J. 54   VIAFID ORCID Logo  ; Fagúndez, Jaime 55 ; Fang, Jingyun 56 ; Fernández-Méndez, Fernando 57 ; Fernandez-Piedade, Maria T. 58 ; Ford, Henry 59 ; Forey, Estelle 60 ; Freschet, Gregoire T. 61 ; Gachet, Sophie 62 ; Gallagher, Rachael 13   VIAFID ORCID Logo  ; Green, Walton 63 ; Guerin, Greg R. 64 ; Gutiérrez, Alvaro G. 65 ; Harrison, Sandy P. 66   VIAFID ORCID Logo  ; Hattingh, Wesley Neil 67   VIAFID ORCID Logo  ; He, Tianhua 68   VIAFID ORCID Logo  ; Hickler, Thomas 69 ; Higgins, Steven I. 70 ; Higuchi, Pedro 71   VIAFID ORCID Logo  ; Ilic, Jugo 72 ; Jackson, Robert B. 73   VIAFID ORCID Logo  ; Jalili, Adel 74 ; Jansen, Steven 75   VIAFID ORCID Logo  ; Koike, Fumito 76 ; König, Christian 77 ; Kraft, Nathan 78 ; Kramer, Koen 79 ; Kreft, Holger 80   VIAFID ORCID Logo  ; Kühn, Ingolf 81   VIAFID ORCID Logo  ; Kurokawa, Hiroko 82   VIAFID ORCID Logo  ; Lamb, Eric G. 83 ; Laughlin, Daniel C. 84   VIAFID ORCID Logo  ; Leishman, Michelle 13 ; Lewis, Simon 85 ; Louault, Frédérique 86 ; Malhado, Ana C. M. 87 ; Manning, Peter 88   VIAFID ORCID Logo  ; Meir, Patrick 89 ; Mencuccini, Maurizio 90   VIAFID ORCID Logo  ; Messier, Julie 91 ; Miller, Regis 92 ; Minden, Vanessa 93 ; Molofsky, Jane 94 ; Montgomery, Rebecca 95 ; Montserrat-Martí, Gabriel 96 ; Moretti, Marco 97 ; Müller, Sandra 98   VIAFID ORCID Logo  ; Niinemets, Ülo 99 ; Ogaya, Romà 100 ; Öllerer, Kinga 101 ; Onipchenko, Vladimir 102 ; Onoda, Yusuke 103 ; Ozinga, Wim A. 104 ; Pausas, Juli G. 105   VIAFID ORCID Logo  ; Peco, Begoña 106 ; Penuelas, Josep 100   VIAFID ORCID Logo  ; Pillar, Valério D. 107   VIAFID ORCID Logo  ; Pladevall, Clara 108 ; Römermann, Christine 109 ; Sack, Lawren 78   VIAFID ORCID Logo  ; Salinas, Norma 110   VIAFID ORCID Logo  ; Sandel, Brody 111 ; Sardans, Jordi 100   VIAFID ORCID Logo  ; Schamp, Brandon 112 ; Scherer-Lorenzen, Michael 98   VIAFID ORCID Logo  ; Schulze, Ernst-Detlef 12 ; Schweingruber, Fritz 113 ; Shiodera, Satomi 114 ; Sosinski, Ênio 115   VIAFID ORCID Logo  ; Soudzilovskaia, Nadejda 116 ; Spasojevic, Marko J. 117   VIAFID ORCID Logo  ; Swaine, Emily 118 ; Swenson, Nathan 119 ; Tautenhahn, Susanne 12 ; Thompson, Ken 120 ; Totte, Alexia 121 ; Urrutia-Jalabert, Rocío 122 ; Valladares, Fernando 123 ; van Bodegom, Peter 124 ; Vasseur, François 125 ; Verheyen, Kris 126 ; Vile, Denis 127 ; Violle, Cyrille 11 ; von Holle, Betsy 128 ; Weigelt, Patrick 80   VIAFID ORCID Logo  ; Weiher, Evan 129 ; Wiemann, Michael C. 92 ; Williams, Mathew 130   VIAFID ORCID Logo  ; Wright, Justin 131 ; Zotz, Gerhard 132   VIAFID ORCID Logo 

 Consejo Nacional de investigaciones Científicas y Técnicas, Instituto Multidisciplinario de Biología Vegetal (IMBIV), Córdoba, Argentina (GRID:grid.509694.7) (ISNI:0000 0004 0427 3591); Facultad de Ciencias Exactas, Físicas y Naturales, Universidad Nacional de Córdoba, Córdoba, Argentina (GRID:grid.10692.3c) (ISNI:0000 0001 0115 2557) 
 Max Planck Institute for Biogeochemistry, Jena, Germany (GRID:grid.419500.9) (ISNI:0000 0004 0491 7318); German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany (GRID:grid.421064.5) (ISNI:0000 0004 7470 3956) 
 Vrije Universiteit, A-LIFE, section Systems Ecology, Amsterdam, The Netherlands (GRID:grid.12380.38) (ISNI:0000 0004 1754 9227) 
 Western Sydney University, Hawkesbury Institute for the Environment, Penrith, Australia (GRID:grid.1029.a) (ISNI:0000 0000 9939 5719); Macquarie University, School of Natural Sciences, Sydney, Australia (GRID:grid.1004.5) (ISNI:0000 0001 2158 5405) 
 Univ. Savoie Mont Blanc, LECA, Univ. Grenoble Alpes, CNRS, Grenoble, France (GRID:grid.462909.0) (ISNI:0000 0004 0609 8934) 
 Univ Lyon, Université Claude Bernard Lyon 1, CNRS, Laboratoire de Biométrie et Biologie Evolutive, Villeurbanne, France (GRID:grid.462854.9) (ISNI:0000 0004 0386 3493) 
 Escuela de Biología, Universidad Industrial de Santander, Bucaramanga, Colombia (GRID:grid.411595.d) (ISNI:0000 0001 2105 7207) 
 University of Oldenburg, Landscape Ecology Group, Inst. of Biology and Environmental Sciences, Oldenburg, Germany (GRID:grid.5560.6) (ISNI:0000 0001 1009 3608) 
 Max Planck Institute for Biogeochemistry, Jena, Germany (GRID:grid.419500.9) (ISNI:0000 0004 0491 7318); German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany (GRID:grid.421064.5) (ISNI:0000 0004 7470 3956); University of Leipzig, Leipzig, Germany (GRID:grid.9647.c) (ISNI:0000 0004 7669 9786) 
10  Macquarie University, School of Natural Sciences, Sydney, Australia (GRID:grid.1004.5) (ISNI:0000 0001 2158 5405); Imperial College London, Silwood Park Campus, Georgina Mace Centre for the Living Planet, Department of Life Sciences, Ascot, UK (GRID:grid.7445.2) (ISNI:0000 0001 2113 8111); Tsinghua University, Ministry of Education Key Laboratory for Earth System Modelling, Department of Earth System Science, Beijing, China (GRID:grid.12527.33) (ISNI:0000 0001 0662 3178) 
11  CEFE, Univ Montpellier, CNRS, EPHE, IRD, Montpellier, France (GRID:grid.433534.6) (ISNI:0000 0001 2169 1275) 
12  Max Planck Institute for Biogeochemistry, Jena, Germany (GRID:grid.419500.9) (ISNI:0000 0004 0491 7318) 
13  Macquarie University, School of Natural Sciences, Sydney, Australia (GRID:grid.1004.5) (ISNI:0000 0001 2158 5405) 
14  Macquarie University, School of Natural Sciences, Sydney, Australia (GRID:grid.1004.5) (ISNI:0000 0001 2158 5405); Plant Sciences (IBG2), Forschungszentrum Jülich, Jülich, Germany (GRID:grid.8385.6) (ISNI:0000 0001 2297 375X) 
15  Western Sydney University, Hawkesbury Institute for the Environment, Penrith, Australia (GRID:grid.1029.a) (ISNI:0000 0000 9939 5719); University of Minnesota, Department of Forest Resources, 1530 Cleveland Ave. N., St. Paul, USA (GRID:grid.17635.36) (ISNI:0000000419368657); University of Michigan, Institute for Global Change Biology and School for Environment and Sustainability, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370) 
16  Evolution & Ecology Research Centre, School of Biological, Earth and Environmental Sciences, UNSW, Sydney, Australia (GRID:grid.1005.4) (ISNI:0000 0004 4902 0432) 
17  Wellcome Trust Millennium Building, Royal Botanic Gardens Kew, Wakehurst Place, Ardingly, UK (GRID:grid.1005.4) 
18  University of Miami, Department of Biology, Miami, USA (GRID:grid.26790.3a) (ISNI:0000 0004 1936 8606); George Washington University, Department of Biological Sciences, Washington, USA (GRID:grid.253615.6) (ISNI:0000 0004 1936 9510) 
19  Laboratoire Evolution et Diversité Biologique UMR 5174 CNRS, IRD, Université Paul Sabatier, Toulouse, France (GRID:grid.15781.3a) (ISNI:0000 0001 0723 035X) 
20  Smithsonian Tropical Research Institute, Panamá, Panama (GRID:grid.438006.9) (ISNI:0000 0001 2296 9689) 
21  Komarov Botanical Institute RAS, Saint Petersburg, Russia (GRID:grid.465298.4) 
22  INRAE, University of Bordeaux, BIOGECO, Cestas, France (GRID:grid.508391.6) (ISNI:0000 0004 0622 9359) 
23  International Center for Tropical Botany, Department of Biological Sciences, Florida International University, Miami, USA (GRID:grid.65456.34) (ISNI:0000 0001 2110 1845) 
24  University of Insubria, Department of Biotechnologies and Life Sciences (DBSV), Varese, Italy (GRID:grid.18147.3b) (ISNI:0000000121724807) 
25  University of Milan, Department of Agricultural and Environmental Sciences (DiSAA), Milan, Italy (GRID:grid.4708.b) (ISNI:0000 0004 1757 2822) 
26  Université de Sherbrooke, Sherbrooke, Canada (GRID:grid.86715.3d) (ISNI:0000 0000 9064 6198) 
27  CATIE-Centro Agronómico Tropical de Investigación y Enseñanza, Turrialba, Costa Rica (GRID:grid.24753.37) (ISNI:0000 0001 2206 525X) 
28  Max Planck Institute for Biogeochemistry, Jena, Germany (GRID:grid.419500.9) (ISNI:0000 0004 0491 7318); University of Zurich Department of Geography, Zürich, Switzerland (GRID:grid.7400.3) (ISNI:0000 0004 1937 0650) 
29  German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany (GRID:grid.421064.5) (ISNI:0000 0004 7470 3956); Smithsonian Tropical Research Institute, Panamá, Panama (GRID:grid.438006.9) (ISNI:0000 0001 2296 9689); University of Leipzig, Department of Economics, Leipzig, Germany (GRID:grid.9647.c) (ISNI:0000 0004 7669 9786) 
30  German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany (GRID:grid.421064.5) (ISNI:0000 0004 7470 3956); Leipzig University, Remote Sensing Centre for Earth System Research, Leipzig, Germany (GRID:grid.9647.c) (ISNI:0000 0004 7669 9786) 
31  Consejo Nacional de investigaciones Científicas y Técnicas, Instituto Multidisciplinario de Biología Vegetal (IMBIV), Córdoba, Argentina (GRID:grid.509694.7) (ISNI:0000 0004 0427 3591) 
32  Université de Lorraine, Lorraine, France (GRID:grid.29172.3f) (ISNI:0000 0001 2194 6418) 
33  Australian National University, Division of Plant Sciences, Research School of Biology, Canberra, Australia (GRID:grid.1001.0) (ISNI:0000 0001 2180 7477) 
34  University of Innsbruck, Department of Ecology, Innsbruck, Austria (GRID:grid.5771.4) (ISNI:0000 0001 2151 8122) 
35  University of California, Berkeley, USA (GRID:grid.47840.3f) (ISNI:0000 0001 2181 7878) 
36  Helmholtz Centre for Environmental Research - UFZ, Department of Computational Landscape Ecology, Leipzig, Germany (GRID:grid.7492.8) (ISNI:0000 0004 0492 3830) 
37  University of California at Berkeley, Department of Environmental Science, Policy, and Management, Berkeley, USA (GRID:grid.47840.3f) (ISNI:0000 0001 2181 7878); University of Oxford, Environmental Change Institute, School of Geography and the Environment, Oxford, United Kingdom (GRID:grid.4991.5) (ISNI:0000 0004 1936 8948) 
38  University of CapeTown, Biological Sciences, Rondebosch, Cape Town, South Africa (GRID:grid.4991.5); South African Environmental Observation Network, c/o Fynbos node, Private Bag X7, Claremont, South Africa (GRID:grid.507758.8) (ISNI:0000 0004 0499 441X) 
39  Joint Global Change Research Institute at the University of Maryland–College Park, Pacific Northwest National Laboratory, College Park, USA (GRID:grid.511098.4) (ISNI:0000 0001 0519 1529) 
40  Kingston University London, Department of Geography, Geology and the Environment, Kingston Upon Thames, UK (GRID:grid.15538.3a) (ISNI:0000 0001 0536 3773) 
41  Sapienza University of Rome, Department of Environmental Biology, Roma, Italy (GRID:grid.7841.a) 
42  Andong National University, Department of Biological Sciences and Biotechnology, Andong, Korea (GRID:grid.252211.7) (ISNI:0000 0001 2299 2686) 
43  University of Camerino, School of Biosciences & Veterinary Medicine - Plant Diversity and Ecosystems Management Unit, Camerino, Italy (GRID:grid.5602.1) (ISNI:0000 0000 9745 6549) 
44  University of Minnesota, Department of Ecology, Evolution and Behavior, Saint Paul, USA (GRID:grid.17635.36) (ISNI:0000000419368657) 
45  University of Alaska Fairbanks, Institute of Arctic Biology, Fairbanks, USA (GRID:grid.70738.3b) (ISNI:0000 0004 1936 981X) 
46  Western Sydney University, Hawkesbury Institute for the Environment, Penrith, Australia (GRID:grid.1029.a) (ISNI:0000 0000 9939 5719) 
47  University of Cambridge Conservation Initiative, Pembroke St, Department of Plant Sciences, Cambridge, UK (GRID:grid.5335.0) (ISNI:0000000121885934) 
48  Jonah Ventures, Boulder, USA (GRID:grid.513311.4) (ISNI:0000 0005 0599 0354) 
49  Centro de Modelación y Monitoreo de Ecosistemas, Facultad de Ciencias, Universidad Mayor, Santiago, Chile (GRID:grid.412199.6) (ISNI:0000 0004 0487 8785) 
50  Institute for Alpine Environment, Eurac Research, Bozen/Bolzano, Italy (GRID:grid.412199.6) 
51  Empresa Brasileira de Pesquisa Agropecuária (EMBRAPA), Belém, Brazil (GRID:grid.460200.0) (ISNI:0000 0004 0541 873X) 
52  University of Amsterdam, Institute for Biodiversity and Ecosystem Dynamics, Amsterdam, Netherlands (GRID:grid.7177.6) (ISNI:0000000084992262) 
53  Faculdade de Filosofia, Ciências e Letras - Universidade de São Paulo - Depto. de Biologia, Ribeirão Preto, Brazil (GRID:grid.11899.38) (ISNI:0000 0004 1937 0722) 
54  University of Arizona, Department of Ecology and Evolutionary Biology, Tucson, USA (GRID:grid.134563.6) (ISNI:0000 0001 2168 186X); The Santa Fe Institute 1399 Hyde Park Rd., Santa Fe, USA (GRID:grid.209665.e) (ISNI:0000 0001 1941 1940) 
55  University of A Coruña, Biology department, BioCost group, Centro interdisciplinar de química y biología CICA, Coruña, Spain (GRID:grid.8073.c) (ISNI:0000 0001 2176 8535) 
56  Peking University, Institute of Ecology, College of Urban and Environmental Sciences, and Key Laboratory for Earth Surface Processes of the Ministry of Education, Beijing, China (GRID:grid.11135.37) (ISNI:0000 0001 2256 9319) 
57  Grupo de Investigación en Biodiversidad y Dinámica de Ecosistémas Tropicales - Universidad del Tolima, Ibagué, Colombia (GRID:grid.412192.d) (ISNI:0000 0001 2168 0760); Universidad del Tolima, Centro Forestal Tropical Bajo Calima, Buenaventura, Costa Rica (GRID:grid.412192.d) 
58  Instituto Nacional de Pesquisas da Amazônia, Av. André Araújo, 2.936 - Petrópolis - CEP, Manaus, Brasil (GRID:grid.419220.c) (ISNI:0000 0004 0427 0577) 
59  Ecological Flora of the British Isles, Bath, UK (GRID:grid.419220.c) 
60  Université de Rouen Normandie- INRAE, Rouen, France (GRID:grid.10400.35) (ISNI:0000 0001 2108 3034) 
61  CNRS, Paul Sabatier University, Theoretical and Experimental Ecology Station, Moulis, France (GRID:grid.15781.3a) (ISNI:0000 0001 0723 035X) 
62  Avignon Univ, IMBE, Aix Marseille Univ, CNRS, IRD, Marseille, France (GRID:grid.7310.5) (ISNI:0000 0001 2190 2394) 
63  Harvard University, Department of Organismic and Evolutionary Biology, Cambridge, USA (GRID:grid.38142.3c) (ISNI:000000041936754X) 
64  The University of Adelaide, School of Biological Sciences, Adelaide, Australia (GRID:grid.1010.0) (ISNI:0000 0004 1936 7304) 
65  Universidad de Chile, Departamento de Ciencias Ambientales y Recursos Naturales Renovables, Facultad de Ciencias Agronómicas, Santiago, Chile (GRID:grid.443909.3) (ISNI:0000 0004 0385 4466); Institute of Ecology and Biodiversity (IEB), Concepción, Chile (GRID:grid.512671.6) 
66  University of Reading, Reading, UK (GRID:grid.9435.b) (ISNI:0000 0004 0457 9566) 
67  Nova Pioneer, Global Systems and Analytics, Paulshof, Gauteng, South Africa (GRID:grid.9435.b) 
68  Curtin University, School of Molecular and Life Sciences, Perth, Australia (GRID:grid.1032.0) (ISNI:0000 0004 0375 4078); Murdoch University, College of Science, Health, Engineering and Education, Murdoch, Australia (GRID:grid.1025.6) (ISNI:0000 0004 0436 6763) 
69  Senckenberg Biodiversity and Climate Research Centre (SBiK-F), Frankfurt/Main, Germany (GRID:grid.507705.0); Goethe University, Institut of Physcial Geography, Frankfurt/Main, Germany (GRID:grid.7839.5) (ISNI:0000 0004 1936 9721) 
70  University of Bayreuth, Plant Ecology, Bayreuth, Germany (GRID:grid.7384.8) (ISNI:0000 0004 0467 6972) 
71  Santa Catarina State University, Lages, Brazil (GRID:grid.412287.a) (ISNI:0000 0001 2150 7271) 
72  University of Melbourne, Melburne, Australia (GRID:grid.1008.9) (ISNI:0000 0001 2179 088X); CSIRO, Melburne, Canada (GRID:grid.1008.9) 
73  Woods Institute for the Environment, and Precourt Institute for Energy, Department of Earth System Science, Stanford, USA (GRID:grid.1008.9) 
74  Research Institute of Forests and Rangeland, Agricultural Research, Education and Extension Organization (AREEO), Tehran, Iran (GRID:grid.473705.2) (ISNI:0000 0001 0681 7351) 
75  Ulm University, Institue of Systematic Botany and Ecology, Ulm, Germany (GRID:grid.6582.9) (ISNI:0000 0004 1936 9748) 
76  Yokohama National University, Graduate School of Environment and Information Sciences, Yokohama, Japan (GRID:grid.268446.a) (ISNI:0000 0001 2185 8709) 
77  University of Potsdam, Institute for Biochemistry and Biology, Potsdam, Germany (GRID:grid.11348.3f) (ISNI:0000 0001 0942 1117); University of Goettingen, Biodiversity, Macroecology & Biogeography, Göttingen, Germany (GRID:grid.7450.6) (ISNI:0000 0001 2364 4210) 
78  University of California, Los Angeles, Department of Ecology and Evolutionary Biology, Los Angeles, USA (GRID:grid.19006.3e) (ISNI:0000 0000 9632 6718) 
79  Wageningen University, Wageningen, Netherlands (GRID:grid.4818.5) (ISNI:0000 0001 0791 5666); Land Life Company, Amsterdam, Netherlands (GRID:grid.4818.5) 
80  University of Goettingen, Biodiversity, Macroecology & Biogeography, Göttingen, Germany (GRID:grid.7450.6) (ISNI:0000 0001 2364 4210); University of Goettingen, Centre of Biodiversity and Sustainable Land Use (CBL), Göttingen, Germany (GRID:grid.7450.6) (ISNI:0000 0001 2364 4210) 
81  German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany (GRID:grid.421064.5) (ISNI:0000 0004 7470 3956); Helmholtz Centre for Environmental Research - UFZ, Dept. Community Ecology, Halle, Germany (GRID:grid.7492.8) (ISNI:0000 0004 0492 3830); Martin Luther University Halle-Wittenberg, Geobotany and Botanical Garden, Halle, Germany (GRID:grid.9018.0) (ISNI:0000 0001 0679 2801) 
82  Forestry and Forest Products Research Institute, Tsukuba, Japan (GRID:grid.417935.d) (ISNI:0000 0000 9150 188X) 
83  University of Saskatchewan, Department of Plant Sciences, Saskatoon, Canada (GRID:grid.25152.31) (ISNI:0000 0001 2154 235X) 
84  University of Wyoming, Department of Botany, Laramie, USA (GRID:grid.135963.b) (ISNI:0000 0001 2109 0381) 
85  School of Geography, University of Leeds, Leeds, UK (GRID:grid.9909.9) (ISNI:0000 0004 1936 8403) 
86  Université Clermont Auvergne, INRAE, VetAgro Sup, UMR Ecosystème Prairial, Clermont Ferrand, France (GRID:grid.9909.9) 
87  Universidade Federal de Alagoas, Instituto de Ciências Biológicas e da Saúde, Maceió, Brazil (GRID:grid.411179.b) (ISNI:0000 0001 2154 120X) 
88  Senckenberg Biodiversity and Climate Research Centre (SBiK-F), Frankfurt/Main, Germany (GRID:grid.507705.0); University of Bergen, Department of Biological Sciences, Bergen, Norway (GRID:grid.7914.b) (ISNI:0000 0004 1936 7443) 
89  Australian National University, Division of Plant Sciences, Research School of Biology, Canberra, Australia (GRID:grid.1001.0) (ISNI:0000 0001 2180 7477); University of Edinburgh, School of Geosciences, Edinburgh, United Kingdom (GRID:grid.4305.2) (ISNI:0000 0004 1936 7988) 
90  CREAF, Cerdanyola del Vallès, Catalonia, Spain (GRID:grid.452388.0) (ISNI:0000 0001 0722 403X); ICREA, Barcelona, Spain (GRID:grid.425902.8) (ISNI:0000 0000 9601 989X) 
91  University of Waterloo, Department of Biology, Waterloo, Canada (GRID:grid.46078.3d) (ISNI:0000 0000 8644 1405) 
92  USDA Forest Service, Forest Products Lab, Madison, USA (GRID:grid.472551.0) (ISNI:0000 0004 0404 3120) 
93  University of Oldenburg, Landscape Ecology Group, Inst. of Biology and Environmental Sciences, Oldenburg, Germany (GRID:grid.5560.6) (ISNI:0000 0001 1009 3608); Department of Biology, Vrije Universiteit Brussel, Brussels, Belgium (GRID:grid.8767.e) (ISNI:0000 0001 2290 8069) 
94  University of Vermont, Department of Plant Biology, Burlington, USA (GRID:grid.59062.38) (ISNI:0000 0004 1936 7689) 
95  University of Minnesota, Department of Forest Resources, 1530 Cleveland Ave. N., St. Paul, USA (GRID:grid.17635.36) (ISNI:0000000419368657) 
96  Instituto Pirenaico de Ecología (IPE-CSIC), Zaragoza, Spain (GRID:grid.452561.1) (ISNI:0000 0001 2159 7377) 
97  Biodiverstiy and Conservation Biology, Swiss Federal Research Institute WSL, Birmensdorf, Switzerland (GRID:grid.419754.a) (ISNI:0000 0001 2259 5533) 
98  University of Freiburg, Geobotany, Faculty of Biology, Freiburg, Germany (GRID:grid.5963.9) 
99  Estonian University of Life Sciences, Tartu, Estonia (GRID:grid.16697.3f) (ISNI:0000 0001 0671 1127); Estonian Academy of Sciences, Tallinn, Estonia (GRID:grid.418882.f) (ISNI:0000 0001 0940 4982) 
100  CREAF, Cerdanyola del Vallès, Catalonia, Spain (GRID:grid.452388.0) (ISNI:0000 0001 0722 403X); CSIC, Global Ecology Unit CREAF-CSIC-UAB, Bellaterra, Spain (GRID:grid.10403.36) (ISNI:0000000091771775) 
101  Institute of Biology Bucharest, Romanian Academy, Bucharest, Romania (GRID:grid.418333.e) (ISNI:0000 0004 1937 1389); Institute of Ecology and Botany, Centre for Ecological Research, Vácrátót, Hungary (GRID:grid.424945.a) (ISNI:0000 0004 0636 012X) 
102  Moscow Lomonosov State University, Department of Ecology and Plant Geography, Faculty of Biology, Moscow, Russia (GRID:grid.14476.30) (ISNI:0000 0001 2342 9668) 
103  Kyoto University, Graduate School of Agriculture, Kyoto, Japan (GRID:grid.258799.8) (ISNI:0000 0004 0372 2033) 
104  Wageningen Environmental Research, Wageningen, Netherlands (GRID:grid.4818.5) (ISNI:0000 0001 0791 5666) 
105  Centro de Investigaciones sobre Desertificación, Consejo Superior de Investigaciones Científicas (CIDE-CSIC), Valencia, Spain (GRID:grid.4711.3) (ISNI:0000 0001 2183 4846) 
106  Universidad Autónoma de Madrid, Centro de Investigacion en Biodiversidad y Cambio Global (CIBC-UAM), Departamento de Ecología, Madrid, Spain (GRID:grid.5515.4) (ISNI:0000000119578126) 
107  Universidade Federal do Rio Grande do Sul, Department of Ecology, Porto Alegre, Brazil (GRID:grid.8532.c) (ISNI:0000 0001 2200 7498) 
108  Snow and Mountain Research Center of Andorra, Andorran Research + Innovation, Avda. Rocafort 21-23 Sant Julià de Lòria, Principality of Andorra, Julià de Lòria, Andorra (GRID:grid.8532.c) 
109  German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany (GRID:grid.421064.5) (ISNI:0000 0004 7470 3956); Friedrich-Schiller University Jena, Institute of Ecology and Evolution, Jena, Germany (GRID:grid.9613.d) (ISNI:0000 0001 1939 2794) 
110  University of Oxford, Environmental Change Institute, School of Geography and the Environment, Oxford, United Kingdom (GRID:grid.4991.5) (ISNI:0000 0004 1936 8948); Pontificia Universidad Católica del Perú, Instituto de Ciencias de la Naturaleza, Territorio y Energías Renovables, Lima, Peru (GRID:grid.440592.e) (ISNI:0000 0001 2288 3308) 
111  Santa Clara University, Department of Biology, Santa Clara, USA (GRID:grid.263156.5) (ISNI:0000 0001 2299 4243) 
112  Algoma University, Sault Ste, Department of Biology, Marie, Canada (GRID:grid.252019.d) (ISNI:0000 0001 0079 6027) 
113  Landscape Dynamics, Swiss Federal Research Institute WSL, Birmensdorf, Switzerland (GRID:grid.419754.a) (ISNI:0000 0001 2259 5533) 
114  Nanzan University, Department of Global Liberal Studies, Faculty of Global Liberal Studies, Aichi, Japan (GRID:grid.444385.a) (ISNI:0000 0001 2242 4873); Kyoto University, Center for Southeast Asian Studies (CSEAS), Kyoto, Japan (GRID:grid.258799.8) (ISNI:0000 0004 0372 2033) 
115  Embrapa Clima Temperado, Pelotas, Brazil (GRID:grid.460200.0) (ISNI:0000 0004 0541 873X) 
116  Hasselt University, Centre for Environmental Sciences, Hasselt, Belgium (GRID:grid.12155.32) (ISNI:0000 0001 0604 5662); Leiden University, Institute of Environmental Sciences, Leiden, Netherlands (GRID:grid.5132.5) (ISNI:0000 0001 2312 1970) 
117  Department of Evolution, Ecology, and Organismal Biology, University of California Riverside, Riverside, USA (GRID:grid.266097.c) (ISNI:0000 0001 2222 1582) 
118  University of Aberdeen, School of Biological Sciences, Aberdeen, UK (GRID:grid.7107.1) (ISNI:0000 0004 1936 7291) 
119  University of Notre Dame, Department of Biological Sciences, Notre Dame, USA (GRID:grid.131063.6) (ISNI:0000 0001 2168 0066) 
120  University of Sheffield, Western Bank, Department of Animal and Plant Sciences, Sheffield, UK (GRID:grid.11835.3e) (ISNI:0000 0004 1936 9262) 
121  Université libre de Bruxelles, Département de biologie des organismes et écologie, Roosevelt, Belgique (GRID:grid.4989.c) (ISNI:0000 0001 2348 0746) 
122  Universidad de Aysén, Departamento de Ciencias Naturales y Tecnología, Coyhaique, Chile (GRID:grid.501187.a) (ISNI:0000000463647645); Center for Climate and Resilience Research CR2, Santiago, Chile (GRID:grid.510910.c) 
123  National Museum of Natural Sciences, MNCN, CSIC, Madrid, Spain (GRID:grid.420025.1) (ISNI:0000 0004 1768 463X); University Rey Juan Carlos, Mostoles, Área de Biodiversidad y Conservación C/Tulipán sn, Móstoles, Spain (GRID:grid.28479.30) (ISNI:0000 0001 2206 5938) 
124  Leiden University, Institute of Environmental Sciences, Leiden, Netherlands (GRID:grid.5132.5) (ISNI:0000 0001 2312 1970) 
125  CEFE, Univ Montpellier, CNRS, EPHE, IRD, Montpellier, France (GRID:grid.433534.6) (ISNI:0000 0001 2169 1275); LEPSE, Univ Montpellier, INRAE, Institut Agro, Montpellier, France (GRID:grid.503314.0) (ISNI:0000 0004 0445 8166) 
126  Ghent University, Forest & Nature Lab, Department of Environment, Melle-Gontrode, Belgium (GRID:grid.5342.0) (ISNI:0000 0001 2069 7798) 
127  LEPSE, Univ Montpellier, INRAE, Institut Agro, Montpellier, France (GRID:grid.503314.0) (ISNI:0000 0004 0445 8166) 
128  National Science Foundation, Division of Environmental Biology, Alexandria, USA (GRID:grid.457772.4) (ISNI:0000 0004 5904 3910) 
129  University of Wisconsin - Eau Claire, Department of Biology, Eau Claire, USA (GRID:grid.267460.1) (ISNI:0000 0001 2227 2494) 
130  University of Edinburgh, School of Geosciences, Edinburgh, United Kingdom (GRID:grid.4305.2) (ISNI:0000 0004 1936 7988) 
131  Duke University, Department of Biology, Durham, USA (GRID:grid.26009.3d) (ISNI:0000 0004 1936 7961) 
132  Smithsonian Tropical Research Institute, Panamá, Panama (GRID:grid.438006.9) (ISNI:0000 0001 2296 9689); University of Oldenburg, Functional Ecology Group, Inst. of Biology and Environmental Sciences, Oldenburg, Germany (GRID:grid.5560.6) (ISNI:0000 0001 1009 3608) 
Publication year
2022
Publication date
2022
Publisher
Nature Publishing Group
e-ISSN
20524463
Source type
Scholarly Journal
Language of publication
English
ProQuest document ID
2747549622
Copyright
© The Author(s) 2022. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.