Effect of climate on traits of dominant and rare tree species in the world's forests
Affiliations
- 1 Institute of Integrative Biology, ETH Zurich (Swiss Federal Institute of Technology), Zurich, Switzerland. irishordijk@hotmail.com.
- 2 Wageningen University and Research, Wageningen, The Netherlands. irishordijk@hotmail.com.
- 3 Wageningen University and Research, Wageningen, The Netherlands.
- 4 Department of Forestry and Natural Resources, Purdue University, West Lafayette, IN, USA.
- 5 Department of Forest Resources, University of Minnesota, St Paul, MN, USA.
- 6 Hawkesbury Institute for the Environment, Western Sydney University, Penrith, NSW, Australia.
- 7 Department of Agricultural and Forest Sciences and Engineering, University of Lleida, Lleida, Spain.
- 8 Forest Science and Technology Centre of Catalonia (CTFC), Solsona, Spain.
- 9 Forestry Division, Food and Agriculture Organization of the United Nations, Rome, Italy.
- 10 Faculty of Natural Resources Management, Lakehead University, Thunder Bay, ON, Canada.
- 11 Manaaki Whenua-Landcare Research, Lincoln, New Zealand.
- 12 Chair for Forest Growth and Yield Science, TUM School for Life Sciences, Technical University of Munich, Munich, Germany.
- 13 Centre for Forest Research, Université du Québec à Montréal, Montréal, QC, Canada.
- 14 GIP ECOFOR, Paris, France.
- 15 CIRAD, Forêts et Sociétés, Montpellier, France.
- 16 Forêts et Sociétés, Univ Montpellier, CIRAD, Montpellier, France.
- 17 Gembloux Agro Bio-Tech, University of Liege, Liege, Belgium.
- 18 Faculty of Science and Technology, Free University of Bolzano, Bolzano, Italy.
- 19 Department of Agricultural, Food, Environmental and Animal Sciences, University of Udine, Udine, Italy.
- 20 Swiss Federal Institute for Forest, Snow and Landscape Research, WSL, Birmensdorf, Switzerland.
- 21 UFR Biosciences, University Félix Houphouët-Boigny, Abidjan, Côte d'Ivoire.
- 22 Spatial Ecology and Conservation Laboratory, Center for Latin American Studies, University of Florida, Gainesville, FL, USA.
- 23 Forestry School, Tecnológico de Costa Rica TEC, Cartago, Costa Rica.
- 24 Fundacion ConVida, Universidad Nacional Abierta y a Distancia, UNAD, Medellin, Colombia.
- 25 Field Museum of Natural History, Chicago, IL, USA.
- 26 Center for Tropical Research, Institute of the Environment and Sustainability, UCLA, Los Angeles, CA, USA.
- 27 National Institute of Amazonian Research, Manaus, Brazil.
- 28 Silviculture and Forest Ecology of the Temperate Zones, University of Göttingen, Göttingen, Germany.
- 29 Division of Forest and Forest Resources, Norwegian Institute of Bioeconomy Research (NIBIO), Ås, Norway.
- 30 Museo de Historia natural Noel kempff Mercado, Santa Cruz, Bolivia.
- 31 European Commission, Joint Research Centre, Ispra, Italy.
- 32 UNELLEZ-Guanare, Programa de Ciencias del Agro y el Mar, Herbario Universitario (PORT), Portuguesa, Venezuela.
- 33 Compensation International S. A. Ci Progress-GreenLife, Bogotá, D.C., Colombia.
- 34 School of Geography, University of Leeds, Leeds, UK.
- 35 Naturalis Biodiversity Centre, Leiden, The Netherlands.
- 36 Centro Multidisciplinar, Universidade Federal do Acre, Rio Branco, Brazil.
- 37 Proceedings of the National Academy of Sciences, Washington, DC, USA.
- 38 Department of Evolutionary Anthropology, Duke University, Durham, NC, USA.
- 39 United Nation Framework Convention on Climate Change, Bonn, Germany.
- 40 AMAP, Univ Montpellier, CIRAD, CNRS, INRAE, IRD, Montpellier, France.
- 41 Institute of Tropical Forest Conservation, Mbarara University of Sciences and Technology, Mbarara, Uganda.
- 42 Isotope Bioscience Laboratory - ISOFYS, Ghent University, Ghent, Belgium.
- 43 Stefan cel Mare University of Suceava, Suceava, Romania.
- 44 Department of Forest Sciences, Luiz de Queiroz College of Agriculture, University of São Paulo, Piracicaba, Brazil.
- 45 Bavarian State Institute of Forestry, Freising, Germany.
- 46 Department of Natural Sciences, Manchester Metropolitan University, Manchester, UK.
- 47 Spatial Ecology and Conservation Laboratory, School of Forest, Fisheries, and Geomatics Sciences, University of Florida, Gainesville, FL, USA.
- 48 Institute of Biology, Geobotany and Botanical Garden, Martin Luther University Halle-Wittenberg, Halle-, Wittenberg, Germany.
- 49 German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany.
- 50 Biological Institute, Tomsk State University, Tomsk, Russia.
- 51 Department of Spatial Regulation, GIS and Forest Policy, Institute of Forestry, Belgrade, Serbia.
- 52 Department of Ecology and Evolutionary Biology, University of Connecticut, Storrs, CT, USA.
- 53 Tropical Forests and People Research Centre, University of the Sunshine Coast, Maroochydore, QL, Australia.
- 54 Institute of Integrative Biology, ETH Zurich (Swiss Federal Institute of Technology), Zurich, Switzerland.
- 55 IFER - Institute of Forest Ecosystem Research, Jilove u Prahy, Czech Republic.
- 56 Global Change Research Institute CAS, Brno, Czech Republic.
- 57 Nicholas School of the Environment, Duke University, Durham, NC, USA.
- 58 Department of Biology, University of Missouri-St Louis, St Louis, MO, USA.
- 59 Programa de Pós-graduação em Biologia Vegetal, Instituto de Biologia, Universidade Estadual de Campinas, Campinas, Brazil.
- 60 Department of Plant Sciences and Conservation Research Institute, University of Cambridge, Cambridge, UK.
- 61 Andes to Amazon Biodiversity Program, Madre de Dios, Peru.
- 62 Facultad de Ciencias Forestales, Universidad Juárez del Estado de Durango, Durango, Mexico.
- 63 Department of Physical and Biological Sciences, The College of Saint Rose, Albany, NY, USA.
- 64 Department of Biology, West Virginia University, Morgantown, WV, USA.
- 65 Biology Department, Centre for Structural and Functional Genomics, Concordia University, Montreal, QC, Canada.
- 66 Natural Science Department, Universidade Regional de Blumenau, Blumenau, Brazil.
- 67 Cirad, UMR EcoFoG (AgroParistech, CNRS, INRAE, Université des Antilles, Université de la Guyane), Kourou, French Guiana.
- 68 Department of Geographical Sciences, University of Maryland, College Park, MD, USA.
- 69 Institute of Forestry, Belgrade, Serbia.
- 70 Institute of Botany, The Czech Academy of Sciences, 25243, Průhonice, Czech Republic.
- 71 Department of Botany, Faculty of Science, University of South Bohemia, České Budějovice, Czech Republic.
- 72 IRET, Herbier National du Gabon (CENAREST), Libreville, Gabon.
- 73 Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, AZ, USA.
- 74 The Santa Fe Institute, Santa Fe, NM, USA.
- 75 Queensland Herbarium, Department of Environment and Science, Toowong, QL, Australia.
- 76 Ecole de Foresterie et Ingénierie du Bois, Université Nationale d'Agriculture, Ketou, Benin.
- 77 School of Biological and Behavioural Sciences, Queen Mary University of London, London, UK.
- 78 Biology Centre of the Czech Academy of Sciences, Institute of Entomology, Ceske Budejovice, Czech Republic.
- 79 Institute for Tropical Biology and Conservation, Universiti Malaysia Sabah, Kota Kinabalu, Sabah, Malaysia.
- 80 Museu Paraense Emílio Goeldi. Coordenação de Ciências da Terra e Ecologia, Belém, Pará, Brasil.
- 81 Geography, College of Life and Environmental Sciences, University of Exeter, Exeter, UK.
- 82 Natural Resources Institute Finland (Luke), Joensuu, Finland.
- 83 Institute of Plant Sciences, University of Bern, Bern, Switzerland.
- 84 Forest Research Institute Malaysia, Kuala Lumpur, Malaysia.
- 85 Research and Innovation Center, Fondazione Edmund Mach, San Michele all'Adige, Italy.
- 86 School of Forestry and Environmental Studies, Yale University, New Haven, CT, USA.
- 87 Royal Botanic Garden Edinburgh, Edinburgh, UK.
- 88 Department of Plant Sciences, University of Oxford, Oxford, UK.
- 89 Department of Plant Systematics, University of Bayreuth, Bayreuth, Germany.
- 90 Centre for Conservation Science, The Royal Society for the Protection of Birds, Sandy, UK.
- 91 Wild Chimpanzee Foundation, Liberia Office, Monrovia, Liberia.
- 92 School of Geography and Sustainable Development, University of St Andrews, St Andrews, UK.
- 93 Centre for Invasion Biology, Department of Mathematical Sciences, Stellenbosch University, Stellenbosch, South Africa.
- 94 Theoretical Ecology Unit, African Institute for Mathematical Sciences, Cape Town, South Africa.
- 95 Division of Forest Resources Information, Korea Forest Promotion Institute, Seoul, South Korea.
- 96 Department of Forest Science, Tokyo University of Agriculture, Tokyo, Japan.
- 97 Institute of Dendrology, Polish Academy of Sciences, Kórnik, Poland.
- 98 Poznań University of Life Sciences, Department of Game Management and Forest Protection, Poznań, Poland.
- 99 Faculty of Biology, Białowieża Geobotanical Station, University of Warsaw, Białowieża, Poland.
- 100 Department of Geosciences and Natural Resource Management, University of Copenhagen, Copenhagen, Denmark.
- 101 Department of Plant Biology, Institute of Biology, University of Campinas, UNICAMP, Campinas, Brazil.
- 102 School of Biological Sciences, University of Bristol, Bristol, UK.
- 103 Bauman Moscow State Technical University, Mytischi, Russian Federation.
- 104 CAVElab-Computational and Applied Vegetation Ecology, Department of Environment, Ghent University, Ghent, Belgium.
- 105 CTFS-ForestGEO, Smithsonian Tropical Research Institute, Balboa, Panama.
- 106 Department of Physical and Environmental Sciences, Colorado Mesa University, Grand Junction, CO, USA.
- 107 UniSA STEM and Future Industries Institute, University of South Australia, Adelaide, SA, Australia.
- 108 Department of Botany, Dr Harisingh Gour Vishwavidyalaya (A Central University), Sagar, MP, India.
- 109 Department of Agriculture, Forestry and Bioresources, Seoul National University, Seoul, South Korea.
- 110 Interdisciplinary Program in Agricultural and Forest Meteorology, Seoul National University, Seoul, South Korea.
- 111 National Center for Agro Meteorology, Seoul, South Korea.
- 112 Research Institute for Agriculture and Life Sciences, Seoul National University, Seoul, South Korea.
- 113 Graduate School of Agriculture, Kyoto University, Kyoto, Japan.
- 114 Institute for World Forestry, University of Hamburg, Hamburg, Germany.
- 115 Institute of Forestry and Rural Engineering, Estonian University of Life Sciences, Tartu, Estonia.
- 116 International Institute for Applied Systems Analysis, Laxenburg, Austria.
- 117 Department of Geography, University College London, London, UK.
- 118 Faculty of Forestry, Qingdao Agricultural University, Qingdao, China.
- 119 Center for Forest Ecology and Productivity, Russian Academy of Sciences, Moscow, Russia.
- 120 School of Geography, University of Oxford, Oxford, UK.
- 121 UMR EcoFoG, AgroParisTech, Kourou, France.
- 122 Programa de Pós-graduação em Ecologia e Conservação, Universidade do Estado de Mato Grosso, Nova Xavantina, Brazil.
- 123 Flamingo Land Ltd, Kirby Misperton, UK.
- 124 Department of Environment & Geography, University of York, York, UK.
- 125 Department of Wildlife Management, College of African Wildlife Management, Mweka, Tanzania.
- 126 All-Russian Institute of Continuous Education in Forestry, Pushkino, Russian Federation.
- 127 Departamento de Ecología y Recursos Naturales, Facultad de Ciencias, Universidad Nacional Autónoma de México, Mexico City, Mexico.
- 128 Universidad del Tolima, Ibagué, Colombia.
- 129 Colegio de Profesionales Forestales de Cochabamba, Cochabamba, Bolivia.
- 130 Warsaw University of Life Sciences, Department of Forest Management, Dendrometry and Forest Economics, Warsaw, Poland.
- 131 Jardín Botánico de Missouri, Oxapampa, Peru.
- 132 Universidad Nacional de San Antonio Abad del Cusco, Cusco, Peru.
- 133 Department of Environment and Development Studies, United International University, Dhaka, Bangladesh.
- 134 Colegio de Ciencias y Humanidades. Universidad Juárez del Estado de Durango, Durango, Mexico.
- 135 Escuela Politécnica Superior de Ingeniería. Campus Terra. Universidad de Santiago de Compostela, Lugo, Spain.
- 136 Universidad Estatal Amazónica, Puyo, Pastaza, Ecuador.
- 137 Department of Evolutionary Biology and Environmental Studies, University of Zürich, Zürich, Switzerland.
- 138 Climate, Fire, and Carbon Cycle Sciences, USDA Forest Service, Durham, NC, USA.
- 139 V. N. Sukachev Institute of Forest, FRC KSC, Siberian Branch of the Russian Academy of Sciences, Krasnoyarsk, Russia.
- 140 Forest Ecology and Forest Management Group, Wageningen University & Research, Wageningen, The Netherlands.
- 141 Department of Ecology and Environmental Sciences, Pondicherry University, Puducherry, India.
- 142 Instituto Nacional de Tecnología Agropecuaria (INTA), Universidad Nacional de la Patagonia Austral (UNPA), Consejo Nacional de Investigaciones Científicas y Tecnicas (CONICET), Rio Gallegos, Argentina.
- 143 School of Social Sciences (Urban Studies), Western Sydney University, Penrith, NSW, Australia.
- 144 Instituto Nacional de Pesquisas da Amazônia, Manaus, Brazil.
- 145 Laboratório de Dendrologia e Silvicultura Tropical, Centro de Formação em Ciências Agroflorestais, Universidade Federal do Sul da Bahia, Itabuna, Brazil.
- 146 Department of Agriculture, Food, Environment and Forest (DAGRI), University of Firenze, Florence, Italy.
- 147 Jardín Botánico de Medellín, Medellín, Colombia.
- 148 Universidad Nacional de la Amazonía Peruana, Iquitos, Peru.
- 149 Servicios Ecosistémicos y Cambio Climático (SECC), Fundación Con Vida & Corporación COL-TREE, Medellín, Colombia.
- 150 Centro Agricoltura, Alimenti, Ambiente, University of Trento, San Michele all'Adige, Italy.
- 151 Department of Biological Sciences, Boise State University, Boise, ID, USA.
- 152 Department of Biology, University of Florence, Florence, Italy.
- 153 Tropical Biodiversity, MUSE - Museo delle Scienze, Trento, Italy.
- 154 Info Flora, Geneva, Switzerland.
- 155 Department of Environmental Sciences, Central University of Jharkhand, Ranchi, India.
- 156 Centro de Modelación y Monitoreo de Ecosistemas, Universidad Mayor, Santiago, Chile.
- 157 Vicerrectoría de Investigación y Postgrado, Universidad de La Frontera, Temuco, Chile.
- 158 Departamento de Silvicultura y Conservación de la Naturaleza, Universidad de Chile, Santiago, Chile.
- 159 Faculty of Biology, Geobotany, University of Freiburg, Freiburg im Breisgau, Germany.
- 160 National Forest Centre, Forest Research Institute Zvolen, Zvolen, Slovakia.
- 161 Université de Lorraine, AgroParisTech, Inra, Silva, Nancy, France.
- 162 Center for Ecological Dynamics in a Novel Biosphere (ECONOVO) & Center for Biodiversity Dynamics in a Changing World (BIOCHANGE), Department of Biology, Aarhus University, Ny Munkegade, Denmark.
- 163 Faculty of Environmental Sciences and Natural Resource Management, Norwegian University of Life Sciences, Ås, Norway.
- 164 Departamento de Biología, Universidad de la Serena, La Serena, Chile.
- 165 Centro de Ciências Biológicas e da Natureza, Universidade Federal do Acre, Rio Branco, Acre, Brazil.
- 166 Guyana Forestry Commission, Georgetown, French Guiana.
- 167 Environmental and Life Sciences, Faculty of Science, Universiti Brunei Darussalam, Gadong, Brunei Darussalam.
- 168 Plant Systematic and Ecology Laboratory, Department of Biology, Higher Teachers' Training College, University of Yaoundé I, Yaoundé, Cameroon.
- 169 Departamento de Ecologia, Universidade Federal do Rio Grande do Norte, Natal, Brazil.
- 170 Quantitative Biodiversity Dynamics, Department of Biology, Utrecht University, Utrecht, The Netherlands.
- 171 Department of Geomatics, Forest Research Institute, Raszyn, Poland.
- 172 Section for Ecoinformatics & Biodiversity, Department of Biology, Aarhus University, Aarhus, Denmark.
- 173 Faculty of Forestry and Wood Sciences, Czech University of Life Sciences, Prague, Czech Republic.
- 174 Wildlife Conservation Society, New York, NY, USA.
- 175 Iwokrama International Centre for Rainforest Conservation and Development (IIC), Georgetown, Guyana.
- 176 Botanical Garden of Ural Branch of Russian Academy of Sciences, Ural State Forest Engineering University, Ekaterinburg, Russia.
- 177 Pontificia Universidad Católica del Ecuador, Quito, Ecuador.
- 178 LINCGlobal, Museo Nacional de Ciencias Naturales, CSIC, Madrid, Spain.
- 179 Plant Ecology and Nature Conservation Group, Wageningen University, P.O. Box 47, Wageningen, The Netherlands.
- 180 Silviculture Research Institute, Vietnamese Academy of Forest Sciences, Hanoi, Vietnam.
- 181 Department of Biology, Stanford University, Stanford, CA, USA.
- 182 Centre for the Research and Technology of Agro-Environmental and Biological Sciences, CITAB, University of Trás-os-Montes and Alto Douro, UTAD, Vila Real, Portugal.
- 183 Department of Ecology and Sustainable Agriculture, Agricultural High School of Polytechnic Institute of Viseu, Portugal and Centre for the Research and Technology of Agro-Environmental and Biological Sciences, CITAB, University of Trás-os-Montes and Alto Douro, Vila Real, Portugal.
- 184 Department of Forest Engineering Universidade Regional de Blumenau, Blumenau-Santa Catarina, Brazil.
- 185 Environmental Studies and Research Center, University of Campinas, UNICAMP, Campinas, Brazil.
- 186 Department of Forest and Wood Science, University of Stellenbosch, Stellenbosch, South Africa.
- 187 Key Laboratory of Tropical Biological Resources, Ministry of Education, School of Life and Pharmaceutical Sciences, Hainan University, Haikou, China.
- 188 Division of Forestry and Natural Resources, West Virginia University, Morgantown, WV, USA.
- 189 Department of Zoology, University of Oxford, Oxford, UK.
- 190 Department of Wetland Ecology, Institute for Geography and Geoecology, Karlsruhe Institute for Technology, Karlsruhe, Germany.
- 191 Centre for Agricultural Research in Suriname (CELOS), Paramaribo, Suriname.
- 192 Tropenbos International, Wageningen, The Netherlands.
- 193 Polish State Forests, Coordination Center for Environmental Projects, Warsaw, Poland.
- 194 Research Center of Forest Management Engineering of State Forestry and Grassland Administration, Beijing Forestry University, Beijing, China.
- 195 INP-HB, UMRI Sciences Agronomiques et Procédés de Transformation, Yamoussoukro, Côte d'Ivoire.
- 196 Department of Genetics, Evolution and Environment, University College London, London, UK.
- PMID: 40404639
- PMCID: PMC12098762
- DOI: 10.1038/s41467-025-59754-7
Effect of climate on traits of dominant and rare tree species in the world's forests
Authors
Affiliations
- 1 Institute of Integrative Biology, ETH Zurich (Swiss Federal Institute of Technology), Zurich, Switzerland. irishordijk@hotmail.com.
- 2 Wageningen University and Research, Wageningen, The Netherlands. irishordijk@hotmail.com.
- 3 Wageningen University and Research, Wageningen, The Netherlands.
- 4 Department of Forestry and Natural Resources, Purdue University, West Lafayette, IN, USA.
- 5 Department of Forest Resources, University of Minnesota, St Paul, MN, USA.
- 6 Hawkesbury Institute for the Environment, Western Sydney University, Penrith, NSW, Australia.
- 7 Department of Agricultural and Forest Sciences and Engineering, University of Lleida, Lleida, Spain.
- 8 Forest Science and Technology Centre of Catalonia (CTFC), Solsona, Spain.
- 9 Forestry Division, Food and Agriculture Organization of the United Nations, Rome, Italy.
- 10 Faculty of Natural Resources Management, Lakehead University, Thunder Bay, ON, Canada.
- 11 Manaaki Whenua-Landcare Research, Lincoln, New Zealand.
- 12 Chair for Forest Growth and Yield Science, TUM School for Life Sciences, Technical University of Munich, Munich, Germany.
- 13 Centre for Forest Research, Université du Québec à Montréal, Montréal, QC, Canada.
- 14 GIP ECOFOR, Paris, France.
- 15 CIRAD, Forêts et Sociétés, Montpellier, France.
- 16 Forêts et Sociétés, Univ Montpellier, CIRAD, Montpellier, France.
- 17 Gembloux Agro Bio-Tech, University of Liege, Liege, Belgium.
- 18 Faculty of Science and Technology, Free University of Bolzano, Bolzano, Italy.
- 19 Department of Agricultural, Food, Environmental and Animal Sciences, University of Udine, Udine, Italy.
- 20 Swiss Federal Institute for Forest, Snow and Landscape Research, WSL, Birmensdorf, Switzerland.
- 21 UFR Biosciences, University Félix Houphouët-Boigny, Abidjan, Côte d'Ivoire.
- 22 Spatial Ecology and Conservation Laboratory, Center for Latin American Studies, University of Florida, Gainesville, FL, USA.
- 23 Forestry School, Tecnológico de Costa Rica TEC, Cartago, Costa Rica.
- 24 Fundacion ConVida, Universidad Nacional Abierta y a Distancia, UNAD, Medellin, Colombia.
- 25 Field Museum of Natural History, Chicago, IL, USA.
- 26 Center for Tropical Research, Institute of the Environment and Sustainability, UCLA, Los Angeles, CA, USA.
- 27 National Institute of Amazonian Research, Manaus, Brazil.
- 28 Silviculture and Forest Ecology of the Temperate Zones, University of Göttingen, Göttingen, Germany.
- 29 Division of Forest and Forest Resources, Norwegian Institute of Bioeconomy Research (NIBIO), Ås, Norway.
- 30 Museo de Historia natural Noel kempff Mercado, Santa Cruz, Bolivia.
- 31 European Commission, Joint Research Centre, Ispra, Italy.
- 32 UNELLEZ-Guanare, Programa de Ciencias del Agro y el Mar, Herbario Universitario (PORT), Portuguesa, Venezuela.
- 33 Compensation International S. A. Ci Progress-GreenLife, Bogotá, D.C., Colombia.
- 34 School of Geography, University of Leeds, Leeds, UK.
- 35 Naturalis Biodiversity Centre, Leiden, The Netherlands.
- 36 Centro Multidisciplinar, Universidade Federal do Acre, Rio Branco, Brazil.
- 37 Proceedings of the National Academy of Sciences, Washington, DC, USA.
- 38 Department of Evolutionary Anthropology, Duke University, Durham, NC, USA.
- 39 United Nation Framework Convention on Climate Change, Bonn, Germany.
- 40 AMAP, Univ Montpellier, CIRAD, CNRS, INRAE, IRD, Montpellier, France.
- 41 Institute of Tropical Forest Conservation, Mbarara University of Sciences and Technology, Mbarara, Uganda.
- 42 Isotope Bioscience Laboratory - ISOFYS, Ghent University, Ghent, Belgium.
- 43 Stefan cel Mare University of Suceava, Suceava, Romania.
- 44 Department of Forest Sciences, Luiz de Queiroz College of Agriculture, University of São Paulo, Piracicaba, Brazil.
- 45 Bavarian State Institute of Forestry, Freising, Germany.
- 46 Department of Natural Sciences, Manchester Metropolitan University, Manchester, UK.
- 47 Spatial Ecology and Conservation Laboratory, School of Forest, Fisheries, and Geomatics Sciences, University of Florida, Gainesville, FL, USA.
- 48 Institute of Biology, Geobotany and Botanical Garden, Martin Luther University Halle-Wittenberg, Halle-, Wittenberg, Germany.
- 49 German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany.
- 50 Biological Institute, Tomsk State University, Tomsk, Russia.
- 51 Department of Spatial Regulation, GIS and Forest Policy, Institute of Forestry, Belgrade, Serbia.
- 52 Department of Ecology and Evolutionary Biology, University of Connecticut, Storrs, CT, USA.
- 53 Tropical Forests and People Research Centre, University of the Sunshine Coast, Maroochydore, QL, Australia.
- 54 Institute of Integrative Biology, ETH Zurich (Swiss Federal Institute of Technology), Zurich, Switzerland.
- 55 IFER - Institute of Forest Ecosystem Research, Jilove u Prahy, Czech Republic.
- 56 Global Change Research Institute CAS, Brno, Czech Republic.
- 57 Nicholas School of the Environment, Duke University, Durham, NC, USA.
- 58 Department of Biology, University of Missouri-St Louis, St Louis, MO, USA.
- 59 Programa de Pós-graduação em Biologia Vegetal, Instituto de Biologia, Universidade Estadual de Campinas, Campinas, Brazil.
- 60 Department of Plant Sciences and Conservation Research Institute, University of Cambridge, Cambridge, UK.
- 61 Andes to Amazon Biodiversity Program, Madre de Dios, Peru.
- 62 Facultad de Ciencias Forestales, Universidad Juárez del Estado de Durango, Durango, Mexico.
- 63 Department of Physical and Biological Sciences, The College of Saint Rose, Albany, NY, USA.
- 64 Department of Biology, West Virginia University, Morgantown, WV, USA.
- 65 Biology Department, Centre for Structural and Functional Genomics, Concordia University, Montreal, QC, Canada.
- 66 Natural Science Department, Universidade Regional de Blumenau, Blumenau, Brazil.
- 67 Cirad, UMR EcoFoG (AgroParistech, CNRS, INRAE, Université des Antilles, Université de la Guyane), Kourou, French Guiana.
- 68 Department of Geographical Sciences, University of Maryland, College Park, MD, USA.
- 69 Institute of Forestry, Belgrade, Serbia.
- 70 Institute of Botany, The Czech Academy of Sciences, 25243, Průhonice, Czech Republic.
- 71 Department of Botany, Faculty of Science, University of South Bohemia, České Budějovice, Czech Republic.
- 72 IRET, Herbier National du Gabon (CENAREST), Libreville, Gabon.
- 73 Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, AZ, USA.
- 74 The Santa Fe Institute, Santa Fe, NM, USA.
- 75 Queensland Herbarium, Department of Environment and Science, Toowong, QL, Australia.
- 76 Ecole de Foresterie et Ingénierie du Bois, Université Nationale d'Agriculture, Ketou, Benin.
- 77 School of Biological and Behavioural Sciences, Queen Mary University of London, London, UK.
- 78 Biology Centre of the Czech Academy of Sciences, Institute of Entomology, Ceske Budejovice, Czech Republic.
- 79 Institute for Tropical Biology and Conservation, Universiti Malaysia Sabah, Kota Kinabalu, Sabah, Malaysia.
- 80 Museu Paraense Emílio Goeldi. Coordenação de Ciências da Terra e Ecologia, Belém, Pará, Brasil.
- 81 Geography, College of Life and Environmental Sciences, University of Exeter, Exeter, UK.
- 82 Natural Resources Institute Finland (Luke), Joensuu, Finland.
- 83 Institute of Plant Sciences, University of Bern, Bern, Switzerland.
- 84 Forest Research Institute Malaysia, Kuala Lumpur, Malaysia.
- 85 Research and Innovation Center, Fondazione Edmund Mach, San Michele all'Adige, Italy.
- 86 School of Forestry and Environmental Studies, Yale University, New Haven, CT, USA.
- 87 Royal Botanic Garden Edinburgh, Edinburgh, UK.
- 88 Department of Plant Sciences, University of Oxford, Oxford, UK.
- 89 Department of Plant Systematics, University of Bayreuth, Bayreuth, Germany.
- 90 Centre for Conservation Science, The Royal Society for the Protection of Birds, Sandy, UK.
- 91 Wild Chimpanzee Foundation, Liberia Office, Monrovia, Liberia.
- 92 School of Geography and Sustainable Development, University of St Andrews, St Andrews, UK.
- 93 Centre for Invasion Biology, Department of Mathematical Sciences, Stellenbosch University, Stellenbosch, South Africa.
- 94 Theoretical Ecology Unit, African Institute for Mathematical Sciences, Cape Town, South Africa.
- 95 Division of Forest Resources Information, Korea Forest Promotion Institute, Seoul, South Korea.
- 96 Department of Forest Science, Tokyo University of Agriculture, Tokyo, Japan.
- 97 Institute of Dendrology, Polish Academy of Sciences, Kórnik, Poland.
- 98 Poznań University of Life Sciences, Department of Game Management and Forest Protection, Poznań, Poland.
- 99 Faculty of Biology, Białowieża Geobotanical Station, University of Warsaw, Białowieża, Poland.
- 100 Department of Geosciences and Natural Resource Management, University of Copenhagen, Copenhagen, Denmark.
- 101 Department of Plant Biology, Institute of Biology, University of Campinas, UNICAMP, Campinas, Brazil.
- 102 School of Biological Sciences, University of Bristol, Bristol, UK.
- 103 Bauman Moscow State Technical University, Mytischi, Russian Federation.
- 104 CAVElab-Computational and Applied Vegetation Ecology, Department of Environment, Ghent University, Ghent, Belgium.
- 105 CTFS-ForestGEO, Smithsonian Tropical Research Institute, Balboa, Panama.
- 106 Department of Physical and Environmental Sciences, Colorado Mesa University, Grand Junction, CO, USA.
- 107 UniSA STEM and Future Industries Institute, University of South Australia, Adelaide, SA, Australia.
- 108 Department of Botany, Dr Harisingh Gour Vishwavidyalaya (A Central University), Sagar, MP, India.
- 109 Department of Agriculture, Forestry and Bioresources, Seoul National University, Seoul, South Korea.
- 110 Interdisciplinary Program in Agricultural and Forest Meteorology, Seoul National University, Seoul, South Korea.
- 111 National Center for Agro Meteorology, Seoul, South Korea.
- 112 Research Institute for Agriculture and Life Sciences, Seoul National University, Seoul, South Korea.
- 113 Graduate School of Agriculture, Kyoto University, Kyoto, Japan.
- 114 Institute for World Forestry, University of Hamburg, Hamburg, Germany.
- 115 Institute of Forestry and Rural Engineering, Estonian University of Life Sciences, Tartu, Estonia.
- 116 International Institute for Applied Systems Analysis, Laxenburg, Austria.
- 117 Department of Geography, University College London, London, UK.
- 118 Faculty of Forestry, Qingdao Agricultural University, Qingdao, China.
- 119 Center for Forest Ecology and Productivity, Russian Academy of Sciences, Moscow, Russia.
- 120 School of Geography, University of Oxford, Oxford, UK.
- 121 UMR EcoFoG, AgroParisTech, Kourou, France.
- 122 Programa de Pós-graduação em Ecologia e Conservação, Universidade do Estado de Mato Grosso, Nova Xavantina, Brazil.
- 123 Flamingo Land Ltd, Kirby Misperton, UK.
- 124 Department of Environment & Geography, University of York, York, UK.
- 125 Department of Wildlife Management, College of African Wildlife Management, Mweka, Tanzania.
- 126 All-Russian Institute of Continuous Education in Forestry, Pushkino, Russian Federation.
- 127 Departamento de Ecología y Recursos Naturales, Facultad de Ciencias, Universidad Nacional Autónoma de México, Mexico City, Mexico.
- 128 Universidad del Tolima, Ibagué, Colombia.
- 129 Colegio de Profesionales Forestales de Cochabamba, Cochabamba, Bolivia.
- 130 Warsaw University of Life Sciences, Department of Forest Management, Dendrometry and Forest Economics, Warsaw, Poland.
- 131 Jardín Botánico de Missouri, Oxapampa, Peru.
- 132 Universidad Nacional de San Antonio Abad del Cusco, Cusco, Peru.
- 133 Department of Environment and Development Studies, United International University, Dhaka, Bangladesh.
- 134 Colegio de Ciencias y Humanidades. Universidad Juárez del Estado de Durango, Durango, Mexico.
- 135 Escuela Politécnica Superior de Ingeniería. Campus Terra. Universidad de Santiago de Compostela, Lugo, Spain.
- 136 Universidad Estatal Amazónica, Puyo, Pastaza, Ecuador.
- 137 Department of Evolutionary Biology and Environmental Studies, University of Zürich, Zürich, Switzerland.
- 138 Climate, Fire, and Carbon Cycle Sciences, USDA Forest Service, Durham, NC, USA.
- 139 V. N. Sukachev Institute of Forest, FRC KSC, Siberian Branch of the Russian Academy of Sciences, Krasnoyarsk, Russia.
- 140 Forest Ecology and Forest Management Group, Wageningen University & Research, Wageningen, The Netherlands.
- 141 Department of Ecology and Environmental Sciences, Pondicherry University, Puducherry, India.
- 142 Instituto Nacional de Tecnología Agropecuaria (INTA), Universidad Nacional de la Patagonia Austral (UNPA), Consejo Nacional de Investigaciones Científicas y Tecnicas (CONICET), Rio Gallegos, Argentina.
- 143 School of Social Sciences (Urban Studies), Western Sydney University, Penrith, NSW, Australia.
- 144 Instituto Nacional de Pesquisas da Amazônia, Manaus, Brazil.
- 145 Laboratório de Dendrologia e Silvicultura Tropical, Centro de Formação em Ciências Agroflorestais, Universidade Federal do Sul da Bahia, Itabuna, Brazil.
- 146 Department of Agriculture, Food, Environment and Forest (DAGRI), University of Firenze, Florence, Italy.
- 147 Jardín Botánico de Medellín, Medellín, Colombia.
- 148 Universidad Nacional de la Amazonía Peruana, Iquitos, Peru.
- 149 Servicios Ecosistémicos y Cambio Climático (SECC), Fundación Con Vida & Corporación COL-TREE, Medellín, Colombia.
- 150 Centro Agricoltura, Alimenti, Ambiente, University of Trento, San Michele all'Adige, Italy.
- 151 Department of Biological Sciences, Boise State University, Boise, ID, USA.
- 152 Department of Biology, University of Florence, Florence, Italy.
- 153 Tropical Biodiversity, MUSE - Museo delle Scienze, Trento, Italy.
- 154 Info Flora, Geneva, Switzerland.
- 155 Department of Environmental Sciences, Central University of Jharkhand, Ranchi, India.
- 156 Centro de Modelación y Monitoreo de Ecosistemas, Universidad Mayor, Santiago, Chile.
- 157 Vicerrectoría de Investigación y Postgrado, Universidad de La Frontera, Temuco, Chile.
- 158 Departamento de Silvicultura y Conservación de la Naturaleza, Universidad de Chile, Santiago, Chile.
- 159 Faculty of Biology, Geobotany, University of Freiburg, Freiburg im Breisgau, Germany.
- 160 National Forest Centre, Forest Research Institute Zvolen, Zvolen, Slovakia.
- 161 Université de Lorraine, AgroParisTech, Inra, Silva, Nancy, France.
- 162 Center for Ecological Dynamics in a Novel Biosphere (ECONOVO) & Center for Biodiversity Dynamics in a Changing World (BIOCHANGE), Department of Biology, Aarhus University, Ny Munkegade, Denmark.
- 163 Faculty of Environmental Sciences and Natural Resource Management, Norwegian University of Life Sciences, Ås, Norway.
- 164 Departamento de Biología, Universidad de la Serena, La Serena, Chile.
- 165 Centro de Ciências Biológicas e da Natureza, Universidade Federal do Acre, Rio Branco, Acre, Brazil.
- 166 Guyana Forestry Commission, Georgetown, French Guiana.
- 167 Environmental and Life Sciences, Faculty of Science, Universiti Brunei Darussalam, Gadong, Brunei Darussalam.
- 168 Plant Systematic and Ecology Laboratory, Department of Biology, Higher Teachers' Training College, University of Yaoundé I, Yaoundé, Cameroon.
- 169 Departamento de Ecologia, Universidade Federal do Rio Grande do Norte, Natal, Brazil.
- 170 Quantitative Biodiversity Dynamics, Department of Biology, Utrecht University, Utrecht, The Netherlands.
- 171 Department of Geomatics, Forest Research Institute, Raszyn, Poland.
- 172 Section for Ecoinformatics & Biodiversity, Department of Biology, Aarhus University, Aarhus, Denmark.
- 173 Faculty of Forestry and Wood Sciences, Czech University of Life Sciences, Prague, Czech Republic.
- 174 Wildlife Conservation Society, New York, NY, USA.
- 175 Iwokrama International Centre for Rainforest Conservation and Development (IIC), Georgetown, Guyana.
- 176 Botanical Garden of Ural Branch of Russian Academy of Sciences, Ural State Forest Engineering University, Ekaterinburg, Russia.
- 177 Pontificia Universidad Católica del Ecuador, Quito, Ecuador.
- 178 LINCGlobal, Museo Nacional de Ciencias Naturales, CSIC, Madrid, Spain.
- 179 Plant Ecology and Nature Conservation Group, Wageningen University, P.O. Box 47, Wageningen, The Netherlands.
- 180 Silviculture Research Institute, Vietnamese Academy of Forest Sciences, Hanoi, Vietnam.
- 181 Department of Biology, Stanford University, Stanford, CA, USA.
- 182 Centre for the Research and Technology of Agro-Environmental and Biological Sciences, CITAB, University of Trás-os-Montes and Alto Douro, UTAD, Vila Real, Portugal.
- 183 Department of Ecology and Sustainable Agriculture, Agricultural High School of Polytechnic Institute of Viseu, Portugal and Centre for the Research and Technology of Agro-Environmental and Biological Sciences, CITAB, University of Trás-os-Montes and Alto Douro, Vila Real, Portugal.
- 184 Department of Forest Engineering Universidade Regional de Blumenau, Blumenau-Santa Catarina, Brazil.
- 185 Environmental Studies and Research Center, University of Campinas, UNICAMP, Campinas, Brazil.
- 186 Department of Forest and Wood Science, University of Stellenbosch, Stellenbosch, South Africa.
- 187 Key Laboratory of Tropical Biological Resources, Ministry of Education, School of Life and Pharmaceutical Sciences, Hainan University, Haikou, China.
- 188 Division of Forestry and Natural Resources, West Virginia University, Morgantown, WV, USA.
- 189 Department of Zoology, University of Oxford, Oxford, UK.
- 190 Department of Wetland Ecology, Institute for Geography and Geoecology, Karlsruhe Institute for Technology, Karlsruhe, Germany.
- 191 Centre for Agricultural Research in Suriname (CELOS), Paramaribo, Suriname.
- 192 Tropenbos International, Wageningen, The Netherlands.
- 193 Polish State Forests, Coordination Center for Environmental Projects, Warsaw, Poland.
- 194 Research Center of Forest Management Engineering of State Forestry and Grassland Administration, Beijing Forestry University, Beijing, China.
- 195 INP-HB, UMRI Sciences Agronomiques et Procédés de Transformation, Yamoussoukro, Côte d'Ivoire.
- 196 Department of Genetics, Evolution and Environment, University College London, London, UK.
- PMID: 40404639
- PMCID: PMC12098762
- DOI: 10.1038/s41467-025-59754-7
Abstract
Species' traits and environmental conditions determine the abundance of tree species across the globe. The extent to which traits of dominant and rare tree species differ remains untested across a broad environmental range, limiting our understanding of how species traits and the environment shape forest functional composition. We use a global dataset of tree composition of >22,000 forest plots and 11 traits of 1663 tree species to ask how locally dominant and rare species differ in their trait values, and how these differences are driven by climatic gradients in temperature and water availability in forest biomes across the globe. We find three consistent trait differences between locally dominant and rare species across all biomes; dominant species are taller, have softer wood and higher loading on the multivariate stem strategy axis (related to narrow tracheids and thick bark). The difference between traits of dominant and rare species is more strongly driven by temperature compared to water availability, as temperature might affect a larger number of traits. Therefore, climate change driven global temperature rise may have a strong effect on trait differences between dominant and rare tree species and may lead to changes in species abundances and therefore strong community reassembly.
© 2025. The Author(s).
Conflict of interest statement
Competing interests: The authors declare no competing interests.
Figures

Fig. 1. The six forest biomes, with…
Fig. 1. The six forest biomes, with the number of plots, mean annual temperature and…

Fig. 2. A PCA visualizing 10 traits…
Fig. 2. A PCA visualizing 10 traits of dominant tree species (circles) and rare tree…

Fig. 3. The difference between standardized trait…
Fig. 3. The difference between standardized trait values of dominant and rare tree species per…

Fig. 4. The difference between five dominant…
Fig. 4. The difference between five dominant and rare trait values and PC1 at the…
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