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Liang J, Gamarra JGP, Picard N, Zhou M, Pijanowski B, Jacobs DF, Reich PB, Crowther TW, Nabuurs GJ, de-Miguel S, Fang J, Woodall CW, Svenning JC, Jucker T, Bastin JF, Wiser SK, Slik F, Hérault B, Alberti G, Keppel G, Hengeveld GM, Ibisch PL, Silva CA, Ter Steege H, Peri PL, Coomes DA, Searle EB, von Gadow K, Jaroszewicz B, Abbasi AO, Abegg M, Yao YCA, Aguirre-Gutiérrez J, Zambrano AMA, Altman J, Alvarez-Dávila E, Álvarez-González JG, Alves LF, Amani BHK, Amani CA, Ammer C, Ilondea BA, Antón-Fernández C, Avitabile V, Aymard GA, Azihou AF, Baard JA, Baker TR, Balazy R, Bastian ML, Batumike R, Bauters M, Beeckman H, Benu NMH, Bitariho R, Boeckx P, Bogaert J, Bongers F, Bouriaud O, Brancalion PHS, Brandl S, Brearley FQ, Briseno-Reyes J, Broadbent EN, Bruelheide H, Bulte E, Catlin AC, Cazzolla Gatti R, César RG, Chen HYH, Chisholm C, Cienciala E, Colletta GD, Corral-Rivas JJ, Cuchietti A, Cuni-Sanchez A, Dar JA, Dayanandan S, de Haulleville T, Decuyper M, Delabye S, Derroire G, DeVries B, Diisi J, Do TV, Dolezal J, Dourdain A, Durrheim GP, Obiang NLE, Ewango CEN, Eyre TJ, Fayle TM, Feunang LFN, Finér L, Fischer M, Fridman J, Frizzera L, de Gasper AL, Gianelle D, Glick HB, Gonzalez-Elizondo MS, Gorenstein L, Habonayo R, Hardy OJ, Harris DJ, Hector A, Hemp A, Herold M, Hillers A, Hubau W, Ibanez T, Imai N, Imani G, Jagodzinski AM, Janecek S, Johannsen VK, Joly CA, Jumbam B, Kabelong BLPR, Kahsay GA, Karminov V, Kartawinata K, Kassi JN, Kearsley E, Kennard DK, Kepfer-Rojas S, Khan ML, Kigomo JN, Kim HS, Klauberg C, Klomberg Y, Korjus H, Kothandaraman S, Kraxner F, Kumar A, Kuswandi R, Lang M, Lawes MJ, Leite RV, Lentner G, Lewis SL, Libalah MB, Lisingo J, López-Serrano PM, Lu H, Lukina NV, Lykke AM, Maicher V, Maitner BS, Marcon E, Marshall AR, Martin EH, Martynenko O, Mbayu FM, Mbuvi MTE, Meave JA, Merow C, Miscicki S, Moreno VS, Morera A, Mukul SA, Müller JC, Murdjoko A, Nava-Miranda MG, Ndive LE, Neldner VJ, Nevenic RV, Nforbelie LN, Ngoh ML, N'Guessan AE, Ngugi MR, Ngute ASK, Njila ENN, Nyako MC, Ochuodho TO, Oleksyn J, Paquette A, Parfenova EI, Park M, Parren M, Parthasarathy N, Pfautsch S, Phillips OL, Piedade MTF, Piotto D, Pollastrini M, Poorter L, Poulsen JR, Poulsen AD, Pretzsch H, Rodeghiero M, Rolim SG, Rovero F, Rutishauser E, Sagheb-Talebi K, Saikia P, Sainge MN, Salas-Eljatib C, Salis A, Schall P, Schepaschenko D, Scherer-Lorenzen M, Schmid B, Schöngart J, Šebeň V, Sellan G, Selvi F, Serra-Diaz JM, Sheil D, Shvidenko AZ, Sist P, Souza AF, Stereńczak KJ, Sullivan MJP, Sundarapandian S, Svoboda M, Swaine MD, Targhetta N, Tchebakova N, Trethowan LA, Tropek R, Mukendi JT, Umunay PM, Usoltsev VA, Vaglio Laurin G, Valentini R, Valladares F, van der Plas F, Vega-Nieva DJ, Verbeeck H, Viana H, Vibrans AC, Vieira SA, Vleminckx J, Waite CE, Wang HF, Wasingya EK, Wekesa C, Westerlund B, Wittmann F, Wortel V, Zawiła-Niedźwiecki T, Zhang C, Zhao X, Zhu J, Zhu X, Zhu ZX, Zo-Bi IC, Hui C. Co-limitation towards lower latitudes shapes global forest diversity gradients. Nat Ecol Evol 2022; 6:1423-1437. [PMID: 35941205 DOI: 10.1038/s41559-022-01831-x] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2021] [Accepted: 06/15/2022] [Indexed: 11/09/2022]
Abstract
The latitudinal diversity gradient (LDG) is one of the most recognized global patterns of species richness exhibited across a wide range of taxa. Numerous hypotheses have been proposed in the past two centuries to explain LDG, but rigorous tests of the drivers of LDGs have been limited by a lack of high-quality global species richness data. Here we produce a high-resolution (0.025° × 0.025°) map of local tree species richness using a global forest inventory database with individual tree information and local biophysical characteristics from ~1.3 million sample plots. We then quantify drivers of local tree species richness patterns across latitudes. Generally, annual mean temperature was a dominant predictor of tree species richness, which is most consistent with the metabolic theory of biodiversity (MTB). However, MTB underestimated LDG in the tropics, where high species richness was also moderated by topographic, soil and anthropogenic factors operating at local scales. Given that local landscape variables operate synergistically with bioclimatic factors in shaping the global LDG pattern, we suggest that MTB be extended to account for co-limitation by subordinate drivers.
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Affiliation(s)
- Jingjing Liang
- Forest Advanced Computing and Artificial Intelligence Laboratory (FACAI), Department of Forestry and Natural Resources, Purdue University, West Lafayette, IN, USA.
| | - Javier G P Gamarra
- Forestry Division, Food and Agriculture Organization of the United Nations, Rome, Italy
| | | | - Mo Zhou
- Forest Advanced Computing and Artificial Intelligence Laboratory (FACAI), Department of Forestry and Natural Resources, Purdue University, West Lafayette, IN, USA
| | - Bryan Pijanowski
- Department of Forestry and Natural Resources, Purdue University, West Lafayette, IN, USA
| | - Douglass F Jacobs
- Department of Forestry and Natural Resources, Purdue University, West Lafayette, IN, USA
| | - Peter B Reich
- Institute for Global Change Biology, School for Environment and Sustainability, University of Michigan, Ann Arbor, MI, USA
- Department of Forest Resources, University of Minnesota, St. Paul, MN, USA
- Hawkesbury Institute for the Environment, Western Sydney University, Penrith, New South Wales, Australia
| | - Thomas W Crowther
- Crowther Lab, Department of Environmental Systems Science, Institute of Integrative Biology, ETH Zürich, Zürich, Switzerland
| | - Gert-Jan Nabuurs
- Wageningen Environmental Research, Wageningen University and Research, Wageningen, Netherlands
- Forest Ecology and Forest Management Group, Wageningen University and Research, Wageningen, Netherlands
| | - Sergio de-Miguel
- Department of Crop and Forest Sciences, University of Lleida, Lleida, Spain
- Joint Research Unit CTFC-Agrotecnio-CERCA, Solsona, Spain
| | - Jingyun Fang
- Institute of Ecology and Key Laboratory for Earth Surface Processes of the Ministry of Education, College of Urban and Evironmental Sciences, Peking University, Beijing, China
| | | | - Jens-Christian Svenning
- Center for Biodiversity Dynamics in a Changing World (BIOCHANGE), Department of Biology, Aarhus University, Aarhus C, Denmark
- Section for Ecoinformatics and Biodiversity, Department of Biology, Aarhus University, Aarhus C, Denmark
| | - Tommaso Jucker
- School of Biological Sciences, University of Bristol, Bristol, UK
| | - Jean-Francois Bastin
- TERRA Teaching and Research Centre, Gembloux Agro Bio-Tech, University of Liege, Gembloux, Belgium
| | - Susan K Wiser
- Manaaki Whenua Landcare Research, Lincoln, New Zealand
| | - Ferry Slik
- Environmental and Life Sciences, Faculty of Science, Universiti Brunei Darussalam, Gadong, Brunei Darussalam
| | - Bruno Hérault
- Centre de Coopération Internationale en Recherche Agronomique pour le Développement, Montpellier, France
- INP-HB (Institut National Polytechnique Félix Houphouet-Boigny), University of Montpellier, Yamoussoukro, Ivory Coast
| | - Giorgio Alberti
- Department of Agricultural, Food, Environmental and Animal Sciences, University of Udine, Udine, Italy
- Faculty of Science and Technology, Free University of Bolzano, Bolzano, Italy
- Institute of Bioeconomy, CNR, Sesto, Italy
| | - Gunnar Keppel
- Natural and Built Environments Research Centre, School of Natural and Built Environments, University of South Australia, Adelaide, South Australia, Australia
| | - Geerten M Hengeveld
- Biometris, Wageningen University and Research, Wageningen, Netherlands
- Wageningen University & Research, Forest and Nature Conservation Policy Group, Wageningen, Netherlands
| | - Pierre L Ibisch
- Centre for Econics and Ecosystem Management, Eberswalde University for Sustainable Development, Eberswalde, Germany
| | - Carlos A Silva
- School of Forest, Fisheries, and Geomatics Sciences, Institute of Food & Agricultural Sciences, University of Florida, Gainesville, FL, USA
| | | | - Pablo L Peri
- Instituto Nacional de Tecnología Agropecuaria (INTA), Santa Cruz, Argentina
| | - David A Coomes
- Department of Plant Sciences, University of Cambridge, Cambridge, UK
| | - Eric B Searle
- Faculty of Natural Resources Management, Lakehead University, Thunder Bay, Ontario, Canada
| | - Klaus von Gadow
- University of Göttingen, Göttingen, Germany
- Beijing Forestry University, Beijing, China
- University of Stellenbosch, Stellenbosch, South Africa
| | - Bogdan Jaroszewicz
- Białowieża Geobotanical Station, Faculty of Biology, University of Warsaw, Białowieża, Poland
| | - Akane O Abbasi
- Forest Advanced Computing and Artificial Intelligence Laboratory (FACAI), Department of Forestry and Natural Resources, Purdue University, West Lafayette, IN, USA
| | - Meinrad Abegg
- Swiss National Forest Inventory/Swiss Federal Institute for Forest, Snow and Landscape Research WSL, Birmensdorf, Switzerland
| | - Yves C Adou Yao
- UFR Biosciences, University Félix Houphouët-Boigny, Abidjan, Ivory Coast
| | - Jesús Aguirre-Gutiérrez
- Environmental Change Institute, School of Geography and the Environment, University of Oxford, Oxford, UK
- Biodiversity Dynamics, Naturalis Biodiversity Center, Leiden, Netherlands
| | | | - Jan Altman
- Institute of Botany, Academy of Sciences of the Czech Republic, Trebon, Czech Republic
- Faculty of Forestry and Wood Sciences, Czech University of Life Sciences in Prague, Praha-Suchdol, Czech Republic
| | - Esteban Alvarez-Dávila
- Escuela ECAPMA, National Open University and Distance (Colombia) | UNAD, Bogotá, Colombia
| | | | - Luciana F Alves
- Center for Tropical Research, Institute of the Environment and Sustainability, University of California, Los Angeles, CA, USA
| | | | - Christian A Amani
- Université Officielle de Bukavu, Bukavu, Democratic Republic of Congo
| | - Christian Ammer
- Silviculture and Forest Ecology of the Temperate Zones, University of Göttingen, Goettingen, Germany
| | - Bhely Angoboy Ilondea
- Institut National pour l'Etude et la Recherche Agronomiques, Kinshasa, Democratic Republic of Congo
| | - Clara Antón-Fernández
- Norwegian Institute of Bioeconomy Research (NIBIO), Division of Forestry and Forest Resources, Ås, Norway
| | | | | | - Akomian F Azihou
- Laboratory of Applied Ecology, University of Abomey-Calavi, Cotonou, Benin
| | - Johan A Baard
- Scientific Services, South African National Parks, Knysna, South Africa
| | | | - Radomir Balazy
- Department of Geomatics, Forest Research Institute, Sekocin Stary, Raszyn, Poland
| | - Meredith L Bastian
- Proceedings of the National Academy of Sciences, Washington, DC, USA
- Department of Evolutionary Anthropology, Duke University, Durham, NC, USA
| | - Rodrigue Batumike
- Department of Environment, Universtité du Cinquantenaire de Lwiro, Bukavu, Democratic Republic of Congo
| | - Marijn Bauters
- Department of Environment, Ghent University, Ghent, Belgium
- Department of Green Chemistry and Technology, Ghent University, Ghent, Belgium
| | - Hans Beeckman
- Service of Wood Biology, Royal Museum for Central Africa, Tervuren, Belgium
| | | | - Robert Bitariho
- Institute of Tropical Forest Conservation, Mbarara University of Science and Technology, Mbarara, Uganda
| | - Pascal Boeckx
- Department of Green Chemistry and Technology, Ghent University, Ghent, Belgium
| | - Jan Bogaert
- Université de Liège, Gembloux Agro-Bio Tech, Gembloux, Belgium
| | - Frans Bongers
- Forest Ecology and Forest Management Group, Wageningen University and Research, Wageningen, Netherlands
| | - Olivier Bouriaud
- Integrated Center for Research, Development and Innovation in Advanced Materials, Nanotechnologies, and Distributed Systems for Fabrication and Control (MANSiD), University Stefan cel Mare of Suceava, Suceava, Romania
| | - Pedro H S Brancalion
- Department of Forestry Sciences, 'Luiz de Queiroz' College of Agriculture, University of São Paulo, Piracicaba, Brazil
| | | | - Francis Q Brearley
- Department of Natural Sciences, Manchester Metropolitan University, Manchester, UK
| | - Jaime Briseno-Reyes
- Facultad de Ciencias Forestales, Universidad Juárez del Estado de Durango, Durango, Mexico
| | - Eben N Broadbent
- School of Forest, Fisheries, and Geomatics Sciences, Institute of Food & Agricultural Sciences, University of Florida, Gainesville, FL, USA
| | - Helge Bruelheide
- Institute of Biology and Botanical Garden, Martin Luther University Halle-Wittenberg, Halle (Saale), Germany
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany
| | - Erwin Bulte
- Development Economics Group, Wageningen University, Wageningen, Netherlands
| | - Ann Christine Catlin
- Rosen Center for Advanced Computing (RCAC), Purdue University, West Lafayette, IN, USA
| | - Roberto Cazzolla Gatti
- Department of Biological, Geological and Environmental Sciences (BiGeA), University of Bologna, Bologna, Italy
| | - Ricardo G César
- Department of Forestry Sciences, 'Luiz de Queiroz' College of Agriculture, University of São Paulo, Piracicaba, Brazil
| | - Han Y H Chen
- Faculty of Natural Resources Management, Lakehead University, Thunder Bay, Ontario, Canada
| | - Chelsea Chisholm
- Institute of Integrative Biology, ETH Zürich, Zürich, Switzerland
| | - Emil Cienciala
- IFER - Institute of Forest Ecosystem Research, Jilove u Prahy, Czech Republic
- Global Change Research Institute of the CAS, Brno, Czech Republic
| | - Gabriel D Colletta
- Programa de Pós-graduação em Biologia Vegetal, Instituto de Biologia, Universidade Estadual de Campinas, Campinas CEP, Biologia, Brazil
| | | | - Anibal Cuchietti
- Dirección Nacional de Bosques (DNB), Ministerio de Ambiente y Desarrollo Sostenible (MAyDS), Ciudad Autónoma de Buenos Aires, Buenos Aires, Argentina
| | - Aida Cuni-Sanchez
- Department of International Environment and Development Studies (Noragric), Faculty of Landscape and Society, Norwegian University of Life Sciences (NMBU), Ås, Norway
- Department of Environment and Geography, University of York, York, UK
| | - Javid A Dar
- Department of Environmental Science, School of Engineering and Sciences, SRM University-AP, Guntur, India
- Department of Botany, Dr. Harisingh Gour Vishwavidyalaya (A Central University), Madhya Pradesh, India
- Department of Ecology and Environmental Sciences, Pondicherry University, Puducherry, India
| | - Selvadurai Dayanandan
- Centre for Structural and Functional Genomics & Quebec Centre for Biodiversity Science, Biology Department, Concordia University, Montreal, Quebec, Canada
| | - Thales de Haulleville
- Service of Wood Biology, Royal Museum for Central Africa, Tervuren, Belgium
- Université de Liège, Gembloux Agro-Bio Tech, Gembloux, Belgium
| | - Mathieu Decuyper
- Forest Ecology and Forest Management Group, Wageningen University and Research, Wageningen, Netherlands
| | - Sylvain Delabye
- Department of Ecology, Faculty of Science, Charles University, Prague, Czech Republic
- Biology Centre of the Czech Academy of Sciences, Institute of Entomology, Ceske Budejovice, Czech Republic
| | - Géraldine Derroire
- Cirad, UMR EcoFoG (AgroParistech, CNRS, Inrae, Université des Antilles, Université de la Guyane), Campus Agronomique, Kourou, French Guiana
| | - Ben DeVries
- Department of Geography, Environment and Geomatics, University of Guelph, Guelph, Ontario, Canada
| | - John Diisi
- National Forest Authority, Kampala, Uganda
| | - Tran Van Do
- Department of Silviculture Foundation, Silviculture Research Institute, Vietnamese Academy of Forest Sciences, Hanoi, Vietnam
| | - Jiri Dolezal
- Institute of Botany, Academy of Sciences of the Czech Republic, Trebon, Czech Republic
- Department of Botany, Faculty of Science, University of South Bohemia, Bohemia, Czech Republic
| | - Aurélie Dourdain
- Cirad, UMR EcoFoG (AgroParistech, CNRS, Inrae, Université des Antilles, Université de la Guyane), Campus Agronomique, Kourou, French Guiana
| | - Graham P Durrheim
- Scientific Services, South African National Parks, Knysna, South Africa
| | | | - Corneille E N Ewango
- Faculté de Gestion de Ressources Naturelles Renouvelables, Université de Kisangani, Kisangani, Democratic Republic of Congo
| | - Teresa J Eyre
- Queensland Herbarium, Department of Environment and Science, Toowong, Queensland, Australia
| | - Tom M Fayle
- Biology Centre of the Czech Academy of Sciences, Institute of Entomology, Ceske Budejovice, Czech Republic
- School of Biological and Behavioural Sciences, Queen Mary University of London, London, UK
| | | | - Leena Finér
- Natural Resources Institute Finland, Joensuu, Finland
| | - Markus Fischer
- Institute of Plant Sciences, University of Bern, Bern, Switzerland
| | - Jonas Fridman
- Department of Forest Resource Management, Swedish University of Agricultural Sciences, Umea, Sweden
| | - Lorenzo Frizzera
- Research and Innovation Centre, Fondazione Edmund Mach, San Michele all'Adige, Italy
| | - André L de Gasper
- Herbário Dr. Roberto Miguel Klein, Universidade Regional de Blumenau, Blumenau, Brazil
| | - Damiano Gianelle
- Research and Innovation Centre, Fondazione Edmund Mach, San Michele all'Adige, Italy
| | | | | | - Lev Gorenstein
- Rosen Center for Advanced Computing (RCAC), Purdue University, West Lafayette, IN, USA
| | - Richard Habonayo
- Département des Sciences et Technologies de l'Environnement, Université du Burundi, Bujumbura, Burundi
| | - Olivier J Hardy
- Faculté des Sciences, Evolutionary Biology and Ecology Unit, Université Libre de Bruxelles, Brussels, Belgium
| | | | - Andrew Hector
- Department of Plant Sciences, University of Oxford, Oxford, UK
| | - Andreas Hemp
- Department of Plant Systematics, Bayreuth University, Bayreuth, Germany
| | - Martin Herold
- Helmholtz GFZ German Research Centre for Geosciences, Section 1.4 Remote Sensing and Geoinformatics, Potsdam, Germany
| | - Annika Hillers
- Wild Chimpanzee Foundation, Liberia Representation, Monrovia, Liberia
- Centre for Conservation Science, The Royal Society for the Protection of Birds, Sandy, UK
| | - Wannes Hubau
- Service of Wood Biology, Royal Museum for Central Africa, Tervuren, Belgium
- Department of Environment, Laboratory for Wood Technology (UGent-Woodlab), Ghent University, Ghent, Belgium
| | - Thomas Ibanez
- AMAP, University of Montpellier, CIRAD, CNRS, INRAE, IRD, Montpellier, France
| | - Nobuo Imai
- Department of Forest Science, Tokyo University of Agriculture, Tokyo, Japan
| | - Gerard Imani
- Biology Department, Université Officielle de Bukavu, Bukavu, Democratic Republic of Congo
| | - Andrzej M Jagodzinski
- Institute of Dendrology, Polish Academy of Sciences, Kórnik, Poland
- Poznan University of Life Sciences, Faculty of Forestry and Wood Technology, Department of Game Management and Forest Protection, Poznan, Poland
| | - Stepan Janecek
- Department of Ecology, Faculty of Science, Charles University, Prague, Czech Republic
| | - Vivian Kvist Johannsen
- Department of Geosciences and Natural Resource Management, University of Copenhagen, Copenhagen, Denmark
| | - Carlos A Joly
- Plant Biology Department, Biology Institute, University of Campinas (UNICAMP), Campinas, Brazil
| | - Blaise Jumbam
- Department of Botany and Plant Pathology, Purdue University, West Lafayette, IN, USA
- Institute of Agricultural Research for Development (IRAD), Nkolbisson, Ministry of Scientific Research and Innovation, Yaounde, Cameroon
| | - Banoho L P R Kabelong
- Department of Plant Biology, Faculty of Science, University of Yaoundé I, Yaoundé, Cameroon
| | - Goytom Abraha Kahsay
- Department of Food and Resource Economics, University of Copenhagen, Copenhagen, Denmark
| | - Viktor Karminov
- Forestry Faculty, Bauman Moscow State Technical University, Mytischi, Russia
| | | | - Justin N Kassi
- Labo Botanique, Université Félix Houphouët-Boigny, Abidjan, Ivory Coast
| | - Elizabeth Kearsley
- Computational and Applied Vegetation Ecology Lab, Ghent University, Ghent, Belgium
| | - Deborah K Kennard
- Department of Physical and Environmental Sciences, Colorado Mesa University, Grand Junction, CO, USA
| | - Sebastian Kepfer-Rojas
- Department of Geosciences and Natural Resource Management, University of Copenhagen, Copenhagen, Denmark
| | - Mohammed Latif Khan
- Department of Botany, Dr. Harisingh Gour Vishwavidalaya (A Central University), Sagar, India
| | - John N Kigomo
- Kenya Forestry Research Institute, Department of Forest Resource Assessment, Nairobi, Kenya
| | - Hyun Seok Kim
- Department of Forest Sciences, Seoul National University, Seoul, Republic of Korea
- Interdisciplinary Program in Agricultural and Forest Meteorology, Seoul National University, Seoul, Republic of Korea
- National Center for Agro Meteorology, Seoul, Republic of Korea
- Research Institute for Agriculture and Life Sciences, Seoul National University, Seoul, Republic of Korea
| | - Carine Klauberg
- School of Forest, Fisheries, and Geomatics Sciences, Institute of Food & Agricultural Sciences, University of Florida, Gainesville, FL, USA
| | - Yannick Klomberg
- Department of Ecology, Faculty of Science, Charles University, Prague, Czech Republic
| | - Henn Korjus
- Institute of Forestry and Engineering, Estonian University of Life Sciences, Tartu, Estonia
| | - Subashree Kothandaraman
- Department of Botany, Dr. Harisingh Gour Vishwavidyalaya (A Central University), Madhya Pradesh, India
- Department of Ecology and Environmental Sciences, Pondicherry University, Puducherry, India
| | - Florian Kraxner
- International Institute for Applied Systems Analysis, Laxenburg, Austria
| | - Amit Kumar
- Department of Geoinformatics, Central University of Jharkhand, Ranchi, India
| | - Relawan Kuswandi
- Balai Penelitian dan Pengembangan Lingkungan Hidup dan Kehutanan, Manokwari, Indonesia
| | - Mait Lang
- Institute of Forestry and Engineering, Estonian University of Life Sciences, Tartu, Estonia
- Tartu Observatory, University of Tartu, Tõravere, Estonia
| | - Michael J Lawes
- School of Life Sciences, University of KwaZulu-Natal, Pietermaritzburg, South Africa
| | - Rodrigo V Leite
- Department of Forest Engineering, Federal University of Viçosa (UFV), Viçosa, Brazil
| | - Geoffrey Lentner
- Rosen Center for Advanced Computing (RCAC), Purdue University, West Lafayette, IN, USA
| | - Simon L Lewis
- School of Geography, University of Leeds, Leeds, UK
- Department of Geography, University College London, London, UK
| | - Moses B Libalah
- Department of Plant Biology, Faculty of Science, University of Yaoundé I, Yaoundé, Cameroon
- Plant Systematics and Ecology Laboratory (LaBosystE), Higher Teacher's Training College, University of Yaoundé I, Yaoundé, Cameroon
| | - Janvier Lisingo
- Laboratoire d'Écologie et Aménagement Forestier, Département d'Ecologie et de Gestion des Ressources Végétales, Université de Kisangani, Kisangani, Democratic Republic of Congo
| | | | - Huicui Lu
- Faculty of Forestry, Qingdao Agricultural University, Qingdao, China
| | - Natalia V Lukina
- Center for Forest Ecology and Productivity RAS (CEPF RAS), Moscow, Russia
| | | | - Vincent Maicher
- Department of Ecology, Faculty of Science, Charles University, Prague, Czech Republic
- Biology Centre of the Czech Academy of Sciences, Institute of Entomology, Ceske Budejovice, Czech Republic
- Nicholas School of the Environment, Duke University, Durham, NC, USA
| | - Brian S Maitner
- Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, AZ, USA
| | - Eric Marcon
- Cirad, UMR EcoFoG (AgroParistech, CNRS, Inrae, Université des Antilles, Université de la Guyane), Campus Agronomique, Kourou, French Guiana
- AgroParisTech, UMR AMAP, University of Montpellier, CIRAD, CNRS, INRAE, IRD, Montpellier, France
| | - Andrew R Marshall
- University of the Sunshine Coast, Sippy Downs, Queensland, Australia
- University of York, York, UK
- Flamingo Land Ltd., North Yorkshire, UK
| | - Emanuel H Martin
- Department of Wildlife Management, College of African Wildlife Management, Mweka, Tanzania
| | - Olga Martynenko
- Forestry Faculty, Bauman Moscow State Technical University, Mytischi, Russia
| | - Faustin M Mbayu
- Faculté de Gestion de Ressources Naturelles Renouvelables, Université de Kisangani, Kisangani, Democratic Republic of Congo
| | | | - Jorge A Meave
- Departamento de Ecología y Recursos Naturales, Facultad de Ciencias, Universidad Nacional Autónoma de México, Mexico City, Mexico
| | - Cory Merow
- Ecology and Evolutionary Biology, University of Connecticut, Storrs, CT, USA
| | - Stanislaw Miscicki
- Department of Forest Management and Forest Economics, Warsaw University of Life Sciences, Warsaw, Poland
| | - Vanessa S Moreno
- Department of Forestry Sciences, 'Luiz de Queiroz' College of Agriculture, University of São Paulo, Piracicaba, Brazil
| | - Albert Morera
- Joint Research Unit CTFC-Agrotecnio-CERCA, Solsona, Spain
| | - Sharif A Mukul
- Tropical Forests and People Research Centre, University of the Sunshine Coast, Maroochydore DC, Queensland, Australia
| | - Jörg C Müller
- Fieldstation Fabrikschleichach, Julius-Maximilians University Würzburg, Würzburg, Germany
- Bavarian Forest Nationalpark, Grafenau, Germany
| | - Agustinus Murdjoko
- Fakultas Kehutanan, Universitas Papua, Jalan Gunung Salju Amban, Manokwari Papua Barat, Indonesia
| | | | | | - Victor J Neldner
- Queensland Herbarium, Department of Environment and Science, Toowong, Queensland, Australia
| | | | - Louis N Nforbelie
- Department of Plant Biology, Faculty of Science, University of Yaoundé I, Yaoundé, Cameroon
| | - Michael L Ngoh
- Tropical Plant Exploration Group (TroPEG), Buea, Cameroon
- Department of Ecology and Evolutionary Biology, University of Tennessee, Knoxville, TN, USA
| | - Anny E N'Guessan
- UFR Biosciences, University Félix Houphouët-Boigny, Abidjan, Ivory Coast
| | - Michael R Ngugi
- Queensland Herbarium, Department of Environment and Science, Toowong, Queensland, Australia
| | - Alain S K Ngute
- Tropical Forests and People Research Centre, University of the Sunshine Coast, Maroochydore DC, Queensland, Australia
- Applied Biology and Ecology Research Unit, University of Dschang, Dschang, Cameroon
| | - Emile Narcisse N Njila
- Department of Plant Biology, Faculty of Science, University of Yaoundé I, Yaoundé, Cameroon
| | - Melanie C Nyako
- Department of Plant Biology, Faculty of Science, University of Yaoundé I, Yaoundé, Cameroon
| | - Thomas O Ochuodho
- Department of Forestry and Natural Resources, University of Kentucky, Lexington, KY, USA
| | - Jacek Oleksyn
- Institute of Dendrology, Polish Academy of Sciences, Kórnik, Poland
| | - Alain Paquette
- UQAM, Centre for Forest Research, Montreal, Quebec, Canada
| | - Elena I Parfenova
- V.N. Sukachev Forest Institute of FRC KSC SB RAS, Krasnoyarsk, Russia
| | - Minjee Park
- Department of Forestry and Natural Resources, Purdue University, West Lafayette, IN, USA
| | - Marc Parren
- Forest Ecology and Forest Management Group, Wageningen University and Research, Wageningen, Netherlands
| | | | - Sebastian Pfautsch
- Urban Management and Planning, School of Social Sciences, Western Sydney University, Penrith, New South Wales, Australia
| | | | - Maria T F Piedade
- Instituto Nacional de Pesquisas da Amazônia-INPA, Grupo Ecologia. Monitoramento e Uso Sustentável de Áreas Úmidas MAUA, Manaus, Brazil
| | - Daniel Piotto
- Centro de Formação em Ciências Agroflorestais, Universidade Federal do Sul da Bahia, Ilhéus, Brazil
| | - Martina Pollastrini
- Department of Agriculture, Food, Environment and Forestry, University of Firenze, Firenze, Italy
| | - Lourens Poorter
- Forest Ecology and Forest Management Group, Wageningen University and Research, Wageningen, Netherlands
| | - John R Poulsen
- Nicholas School of the Environment, Duke University, Durham, NC, USA
| | | | - Hans Pretzsch
- Technical University of Munich, School of Life Sciences Weihenstephan, Chair of Forest Growth and Yield Science, Munich, Germany
| | - Mirco Rodeghiero
- Research and Innovation Centre, Fondazione Edmund Mach, San Michele all'Adige, Italy
- Centro Agricoltura, Alimenti, Ambiente, University of Trento, San Michele all'Adige, Italy
| | - Samir G Rolim
- Centro de Formação em Ciências Agroflorestais, Universidade Federal do Sul da Bahia, Ilhéus, Brazil
| | - Francesco Rovero
- Department of Biology, University of Florence, Sesto Fiorentino, Italy
- MUSE-Museo delle Scienze, Trento, Italy
| | | | - Khosro Sagheb-Talebi
- Agricultural Research, Education and Extension Organization (AREEO), Research Institute of Forests and Rangelands (RIFR), Tehran, Iran
| | - Purabi Saikia
- Department of Environmental Sciences, Central University of Jharkhand, Ranchi, India
| | - Moses Nsanyi Sainge
- Tropical Plant Exploration Group (TroPEG), Buea, Cameroon
- Institute of International Education Scholar Rescue Fund (IIE-SRF), One World Trade Center, New York, NY, USA
| | - Christian Salas-Eljatib
- Centro de Modelación y Monitoreo de Ecosistemas, Facultad de Ciencias, Universidad Mayor, Santiago, Chile
- Vicerrectoría de Investigación y Postgrado, Universidad de La Frontera, Temuco, Chile
- Departamento de Silvicultura y Conservación de la Naturaleza, Universidad de Chile, Santiago, Chile
| | - Antonello Salis
- Forestry Division, Food and Agriculture Organization of the United Nations, Rome, Italy
| | - Peter Schall
- Silviculture and Forest Ecology of the Temperate Zones, University of Göttingen, Goettingen, Germany
| | - Dmitry Schepaschenko
- International Institute for Applied Systems Analysis, Laxenburg, Austria
- V.N. Sukachev Forest Institute of FRC KSC SB RAS, Krasnoyarsk, Russia
- Рeoples Friendship University of Russia (RUDN University), Moscow, Russia
| | | | - Bernhard Schmid
- Institution with City, Department of Geography, University of Zurich, Zurich, Switzerland
| | - Jochen Schöngart
- Instituto Nacional de Pesquisas da Amazônia-INPA, Grupo Ecologia. Monitoramento e Uso Sustentável de Áreas Úmidas MAUA, Manaus, Brazil
| | | | - Giacomo Sellan
- Department of Natural Sciences, Manchester Metropolitan University, Manchester, UK
- CNRS-UMR LEEISA, Campus Agronomique, Kourou, French Guiana
| | - Federico Selvi
- Department of Agriculture, Food, Environment and Forestry, University of Firenze, Firenze, Italy
| | | | - Douglas Sheil
- Forest Ecology and Forest Management Group, Wageningen University and Research, Wageningen, Netherlands
- Center for International Forestry Research (CIFOR), Situ Gede, Bogor Barat, Indonesia
| | | | - Plinio Sist
- Cirad, University of Montpellier, Montpellier, France
| | - Alexandre F Souza
- Universidade Federal do Rio Grande do Norte, Departamento de Ecologia, Natal, Brazil
| | | | - Martin J P Sullivan
- Department of Natural Sciences, Manchester Metropolitan University, Manchester, UK
| | - Somaiah Sundarapandian
- Department of Ecology and Environmental Sciences, Pondicherry University, Puducherry, India
| | - Miroslav Svoboda
- Faculty of Forestry and Wood Sciences, Czech University of Life Sciences in Prague, Praha-Suchdol, Czech Republic
| | - Mike D Swaine
- School of Biological Sciences, University of Aberdeen, Aberdeen, UK
| | - Natalia Targhetta
- Instituto Nacional de Pesquisas da Amazônia-INPA, Grupo Ecologia. Monitoramento e Uso Sustentável de Áreas Úmidas MAUA, Manaus, Brazil
| | - Nadja Tchebakova
- V.N. Sukachev Forest Institute of FRC KSC SB RAS, Krasnoyarsk, Russia
| | | | - Robert Tropek
- Department of Ecology, Faculty of Science, Charles University, Prague, Czech Republic
- Biology Centre of the Czech Academy of Sciences, Institute of Entomology, Ceske Budejovice, Czech Republic
| | - John Tshibamba Mukendi
- Faculté des Sciences Appliquées, Université de Mbujimayi, Mbujimayi, Democratic Republic of Congo
| | | | - Vladimir A Usoltsev
- Ural State Forest Engineering University, Botanical Garden, Ural Branch of the Russian Academy of Sciences, Yekaterinburg, Russia
| | | | | | | | - Fons van der Plas
- Plant Ecology and Nature Conservation Group, Wageningen University, AA Wageningen, Netherlands
| | - Daniel José Vega-Nieva
- Facultad de Ciencias Forestales, Universidad Juárez del Estado de Durango, Durango, Mexico
| | - Hans Verbeeck
- Computational and Applied Vegetation Ecology Lab, Ghent University, Ghent, Belgium
| | - Helder Viana
- Agricultural High School, ESAV, Polytechnic Institute of Viseu, IPV, Viseu, Portugal
- Centre for the Research and Technology of Agro-Environmental and Biological Sciences, CITAB, UTAD, Quinta de Prados, Vila Real, Portugal
| | - Alexander C Vibrans
- Department of Forest Engineering, Universidade Regional de Blumenau, Blumenau, Brazil
| | - Simone A Vieira
- Nucleo de Estudos e Pesquisas Ambientais, Universidade Estadual de Campinas, Campinas (UNICAMP), SP, Campinas, Brazil
| | - Jason Vleminckx
- International Center for Tropical Botany, Department of Biological Sciences, Florida International University, Miami, FL, USA
| | - Catherine E Waite
- Forest Research Institute, University of the Sunshine Coast, Sippy Downs, Queensland, Australia
| | - Hua-Feng Wang
- Sanya Nanfan Research Institute, Hainan Yazhou Bay Seed Laboratory, Hainan University, Sanya, China
| | - Eric Katembo Wasingya
- Faculté de Gestion de Ressources Naturelles Renouvelables, Université de Kisangani, Kisangani, Democratic Republic of Congo
| | - Chemuku Wekesa
- Kenya Forestry Research Institute, Taita Taveta Research Centre, Wundanyi, Kenya
| | - Bertil Westerlund
- Department of Forest Resource Management, Swedish University of Agricultural Sciences, Umea, Sweden
| | - Florian Wittmann
- Department of Wetland Ecology, Institute for Geography and Geoecology, Karlsruhe Institute for Technology, Rastatt, Germany
| | - Verginia Wortel
- Department of Forest Management, Centre for Agricultural Research in Suriname, Paramaribo, Suriname
| | | | - Chunyu Zhang
- Research Center of Forest Management Engineering of State Forestry and Grassland Administration, Beijing Forestry University, Beijing, China
| | - Xiuhai Zhao
- Research Center of Forest Management Engineering of State Forestry and Grassland Administration, Beijing Forestry University, Beijing, China
| | - Jun Zhu
- Department of Statistics, University of Wisconsin-Madison, Madison, WI, USA
| | - Xiao Zhu
- Rosen Center for Advanced Computing (RCAC), Purdue University, West Lafayette, IN, USA
| | - Zhi-Xin Zhu
- Sanya Nanfan Research Institute, Hainan Yazhou Bay Seed Laboratory, Hainan University, Sanya, China
| | - Irie C Zo-Bi
- Institut National Polytechnique Félix Houphouët-Boigny, DFR Eaux, Forêts et Environnement, BP, Yamoussoukro, Ivory Coast
| | - Cang Hui
- Centre for Invasion Biology, Department of Mathematical Sciences, Stellenbosch University, Matieland, South Africa.
- African Institute for Mathematical Sciences, Muizenberg, South Africa.
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