Unraveling Amazon tree community assembly using Maximum Information Entropy: a quantitative analysis of tropical forest ecology
Affiliations
- 1 Quantitative Biodiversity Dynamics, Ecology and Biodiversity, Utrecht University Botanic Gardens, Utrecht University, Padualaan 8, Utrecht, 3584 CH, The Netherlands. e.t.pos@uu.nl.
- 2 Naturalis Biodiversity Center, PO Box 9517, Leiden, 2300 RA, The Netherlands. e.t.pos@uu.nl.
- 3 Coordenação de Biodiversidade, Instituto Nacional de Pesquisas da Amazônia - INPA, Av. André Araújo, 2936, Petrópolis, Manaus, AM, 69067-375, Brazil.
- 4 Programa Professor Visitante Nacional Sênior Na Amazônia - CAPES, Universidade Federal Rural da Amazônia, Av. Perimetral, s/n, Belém, PA, Brazil.
- 5 Coordenação de Botânica, Museu Paraense Emílio Goeldi, Av. Magalhães Barata 376, C.P. 399, Belém, PA, 66040-170, Brazil.
- 6 EMBRAPA - Centro de Pesquisa Agroflorestal de Roraima, BR 174, km 8 - Distrito Industrial, Boa Vista, RR, 69301-970, Brazil.
- 7 School of Geography, University of Leeds, Woodhouse Lane, Leeds, LS2 9JT, UK.
- 8 Grupo de Investigación en Biodiversidad, Medio Ambiente y Salud-BIOMAS, Universidad de Las Américas, Campus Queri, Quito, Ecuador.
- 9 Keller Science Action Center, The Field Museum, 1400 S. Lake Shore Drive, Chicago, IL, 60605-2496, USA.
- 10 Departamento de Botânica, Instituto de Pesquisas Científicas e Tecnológicas do Amapá - IEPA, Rodovia JK, Km 10, Campus Do IEPA da Fazendinha, Amapá, 68901-025, Brazil.
- 11 Herbario Amazónico Colombiano, Instituto SINCHI, Calle 20 No 5-44, Bogotá, DC, Colombia.
- 12 Coordenação de Pesquisas em Ecologia, Instituto Nacional de Pesquisas da Amazônia - INPA, Av. André Araújo, 2936, Petrópolis, Manaus, AM, 69067-375, Brazil.
- 13 Department of Wetland Ecology, Institute of Geography and Geoecology, Karlsruhe Institute of Technology - KIT, Josefstr.1, 76437, Rastatt, Germany.
- 14 Biogeochemistry, Max Planck Institute for Chemistry, Hahn-Meitner Weg 1, 55128, Mainz, Germany.
- 15 AMAP, IRD, Cirad, CNRS, INRA, Université de Montpellier, 34398, Montpellier, France.
- 16 Naturalis Biodiversity Center, PO Box 9517, Leiden, 2300 RA, The Netherlands.
- 17 Coordenação de Dinâmica Ambiental, Instituto Nacional de Pesquisas da Amazônia - INPA, Av. André Araújo, 2936, Petrópolis, Manaus, AM, 69067-375, Brazil.
- 18 Science and Education, The Field Museum, 1400 S. Lake Shore Drive, Chicago, IL, 60605-2496, USA.
- 19 Jardín Botánico de Missouri, Oxapampa, Pasco, Peru.
- 20 Applied Ecology Research Group, School of Life Sciences, Anglia Ruskin University, East Road, Cambridge, CB1 1PT, UK.
- 21 ICNHS, Universidade Federal de Mato Grosso, Av. Alexandre Ferronato, 1200, Sinop, MT, 78557-267, Brazil.
- 22 Departamento de Ecologia, Universidade Estadual Paulista - UNESP - Instituto de Biociências - IB, Av. 24 A, 1515, Bela Vista, Rio Claro, SP, 13506-900, Brazil.
- 23 Divisao de Sensoriamento Remoto - DSR, Instituto Nacional de Pesquisas Espaciais - INPE, Av. Dos Astronautas, 1758, Jardim da Granja, São José Dos Campos, SP, 12227-010, Brazil.
- 24 Herbario Vargas, Universidad Nacional de San Antonio Abad del Cusco, Avenida de La Cultura, Nro 733, Cusco, Cuzco, Peru.
- 25 Biological and Environmental Sciences, University of Stirling, Stirling, FK9 4LA, UK.
- 26 Centro de Biociências, Departamento de Ecologia, Universidade Federal do Rio Grande do Norte, Av. Senador Salgado Filho, 3000, Natal, RN, 59072-970, Brazil.
- 27 Departamento de Biologia, Universidade Federal de Rondônia, Rodovia BR 364 s/n Km 9, 5 - Sentido Acre, Unir, Porto Velho, RO, 76.824-027, Brazil.
- 28 Programa de Pós- Graduação em Biodiversidade e Biotecnologia PPG- Bionorte, Universidade Federal de Rondônia, Campus Porto Velho Km 9, 5 Bairro Rural, Porto Velho, RO, 76.824-027, Brazil.
- 29 Department of Biology and Florida Museum of Natural History, University of Florida, Gainesville, FL, 32611, USA.
- 30 Centre for Tropical Environmental and Sustainability Science and College of Science and Engineering, James Cook University, Cairns, QLD, 4870, Australia.
- 31 Instituto de Investigaciones de la Amazonía Peruana (IIAP), Av. A. Quiñones Km 2,5, Iquitos, Loreto, 784, Peru.
- 32 Instituto Boliviano de Investigacion Forestal, Av. 6 de Agosto #28, Km. 14, Doble via La Guardia, 6204, Santa Cruz, Santa Cruz, Casilla, Bolivia.
- 33 Programa de Pós-Graduação em Ecologia e Conservação, Universidade do Estado de Mato Grosso, Nova Xavantina, MT, Brazil.
- 34 Geography, College of Life and Environmental Sciences, University of Exeter, Rennes Drive, Exeter, EX4 4RJ, UK.
- 35 Departamento de Ciencias Forestales, Universidad Nacional de Colombia, Calle 64 X Cra 65, 1027, Medellín, Antioquia, Colombia.
- 36 International Center for Tropical Botany (ICTB) Department of Biological Sciences, Florida International University, 11200 SW 8Th Street, OE 243, Miami, FL, 33199, USA.
- 37 Cirad UMR Ecofog, AgrosParisTech, CNRS, INRA, Univ Guyane, Campus Agronomique, 97379, Kourou Cedex, France.
- 38 Agteca-Amazonica, Santa Cruz, Bolivia.
- 39 Facultad de Ciencias Agrícolas, Universidad Autónoma Gabriel René Moreno, Santa Cruz, Santa Cruz, Bolivia.
- 40 Natural History Museum, University of Oslo, Postboks 1172, 0318, Oslo, Norway.
- 41 Centro de Investigaciones Ecológicas de Guayana, Universidad Nacional Experimental de Guayana, Calle Chile, Urbaniz Chilemex, Puerto Ordaz, Bolivar, Venezuela.
- 42 Prédio da Botânica e Ecologia, Embrapa Recursos Genéticos e Biotecnologia, Parque Estação Biológica, Av. W5 Norte, Brasilia, DF, 70770-917, Brazil.
- 43 Projeto Dinâmica Biológica de Fragmentos Florestais, Instituto Nacional de Pesquisas da Amazônia - INPA, Av. André Araújo 2936, Petrópolis, Manaus, AM, 69067-375, Brazil.
- 44 Laboratório de Ecologia de Doenças Transmissíveis da Amazônia (EDTA), Instituto Leônidas e Maria Deane, Fiocruz, Rua Terezina, 476, Adrianópolis, Manaus, AM, 69060-001, Brazil.
- 45 Programa de Pós-Graduação em Biodiversidade e Saúde, Instituto Oswaldo Cruz - IOC/FIOCRUZ, Pav. Arthur Neiva - Térreo, Av. Brasil, 4365 - Manguinhos, Rio de Janeiro, RJ, 21040-360, Brazil.
- 46 Instituto de Ciências Biológicas, Universidade Federal do Pará, Av. Augusto Corrêa 01, Belém, PA, 66075-110, Brazil.
- 47 Programa de Pós-Graduação em Ecologia, Universidade Federal do Pará, Av. Augusto Corrêa 01, Belém, PA, 66075-110, Brazil.
- 48 Embrapa Amazônia Oriental, Trav. Dr. Enéas Pinheiro S/nº, Belém, PA, 66095-100, Brazil.
- 49 Diretoria Técnico-Científica, Instituto de Desenvolvimento Sustentável Mamirauá, Estrada do Bexiga, 2584, Tefé, AM, 69470-000, Brazil.
- 50 Programa de Ciencias del Agro y el Mar, Herbario Universitario (PORT), UNELLEZ-Guanare, Guanare, Portuguesa, 3350, Venezuela.
- 51 Instituto de Biociências - Department of Botanica, Universidade de Sao Paulo - USP, Rua do Matão 277, Cidade Universitária, São Paulo, SP, 05508-090, Brazil.
- 52 Laboratorio de Ecología de Bosques Tropicales y Primatología, Universidad de los Andes, Carrera 1 # 18a- 10, 111711, Bogotá, DC, Colombia.
- 53 Programa de Pós-Graduação Em Biologia (Botânica), Instituto Nacional de Pesquisas da Amazônia - INPA, Av. André Araújo, 2936, Petrópolis, Manaus, AM, 69067-375, Brazil.
- 54 Institute of Biodiversity and Ecosystem Dynamics, University of Amsterdam, Sciencepark 904, Amsterdam, 1098 XH, The Netherlands.
- 55 Endangered Species Coalition, 8530 Geren Rd., Silver Spring, MD, 20901, USA.
- 56 Inventory and Monitoring Program, National Park Service, 120 Chatham Lane, Fredericksburg, VA, 22405, USA.
- 57 Center for Conservation and Sustainability, Smithsonian Conservation Biology Institute, 1100 Jefferson Dr. SW, Suite 3123, Washington, DC, 20560-0705, USA.
- 58 Department of Global Ecology, Carnegie Institution for Science, 260 Panama St., Stanford, CA, 94305, USA.
- 59 Universidade Federal do Amapá, Ciências Ambientais, Rod. Juscelino Kubitschek km2, Macapá, AP, 68902-280, Brazil.
- 60 Department of Integrative Biology, University of California, Berkeley, CA, 94720-3140, USA.
- 61 Biologia Vegetal, Universidade Estadual de Campinas, Caixa Postal 6109, Campinas, SP, 13.083-970, Brazil.
- 62 Department of Ecology and Evolutionary Biology, Cornell University, Corson Hall, 215 Tower Road, Ithaca, NY, 14850, USA.
- 63 Peruvian Center for Biodiversity and Conservation (PCBC), Iquitos, Peru.
- 64 Department of Ecology, University of Brasilia, Brasilia, DF, 70904-970, Brazil.
- 65 ICNHS, Federal University of Mato Grosso, Av. Alexandre Ferronato 1200, Setor Industrial, Sinop, MT, 78.557-267, Brazil.
- 66 Natural Capital and Plant Health, Royal Botanic Gardens, Kew, Richmond, TW9 3AB, Surrey, UK.
- 67 Programa de Pós-Graduação em Ecologia, Instituto Nacional de Pesquisas da Amazônia - INPA, Av. André Araújo, 2936, Petrópolis, Manaus, AM, 69067-375, Brazil.
- 68 Forest Ecology and Forest Management Group, Wageningen University and Research, Droevendaalsesteeg 3, P.O. Box 47, Wageningen, 6700 AA, The Netherlands.
- 69 Escola de Negócios Tecnologia e Inovação, Centro Universitário do Pará, Belém, PA, Brazil.
- 70 Universidade Federal do Pará, Rua Augusto Corrêa 01, Belém, PA, 66075-110, Brazil.
- 71 Faculty of Natural Sciences, Department of Life Sciences, Imperial College London, South Kensington Campus, Silwood ParkLondon, SW7 2AZ, UK.
- 72 Ecosistemas, Biodiversidad y Conservación de Especies, Universidad Estatal Amazónica, Km. 2 1/2 Vía a Tena (Paso Lateral), Puyo, Pastaza, Ecuador.
- 73 Museo de Historia Natural Noel Kempff Mercado, Universidad Autónoma Gabriel Rene Moreno, Avenida Irala 565 Casilla Post Al 2489, Santa Cruz, Santa Cruz, Bolivia.
- 74 Departamento de Genética, Ecologia e Evolução, Universidade Federal de Minas Gerais, Instituto de Ciências Biológicas, Av. Antônio Carlos, 6627 Pampulha, Belo Horizonte, MG, 31270-901, Brazil.
- 75 Department of Biology, University of Miami, Coral Gables, FL, 33146, USA.
- 76 Fairchild Tropical Botanic Garden, Coral Gables, FL, 33156, USA.
- 77 Instituto de Biociências - Dept. Ecologia, Universidade de Sao Paulo - USP, Rua do Matão, Trav. 14, No. 321, Cidade Universitária, São Paulo, SP, 05508-090, Brazil.
- 78 Lancaster Environment Centre, Lancaster University, Lancaster, LA1 4YQ, Lancashire, UK.
- 79 Environmental Change Institute, University of Oxford, Oxford, OX1 3QY, Oxfordshire, UK.
- 80 Empresa Brasileira de Pesquisa Agropecuária, Embrapa Amapá, Rod. Juscelino Kubitschek Km 5, Macapá, Amapá, 68903-419, Brazil.
- 81 Grupo de Ecología y Conservación de Fauna y Flora Silvestre, Instituto Amazónico de Investigaciones Imani, Universidad Nacional de Colombia Sede Amazonia, Leticia, Amazonas, Colombia.
- 82 Universidad Regional Amazónica IKIAM, Km 7 Via Muyuna, Tena, Napo, Ecuador.
- 83 School of Environmental Sciences, University of East Anglia, Norwich, NR4 7TJ, UK.
- 84 Direccíon de Evaluación Forestal y de Fauna Silvestre, Av. Javier Praod Oeste 693, Magdalena del Mar, Peru.
- 85 Escuela de Biología Herbario Alfredo Paredes, Universidad Central, Ap. Postal 17.01.2177, Quito, Pichincha, Ecuador.
- 86 Department of Biological Sciences, Humboldt State University, 1 Harpst Street, Arcata, CA, 95521, USA.
- 87 Museu Universitário / Centro de Ciências Biológicas e da Natureza / Laboratório de Botânica e Ecologia Vegetal, Universidade Federal do Acre, Rio Branco, AC, 69915-559, Brazil.
- 88 Institute of Biological and Health Sciences, Federal University of Alagoas, Av. Lourival Melo Mota, s/n, Tabuleiro do Martins, Maceio, AL, 57072-970, Brazil.
- 89 Iwokrama International Centre for Rain Forest Conservation and Development, Georgetown, Guyana.
- 90 New York Botanical Garden, 2900 Southern Blvd, Bronx, New York, NY, 10458-5126, USA.
- 91 School of Geosciences, University of Edinburgh, 201 Crew Building, King's Buildings, Edinburgh, EH9 3JN, UK.
- 92 Tropical Diversity Section, Royal Botanic Garden Edinburgh, 20a Inverleith Row, Edinburgh, EH3 5LR, Scotland, UK.
- 93 Servicios de Biodiversidad EIRL, Jr. Independencia 405, Iquitos, Loreto, 784, Peru.
- 94 Herbario Nacional de Bolivia, Universitario UMSA, Casilla 10077 Correo Central, La Paz, La Paz, Bolivia.
- 95 Center for Conservation and Sustainable Development, Missouri Botanical Garden, P.O. Box 299, St. Louis, MO, 63166-0299, USA.
- 96 Universidad Nacional de Jaén, Carretera Jaén San Ignacio Km 23, Jaén, Cajamarca, 06801, Peru.
- 97 Biology Department and Center for Energy, Environment and Sustainability, Wake Forest University, 1834 Wake Forest Rd, Winston Salem, NC, 27106, USA.
- 98 Laboratoire Evolution et Diversité Biologique, CNRS and Université Paul Sabatier, UMR 5174 EDB, 31000, Toulouse, France.
- 99 Andes to Amazon Biodiversity Program, Madre de Dios, Madre de Dios, Peru.
- 100 Department of Anthropology, University of Texas at Austin, SAC 5.150, 2201 Speedway Stop C3200, Austin, TX, 78712, USA.
- 101 Fundación Puerto Rastrojo, Cra 10 No. 24-76 Oficina 1201, Bogotá, DC, Colombia.
- 102 Colegio de Ciencias Biológicas y Ambientales-COCIBA and Galapagos Institute for the Arts and Sciences-GAIAS, Universidad San Francisco de Quito-USFQ, Quito, Pichincha, Ecuador.
- 103 Department of Wildlife Ecology and Conservation, University of Florida, 110 Newins-Ziegler Hall, Gainesville, FL, 32611, USA.
- 104 Biosystematics Group, Wageningen University, Droevendaalsesteeg 1, Wageningen, 6708 PB, The Netherlands.
- 105 Fundación Estación de Biología, Cra 10 No. 24-76 Oficina, 1201, Bogotá, DC, Colombia.
- 106 Direction Régionale de la Guyane, ONF, Cayenne, 97300, French Guiana.
- 107 PROTERRA, Instituto de Investigaciones de la Amazonía Peruana (IIAP), Av. A. Quiñones Km 2,5, Iquitos, Loreto, 784, Peru.
- 108 ACEER Foundation, Jirón Cusco N° 370, Puerto Maldonado, Madre de Dios, Peru.
- 109 Departement EV, Muséum National d'histoire Naturelle de Paris, 16 Rue Buffon, Paris, 75005, France.
- 110 Amazon Conservation Team, Doekhieweg Oost #24, Paramaribo, Suriname.
- 111 Institut de Ciència i Tecnologia Ambientals, Universitat Autònoma de Barcelona, 08193, Bellaterra, Barcelona, Spain.
- 112 Environmental Change Institute, Dyson Perrins Building, Oxford University Centre for the Environment, South Parks Road, Oxford, OX1 3QY, England, UK.
- 113 Instituto de Ciencias Naturales, Universidad Nacional de Colombia, 7945, Apartado, Bogotá, DC, Colombia.
- 114 Instituto de Ciência Agrárias, Universidade Federal Rural da Amazônia, Av. Presidente Tancredo Neves 2501, Belém, PA, 66.077-830, Brazil.
- 115 Escuela Profesional de Ingeniería Forestal, Universidad Nacional de San Antonio Abad del Cusco, Jirón San Martín 451, Puerto Maldonado, Madre de Dios, Peru.
- 116 Universidad Autónoma del Beni José Ballivián, Campus Universitario Final, Av. Ejercito, Riberalta, Beni, Bolivia.
- 117 Laboratory of Human Ecology, Instituto Venezolano de Investigaciones Científicas - IVIC, Ado 20632, Caracas, 1020A, DC, Venezuela.
- 118 Cambridge University Botanic Garden, 1 Brookside., Cambridge, CB2 1JE, UK.
- 119 School of Agriculture and Food Sciences - ARC Centre of Excellence for Environmental Decisions CEED, The University of Queensland, St. Lucia, QLD, 4072, Australia.
- 120 Plant Biology Department, Rua Monteiro Lobato, University of Campinas, 255, Cidade Universitária Zeferino Vaz, Barão Geraldo, Campinas, São Paulo, CEP 13083-862, Brazil.
- 121 Resource Ecology Group, Wageningen University and Research, Droevendaalsesteeg 3a, Lumen, Building Number 100, Wageningen, Gelderland, 6708 PB, The Netherlands.
- 122 Laboratório de Ciências Ambientais, Universidade Estadual do Norte Fluminense, Av. Alberto Lamego 2000, Campos dos, Goyatacazes, RJ, 28013-620, Brazil.
- 123 Instituto de Investigaciones Para el Desarrollo Forestal (INDEFOR), Universidad de los Andes, Conjunto Forestal, Mérida, Mérida, 5101, Venezuela.
- 124 Departamento de Biologia, Universidade Federal do Amazonas - UFAM - Instituto de Ciências Biológicas - ICB1, Av General Rodrigo Octavio 6200, Manaus, AM, 69080-900, Brazil.
- 125 GeoIS, el Día 369 y el Telégrafo, 3° Piso, Quito, Pichincha, Ecuador.
- 126 Department of Ecology and Evolutionary Biology, University of Michigan, Ann Arbor, MI, 48109, USA.
- 127 University of Nottingham, University Park, Nottingham, NG7 2RD, UK.
- 128 School of Environmental and Forest Sciences, University of Washington, Seattle, WA, 98195-2100, USA.
- 129 Environmental Science and Policy, Northern Arizona University, Flagstaff, AZ, 86011, USA.
- 130 Geography and the Environment, University of Texas at Austin, 305 E. 23Rd Street, CLA Building, Austin, TX, 78712, USA.
- 131 Medio Ambiente, PLUSPRETOL, Iquitos, Loreto, Peru.
- 132 The Mauritius Herbarium, Agricultural Services, Ministry of Agro-Industry and Food Security, Reduit, 80835, Mauritius.
- 133 Department of Bioscience, Aarhus University, Building 1540 Ny Munkegade, 8000, Aarhus C, Aarhus, Denmark.
- 134 Living Earth Collaborative, Washington University in Saint Louis, St. Louis, MO, 63130, USA.
- 135 Escuela de Ciencias Forestales (ESFOR), Universidad Mayor de San Simon (UMSS), Sacta, Cochabamba, Bolivia.
- 136 FOMABO, Manejo Forestal en Las Tierras Tropicales de Bolivia, Sacta, Cochabamba, Bolivia.
- 137 Tropenbos International, Lawickse Allee 11, PO Box 232, Wageningen, 6700 AE, The Netherlands.
- 138 School of Anthropology and Conservation, University of Kent, Marlowe Building, Canterbury, Kent, CT2 7NR, UK.
- 139 Herbario Nacional del Ecuador, Universidad Técnica del Norte, Quito, Pichincha, Ecuador.
- 140 Instituto de Biodiversidade e Floresta, Universidade Federal do Oeste do Pará, Rua Vera Paz, Campus Tapajós, Santarém, PA, 68015-110, Brazil.
- 141 Facultad de Biologia, Universidad Nacional de la Amazonia Peruana, Pevas 5Ta Cdra, Iquitos, Loreto, Peru.
- 142 Department of Biology, University of Missouri, St. Louis, MO, 63121, USA.
- 143 Department of Biogeochemical Integration, Max-Planck-Institute for Biogeochemistry, P.O. Box 10 01 64, 07701, Jena, Germany.
- 144 Functional Biogeography, Max-Planck-Institute for Biogeochemistry, P.O. Box 10 01 64, 07701, Jena, Germany.
- 145 Department of Ecology and Evolutionary Biology, UCLA, 621 Charles E. Young Drive South, Box 951606, Los Angeles, CA, 90095, USA.
- PMID: 36801913
- PMCID: PMC9938116
- DOI: 10.1038/s41598-023-28132-y
Unraveling Amazon tree community assembly using Maximum Information Entropy: a quantitative analysis of tropical forest ecology
Authors
Affiliations
- 1 Quantitative Biodiversity Dynamics, Ecology and Biodiversity, Utrecht University Botanic Gardens, Utrecht University, Padualaan 8, Utrecht, 3584 CH, The Netherlands. e.t.pos@uu.nl.
- 2 Naturalis Biodiversity Center, PO Box 9517, Leiden, 2300 RA, The Netherlands. e.t.pos@uu.nl.
- 3 Coordenação de Biodiversidade, Instituto Nacional de Pesquisas da Amazônia - INPA, Av. André Araújo, 2936, Petrópolis, Manaus, AM, 69067-375, Brazil.
- 4 Programa Professor Visitante Nacional Sênior Na Amazônia - CAPES, Universidade Federal Rural da Amazônia, Av. Perimetral, s/n, Belém, PA, Brazil.
- 5 Coordenação de Botânica, Museu Paraense Emílio Goeldi, Av. Magalhães Barata 376, C.P. 399, Belém, PA, 66040-170, Brazil.
- 6 EMBRAPA - Centro de Pesquisa Agroflorestal de Roraima, BR 174, km 8 - Distrito Industrial, Boa Vista, RR, 69301-970, Brazil.
- 7 School of Geography, University of Leeds, Woodhouse Lane, Leeds, LS2 9JT, UK.
- 8 Grupo de Investigación en Biodiversidad, Medio Ambiente y Salud-BIOMAS, Universidad de Las Américas, Campus Queri, Quito, Ecuador.
- 9 Keller Science Action Center, The Field Museum, 1400 S. Lake Shore Drive, Chicago, IL, 60605-2496, USA.
- 10 Departamento de Botânica, Instituto de Pesquisas Científicas e Tecnológicas do Amapá - IEPA, Rodovia JK, Km 10, Campus Do IEPA da Fazendinha, Amapá, 68901-025, Brazil.
- 11 Herbario Amazónico Colombiano, Instituto SINCHI, Calle 20 No 5-44, Bogotá, DC, Colombia.
- 12 Coordenação de Pesquisas em Ecologia, Instituto Nacional de Pesquisas da Amazônia - INPA, Av. André Araújo, 2936, Petrópolis, Manaus, AM, 69067-375, Brazil.
- 13 Department of Wetland Ecology, Institute of Geography and Geoecology, Karlsruhe Institute of Technology - KIT, Josefstr.1, 76437, Rastatt, Germany.
- 14 Biogeochemistry, Max Planck Institute for Chemistry, Hahn-Meitner Weg 1, 55128, Mainz, Germany.
- 15 AMAP, IRD, Cirad, CNRS, INRA, Université de Montpellier, 34398, Montpellier, France.
- 16 Naturalis Biodiversity Center, PO Box 9517, Leiden, 2300 RA, The Netherlands.
- 17 Coordenação de Dinâmica Ambiental, Instituto Nacional de Pesquisas da Amazônia - INPA, Av. André Araújo, 2936, Petrópolis, Manaus, AM, 69067-375, Brazil.
- 18 Science and Education, The Field Museum, 1400 S. Lake Shore Drive, Chicago, IL, 60605-2496, USA.
- 19 Jardín Botánico de Missouri, Oxapampa, Pasco, Peru.
- 20 Applied Ecology Research Group, School of Life Sciences, Anglia Ruskin University, East Road, Cambridge, CB1 1PT, UK.
- 21 ICNHS, Universidade Federal de Mato Grosso, Av. Alexandre Ferronato, 1200, Sinop, MT, 78557-267, Brazil.
- 22 Departamento de Ecologia, Universidade Estadual Paulista - UNESP - Instituto de Biociências - IB, Av. 24 A, 1515, Bela Vista, Rio Claro, SP, 13506-900, Brazil.
- 23 Divisao de Sensoriamento Remoto - DSR, Instituto Nacional de Pesquisas Espaciais - INPE, Av. Dos Astronautas, 1758, Jardim da Granja, São José Dos Campos, SP, 12227-010, Brazil.
- 24 Herbario Vargas, Universidad Nacional de San Antonio Abad del Cusco, Avenida de La Cultura, Nro 733, Cusco, Cuzco, Peru.
- 25 Biological and Environmental Sciences, University of Stirling, Stirling, FK9 4LA, UK.
- 26 Centro de Biociências, Departamento de Ecologia, Universidade Federal do Rio Grande do Norte, Av. Senador Salgado Filho, 3000, Natal, RN, 59072-970, Brazil.
- 27 Departamento de Biologia, Universidade Federal de Rondônia, Rodovia BR 364 s/n Km 9, 5 - Sentido Acre, Unir, Porto Velho, RO, 76.824-027, Brazil.
- 28 Programa de Pós- Graduação em Biodiversidade e Biotecnologia PPG- Bionorte, Universidade Federal de Rondônia, Campus Porto Velho Km 9, 5 Bairro Rural, Porto Velho, RO, 76.824-027, Brazil.
- 29 Department of Biology and Florida Museum of Natural History, University of Florida, Gainesville, FL, 32611, USA.
- 30 Centre for Tropical Environmental and Sustainability Science and College of Science and Engineering, James Cook University, Cairns, QLD, 4870, Australia.
- 31 Instituto de Investigaciones de la Amazonía Peruana (IIAP), Av. A. Quiñones Km 2,5, Iquitos, Loreto, 784, Peru.
- 32 Instituto Boliviano de Investigacion Forestal, Av. 6 de Agosto #28, Km. 14, Doble via La Guardia, 6204, Santa Cruz, Santa Cruz, Casilla, Bolivia.
- 33 Programa de Pós-Graduação em Ecologia e Conservação, Universidade do Estado de Mato Grosso, Nova Xavantina, MT, Brazil.
- 34 Geography, College of Life and Environmental Sciences, University of Exeter, Rennes Drive, Exeter, EX4 4RJ, UK.
- 35 Departamento de Ciencias Forestales, Universidad Nacional de Colombia, Calle 64 X Cra 65, 1027, Medellín, Antioquia, Colombia.
- 36 International Center for Tropical Botany (ICTB) Department of Biological Sciences, Florida International University, 11200 SW 8Th Street, OE 243, Miami, FL, 33199, USA.
- 37 Cirad UMR Ecofog, AgrosParisTech, CNRS, INRA, Univ Guyane, Campus Agronomique, 97379, Kourou Cedex, France.
- 38 Agteca-Amazonica, Santa Cruz, Bolivia.
- 39 Facultad de Ciencias Agrícolas, Universidad Autónoma Gabriel René Moreno, Santa Cruz, Santa Cruz, Bolivia.
- 40 Natural History Museum, University of Oslo, Postboks 1172, 0318, Oslo, Norway.
- 41 Centro de Investigaciones Ecológicas de Guayana, Universidad Nacional Experimental de Guayana, Calle Chile, Urbaniz Chilemex, Puerto Ordaz, Bolivar, Venezuela.
- 42 Prédio da Botânica e Ecologia, Embrapa Recursos Genéticos e Biotecnologia, Parque Estação Biológica, Av. W5 Norte, Brasilia, DF, 70770-917, Brazil.
- 43 Projeto Dinâmica Biológica de Fragmentos Florestais, Instituto Nacional de Pesquisas da Amazônia - INPA, Av. André Araújo 2936, Petrópolis, Manaus, AM, 69067-375, Brazil.
- 44 Laboratório de Ecologia de Doenças Transmissíveis da Amazônia (EDTA), Instituto Leônidas e Maria Deane, Fiocruz, Rua Terezina, 476, Adrianópolis, Manaus, AM, 69060-001, Brazil.
- 45 Programa de Pós-Graduação em Biodiversidade e Saúde, Instituto Oswaldo Cruz - IOC/FIOCRUZ, Pav. Arthur Neiva - Térreo, Av. Brasil, 4365 - Manguinhos, Rio de Janeiro, RJ, 21040-360, Brazil.
- 46 Instituto de Ciências Biológicas, Universidade Federal do Pará, Av. Augusto Corrêa 01, Belém, PA, 66075-110, Brazil.
- 47 Programa de Pós-Graduação em Ecologia, Universidade Federal do Pará, Av. Augusto Corrêa 01, Belém, PA, 66075-110, Brazil.
- 48 Embrapa Amazônia Oriental, Trav. Dr. Enéas Pinheiro S/nº, Belém, PA, 66095-100, Brazil.
- 49 Diretoria Técnico-Científica, Instituto de Desenvolvimento Sustentável Mamirauá, Estrada do Bexiga, 2584, Tefé, AM, 69470-000, Brazil.
- 50 Programa de Ciencias del Agro y el Mar, Herbario Universitario (PORT), UNELLEZ-Guanare, Guanare, Portuguesa, 3350, Venezuela.
- 51 Instituto de Biociências - Department of Botanica, Universidade de Sao Paulo - USP, Rua do Matão 277, Cidade Universitária, São Paulo, SP, 05508-090, Brazil.
- 52 Laboratorio de Ecología de Bosques Tropicales y Primatología, Universidad de los Andes, Carrera 1 # 18a- 10, 111711, Bogotá, DC, Colombia.
- 53 Programa de Pós-Graduação Em Biologia (Botânica), Instituto Nacional de Pesquisas da Amazônia - INPA, Av. André Araújo, 2936, Petrópolis, Manaus, AM, 69067-375, Brazil.
- 54 Institute of Biodiversity and Ecosystem Dynamics, University of Amsterdam, Sciencepark 904, Amsterdam, 1098 XH, The Netherlands.
- 55 Endangered Species Coalition, 8530 Geren Rd., Silver Spring, MD, 20901, USA.
- 56 Inventory and Monitoring Program, National Park Service, 120 Chatham Lane, Fredericksburg, VA, 22405, USA.
- 57 Center for Conservation and Sustainability, Smithsonian Conservation Biology Institute, 1100 Jefferson Dr. SW, Suite 3123, Washington, DC, 20560-0705, USA.
- 58 Department of Global Ecology, Carnegie Institution for Science, 260 Panama St., Stanford, CA, 94305, USA.
- 59 Universidade Federal do Amapá, Ciências Ambientais, Rod. Juscelino Kubitschek km2, Macapá, AP, 68902-280, Brazil.
- 60 Department of Integrative Biology, University of California, Berkeley, CA, 94720-3140, USA.
- 61 Biologia Vegetal, Universidade Estadual de Campinas, Caixa Postal 6109, Campinas, SP, 13.083-970, Brazil.
- 62 Department of Ecology and Evolutionary Biology, Cornell University, Corson Hall, 215 Tower Road, Ithaca, NY, 14850, USA.
- 63 Peruvian Center for Biodiversity and Conservation (PCBC), Iquitos, Peru.
- 64 Department of Ecology, University of Brasilia, Brasilia, DF, 70904-970, Brazil.
- 65 ICNHS, Federal University of Mato Grosso, Av. Alexandre Ferronato 1200, Setor Industrial, Sinop, MT, 78.557-267, Brazil.
- 66 Natural Capital and Plant Health, Royal Botanic Gardens, Kew, Richmond, TW9 3AB, Surrey, UK.
- 67 Programa de Pós-Graduação em Ecologia, Instituto Nacional de Pesquisas da Amazônia - INPA, Av. André Araújo, 2936, Petrópolis, Manaus, AM, 69067-375, Brazil.
- 68 Forest Ecology and Forest Management Group, Wageningen University and Research, Droevendaalsesteeg 3, P.O. Box 47, Wageningen, 6700 AA, The Netherlands.
- 69 Escola de Negócios Tecnologia e Inovação, Centro Universitário do Pará, Belém, PA, Brazil.
- 70 Universidade Federal do Pará, Rua Augusto Corrêa 01, Belém, PA, 66075-110, Brazil.
- 71 Faculty of Natural Sciences, Department of Life Sciences, Imperial College London, South Kensington Campus, Silwood ParkLondon, SW7 2AZ, UK.
- 72 Ecosistemas, Biodiversidad y Conservación de Especies, Universidad Estatal Amazónica, Km. 2 1/2 Vía a Tena (Paso Lateral), Puyo, Pastaza, Ecuador.
- 73 Museo de Historia Natural Noel Kempff Mercado, Universidad Autónoma Gabriel Rene Moreno, Avenida Irala 565 Casilla Post Al 2489, Santa Cruz, Santa Cruz, Bolivia.
- 74 Departamento de Genética, Ecologia e Evolução, Universidade Federal de Minas Gerais, Instituto de Ciências Biológicas, Av. Antônio Carlos, 6627 Pampulha, Belo Horizonte, MG, 31270-901, Brazil.
- 75 Department of Biology, University of Miami, Coral Gables, FL, 33146, USA.
- 76 Fairchild Tropical Botanic Garden, Coral Gables, FL, 33156, USA.
- 77 Instituto de Biociências - Dept. Ecologia, Universidade de Sao Paulo - USP, Rua do Matão, Trav. 14, No. 321, Cidade Universitária, São Paulo, SP, 05508-090, Brazil.
- 78 Lancaster Environment Centre, Lancaster University, Lancaster, LA1 4YQ, Lancashire, UK.
- 79 Environmental Change Institute, University of Oxford, Oxford, OX1 3QY, Oxfordshire, UK.
- 80 Empresa Brasileira de Pesquisa Agropecuária, Embrapa Amapá, Rod. Juscelino Kubitschek Km 5, Macapá, Amapá, 68903-419, Brazil.
- 81 Grupo de Ecología y Conservación de Fauna y Flora Silvestre, Instituto Amazónico de Investigaciones Imani, Universidad Nacional de Colombia Sede Amazonia, Leticia, Amazonas, Colombia.
- 82 Universidad Regional Amazónica IKIAM, Km 7 Via Muyuna, Tena, Napo, Ecuador.
- 83 School of Environmental Sciences, University of East Anglia, Norwich, NR4 7TJ, UK.
- 84 Direccíon de Evaluación Forestal y de Fauna Silvestre, Av. Javier Praod Oeste 693, Magdalena del Mar, Peru.
- 85 Escuela de Biología Herbario Alfredo Paredes, Universidad Central, Ap. Postal 17.01.2177, Quito, Pichincha, Ecuador.
- 86 Department of Biological Sciences, Humboldt State University, 1 Harpst Street, Arcata, CA, 95521, USA.
- 87 Museu Universitário / Centro de Ciências Biológicas e da Natureza / Laboratório de Botânica e Ecologia Vegetal, Universidade Federal do Acre, Rio Branco, AC, 69915-559, Brazil.
- 88 Institute of Biological and Health Sciences, Federal University of Alagoas, Av. Lourival Melo Mota, s/n, Tabuleiro do Martins, Maceio, AL, 57072-970, Brazil.
- 89 Iwokrama International Centre for Rain Forest Conservation and Development, Georgetown, Guyana.
- 90 New York Botanical Garden, 2900 Southern Blvd, Bronx, New York, NY, 10458-5126, USA.
- 91 School of Geosciences, University of Edinburgh, 201 Crew Building, King's Buildings, Edinburgh, EH9 3JN, UK.
- 92 Tropical Diversity Section, Royal Botanic Garden Edinburgh, 20a Inverleith Row, Edinburgh, EH3 5LR, Scotland, UK.
- 93 Servicios de Biodiversidad EIRL, Jr. Independencia 405, Iquitos, Loreto, 784, Peru.
- 94 Herbario Nacional de Bolivia, Universitario UMSA, Casilla 10077 Correo Central, La Paz, La Paz, Bolivia.
- 95 Center for Conservation and Sustainable Development, Missouri Botanical Garden, P.O. Box 299, St. Louis, MO, 63166-0299, USA.
- 96 Universidad Nacional de Jaén, Carretera Jaén San Ignacio Km 23, Jaén, Cajamarca, 06801, Peru.
- 97 Biology Department and Center for Energy, Environment and Sustainability, Wake Forest University, 1834 Wake Forest Rd, Winston Salem, NC, 27106, USA.
- 98 Laboratoire Evolution et Diversité Biologique, CNRS and Université Paul Sabatier, UMR 5174 EDB, 31000, Toulouse, France.
- 99 Andes to Amazon Biodiversity Program, Madre de Dios, Madre de Dios, Peru.
- 100 Department of Anthropology, University of Texas at Austin, SAC 5.150, 2201 Speedway Stop C3200, Austin, TX, 78712, USA.
- 101 Fundación Puerto Rastrojo, Cra 10 No. 24-76 Oficina 1201, Bogotá, DC, Colombia.
- 102 Colegio de Ciencias Biológicas y Ambientales-COCIBA and Galapagos Institute for the Arts and Sciences-GAIAS, Universidad San Francisco de Quito-USFQ, Quito, Pichincha, Ecuador.
- 103 Department of Wildlife Ecology and Conservation, University of Florida, 110 Newins-Ziegler Hall, Gainesville, FL, 32611, USA.
- 104 Biosystematics Group, Wageningen University, Droevendaalsesteeg 1, Wageningen, 6708 PB, The Netherlands.
- 105 Fundación Estación de Biología, Cra 10 No. 24-76 Oficina, 1201, Bogotá, DC, Colombia.
- 106 Direction Régionale de la Guyane, ONF, Cayenne, 97300, French Guiana.
- 107 PROTERRA, Instituto de Investigaciones de la Amazonía Peruana (IIAP), Av. A. Quiñones Km 2,5, Iquitos, Loreto, 784, Peru.
- 108 ACEER Foundation, Jirón Cusco N° 370, Puerto Maldonado, Madre de Dios, Peru.
- 109 Departement EV, Muséum National d'histoire Naturelle de Paris, 16 Rue Buffon, Paris, 75005, France.
- 110 Amazon Conservation Team, Doekhieweg Oost #24, Paramaribo, Suriname.
- 111 Institut de Ciència i Tecnologia Ambientals, Universitat Autònoma de Barcelona, 08193, Bellaterra, Barcelona, Spain.
- 112 Environmental Change Institute, Dyson Perrins Building, Oxford University Centre for the Environment, South Parks Road, Oxford, OX1 3QY, England, UK.
- 113 Instituto de Ciencias Naturales, Universidad Nacional de Colombia, 7945, Apartado, Bogotá, DC, Colombia.
- 114 Instituto de Ciência Agrárias, Universidade Federal Rural da Amazônia, Av. Presidente Tancredo Neves 2501, Belém, PA, 66.077-830, Brazil.
- 115 Escuela Profesional de Ingeniería Forestal, Universidad Nacional de San Antonio Abad del Cusco, Jirón San Martín 451, Puerto Maldonado, Madre de Dios, Peru.
- 116 Universidad Autónoma del Beni José Ballivián, Campus Universitario Final, Av. Ejercito, Riberalta, Beni, Bolivia.
- 117 Laboratory of Human Ecology, Instituto Venezolano de Investigaciones Científicas - IVIC, Ado 20632, Caracas, 1020A, DC, Venezuela.
- 118 Cambridge University Botanic Garden, 1 Brookside., Cambridge, CB2 1JE, UK.
- 119 School of Agriculture and Food Sciences - ARC Centre of Excellence for Environmental Decisions CEED, The University of Queensland, St. Lucia, QLD, 4072, Australia.
- 120 Plant Biology Department, Rua Monteiro Lobato, University of Campinas, 255, Cidade Universitária Zeferino Vaz, Barão Geraldo, Campinas, São Paulo, CEP 13083-862, Brazil.
- 121 Resource Ecology Group, Wageningen University and Research, Droevendaalsesteeg 3a, Lumen, Building Number 100, Wageningen, Gelderland, 6708 PB, The Netherlands.
- 122 Laboratório de Ciências Ambientais, Universidade Estadual do Norte Fluminense, Av. Alberto Lamego 2000, Campos dos, Goyatacazes, RJ, 28013-620, Brazil.
- 123 Instituto de Investigaciones Para el Desarrollo Forestal (INDEFOR), Universidad de los Andes, Conjunto Forestal, Mérida, Mérida, 5101, Venezuela.
- 124 Departamento de Biologia, Universidade Federal do Amazonas - UFAM - Instituto de Ciências Biológicas - ICB1, Av General Rodrigo Octavio 6200, Manaus, AM, 69080-900, Brazil.
- 125 GeoIS, el Día 369 y el Telégrafo, 3° Piso, Quito, Pichincha, Ecuador.
- 126 Department of Ecology and Evolutionary Biology, University of Michigan, Ann Arbor, MI, 48109, USA.
- 127 University of Nottingham, University Park, Nottingham, NG7 2RD, UK.
- 128 School of Environmental and Forest Sciences, University of Washington, Seattle, WA, 98195-2100, USA.
- 129 Environmental Science and Policy, Northern Arizona University, Flagstaff, AZ, 86011, USA.
- 130 Geography and the Environment, University of Texas at Austin, 305 E. 23Rd Street, CLA Building, Austin, TX, 78712, USA.
- 131 Medio Ambiente, PLUSPRETOL, Iquitos, Loreto, Peru.
- 132 The Mauritius Herbarium, Agricultural Services, Ministry of Agro-Industry and Food Security, Reduit, 80835, Mauritius.
- 133 Department of Bioscience, Aarhus University, Building 1540 Ny Munkegade, 8000, Aarhus C, Aarhus, Denmark.
- 134 Living Earth Collaborative, Washington University in Saint Louis, St. Louis, MO, 63130, USA.
- 135 Escuela de Ciencias Forestales (ESFOR), Universidad Mayor de San Simon (UMSS), Sacta, Cochabamba, Bolivia.
- 136 FOMABO, Manejo Forestal en Las Tierras Tropicales de Bolivia, Sacta, Cochabamba, Bolivia.
- 137 Tropenbos International, Lawickse Allee 11, PO Box 232, Wageningen, 6700 AE, The Netherlands.
- 138 School of Anthropology and Conservation, University of Kent, Marlowe Building, Canterbury, Kent, CT2 7NR, UK.
- 139 Herbario Nacional del Ecuador, Universidad Técnica del Norte, Quito, Pichincha, Ecuador.
- 140 Instituto de Biodiversidade e Floresta, Universidade Federal do Oeste do Pará, Rua Vera Paz, Campus Tapajós, Santarém, PA, 68015-110, Brazil.
- 141 Facultad de Biologia, Universidad Nacional de la Amazonia Peruana, Pevas 5Ta Cdra, Iquitos, Loreto, Peru.
- 142 Department of Biology, University of Missouri, St. Louis, MO, 63121, USA.
- 143 Department of Biogeochemical Integration, Max-Planck-Institute for Biogeochemistry, P.O. Box 10 01 64, 07701, Jena, Germany.
- 144 Functional Biogeography, Max-Planck-Institute for Biogeochemistry, P.O. Box 10 01 64, 07701, Jena, Germany.
- 145 Department of Ecology and Evolutionary Biology, UCLA, 621 Charles E. Young Drive South, Box 951606, Los Angeles, CA, 90095, USA.
- PMID: 36801913
- PMCID: PMC9938116
- DOI: 10.1038/s41598-023-28132-y
Abstract
In a time of rapid global change, the question of what determines patterns in species abundance distribution remains a priority for understanding the complex dynamics of ecosystems. The constrained maximization of information entropy provides a framework for the understanding of such complex systems dynamics by a quantitative analysis of important constraints via predictions using least biased probability distributions. We apply it to over two thousand hectares of Amazonian tree inventories across seven forest types and thirteen functional traits, representing major global axes of plant strategies. Results show that constraints formed by regional relative abundances of genera explain eight times more of local relative abundances than constraints based on directional selection for specific functional traits, although the latter does show clear signals of environmental dependency. These results provide a quantitative insight by inference from large-scale data using cross-disciplinary methods, furthering our understanding of ecological dynamics.
© 2023. The Author(s).
Conflict of interest statement
The authors declare no competing interests.
Figures

Figure 1
Schematic depiction of the MEF…
Figure 1
Schematic depiction of the MEF procedure. Left panel shows a genus abundances per…

Figure 2
Visual representation of pure trait,…
Figure 2
Visual representation of pure trait, pure metacommunity, hybrid model and the remaining unexplained…
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