Co-limitation towards lower latitudes shapes global forest diversity gradients
Language English Country England, Great Britain Media print-electronic
Document type Journal Article, Research Support, Non-U.S. Gov't, Research Support, U.S. Gov't, Non-P.H.S.
PubMed
35941205
DOI
10.1038/s41559-022-01831-x
PII: 10.1038/s41559-022-01831-x
Knihovny.cz E-resources
- MeSH
- Biodiversity * MeSH
- Forests * MeSH
- Soil MeSH
- Trees MeSH
- Publication type
- Journal Article MeSH
- Research Support, Non-U.S. Gov't MeSH
- Research Support, U.S. Gov't, Non-P.H.S. MeSH
- Names of Substances
- Soil MeSH
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.
5 N Sukachev Forest Institute of FRC KSC SB RAS Krasnoyarsk Russia
African Institute for Mathematical Sciences Muizenberg South Africa
Agricultural High School ESAV Polytechnic Institute of Viseu IPV Viseu Portugal
Agricultural Research Education and Extension Organization Tehran Iran
AgroParisTech UMR AMAP University of Montpellier CIRAD CNRS INRAE IRD Montpellier France
AMAP University of Montpellier CIRAD CNRS INRAE IRD Montpellier France
Applied Biology and Ecology Research Unit University of Dschang Dschang Cameroon
Balai Penelitian dan Pengembangan Lingkungan Hidup dan Kehutanan Manokwari Indonesia
Bavarian Forest Nationalpark Grafenau Germany
Bavarian State Institute of Forestry Freising Germany
Beijing Forestry University Beijing China
Białowieża Geobotanical Station Faculty of Biology University of Warsaw Białowieża Poland
Biodiversity Dynamics Naturalis Biodiversity Center Leiden Netherlands
Biology Department Université Officielle de Bukavu Bukavu Democratic Republic of Congo
Biometris Wageningen University and Research Wageningen Netherlands
Center for Forest Ecology and Productivity RAS Moscow Russia
Center for International Forestry Research Situ Gede Bogor Barat Indonesia
Center for Latin American Studies University of Florida Gainesville FL USA
Centre for Conservation Science The Royal Society for the Protection of Birds Sandy UK
Centro Agricoltura Alimenti Ambiente University of Trento San Michele all'Adige Italy
Centro de Formação em Ciências Agroflorestais Universidade Federal do Sul da Bahia Ilhéus Brazil
CIIDIR Durango Instituto Politécnico Nacional Durango Mexico
Cirad UMR EcoFoG Campus Agronomique Kourou French Guiana
Cirad University of Montpellier Montpellier France
CNRS UMR LEEISA Campus Agronomique Kourou French Guiana
Compensation International Progress S A Bogotá Colombia
Computational and Applied Vegetation Ecology Lab Ghent University Ghent Belgium
Departamento de Ingeniería Agroforestal Universidad de Santiago de Compostela Lugo Spain
Departamento de Silvicultura y Conservación de la Naturaleza Universidad de Chile Santiago Chile
Département des Sciences et Technologies de l'Environnement Université du Burundi Bujumbura Burundi
Department of Agricultural Food Environmental and Animal Sciences University of Udine Udine Italy
Department of Agriculture Food Environment and Forestry University of Firenze Firenze Italy
Department of Biological Geological and Environmental Sciences University of Bologna Bologna Italy
Department of Biology University of Florence Sesto Fiorentino Italy
Department of Botany and Plant Pathology Purdue University West Lafayette IN USA
Department of Botany Dr Harisingh Gour Vishwavidalaya Sagar India
Department of Botany Dr Harisingh Gour Vishwavidyalaya Madhya Pradesh India
Department of Botany Faculty of Science University of South Bohemia Bohemia Czech Republic
Department of Crop and Forest Sciences University of Lleida Lleida Spain
Department of Ecology and Environmental Sciences Pondicherry University Puducherry India
Department of Ecology and Evolutionary Biology University of Arizona Tucson AZ USA
Department of Ecology and Evolutionary Biology University of Tennessee Knoxville TN USA
Department of Ecology Faculty of Science Charles University Prague Czech Republic
Department of Ecoscience Aarhus University Silkeborg Denmark
Department of Environment and Geography University of York York UK
Department of Environment Ghent University Ghent Belgium
Department of Environment Laboratory for Wood Technology Ghent University Ghent Belgium
Department of Environment Universtité du Cinquantenaire de Lwiro Bukavu Democratic Republic of Congo
Department of Environmental Sciences Central University of Jharkhand Ranchi India
Department of Evolutionary Anthropology Duke University Durham NC USA
Department of Food and Resource Economics University of Copenhagen Copenhagen Denmark
Department of Forest Engineering Federal University of Viçosa Viçosa Brazil
Department of Forest Engineering Universidade Regional de Blumenau Blumenau Brazil
Department of Forest Management Centre for Agricultural Research in Suriname Paramaribo Suriname
Department of Forest Resource Management Swedish University of Agricultural Sciences Umea Sweden
Department of Forest Resources University of Minnesota St Paul MN USA
Department of Forest Science Tokyo University of Agriculture Tokyo Japan
Department of Forest Sciences Seoul National University Seoul Republic of Korea
Department of Forestry and Natural Resources Purdue University West Lafayette IN USA
Department of Forestry and Natural Resources University of Kentucky Lexington KY USA
Department of Geography Environment and Geomatics University of Guelph Guelph Ontario Canada
Department of Geography University College London London UK
Department of Geoinformatics Central University of Jharkhand Ranchi India
Department of Geomatics Forest Research Institute Sekocin Stary Raszyn Poland
Department of Green Chemistry and Technology Ghent University Ghent Belgium
Department of International Environment and Development Studies Ås Norway
Department of Natural Sciences Manchester Metropolitan University Manchester UK
Department of Physical and Environmental Sciences Colorado Mesa University Grand Junction CO USA
Department of Plant Biology Faculty of Science University of Yaoundé 1 Yaoundé Cameroon
Department of Plant Sciences University of Cambridge Cambridge UK
Department of Plant Sciences University of Oxford Oxford UK
Department of Plant Systematics Bayreuth University Bayreuth Germany
Department of Statistics University of Wisconsin Madison Madison WI USA
Department of Wildlife Management College of African Wildlife Management Mweka Tanzania
Development Economics Group Wageningen University Wageningen Netherlands
DIBAF Department Tuscia University Viterbo Italy
Dirección Nacional de Bosques Ciudad Autónoma de Buenos Aires Buenos Aires Argentina
Ecology and Evolutionary Biology University of Connecticut Storrs CT USA
Escuela ECAPMA National Open University and Distance | UNAD Bogotá Colombia
European Commission Joint Research Centre Ispra Italy
Facultad de Ciencias Forestales Universidad Juárez del Estado de Durango Durango Mexico
Faculté des Sciences Appliquées Université de Mbujimayi Mbujimayi Democratic Republic of Congo
Faculty of Forestry Qingdao Agricultural University Qingdao China
Faculty of Natural Resources Management Lakehead University Thunder Bay Ontario Canada
Faculty of Science and Technology Free University of Bolzano Bolzano Italy
Fakultas Kehutanan Universitas Papua Jalan Gunung Salju Amban Manokwari Papua Barat Indonesia
Fieldstation Fabrikschleichach Julius Maximilians University Würzburg Würzburg Germany
Flamingo Land Ltd North Yorkshire UK
Forest Ecology and Forest Management Group Wageningen University and Research Wageningen Netherlands
Forest Research Institute University of the Sunshine Coast Sippy Downs Queensland Australia
Forestry Division Food and Agriculture Organization of the United Nations Rome Italy
Forestry Faculty Bauman Moscow State Technical University Mytischi Russia
German Centre for Integrative Biodiversity Research Halle Jena Leipzig Leipzig Germany
Glick Designs LLC Hadley MA USA
Global Change Research Institute of the CAS Brno Czech Republic
Hawkesbury Institute for the Environment Western Sydney University Penrith New South Wales Australia
Herbário Dr Roberto Miguel Klein Universidade Regional de Blumenau Blumenau Brazil
Herbarium Kew Royal Botanic Gardens Kew London UK
IFER Institute of Forest Ecosystem Research Jilove u Prahy Czech Republic
Infoflora c o Botanical Garden of Geneva Geneva Switzerland
INP HB University of Montpellier Yamoussoukro Ivory Coast
Institut National pour l'Etude et la Recherche Agronomiques Kinshasa Democratic Republic of Congo
Institute of Bioeconomy CNR Sesto Italy
Institute of Biology and Botanical Garden Martin Luther University Halle Wittenberg Halle Germany
Institute of Botany Academy of Sciences of the Czech Republic Trebon Czech Republic
Institute of Dendrology Polish Academy of Sciences Kórnik Poland
Institute of Forestry and Engineering Estonian University of Life Sciences Tartu Estonia
Institute of Forestry Belgrade Serbia
Institute of Integrative Biology ETH Zürich Zürich Switzerland
Institute of International Education Scholar Rescue Fund One World Trade Center New York NY USA
Institute of Plant Sciences University of Bern Bern Switzerland
Institution with City Department of Geography University of Zurich Zurich Switzerland
Instituto Nacional de Tecnología Agropecuaria Santa Cruz Argentina
Integrative Research Center The Field Museum Chicago IL USA
International Institute for Applied Systems Analysis Laxenburg Austria
IPHAMETRA IRET CENAREST Libreville Gabon
Joint Research Unit CTFC Agrotecnio CERCA Solsona Spain
Kenya Forestry Research Institute Department of Forest Resource Assessment Nairobi Kenya
Kenya Forestry Research Institute Headquarters Nairobi Kenya
Kenya Forestry Research Institute Taita Taveta Research Centre Wundanyi Kenya
Labo Botanique Université Félix Houphouët Boigny Abidjan Ivory Coast
Laboratory of Applied Ecology University of Abomey Calavi Cotonou Benin
Limbe Botanic Garden Limbe Cameroon
LINCGlobal MNCN CSIC Madrid Spain
Manaaki Whenua Landcare Research Lincoln New Zealand
MUSE Museo delle Scienze Trento Italy
National Center for Agro Meteorology Seoul Republic of Korea
National Forest Authority Kampala Uganda
National Forest Centre Zvolen Slovak Republic
Natural Resources Institute Finland Joensuu Finland
Naturalis Biodiversity Center Leiden Netherlands
Nicholas School of the Environment Duke University Durham NC USA
Northern Research Station USDA Forest Service Durham NH USA
Norwegian Institute of Bioeconomy Research Division of Forestry and Forest Resources Ås Norway
Plant Biology Department Biology Institute University of Campinas Campinas Brazil
Plant Ecology and Nature Conservation Group Wageningen University AA Wageningen Netherlands
Polish State Forests Coordination Centre for Environmental Projects Warsaw Poland
Proceedings of the National Academy of Sciences Washington DC USA
Queensland Herbarium Department of Environment and Science Toowong Queensland Australia
Research and Innovation Centre Fondazione Edmund Mach San Michele all'Adige Italy
Rosen Center for Advanced Computing Purdue University West Lafayette IN USA
Royal Botanic Garden Edinburgh Edinburgh UK
Sanya Nanfan Research Institute Hainan Yazhou Bay Seed Laboratory Hainan University Sanya China
School of Biological and Behavioural Sciences Queen Mary University of London London UK
School of Biological Sciences University of Aberdeen Aberdeen UK
School of Biological Sciences University of Bristol Bristol UK
School of Geography University of Leeds Leeds UK
School of Life Sciences University of KwaZulu Natal Pietermaritzburg South Africa
Scientific Services South African National Parks Knysna South Africa
Section for Ecoinformatics and Biodiversity Department of Biology Aarhus University Aarhus C Denmark
Service of Wood Biology Royal Museum for Central Africa Tervuren Belgium
Silviculture and Forest Ecology of the Temperate Zones University of Göttingen Goettingen Germany
Tartu Observatory University of Tartu Tõravere Estonia
TERRA Teaching and Research Centre Gembloux Agro Bio Tech University of Liege Gembloux Belgium
Tropical Plant Exploration Group Buea Cameroon
UFR Biosciences University Félix Houphouët Boigny Abidjan Ivory Coast
Universidade Federal do Rio Grande do Norte Departamento de Ecologia Natal Brazil
Université de Liège Gembloux Agro Bio Tech Gembloux Belgium
Universite de Lorraine AgroParisTech INRA Nancy France
Université Jean Lorougnon Guédé Daloa Ivory Coast
Université Officielle de Bukavu Bukavu Democratic Republic of Congo
University of Freiburg Faculty of Biology Freiburg Germany
University of Göttingen Göttingen Germany
University of Stellenbosch Stellenbosch South Africa
University of the Sunshine Coast Sippy Downs Queensland Australia
UQAM Centre for Forest Research Montreal Quebec Canada
Vicerrectoría de Investigación y Postgrado Universidad de La Frontera Temuco Chile
Wageningen Environmental Research Wageningen University and Research Wageningen Netherlands
Wild Chimpanzee Foundation Liberia Representation Monrovia Liberia
Yale School of Forestry and Environmental Studies New Haven CT USA
See more in PubMed
Sutherland, W. J. et al. Identification of 100 fundamental ecological questions. J. Ecol. 101, 58–67 (2013). DOI
Gaston, K. J. Global patterns in biodiversity. Nature 405, 220–227 (2000). PubMed DOI
Pickering, C. The Geographical Distribution of Animals and Plants (Little, Brown & Co., 1854).
Humboldt, A. V. & Bonpland, A. Essai sur la Géographie des Plantes Accompagné d’un Tableau Physique des Régions Équinoxiales (Levrault, Schoell & Co., 1805).
Hillebrand, H. On the generality of the latitudinal diversity gradient. Am. Nat. 163, 192–211 (2004). PubMed DOI
Crame, J. A. Taxonomic diversity gradients through geological time. Diversity Distrib. 7, 175–189 (2001).
Gough, L. & Field, R. Latitudinal diversity gradients. eLS https://doi.org/10.1002/9780470015902.a0003233.pub2 (2007).
Willig, M. R., Kaufman, D. M. & Stevens, R. D. Latitudinal gradients of biodiversity: pattern, process, scale, and synthesis. Annu. Rev. Ecol., Evolution, Syst. 34, 273–309 (2003). DOI
Pontarp, M. et al. The latitudinal diversity gradient: novel understanding through mechanistic eco-evolutionary models. Trends Ecol. Evol. 34, 211–223 (2019). PubMed DOI
Vellend, M. The Theory of Ecological Communities (MPB-57) Vol. 75 (Princeton Univ. Press, 2016).
Brown, J. H. Why are there so many species in the tropics? J. Biogeogr. 41, 8–22 (2014). PubMed DOI
Currie, D. J. et al. Predictions and tests of climate-based hypotheses of broad-scale variation in taxonomic richness. Ecol. Lett. 7, 1121–1134 (2004). DOI
Baldeck, C. A. et al. Soil resources and topography shape local tree community structure in tropical forests. Proc. R. Soc. B 280, 20122532 (2013). PubMed DOI PMC
Qian, H. & Ricklefs, R. E. Large-scale processes and the Asian bias in species diversity of temperate plants. Nature 407, 180–182 (2000). PubMed DOI
Stein, A., Gerstner, K. & Kreft, H. Environmental heterogeneity as a universal driver of species richness across taxa, biomes and spatial scales. Ecol. Lett. 17, 866–880 (2014). PubMed DOI
Sponsel, L. E. in Encyclopedia of Biodiversity (ed. Scheiner, S.M.) 137–152 (Academic Press, 2013).
Sullivan, M. J. et al. Diversity and carbon storage across the tropical forest biome. Sci. Rep. 7, 39102 (2017). PubMed DOI PMC
Cazzolla Gatti, R. et al. The number of tree species on Earth. Proc. Natl Acad. Sci. USA 119, e2115329119 (2022). PubMed DOI PMC
Allen, A. P., Brown, J. H. & Gillooly, J. F. Global biodiversity, biochemical kinetics, and the energetic-equivalence rule. Science 297, 1545–1548 (2002). PubMed DOI
Stegen, J. C., Enquist, B. J. & Ferriere, R. Advancing the metabolic theory of biodiversity. Ecol. Lett. 12, 1001–1015 (2009). PubMed DOI
Wright, D. H. Species-energy theory: an extension of species-area theory. Oikos 41, 496–506 (1983). DOI
Hawkins, B. A. et al. Energy, water, and broad-scale geographic patterns of species richness. Ecology 84, 3105–3117 (2003). DOI
Staal, A., Dekker, S. C., Xu, C. & van Nes, E. H. Bistability, spatial interaction, and the distribution of tropical forests and savannas. Ecosystems 19, 1080–1091 (2016). DOI
de L. Dantas, V., Batalha, M. A. & Pausas, J. G. Fire drives functional thresholds on the savanna–forest transition. Ecology 94, 2454–2463 (2013). DOI
Bodart, C. et al. Continental estimates of forest cover and forest cover changes in the dry ecosystems of Africa between 1990 and 2000. J. Biogeogr. 40, 1036–1047 (2013). PubMed DOI PMC
Hubau, W. et al. The persistence of carbon in the African forest understory. Nat. Plants 5, 133–140 (2019). PubMed DOI
Šímová, I. & Storch, D. The enigma of terrestrial primary productivity: measurements, models, scales and the diversity–productivity relationship. Ecography 40, 239–252 (2017). DOI
Kreft, H. & Jetz, W. Global patterns and determinants of vascular plant diversity. Proc. Natl Acad. Sci. USA 104, 5925–5930 (2007). PubMed DOI PMC
Clark, D. A. et al. Net primary production in tropical forests: an evaluation and synthesis of existing field data. Ecol. Appl. 11, 371–384 (2001). DOI
Pärtel, M., Laanisto, L. & Zobel, M. Contrasting plant productivity–diversity relationships across latitude: the role of evolutionary history. Ecology 88, 1091–1097 (2007). PubMed DOI
Liang, J. et al. Positive biodiversity–productivity relationship predominant in global forests. Science 354, aaf8957 (2016). PubMed DOI
Hammond, W. M. et al. Global field observations of tree die-off reveal hotter-drought fingerprint for Earth’s forests. Nat. Commun. 13, 1761 (2022). PubMed DOI PMC
Martens, C. et al. Large uncertainties in future biome changes in Africa call for flexible climate adaptation strategies. Glob. Change Biol. 27, 340–358 (2021). DOI
Chapin, F. S., Bloom, A. J., Field, C. B. & Waring, R. H. Plant responses to multiple environmental factors. BioScience 37, 49–57 (1987). DOI
Tilman, D. Resource Competition and Community Structure (MPB-17) Vol. 17 (Princeton Univ. Press, 1982).
Harpole, W. S. et al. Nutrient co-limitation of primary producer communities. Ecol. Lett. 14, 852–862 (2011). PubMed DOI
Colwell, R. K., Rahbek, C. & Gotelli, N. J. The mid-domain effect and species richness patterns: what have we learned so far? Am. Nat.163, E1–E23 (2004). PubMed DOI
Feng, G. et al. Species and phylogenetic endemism in angiosperm trees across the Northern Hemisphere are jointly shaped by modern climate and glacial–interglacial climate change. Glob. Ecol. Biogeogr. 28, 1393–1402 (2019). DOI
Fraser, C. I., Nikula, R., Ruzzante, D. E. & Waters, J. M. Poleward bound: biological impacts of Southern Hemisphere glaciation. Trends Ecol. Evol. 27, 462–471 (2012). PubMed DOI
Algar, A. C., Kerr, J. T. & Currie, D. J. A test of metabolic theory as the mechanism underlying broad-scale species-richness gradients. Glob. Ecol. Biogeogr. 16, 170–178 (2007). DOI
Wilson, E. O. A global biodiversity map. Science 289, 2279–2279 (2000). PubMed DOI
Castagneyrol, B. & Jactel, H. Unraveling plant–animal diversity relationships: a meta-regression analysis. Ecology 93, 2115–2124 (2012). PubMed DOI
Steidinger, B. S. et al. Climatic controls of decomposition drive the global biogeography of forest–tree symbioses. Nature 569, 404–408 (2019). PubMed DOI
Bongers, F. J. et al. Functional diversity effects on productivity increase with age in a forest biodiversity experiment. Nat. Ecol. Evol. 5, 1594–1603 (2021). PubMed DOI
UN Statistical Commission. System of Environmental–Economic Accounting—Ecosystem Accounting: Final Draft (United Nations, 2021).
Green Bond Impact Report (The World Bank Treasury, 2019).
Crowther, T. et al. Mapping tree density at a global scale. Nature 525, 201–205 (2015). PubMed DOI
Chamberlain, J. L., Prisley, S. & McGuffin, M. Understanding the relationships between American ginseng harvest and hardwood forests inventory and timber harvest to improve co-management of the forests of eastern United States. J. Sustainable For. 32, 605–624 (2013).
R Core Team. R: A Language and Environment for Statistical Computing (R Foundation for Statistical Computing, 2020).
Borda-de-Água, L., Hubbell, S. P. & McAllister, M. Species-area curves, diversity indices, and species abundance distributions: a multifractal analysis. Am. Nat. 159, 138–155 (2002). PubMed DOI
Connor, E. F. & McCoy, E. D. The statistics and biology of the species-area relationship. Am. Nat. 113, 791–833 (1979). DOI
He, F. & Legendre, P. On species-area relations. Am. Nat. 148, 719–737 (1996). DOI
White, E. P., Ernest, S. K. M., Kerkhoff, A. J. & Enquist, B. J. Relationships between body size and abundance in ecology. Trends Ecol. Evol. 22, 323–330 (2007). PubMed DOI
Gotelli, N. J. & Colwell, R. K. Quantifying biodiversity: procedures and pitfalls in the measurement and comparison of species richness. Ecol. Lett. 4, 379–391 (2001). DOI
Chirici, G., Winter, S. & McRoberts, R. E. National Forest Inventories: Contributions to Forest Biodiversity Assessments Vol. 20 (Springer Science & Business Media, 2011).
Tomppo, E. et al. National Forest Inventories: Pathways for Common Reporting (Springer, 2010).
Winter, S., Böck, A. & McRoberts, R. E. Estimating tree species diversity across geographic scales. Eur. J. For. Res. 131, 441–451 (2012). DOI
McRoberts, R. E., Winter, S., Chirici, G. & LaPoint, E. Assessing forest naturalness. For. Sci. 58, 294–309 (2012). DOI
Release 10.3 of Desktop, ESRI ArcGIS (Environmental Systems Research Institute, 2014).
Breiman, L. Random forests. Mach. Learn. 45, 5–32 (2001). DOI
Strobl, C., Boulesteix, A.-L., Kneib, T., Augustin, T. & Zeileis, A. Conditional variable importance for random forests. BMC Bioinf. 9, 307 (2008). DOI
Olson, D. M. & Dinerstein, E. The global 200: priority ecoregions for global conservation. Ann. Mo. Bot. Gard. 89, 199–224 (2002). DOI
Hyndman, R. J. & Koehler, A. B. Another look at measures of forecast accuracy. Int. J. Forecast. 22, 679–688 (2006). DOI
Legendre, P. Spatial autocorrelation: trouble or new paradigm? Ecology 74, 1659–1673 (1993). DOI
Husch, B., Beers, T. W. & Kershaw Jr, J. A. Forest Mensuration 4th edn (John Wiley & Sons, 2003).
Farrar, D. E. & Glauber, R. R. Multicollinearity in regression analysis: the problem revisited. Rev. Econ. Stat. 49, 92–107 (1967). DOI
Venables, W. N. & Ripley, B. D. Modern Applied Statistics with S-PLUS (Springer Science & Business Media, 2013).
Chen, T. & Guestrin, C. XGBoost: a scalable tree boosting system. In Proc. 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining 785–794 (Association for Computing Machinery, 2016).
Friedman, J. H. Greedy function approximation: a gradient boosting machine. Ann. Stat. 29, 1189–1232 (2001). DOI
Hansen, M. C. et al. High-resolution global maps of 21st-century forest cover change. Science 342, 850–853 (2013). PubMed DOI
Global Forest Resources Assessment 2015—How are the World’s Forests Changing? (Food and Agriculture Organization of the United Nations, 2015).
Bastin, J.-F. et al. The extent of forest in dryland biomes. Science 356, 635–638 (2017). PubMed DOI
Peres-Neto, P. R., Legendre, P., Dray, S. & Borcard, D. Variation partitioning of species data matrices: estimation and comparison of fractions. Ecology 87, 2614–2625 (2006). PubMed DOI
Peres-Neto, P. R. & Legendre, P. Estimating and controlling for spatial structure in the study of ecological communities. Glob. Ecol. Biogeogr. 19, 174–184 (2010). DOI
Saltelli, A. et al. Global Sensitivity Analysis: the Primer (John Wiley & Sons, 2008).
Liang, J. & Gamarra, J. G. P. The importance of sharing global forest data in a world of crises. Sci. Data 7, 424 (2020). PubMed DOI PMC
Towards Open and Transparent Forest Data for Climate Action—Experiences and Lessons Learned (United Nations Food and Agriculture Organization, 2022).
Global hotspots of mycorrhizal fungal richness are poorly protected
Disentangling drivers behind fungal diversity gradients along altitude and latitude
Mycorrhizal symbioses and tree diversity in global forest communities
Effect of climate on traits of dominant and rare tree species in the world's forests
figshare
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