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1. Climatic and soil factors explain the two-dimensional spectrum of global plant trait variation.

Author

Joswig, Julia, Wirth, Christian, Schuman, Meredith, Kattge, Jens, Reu, Björn, Wright, Ian, Sippel, Sebastian, Rüger, Nadja, Richter, Ronny, Schaepman, Michael, van Bodegom, Peter, Cornelissen, J, Díaz, Sandra, Hattingh, Wesley, Kramer, Koen, Lens, Frederic, Niinemets, Ülo, Reich, Peter, Reichstein, Markus, Römermann, Christine, Schrodt, Franziska, Anand, Madhur, Bahn, Michael, Byun, Chaeho, Campetella, Giandiego, Cerabolini, Bruno, Craine, Joseph, Gonzalez-Melo, Andres, Gutiérrez, Alvaro, He, Tianhua, Higuchi, Pedro, Jactel, Hervé, Kraft, Nathan, Minden, Vanessa, Onipchenko, Vladimir, Peñuelas, Josep, Pillar, Valério, Sosinski, Ênio, Soudzilovskaia, Nadejda, Weiher, Evan, and Mahecha, Miguel

Subjects
Ecosystem, Phenotype, Plant Leaves, Plants, Soil
Abstract

Plant functional traits can predict community assembly and ecosystem functioning and are thus widely used in global models of vegetation dynamics and land-climate feedbacks. Still, we lack a global understanding of how land and climate affect plant traits. A previous global analysis of six traits observed two main axes of variation: (1) size variation at the organ and plant level and (2) leaf economics balancing leaf persistence against plant growth potential. The orthogonality of these two axes suggests they are differently influenced by environmental drivers. We find that these axes persist in a global dataset of 17 traits across more than 20,000 species. We find a dominant joint effect of climate and soil on trait variation. Additional independent climate effects are also observed across most traits, whereas independent soil effects are almost exclusively observed for economics traits. Variation in size traits correlates well with a latitudinal gradient related to water or energy limitation. In contrast, variation in economics traits is better explained by interactions of climate with soil fertility. These findings have the potential to improve our understanding of biodiversity patterns and our predictions of climate change impacts on biogeochemical cycles.

Published
2022

3. Robustness of trait connections across environmental gradients and growth forms

Author

Flores-Moreno, Habacuc, Fazayeli, Farideh, Banerjee, Arindam, Datta, Abhirup, Kattge, Jens, Butler, Ethan E., Atkin, Owen K., Wythers, Kirk, Chen, Ming, Anand, Madhur, Bahn, Michael, Byun, Chaeho, Cornelissen, J. Hans C., Craine, Joseph, Gonzalez-Melo, Andres, Hattingh, Wesley N., Jansen, Steven, Kraft, Nathan J. B., Kramer, Koen, Laughlin, Daniel C., Minden, Vanessa, Niinemets, Ülo, Onipchenko, Vladimir, Peñuelas, Josep, Soudzilovskaia, Nadejda A., Dalrymple, Rhiannon L., and Reich, Peter B.

Published
2019

6. Mapping local and global variability in plant trait distributions

Author

Butler, Ethan E., Datta, Abhirup, Flores-Moreno, Habacuc, Chen, Ming, Wythers, Kirk R., Fazayeli, Farideh, Banerjee, Arindam, Atkin, Owen K., Kattge, Jens, Amiaud, Bernard, Blonder, Benjamin, Boenisch, Gerhard, Bond-Lamberty, Ben, Brown, Kerry A., Byun, Chaeho, Campetella, Giandiego, Cerabolini, Bruno E. L., Cornelissen, Johannes H. C., Craine, Joseph M., Craven, Dylan, de Vries, Franciska T., Díaz, Sandra, Domingues, Tomas F., Forey, Estelle, González-Melo, Andrés, Gross, Nicolas, Han, Wenxuan, Hattingh, Wesley N., Hickler, Thomas, Jansen, Steven, Kramer, Koen, Kraft, Nathan J. B., Kurokawa, Hiroko, Laughlin, Daniel C., Meir, Patrick, Minden, Vanessa, Niinemets, Ülo, Onoda, Yusuke, Peñuelas, Josep, Read, Quentin, Sack, Lawren, Schamp, Brandon, Soudzilovskaia, Nadejda A., Spasojevic, Marko J., Sosinski, Enio, Thornton, Peter E., Valladares, Fernando, van Bodegom, Peter M., Williams, Mathew, Wirth, Christian, and Reich, Peter B.

Published
2017

7. Corrigendum to “Minding the gap: Range size and economic use drive functional trait data gaps in the Atlantic Forest” [Biol. Conserv., vol. 283 (2023) 1–7, 110087]

Author

Petisco-Souza, Ana Carolina, Brum, Fernanda Thiesen, Marcilio-Silva, Vinícius, Zwiener, Victor P., Zanella, Andressa, Dias, Arildo S., González-Melo, Andrés, Jansen, Steven, Mazzochini, Guilherme G., Niinemets, Ülo, Pillar, Valério D., Sosinski, Enio, Marques, Márcia C.M., and Carlucci, Marcos B.

Published
2023
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9. Climatic and soil factors explain the two-dimensional spectrum of global plant trait variation

Author

Joswig, Julia Sophia, Wirth, Christian, Schuman, Meredith, Kattge, Jens, Reu, Björn, Wright, Ian J., Sippel, Sebastian, Rüger, Nadja, Richter, Ronny, Schaepman, Michael E., van Bodegom, Peter, Cornelissen, J. H. C., Díaz, Sandra, Hattingh, Wesley, Kramer, Koen, Lens, Frederic, Niinemets, Ülo, Reich, Peter, Reichstein, Markus, Römermann, Christine, Schrodt, Franziska, Anand, Madhur, Bahn, Michael, Byun, Chaeho, Campetella, Giandiego, Cerabolini, Bruno Enrico Leone, Craine, Joseph, Gonzalez-Melo, Andres, Gutiérrez, Alvaro G., He, Tianhua, Higuchi, Pedro, Jactel, Hervé, Kraft, Nathan J. B., Minden, Vanessa, Onipchenko, Vladimir, Peñuelas, Josep, Pillar, Valério, Sosinski, Ênio, Soudzilovskaia, Nadejda A., Weiher, Evan, Mahecha, Miguel D., Joswig, Julia Sophia, Wirth, Christian, Schuman, Meredith, Kattge, Jens, Reu, Björn, Wright, Ian J., Sippel, Sebastian, Rüger, Nadja, Richter, Ronny, Schaepman, Michael E., van Bodegom, Peter, Cornelissen, J. H. C., Díaz, Sandra, Hattingh, Wesley, Kramer, Koen, Lens, Frederic, Niinemets, Ülo, Reich, Peter, Reichstein, Markus, Römermann, Christine, Schrodt, Franziska, Anand, Madhur, Bahn, Michael, Byun, Chaeho, Campetella, Giandiego, Cerabolini, Bruno Enrico Leone, Craine, Joseph, Gonzalez-Melo, Andres, Gutiérrez, Alvaro G., He, Tianhua, Higuchi, Pedro, Jactel, Hervé, Kraft, Nathan J. B., Minden, Vanessa, Onipchenko, Vladimir, Peñuelas, Josep, Pillar, Valério, Sosinski, Ênio, Soudzilovskaia, Nadejda A., Weiher, Evan, and Mahecha, Miguel D.

Abstract

Plant functional traits can predict community assembly and ecosystem functioning and are thus widely used in global models of vegetation dynamics and land-climate feedbacks. Still, we lack a global understanding of how land and climate affect plant traits. A previous global analysis of six traits observed two main axes of variation: (1) size variation at the organ and plant level and (2) leaf economics balancing leaf persistence against plant growth potential. The orthogonality of these two axes suggests they are differently influenced by environmental drivers. We find that these axes persist in a global dataset of 17 traits across more than 20,000 species. We find a dominant joint effect of climate and soil on trait variation. Additional independent climate effects are also observed across most traits, whereas independent soil effects are almost exclusively observed for economics traits. Variation in size traits correlates well with a latitudinal gradient related to water or energy limitation. In contrast, variation in economics traits is better explained by interactions of climate with soil fertility. These findings have the potential to improve our understanding of biodiversity patterns and our predictions of climate change impacts on biogeochemical cycles. The authors investigate the broad-scale climatological and soil properties that co-vary with major axes of plant functional traits. They find that variation in plant size is attributed to latitudinal gradients in water or energy limitation, while variation in leaf economics traits is attributed to both climate and soil fertility including their interaction.

Published
2022

10. Climatic and soil factors explain the two-dimensional spectrum of global plant trait variation

Author

Joswig, Julia S., Wirth, Christian, Schuman, Meredith C., Kattge, Jens, Reu, Björn, Wright, Ian J., Sippel, Sebastian D., Rüger, Nadja, Richter, Ronny, Schaepman, Michael E., van Bodegom, Peter M., Cornelissen, J.H.C., Díaz, Sandra, Hattingh, Wesley N., Kramer, Koen, Lens, Frederic, Niinemets, Ülo, Reich, Peter B., Reichstein, Markus, Römermann, Christine, Schrodt, Franziska, Anand, Madhur, Bahn, Michael, Byun, Chaeho, Campetella, Giandiego, Cerabolini, Bruno E.L., Craine, Joseph M., Gonzalez-Melo, Andres, Gutiérrez, Alvaro G., He, Tianhua, Higuchi, Pedro, Jactel, Hervé, Kraft, Nathan J.B., Minden, Vanessa, Onipchenko, Vladimir, Peñuelas, Josep, Pillar, Valério D., Sosinski, Ênio, Soudzilovskaia, Nadejda A., Weiher, Evan, Mahecha, Miguel D., Joswig, Julia S., Wirth, Christian, Schuman, Meredith C., Kattge, Jens, Reu, Björn, Wright, Ian J., Sippel, Sebastian D., Rüger, Nadja, Richter, Ronny, Schaepman, Michael E., van Bodegom, Peter M., Cornelissen, J.H.C., Díaz, Sandra, Hattingh, Wesley N., Kramer, Koen, Lens, Frederic, Niinemets, Ülo, Reich, Peter B., Reichstein, Markus, Römermann, Christine, Schrodt, Franziska, Anand, Madhur, Bahn, Michael, Byun, Chaeho, Campetella, Giandiego, Cerabolini, Bruno E.L., Craine, Joseph M., Gonzalez-Melo, Andres, Gutiérrez, Alvaro G., He, Tianhua, Higuchi, Pedro, Jactel, Hervé, Kraft, Nathan J.B., Minden, Vanessa, Onipchenko, Vladimir, Peñuelas, Josep, Pillar, Valério D., Sosinski, Ênio, Soudzilovskaia, Nadejda A., Weiher, Evan, and Mahecha, Miguel D.

Abstract

Plant functional traits can predict community assembly and ecosystem functioning and are thus widely used in global models of vegetation dynamics and land–climate feedbacks. Still, we lack a global understanding of how land and climate affect plant traits. A previous global analysis of six traits observed two main axes of variation: (1) size variation at the organ and plant level and (2) leaf economics balancing leaf persistence against plant growth potential. The orthogonality of these two axes suggests they are differently influenced by environmental drivers. We find that these axes persist in a global dataset of 17 traits across more than 20,000 species. We find a dominant joint effect of climate and soil on trait variation. Additional independent climate effects are also observed across most traits, whereas independent soil effects are almost exclusively observed for economics traits. Variation in size traits correlates well with a latitudinal gradient related to water or energy limitation. In contrast, variation in economics traits is better explained by interactions of climate with soil fertility. These findings have the potential to improve our understanding of biodiversity patterns and our predictions of climate change impacts on biogeochemical cycles.

Published
2022

11. Climatic and soil factors explain the two-dimensional spectrum of global plant trait variation

Author

Joswig, Julia S; https://orcid.org/0000-0002-7786-1728, Wirth, Christian; https://orcid.org/0000-0003-2604-8056, Schuman, Meredith Christine; https://orcid.org/0000-0003-3159-3534, Kattge, Jens; https://orcid.org/0000-0002-1022-8469, Reu, Björn, Wright, Ian J; https://orcid.org/0000-0001-8338-9143, Sippel, Sebastian D; https://orcid.org/0000-0002-4510-4458, Rüger, Nadja; https://orcid.org/0000-0003-2371-4172, Richter, Ronny; https://orcid.org/0000-0002-8728-7918, Schaepman, Michael E; https://orcid.org/0000-0002-9627-9565, van Bodegom, Peter M; https://orcid.org/0000-0003-0771-4500, Cornelissen, J H C, Díaz, Sandra; https://orcid.org/0000-0003-0012-4612, Hattingh, Wesley N; https://orcid.org/0000-0002-3626-5137, Kramer, Koen; https://orcid.org/0000-0002-1402-2775, Lens, Frederic; https://orcid.org/0000-0002-5001-0149, Niinemets, Ülo; https://orcid.org/0000-0002-3078-2192, Reich, Peter B; https://orcid.org/0000-0003-4424-662X, Reichstein, Markus; https://orcid.org/0000-0001-5736-1112, Römermann, Christine; https://orcid.org/0000-0003-3471-0951, Schrodt, Franziska; https://orcid.org/0000-0001-9053-8872, Anand, Madhur, Bahn, Michael; https://orcid.org/0000-0001-7482-9776, Byun, Chaeho; https://orcid.org/0000-0003-3209-3275, Campetella, Giandiego; https://orcid.org/0000-0001-6126-522X, Cerabolini, Bruno E L; https://orcid.org/0000-0002-3793-0733, Craine, Joseph M; https://orcid.org/0000-0001-6561-3244, Gonzalez-Melo, Andres, Gutiérrez, Alvaro G; https://orcid.org/0000-0001-8928-3198, He, Tianhua, et al, Joswig, Julia S; https://orcid.org/0000-0002-7786-1728, Wirth, Christian; https://orcid.org/0000-0003-2604-8056, Schuman, Meredith Christine; https://orcid.org/0000-0003-3159-3534, Kattge, Jens; https://orcid.org/0000-0002-1022-8469, Reu, Björn, Wright, Ian J; https://orcid.org/0000-0001-8338-9143, Sippel, Sebastian D; https://orcid.org/0000-0002-4510-4458, Rüger, Nadja; https://orcid.org/0000-0003-2371-4172, Richter, Ronny; https://orcid.org/0000-0002-8728-7918, Schaepman, Michael E; https://orcid.org/0000-0002-9627-9565, van Bodegom, Peter M; https://orcid.org/0000-0003-0771-4500, Cornelissen, J H C, Díaz, Sandra; https://orcid.org/0000-0003-0012-4612, Hattingh, Wesley N; https://orcid.org/0000-0002-3626-5137, Kramer, Koen; https://orcid.org/0000-0002-1402-2775, Lens, Frederic; https://orcid.org/0000-0002-5001-0149, Niinemets, Ülo; https://orcid.org/0000-0002-3078-2192, Reich, Peter B; https://orcid.org/0000-0003-4424-662X, Reichstein, Markus; https://orcid.org/0000-0001-5736-1112, Römermann, Christine; https://orcid.org/0000-0003-3471-0951, Schrodt, Franziska; https://orcid.org/0000-0001-9053-8872, Anand, Madhur, Bahn, Michael; https://orcid.org/0000-0001-7482-9776, Byun, Chaeho; https://orcid.org/0000-0003-3209-3275, Campetella, Giandiego; https://orcid.org/0000-0001-6126-522X, Cerabolini, Bruno E L; https://orcid.org/0000-0002-3793-0733, Craine, Joseph M; https://orcid.org/0000-0001-6561-3244, Gonzalez-Melo, Andres, Gutiérrez, Alvaro G; https://orcid.org/0000-0001-8928-3198, He, Tianhua, and et al

Abstract

Plant functional traits can predict community assembly and ecosystem functioning and are thus widely used in global models of vegetation dynamics and land–climate feedbacks. Still, we lack a global understanding of how land and climate affect plant traits. A previous global analysis of six traits observed two main axes of variation: (1) size variation at the organ and plant level and (2) leaf economics balancing leaf persistence against plant growth potential. The orthogonality of these two axes suggests they are differently influenced by environmental drivers. We find that these axes persist in a global dataset of 17 traits across more than 20,000 species. We find a dominant joint effect of climate and soil on trait variation. Additional independent climate effects are also observed across most traits, whereas independent soil effects are almost exclusively observed for economics traits. Variation in size traits correlates well with a latitudinal gradient related to water or energy limitation. In contrast, variation in economics traits is better explained by interactions of climate with soil fertility. These findings have the potential to improve our understanding of biodiversity patterns and our predictions of climate change impacts on biogeochemical cycles.

Published
2022

12. Climatic and soil factors explain the two-dimensional spectrum of global plant trait variation

Author

Joswig, Julia S, Wirth, Christian, Schuman, Meredith Christine, Kattge, Jens, Reu, Björn, Wright, Ian J, Sippel, Sebastian D, Rüger, Nadja, Richter, Ronny, Schaepman, Michael E, van Bodegom, Peter M, Cornelissen, J H C, Díaz, Sandra, Hattingh, Wesley N, Kramer, Koen, Lens, Frederic, Niinemets, Ülo, Reich, Peter B, Reichstein, Markus, Römermann, Christine, Schrodt, Franziska, Anand, Madhur, Bahn, Michael, Byun, Chaeho, Campetella, Giandiego, Cerabolini, Bruno E L, Craine, Joseph M, Gonzalez-Melo, Andres, Gutiérrez, Alvaro G, He, Tianhua, et al, University of Zurich, and Joswig, Julia S

Subjects
10120 Department of Chemistry, 10122 Institute of Geography, 1105 Ecology, Evolution, Behavior and Systematics, Ecology, Behavior and Systematics, UFSP13-8 Global Change and Biodiversity, Evolution, 910 Geography & travel, 2303 Ecology, Ecology, Evolution, Behavior and Systematics
Abstract

Plant functional traits can predict community assembly and ecosystem functioning and are thus widely used in global models of vegetation dynamics and land–climate feedbacks. Still, we lack a global understanding of how land and climate affect plant traits. A previous global analysis of six traits observed two main axes of variation: (1) size variation at the organ and plant level and (2) leaf economics balancing leaf persistence against plant growth potential. The orthogonality of these two axes suggests they are differently influenced by environmental drivers. We find that these axes persist in a global dataset of 17 traits across more than 20,000 species. We find a dominant joint effect of climate and soil on trait variation. Additional independent climate effects are also observed across most traits, whereas independent soil effects are almost exclusively observed for economics traits. Variation in size traits correlates well with a latitudinal gradient related to water or energy limitation. In contrast, variation in economics traits is better explained by interactions of climate with soil fertility. These findings have the potential to improve our understanding of biodiversity patterns and our predictions of climate change impacts on biogeochemical cycles.

Published
2022
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13. Climatic and soil factors explain the two-dimensional spectrum of global plant trait variation

Author

Joswig, Julia S., primary, Wirth, Christian, additional, Schuman, Meredith C., additional, Kattge, Jens, additional, Reu, Björn, additional, Wright, Ian J., additional, Sippel, Sebastian D., additional, Rüger, Nadja, additional, Richter, Ronny, additional, Schaepman, Michael E., additional, van Bodegom, Peter M., additional, Cornelissen, J. H. C., additional, Díaz, Sandra, additional, Hattingh, Wesley N., additional, Kramer, Koen, additional, Lens, Frederic, additional, Niinemets, Ülo, additional, Reich, Peter B., additional, Reichstein, Markus, additional, Römermann, Christine, additional, Schrodt, Franziska, additional, Anand, Madhur, additional, Bahn, Michael, additional, Byun, Chaeho, additional, Campetella, Giandiego, additional, Cerabolini, Bruno E. L., additional, Craine, Joseph M., additional, Gonzalez-Melo, Andres, additional, Gutiérrez, Alvaro G., additional, He, Tianhua, additional, Higuchi, Pedro, additional, Jactel, Hervé, additional, Kraft, Nathan J. B., additional, Minden, Vanessa, additional, Onipchenko, Vladimir, additional, Peñuelas, Josep, additional, Pillar, Valério D., additional, Sosinski, Ênio, additional, Soudzilovskaia, Nadejda A., additional, Weiher, Evan, additional, and Mahecha, Miguel D., additional

Published
2021
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14. Climatic and soil factors explain the two-dimensional spectrum of global plant trait variation

Author

Joswig, Julia S., Wirth, Christian, Schuman, Meredith C., Kattge, Jens, Reu, Björn, Wright, Ian J., Sippel, Sebastian, Rüger, Nadja, Richter, Ronny, Schaepman, Michael E., van Bodegom, Peter M., Cornelissen, J. H. C., Díaz, Sandra, Hattingh, Wesley, Kramer, Koen, Lens, Frederic, Niinemets, Ülo, Reich, Peter B., Reichstein, Markus, Römermann, Christine, Schrodt, Franziska, Anand, Madhur, Bahn, Michael, Byun, Chaeho, Campetella, Giandiego, Cerabolini, Bruno Enrico Leone, Craine, Joseph, Gonzalez Melo, Andres, Gutiérrez, Alvaro G., He, Tianhua, Higuchi, Pedro, Jactel, Hervé, Kraft, Nathan J. B., Minden, Vanessa, Onipchenko, Vladimir, Peñuelas, Josep, Pillar, Valério, Sosinski, Ênio, Soudzilovskaia, Nadejda A., Weiher, Evan, Mahecha, Miguel D., Joswig, Julia S., Wirth, Christian, Schuman, Meredith C., Kattge, Jens, Reu, Björn, Wright, Ian J., Sippel, Sebastian, Rüger, Nadja, Richter, Ronny, Schaepman, Michael E., van Bodegom, Peter M., Cornelissen, J. H. C., Díaz, Sandra, Hattingh, Wesley, Kramer, Koen, Lens, Frederic, Niinemets, Ülo, Reich, Peter B., Reichstein, Markus, Römermann, Christine, Schrodt, Franziska, Anand, Madhur, Bahn, Michael, Byun, Chaeho, Campetella, Giandiego, Cerabolini, Bruno Enrico Leone, Craine, Joseph, Gonzalez Melo, Andres, Gutiérrez, Alvaro G., He, Tianhua, Higuchi, Pedro, Jactel, Hervé, Kraft, Nathan J. B., Minden, Vanessa, Onipchenko, Vladimir, Peñuelas, Josep, Pillar, Valério, Sosinski, Ênio, Soudzilovskaia, Nadejda A., Weiher, Evan, and Mahecha, Miguel D.

Abstract

Plant functional traits can predict community assembly and ecosystem functioning and are thus widely used in global models of vegetation dynamics and land-climate feedbacks. Still, we lack a global understanding of how land and climate affect plant traits. A previous global analysis of six traits observed two main axes of variation: (1) size variation at the organ and plant level and (2) leaf economics balancing leaf persistence against plant growth potential. The orthogonality of these two axes suggests they are differently influenced by environmental drivers. We find that these axes persist in a global dataset of 17 traits across more than 20,000 species. We find a dominant joint effect of climate and soil on trait variation. Additional independent climate effects are also observed across most traits, whereas independent soil effects are almost exclusively observed for economics traits. Variation in size traits correlates well with a latitudinal gradient related to water or energy limitation. In contrast, variation in economics traits is better explained by interactions of climate with soil fertility. These findings have the potential to improve our understanding of biodiversity patterns and our predictions of climate change impacts on biogeochemical cycles.

Published
2021

16. How many and which species to plant? A multi-trait-based approach to select species to restore ecosystem services

Author

Tsujii, Paula Kiyomi, primary, Coutinho, André Ganem, additional, Medina, Anderson M., additional, Kraft, Nathan J. B., additional, Gonzalez-Melo, Andres, additional, Higuchi, Pedro, additional, Müller, Sandra Cristina, additional, Niinemets, Ülo, additional, Pillar, Valério D., additional, Sosinski, Enio E., additional, and Carlucci, Marcos B., additional

Published
2020
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17. Assessing the reliability of predicted plant trait distributions at the global scale

Author

Boonman, Coline C. F., primary, Benítez‐López, Ana, additional, Schipper, Aafke M., additional, Thuiller, Wilfried, additional, Anand, Madhur, additional, Cerabolini, Bruno E. L., additional, Cornelissen, Johannes H. C., additional, Gonzalez‐Melo, Andres, additional, Hattingh, Wesley N., additional, Higuchi, Pedro, additional, Laughlin, Daniel C., additional, Onipchenko, Vladimir G., additional, Peñuelas, Josep, additional, Poorter, Lourens, additional, Soudzilovskaia, Nadejda A., additional, Huijbregts, Mark A. J., additional, and Santini, Luca, additional

Published
2020
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18. TRY plant trait database - enhanced coverage and open access

Author

Kattge, Jens, Boenisch, Gerhard, Diaz, Sandra, Lavorel, Sandra, Prentice, Iain Colin, Leadley, Paul, Tautenhahn, Susanne, Werner, Gijsbert D. A., Aakala, Tuomas, Abedi, Mehdi, Acosta, Alicia T. R., Adamidis, George C., Adamson, Kairi, Aiba, Masahiro, Albert, Cecile H., Alcantara, Julio M., Alcazar, Carolina C., Aleixo, Izabela, Ali, Hamada, Amiaud, Bernard, Ammer, Christian, Amoroso, Mariano M., Anand, Madhur, Anderson, Carolyn, Anten, Niels, Antos, Joseph, Apgaua, Deborah Mattos Guimaraes, Ashman, Tia-Lynn, Asmara, Degi Harja, Asner, Gregory P., Aspinwall, Michael, Atkin, Owen, Aubin, Isabelle, Baastrup-Spohr, Lars, Bahalkeh, Khadijeh, Bahn, Michael, Baker, Timothy, Baker, William J., Bakker, Jan P., Baldocchi, Dennis, Baltzer, Jennifer, Banerjee, Arindam, Baranger, Anne, Barlow, Jos, Barneche, Diego R., Baruch, Zdravko, Bastianelli, Denis, Battles, John, Bauerle, William, Bauters, Marijn, Bazzato, Erika, Beckmann, Michael, Beeckman, Hans, Beierkuhnlein, Carl, Bekker, Renee, Belfry, Gavin, Belluau, Michael, Beloiu, Mirela, Benavides, Raquel, Benomar, Lahcen, Berdugo-Lattke, Mary Lee, Berenguer, Erika, Bergamin, Rodrigo, Bergmann, Joana, Carlucci, Marcos Bergmann, Berner, Logan, Bernhardt-Roemermann, Markus, Bigler, Christof, Bjorkman, Anne D., Blackman, Chris, Blanco, Carolina, Blonder, Benjamin, Blumenthal, Dana, Bocanegra-Gonzalez, Kelly T., Boeckx, Pascal, Bohlman, Stephanie, Boehning-Gaese, Katrin, Boisvert-Marsh, Laura, Bond, William, Bond-Lamberty, Ben, Boom, Arnoud, Boonman, Coline C. F., Bordin, Kauane, Boughton, Elizabeth H., Boukili, Vanessa, Bowman, David M. J. S., Bravo, Sandra, Brendel, Marco Richard, Broadley, Martin R., Brown, Kerry A., Bruelheide, Helge, Brumnich, Federico, Bruun, Hans Henrik, Bruy, David, Buchanan, Serra W., Bucher, Solveig Franziska, Buchmann, Nina, Buitenwerf, Robert, Bunker, Daniel E., Buerger, Jana, Burrascano, Sabina, Burslem, David F. R. P., Butterfield, Bradley J., Byun, Chaeho, Marques, Marcia, Scalon, Marina C., Caccianiga, Marco, Cadotte, Marc, Cailleret, Maxime, Camac, James, Julio Camarero, Jesus, Campany, Courtney, Campetella, Giandiego, Campos, Juan Antonio, Cano-Arboleda, Laura, Canullo, Roberto, Carbognani, Michele, Carvalho, Fabio, Casanoves, Fernando, Castagneyrol, Bastien, Catford, Jane A., Cavender-Bares, Jeannine, Cerabolini, Bruno E. L., Cervellini, Marco, Chacon-Madrigal, Eduardo, Chapin, Kenneth, Chapin, F. Stuart, Chelli, Stefano, Chen, Si-Chong, Chen, Anping, Cherubini, Paolo, Chianucci, Francesco, Choat, Brendan, Chung, Kyong-Sook, Chytry, Milan, Ciccarelli, Daniela, Coll, Lluis, Collins, Courtney G., Conti, Luisa, Coomes, David, Cornelissen, Johannes H. C., Cornwell, William K., Corona, Piermaria, Coyea, Marie, Craine, Joseph, Craven, Dylan, Cromsigt, Joris P. G. M., Csecserits, Aniko, Cufar, Katarina, Cuntz, Matthias, da Silva, Ana Carolina, Dahlin, Kyla M., Dainese, Matteo, Dalke, Igor, Dalle Fratte, Michele, Dang-Le, Anh Tuan, Danihelka, Jiri, Dannoura, Masako, Dawson, Samantha, de Beer, Arend Jacobus, De Frutos, Angel, De Long, Jonathan R., Dechant, Benjamin, Delagrange, Sylvain, Delpierre, Nicolas, Derroire, Geraldine, Dias, Arildo S., Diaz-Toribio, Milton Hugo, Dimitrakopoulos, Panayiotis G., Dobrowolski, Mark, Doktor, Daniel, Drevojan, Pavel, Dong, Ning, Dransfield, John, Dressler, Stefan, Duarte, Leandro, Ducouret, Emilie, Dullinger, Stefan, Durka, Walter, Duursma, Remko, Dymova, Olga, E-Vojtko, Anna, Eckstein, Rolf Lutz, Ejtehadi, Hamid, Elser, James, Emilio, Thaise, Engemann, Kristine, Erfanian, Mohammad Bagher, Erfmeier, Alexandra, Esquivel-Muelbert, Adriane, Esser, Gerd, Estiarte, Marc, Domingues, Tomas F., Fagan, William F., Fagundez, Jaime, Falster, Daniel S., Fan, Ying, Fang, Jingyun, Farris, Emmanuele, Fazlioglu, Fatih, Feng, Yanhao, Fernandez-Mendez, Fernando, Ferrara, Carlotta, Ferreira, Joice, Fidelis, Alessandra, Finegan, Bryan, Firn, Jennifer, Flowers, Timothy J., Flynn, Dan F. B., Fontana, Veronika, Forey, Estelle, Forgiarini, Cristiane, Francois, Louis, Frangipani, Marcelo, Frank, Dorothea, Frenette-Dussault, Cedric, Freschet, Gregoire T., Fry, Ellen L., Fyllas, Nikolaos M., Mazzochini, Guilherme G., Gachet, Sophie, Gallagher, Rachael, Ganade, Gislene, Ganga, Francesca, Garcia-Palacios, Pablo, Gargaglione, Veronica, Garnier, Eric, Luis Garrido, Jose, Luis de Gasper, Andre, Gea-Izquierdo, Guillermo, Gibson, David, Gillison, Andrew N., Giroldo, Aelton, Glasenhardt, Mary-Claire, Gleason, Sean, Gliesch, Mariana, Goldberg, Emma, Goeldel, Bastian, Gonzalez-Akre, Erika, Gonzalez-Andujar, Jose L., Gonzalez-Melo, Andres, Gonzalez-Robles, Ana, Graae, Bente Jessen, Granda, Elena, Graves, Sarah, Green, Walton A., Gregor, Thomas, Gross, Nicolas, Guerin, Greg R., Guenther, Angela, Gutierrez, Alvaro G., Haddock, Lillie, Haines, Anna, Hall, Jefferson, Hambuckers, Alain, Han, Wenxuan, Harrison, Sandy P., Hattingh, Wesley, Hawes, Joseph E., He, Tianhua, He, Pengcheng, Heberling, Jacob Mason, Helm, Aveliina, Hempel, Stefan, Hentschel, Joern, Herault, Bruno, Heres, Ana-Maria, Herz, Katharina, Heuertz, Myriam, Hickler, Thomas, Hietz, Peter, Higuchi, Pedro, Hipp, Andrew L., Hirons, Andrew, Hock, Maria, Hogan, James Aaron, Holl, Karen, Honnay, Olivier, Hornstein, Daniel, Hou, Enqing, Hough-Snee, Nate, Hovstad, Knut Anders, Ichie, Tomoaki, Igic, Boris, Illa, Estela, Isaac, Marney, Ishihara, Masae, Ivanov, Leonid, Ivanova, Larissa, Iversen, Colleen M., Izquierdo, Jordi, Jackson, Robert B., Jackson, Benjamin, Jactel, Herve, Jagodzinski, Andrzej M., Jandt, Ute, Jansen, Steven, Jenkins, Thomas, Jentsch, Anke, Jespersen, Jens Rasmus Plantener, Jiang, Guo-Feng, Johansen, Jesper Liengaard, Johnson, David, Jokela, Eric J., Joly, Carlos Alfredo, Jordan, Gregory J., Joseph, Grant Stuart, Junaedi, Decky, Junker, Robert R., Justes, Eric, Kabzems, Richard, Kane, Jeffrey, Kaplan, Zdenek, Kattenborn, Teja, Kavelenova, Lyudmila, Kearsley, Elizabeth, Kempel, Anne, Kenzo, Tanaka, Kerkhoff, Andrew, Khalil, Mohammed I., Kinlock, Nicole L., Kissling, Wilm Daniel, Kitajima, Kaoru, Kitzberger, Thomas, Kjoller, Rasmus, Klein, Tamir, Kleyer, Michael, Klimesova, Jitka, Klipel, Joice, Kloeppel, Brian, Klotz, Stefan, Knops, Johannes M. H., Kohyama, Takashi, Koike, Fumito, Kollmann, Johannes, Komac, Benjamin, Komatsu, Kimberly, Koenig, Christian, Kraft, Nathan J. B., Kramer, Koen, Kreft, Holger, Kuehn, Ingolf, Kumarathunge, Dushan, Kuppler, Jonas, Kurokawa, Hiroko, Kurosawa, Yoko, Kuyah, Shem, Laclau, Jean-Paul, Lafleur, Benoit, Lallai, Erik, Lamb, Eric, Lamprecht, Andrea, Larkin, Daniel J., Laughlin, Daniel, Le Bagousse-Pinguet, Yoann, le Maire, Guerric, le Roux, Peter C., le Roux, Elizabeth, Lee, Tali, Lens, Frederic, Lewis, Simon L., Lhotsky, Barbara, Li, Yuanzhi, Li, Xine, Lichstein, Jeremy W., Liebergesell, Mario, Lim, Jun Ying, Lin, Yan-Shih, Linares, Juan Carlos, Liu, Chunjiang, Liu, Daijun, Liu, Udayangani, Livingstone, Stuart, Llusia, Joan, Lohbeck, Madelon, Lopez-Garcia, Alvaro, Lopez-Gonzalez, Gabriela, Lososova, Zdenka, Louault, Frederique, Lukacs, Balazs A., Lukes, Petr, Luo, Yunjian, Lussu, Michele, Ma, Siyan, Pereira, Camilla Maciel Rabelo, Mack, Michelle, Maire, Vincent, Makela, Annikki, Makinen, Harri, Mendes Malhado, Ana Claudia, Mallik, Azim, Manning, Peter, Manzoni, Stefano, Marchetti, Zuleica, Marchino, Luca, Marcilio-Silva, Vinicius, Marcon, Eric, Marignani, Michela, Markesteijn, Lars, Martin, Adam, Martinez-Garza, Cristina, Martinez-Vilalta, Jordi, Maskova, Tereza, Mason, Kelly, Mason, Norman, Massad, Tara Joy, Masse, Jacynthe, Mayrose, Itay, McCarthy, James, McCormack, M. Luke, McCulloh, Katherine, McFadden, Ian R., McGill, Brian J., McPartland, Mara Y., Medeiros, Juliana S., Medlyn, Belinda, Meerts, Pierre, Mehrabi, Zia, Meir, Patrick, Melo, Felipe P. L., Mencuccini, Maurizio, Meredieu, Celine, Messier, Julie, Meszaros, Ilona, Metsaranta, Juha, Michaletz, Sean T., Michelaki, Chrysanthi, Migalina, Svetlana, Milla, Ruben, Miller, Jesse E. D., Minden, Vanessa, Ming, Ray, Mokany, Karel, Moles, Angela T., Molnar, Attila, V, Molofsky, Jane, Molz, Martin, Montgomery, Rebecca A., Monty, Arnaud, Moravcova, Lenka, Moreno-Martinez, Alvaro, Moretti, Marco, Mori, Akira S., Mori, Shigeta, Morris, Dave, Morrison, Jane, Mucina, Ladislav, Mueller, Sandra, Muir, Christopher D., Mueller, Sandra Cristina, Munoz, Francois, Myers-Smith, Isla H., Myster, Randall W., Nagano, Masahiro, Naidu, Shawna, Narayanan, Ayyappan, Natesan, Balachandran, Negoita, Luka, Nelson, Andrew S., Neuschulz, Eike Lena, Ni, Jian, Niedrist, Georg, Nieto, Jhon, Niinemets, Ulo, Nolan, Rachael, Nottebrock, Henning, Nouvellon, Yann, Novakovskiy, Alexander, Nystuen, Kristin Odden, O'Grady, Anthony, O'Hara, Kevin, O'Reilly-Nugent, Andrew, Oakley, Simon, Oberhuber, Walter, Ohtsuka, Toshiyuki, Oliveira, Ricardo, Ollerer, Kinga, Olson, Mark E., Onipchenko, Vladimir, Onoda, Yusuke, Onstein, Renske E., Ordonez, Jenny C., Osada, Noriyuki, Ostonen, Ivika, Ottaviani, Gianluigi, Otto, Sarah, Overbeck, Gerhard E., Ozinga, Wim A., Pahl, Anna T., Paine, C. E. Timothy, Pakeman, Robin J., Papageorgiou, Aristotelis C., Parfionova, Evgeniya, Paertel, Meelis, Patacca, Marco, Paula, Susana, Paule, Juraj, Pauli, Harald, Pausas, Juli G., Peco, Begona, Penuelas, Josep, Perea, Antonio, Luis Peri, Pablo, Petisco-Souza, Ana Carolina, Petraglia, Alessandro, Petritan, Any Mary, Phillips, Oliver L., Pierce, Simon, Pillar, Valerio D., Pisek, Jan, Pomogaybin, Alexandr, Poorter, Hendrik, Portsmuth, Angelika, Poschlod, Peter, Potvin, Catherine, Pounds, Devon, Powell, A. Shafer, Power, Sally A., Prinzing, Andreas, Puglielli, Giacomo, Pysek, Petr, Raevel, Valerie, Rammig, Anja, Ransijn, Johannes, Ray, Courtenay A., Reich, Peter B., Reichstein, Markus, Reid, Douglas E. B., Rejou-Mechain, Maxime, Resco de Dios, Victor, Ribeiro, Sabina, Richardson, Sarah, Riibak, Kersti, Rillig, Matthias C., Riviera, Fiamma, Robert, Elisabeth M. R., Roberts, Scott, Robroek, Bjorn, Roddy, Adam, Rodrigues, Arthur Vinicius, Rogers, Alistair, Rollinson, Emily, Rolo, Victor, Roemermann, Christine, Ronzhina, Dina, Roscher, Christiane, Rosell, Julieta A., Rosenfield, Milena Fermina, Rossi, Christian, Roy, David B., Royer-Tardif, Samuel, Rueger, Nadja, Ruiz-Peinado, Ricardo, Rumpf, Sabine B., Rusch, Graciela M., Ryo, Masahiro, Sack, Lawren, Saldana, Angela, Salgado-Negret, Beatriz, Salguero-Gomez, Roberto, Santa-Regina, Ignacio, Carolina Santacruz-Garcia, Ana, Santos, Joaquim, Sardans, Jordi, Schamp, Brandon, Scherer-Lorenzen, Michael, Schleuning, Matthias, Schmid, Bernhard, Schmidt, Marco, Schmitt, Sylvain, Schneider, Julio V., Schowanek, Simon D., Schrader, Julian, Schrodt, Franziska, Schuldt, Bernhard, Schurr, Frank, Selaya Garvizu, Galia, Semchenko, Marina, Seymour, Colleen, Sfair, Julia C., Sharpe, Joanne M., Sheppard, Christine S., Sheremetiev, Serge, Shiodera, Satomi, Shipley, Bill, Shovon, Tanvir Ahmed, Siebenkaes, Alrun, Carlos, Sierra, Silva, Vasco, Silva, Mateus, Sitzia, Tommaso, Sjoman, Henrik, Slot, Martijn, Smith, Nicholas G., Sodhi, Darwin, Soltis, Pamela, Soltis, Douglas, Somers, Ben, Sonnier, Gregory, Sorensen, Mia Vedel, Sosinski, Enio Egon, Jr., Soudzilovskaia, Nadejda A., Souza, Alexandre F., Spasojevic, Marko, Sperandii, Marta Gaia, Stan, Amanda B., Stegen, James, Steinbauer, Klaus, Stephan, Jorg G., Sterck, Frank, Stojanovic, Dejan B., Strydom, Tanya, Laura Suarez, Maria, Svenning, Jens-Christian, Svitkova, Ivana, Svitok, Marek, Svoboda, Miroslav, Swaine, Emily, Swenson, Nathan, Tabarelli, Marcelo, Takagi, Kentaro, Tappeiner, Ulrike, Tarifa, Ruben, Tauugourdeau, Simon, Tavsanoglu, Cagatay, te Beest, Mariska, Tedersoo, Leho, Thiffault, Nelson, Thom, Dominik, Thomas, Evert, Thompson, Ken, Thornton, Peter E., Thuiller, Wilfried, Tichy, Lubomir, Tissue, David, Tjoelker, Mark G., Tng, David Yue Phin, Tobias, Joseph, Torok, Peter, Tarin, Tonantzin, Torres-Ruiz, Jose M., Tothmeresz, Bela, Treurnicht, Martina, Trivellone, Valeria, Trolliet, Franck, Trotsiuk, Volodymyr, Tsakalos, James L., Tsiripidis, Ioannis, Tysklind, Niklas, Umehara, Toru, Usoltsev, Vladimir, Vadeboncoeur, Matthew, Vaezi, Jamil, Valladares, Fernando, Vamosi, Jana, van Bodegom, Peter M., van Breugel, Michiel, Van Cleemput, Elisa, van de Weg, Martine, van der Merwe, Stephni, van der Plas, Fons, van der Sande, Masha T., van Kleunen, Mark, Van Meerbeek, Koenraad, Vanderwel, Mark, Vanselow, Kim Andre, Varhammar, Angelica, Varone, Laura, Vasquez Valderrama, Maribel Yesenia, Vassilev, Kiril, Vellend, Mark, Veneklaas, Erik J., Verbeeck, Hans, Verheyen, Kris, Vibrans, Alexander, Vieira, Ima, Villacis, Jaime, Violle, Cyrille, Vivek, Pandi, Wagner, Katrin, Waldram, Matthew, Waldron, Anthony, Walker, Anthony P., Waller, Martyn, Walther, Gabriel, Wang, Han, Wang, Feng, Wang, Weiqi, Watkins, Harry, Watkins, James, Weber, Ulrich, Weedon, James T., Wei, Liping, Weigelt, Patrick, Weiher, Evan, Wells, Aidan W., Wellstein, Camilla, Wenk, Elizabeth, Westoby, Mark, Westwood, Alana, White, Philip John, Whitten, Mark, Williams, Mathew, Winkler, Daniel E., Winter, Klaus, Womack, Chevonne, Wright, Ian J., Wright, S. Joseph, Wright, Justin, Pinho, Bruno X., Ximenes, Fabiano, Yamada, Toshihiro, Yamaji, Keiko, Yanai, Ruth, Yankov, Nikolay, Yguel, Benjamin, Zanini, Katia Janaina, Zanne, Amy E., Zeleny, David, Zhao, Yun-Peng, Zheng, Jingming, Zheng, Ji, Zieminska, Kasia, Zirbel, Chad R., Zizka, Georg, Zo-Bi, Irie Casimir, Zotz, Gerhard, Wirth, Christian, Kattge, Jens, Boenisch, Gerhard, Diaz, Sandra, Lavorel, Sandra, Prentice, Iain Colin, Leadley, Paul, Tautenhahn, Susanne, Werner, Gijsbert D. A., Aakala, Tuomas, Abedi, Mehdi, Acosta, Alicia T. R., Adamidis, George C., Adamson, Kairi, Aiba, Masahiro, Albert, Cecile H., Alcantara, Julio M., Alcazar, Carolina C., Aleixo, Izabela, Ali, Hamada, Amiaud, Bernard, Ammer, Christian, Amoroso, Mariano M., Anand, Madhur, Anderson, Carolyn, Anten, Niels, Antos, Joseph, Apgaua, Deborah Mattos Guimaraes, Ashman, Tia-Lynn, Asmara, Degi Harja, Asner, Gregory P., Aspinwall, Michael, Atkin, Owen, Aubin, Isabelle, Baastrup-Spohr, Lars, Bahalkeh, Khadijeh, Bahn, Michael, Baker, Timothy, Baker, William J., Bakker, Jan P., Baldocchi, Dennis, Baltzer, Jennifer, Banerjee, Arindam, Baranger, Anne, Barlow, Jos, Barneche, Diego R., Baruch, Zdravko, Bastianelli, Denis, Battles, John, Bauerle, William, Bauters, Marijn, Bazzato, Erika, Beckmann, Michael, Beeckman, Hans, Beierkuhnlein, Carl, Bekker, Renee, Belfry, Gavin, Belluau, Michael, Beloiu, Mirela, Benavides, Raquel, Benomar, Lahcen, Berdugo-Lattke, Mary Lee, Berenguer, Erika, Bergamin, Rodrigo, Bergmann, Joana, Carlucci, Marcos Bergmann, Berner, Logan, Bernhardt-Roemermann, Markus, Bigler, Christof, Bjorkman, Anne D., Blackman, Chris, Blanco, Carolina, Blonder, Benjamin, Blumenthal, Dana, Bocanegra-Gonzalez, Kelly T., Boeckx, Pascal, Bohlman, Stephanie, Boehning-Gaese, Katrin, Boisvert-Marsh, Laura, Bond, William, Bond-Lamberty, Ben, Boom, Arnoud, Boonman, Coline C. F., Bordin, Kauane, Boughton, Elizabeth H., Boukili, Vanessa, Bowman, David M. J. S., Bravo, Sandra, Brendel, Marco Richard, Broadley, Martin R., Brown, Kerry A., Bruelheide, Helge, Brumnich, Federico, Bruun, Hans Henrik, Bruy, David, Buchanan, Serra W., Bucher, Solveig Franziska, Buchmann, Nina, Buitenwerf, Robert, Bunker, Daniel E., Buerger, Jana, Burrascano, Sabina, Burslem, David F. R. P., Butterfield, Bradley J., Byun, Chaeho, Marques, Marcia, Scalon, Marina C., Caccianiga, Marco, Cadotte, Marc, Cailleret, Maxime, Camac, James, Julio Camarero, Jesus, Campany, Courtney, Campetella, Giandiego, Campos, Juan Antonio, Cano-Arboleda, Laura, Canullo, Roberto, Carbognani, Michele, Carvalho, Fabio, Casanoves, Fernando, Castagneyrol, Bastien, Catford, Jane A., Cavender-Bares, Jeannine, Cerabolini, Bruno E. L., Cervellini, Marco, Chacon-Madrigal, Eduardo, Chapin, Kenneth, Chapin, F. Stuart, Chelli, Stefano, Chen, Si-Chong, Chen, Anping, Cherubini, Paolo, Chianucci, Francesco, Choat, Brendan, Chung, Kyong-Sook, Chytry, Milan, Ciccarelli, Daniela, Coll, Lluis, Collins, Courtney G., Conti, Luisa, Coomes, David, Cornelissen, Johannes H. C., Cornwell, William K., Corona, Piermaria, Coyea, Marie, Craine, Joseph, Craven, Dylan, Cromsigt, Joris P. G. M., Csecserits, Aniko, Cufar, Katarina, Cuntz, Matthias, da Silva, Ana Carolina, Dahlin, Kyla M., Dainese, Matteo, Dalke, Igor, Dalle Fratte, Michele, Dang-Le, Anh Tuan, Danihelka, Jiri, Dannoura, Masako, Dawson, Samantha, de Beer, Arend Jacobus, De Frutos, Angel, De Long, Jonathan R., Dechant, Benjamin, Delagrange, Sylvain, Delpierre, Nicolas, Derroire, Geraldine, Dias, Arildo S., Diaz-Toribio, Milton Hugo, Dimitrakopoulos, Panayiotis G., Dobrowolski, Mark, Doktor, Daniel, Drevojan, Pavel, Dong, Ning, Dransfield, John, Dressler, Stefan, Duarte, Leandro, Ducouret, Emilie, Dullinger, Stefan, Durka, Walter, Duursma, Remko, Dymova, Olga, E-Vojtko, Anna, Eckstein, Rolf Lutz, Ejtehadi, Hamid, Elser, James, Emilio, Thaise, Engemann, Kristine, Erfanian, Mohammad Bagher, Erfmeier, Alexandra, Esquivel-Muelbert, Adriane, Esser, Gerd, Estiarte, Marc, Domingues, Tomas F., Fagan, William F., Fagundez, Jaime, Falster, Daniel S., Fan, Ying, Fang, Jingyun, Farris, Emmanuele, Fazlioglu, Fatih, Feng, Yanhao, Fernandez-Mendez, Fernando, Ferrara, Carlotta, Ferreira, Joice, Fidelis, Alessandra, Finegan, Bryan, Firn, Jennifer, Flowers, Timothy J., Flynn, Dan F. B., Fontana, Veronika, Forey, Estelle, Forgiarini, Cristiane, Francois, Louis, Frangipani, Marcelo, Frank, Dorothea, Frenette-Dussault, Cedric, Freschet, Gregoire T., Fry, Ellen L., Fyllas, Nikolaos M., Mazzochini, Guilherme G., Gachet, Sophie, Gallagher, Rachael, Ganade, Gislene, Ganga, Francesca, Garcia-Palacios, Pablo, Gargaglione, Veronica, Garnier, Eric, Luis Garrido, Jose, Luis de Gasper, Andre, Gea-Izquierdo, Guillermo, Gibson, David, Gillison, Andrew N., Giroldo, Aelton, Glasenhardt, Mary-Claire, Gleason, Sean, Gliesch, Mariana, Goldberg, Emma, Goeldel, Bastian, Gonzalez-Akre, Erika, Gonzalez-Andujar, Jose L., Gonzalez-Melo, Andres, Gonzalez-Robles, Ana, Graae, Bente Jessen, Granda, Elena, Graves, Sarah, Green, Walton A., Gregor, Thomas, Gross, Nicolas, Guerin, Greg R., Guenther, Angela, Gutierrez, Alvaro G., Haddock, Lillie, Haines, Anna, Hall, Jefferson, Hambuckers, Alain, Han, Wenxuan, Harrison, Sandy P., Hattingh, Wesley, Hawes, Joseph E., He, Tianhua, He, Pengcheng, Heberling, Jacob Mason, Helm, Aveliina, Hempel, Stefan, Hentschel, Joern, Herault, Bruno, Heres, Ana-Maria, Herz, Katharina, Heuertz, Myriam, Hickler, Thomas, Hietz, Peter, Higuchi, Pedro, Hipp, Andrew L., Hirons, Andrew, Hock, Maria, Hogan, James Aaron, Holl, Karen, Honnay, Olivier, Hornstein, Daniel, Hou, Enqing, Hough-Snee, Nate, Hovstad, Knut Anders, Ichie, Tomoaki, Igic, Boris, Illa, Estela, Isaac, Marney, Ishihara, Masae, Ivanov, Leonid, Ivanova, Larissa, Iversen, Colleen M., Izquierdo, Jordi, Jackson, Robert B., Jackson, Benjamin, Jactel, Herve, Jagodzinski, Andrzej M., Jandt, Ute, Jansen, Steven, Jenkins, Thomas, Jentsch, Anke, Jespersen, Jens Rasmus Plantener, Jiang, Guo-Feng, Johansen, Jesper Liengaard, Johnson, David, Jokela, Eric J., Joly, Carlos Alfredo, Jordan, Gregory J., Joseph, Grant Stuart, Junaedi, Decky, Junker, Robert R., Justes, Eric, Kabzems, Richard, Kane, Jeffrey, Kaplan, Zdenek, Kattenborn, Teja, Kavelenova, Lyudmila, Kearsley, Elizabeth, Kempel, Anne, Kenzo, Tanaka, Kerkhoff, Andrew, Khalil, Mohammed I., Kinlock, Nicole L., Kissling, Wilm Daniel, Kitajima, Kaoru, Kitzberger, Thomas, Kjoller, Rasmus, Klein, Tamir, Kleyer, Michael, Klimesova, Jitka, Klipel, Joice, Kloeppel, Brian, Klotz, Stefan, Knops, Johannes M. H., Kohyama, Takashi, Koike, Fumito, Kollmann, Johannes, Komac, Benjamin, Komatsu, Kimberly, Koenig, Christian, Kraft, Nathan J. B., Kramer, Koen, Kreft, Holger, Kuehn, Ingolf, Kumarathunge, Dushan, Kuppler, Jonas, Kurokawa, Hiroko, Kurosawa, Yoko, Kuyah, Shem, Laclau, Jean-Paul, Lafleur, Benoit, Lallai, Erik, Lamb, Eric, Lamprecht, Andrea, Larkin, Daniel J., Laughlin, Daniel, Le Bagousse-Pinguet, Yoann, le Maire, Guerric, le Roux, Peter C., le Roux, Elizabeth, Lee, Tali, Lens, Frederic, Lewis, Simon L., Lhotsky, Barbara, Li, Yuanzhi, Li, Xine, Lichstein, Jeremy W., Liebergesell, Mario, Lim, Jun Ying, Lin, Yan-Shih, Linares, Juan Carlos, Liu, Chunjiang, Liu, Daijun, Liu, Udayangani, Livingstone, Stuart, Llusia, Joan, Lohbeck, Madelon, Lopez-Garcia, Alvaro, Lopez-Gonzalez, Gabriela, Lososova, Zdenka, Louault, Frederique, Lukacs, Balazs A., Lukes, Petr, Luo, Yunjian, Lussu, Michele, Ma, Siyan, Pereira, Camilla Maciel Rabelo, Mack, Michelle, Maire, Vincent, Makela, Annikki, Makinen, Harri, Mendes Malhado, Ana Claudia, Mallik, Azim, Manning, Peter, Manzoni, Stefano, Marchetti, Zuleica, Marchino, Luca, Marcilio-Silva, Vinicius, Marcon, Eric, Marignani, Michela, Markesteijn, Lars, Martin, Adam, Martinez-Garza, Cristina, Martinez-Vilalta, Jordi, Maskova, Tereza, Mason, Kelly, Mason, Norman, Massad, Tara Joy, Masse, Jacynthe, Mayrose, Itay, McCarthy, James, McCormack, M. Luke, McCulloh, Katherine, McFadden, Ian R., McGill, Brian J., McPartland, Mara Y., Medeiros, Juliana S., Medlyn, Belinda, Meerts, Pierre, Mehrabi, Zia, Meir, Patrick, Melo, Felipe P. L., Mencuccini, Maurizio, Meredieu, Celine, Messier, Julie, Meszaros, Ilona, Metsaranta, Juha, Michaletz, Sean T., Michelaki, Chrysanthi, Migalina, Svetlana, Milla, Ruben, Miller, Jesse E. D., Minden, Vanessa, Ming, Ray, Mokany, Karel, Moles, Angela T., Molnar, Attila, V, Molofsky, Jane, Molz, Martin, Montgomery, Rebecca A., Monty, Arnaud, Moravcova, Lenka, Moreno-Martinez, Alvaro, Moretti, Marco, Mori, Akira S., Mori, Shigeta, Morris, Dave, Morrison, Jane, Mucina, Ladislav, Mueller, Sandra, Muir, Christopher D., Mueller, Sandra Cristina, Munoz, Francois, Myers-Smith, Isla H., Myster, Randall W., Nagano, Masahiro, Naidu, Shawna, Narayanan, Ayyappan, Natesan, Balachandran, Negoita, Luka, Nelson, Andrew S., Neuschulz, Eike Lena, Ni, Jian, Niedrist, Georg, Nieto, Jhon, Niinemets, Ulo, Nolan, Rachael, Nottebrock, Henning, Nouvellon, Yann, Novakovskiy, Alexander, Nystuen, Kristin Odden, O'Grady, Anthony, O'Hara, Kevin, O'Reilly-Nugent, Andrew, Oakley, Simon, Oberhuber, Walter, Ohtsuka, Toshiyuki, Oliveira, Ricardo, Ollerer, Kinga, Olson, Mark E., Onipchenko, Vladimir, Onoda, Yusuke, Onstein, Renske E., Ordonez, Jenny C., Osada, Noriyuki, Ostonen, Ivika, Ottaviani, Gianluigi, Otto, Sarah, Overbeck, Gerhard E., Ozinga, Wim A., Pahl, Anna T., Paine, C. E. Timothy, Pakeman, Robin J., Papageorgiou, Aristotelis C., Parfionova, Evgeniya, Paertel, Meelis, Patacca, Marco, Paula, Susana, Paule, Juraj, Pauli, Harald, Pausas, Juli G., Peco, Begona, Penuelas, Josep, Perea, Antonio, Luis Peri, Pablo, Petisco-Souza, Ana Carolina, Petraglia, Alessandro, Petritan, Any Mary, Phillips, Oliver L., Pierce, Simon, Pillar, Valerio D., Pisek, Jan, Pomogaybin, Alexandr, Poorter, Hendrik, Portsmuth, Angelika, Poschlod, Peter, Potvin, Catherine, Pounds, Devon, Powell, A. Shafer, Power, Sally A., Prinzing, Andreas, Puglielli, Giacomo, Pysek, Petr, Raevel, Valerie, Rammig, Anja, Ransijn, Johannes, Ray, Courtenay A., Reich, Peter B., Reichstein, Markus, Reid, Douglas E. B., Rejou-Mechain, Maxime, Resco de Dios, Victor, Ribeiro, Sabina, Richardson, Sarah, Riibak, Kersti, Rillig, Matthias C., Riviera, Fiamma, Robert, Elisabeth M. R., Roberts, Scott, Robroek, Bjorn, Roddy, Adam, Rodrigues, Arthur Vinicius, Rogers, Alistair, Rollinson, Emily, Rolo, Victor, Roemermann, Christine, Ronzhina, Dina, Roscher, Christiane, Rosell, Julieta A., Rosenfield, Milena Fermina, Rossi, Christian, Roy, David B., Royer-Tardif, Samuel, Rueger, Nadja, Ruiz-Peinado, Ricardo, Rumpf, Sabine B., Rusch, Graciela M., Ryo, Masahiro, Sack, Lawren, Saldana, Angela, Salgado-Negret, Beatriz, Salguero-Gomez, Roberto, Santa-Regina, Ignacio, Carolina Santacruz-Garcia, Ana, Santos, Joaquim, Sardans, Jordi, Schamp, Brandon, Scherer-Lorenzen, Michael, Schleuning, Matthias, Schmid, Bernhard, Schmidt, Marco, Schmitt, Sylvain, Schneider, Julio V., Schowanek, Simon D., Schrader, Julian, Schrodt, Franziska, Schuldt, Bernhard, Schurr, Frank, Selaya Garvizu, Galia, Semchenko, Marina, Seymour, Colleen, Sfair, Julia C., Sharpe, Joanne M., Sheppard, Christine S., Sheremetiev, Serge, Shiodera, Satomi, Shipley, Bill, Shovon, Tanvir Ahmed, Siebenkaes, Alrun, Carlos, Sierra, Silva, Vasco, Silva, Mateus, Sitzia, Tommaso, Sjoman, Henrik, Slot, Martijn, Smith, Nicholas G., Sodhi, Darwin, Soltis, Pamela, Soltis, Douglas, Somers, Ben, Sonnier, Gregory, Sorensen, Mia Vedel, Sosinski, Enio Egon, Jr., Soudzilovskaia, Nadejda A., Souza, Alexandre F., Spasojevic, Marko, Sperandii, Marta Gaia, Stan, Amanda B., Stegen, James, Steinbauer, Klaus, Stephan, Jorg G., Sterck, Frank, Stojanovic, Dejan B., Strydom, Tanya, Laura Suarez, Maria, Svenning, Jens-Christian, Svitkova, Ivana, Svitok, Marek, Svoboda, Miroslav, Swaine, Emily, Swenson, Nathan, Tabarelli, Marcelo, Takagi, Kentaro, Tappeiner, Ulrike, Tarifa, Ruben, Tauugourdeau, Simon, Tavsanoglu, Cagatay, te Beest, Mariska, Tedersoo, Leho, Thiffault, Nelson, Thom, Dominik, Thomas, Evert, Thompson, Ken, Thornton, Peter E., Thuiller, Wilfried, Tichy, Lubomir, Tissue, David, Tjoelker, Mark G., Tng, David Yue Phin, Tobias, Joseph, Torok, Peter, Tarin, Tonantzin, Torres-Ruiz, Jose M., Tothmeresz, Bela, Treurnicht, Martina, Trivellone, Valeria, Trolliet, Franck, Trotsiuk, Volodymyr, Tsakalos, James L., Tsiripidis, Ioannis, Tysklind, Niklas, Umehara, Toru, Usoltsev, Vladimir, Vadeboncoeur, Matthew, Vaezi, Jamil, Valladares, Fernando, Vamosi, Jana, van Bodegom, Peter M., van Breugel, Michiel, Van Cleemput, Elisa, van de Weg, Martine, van der Merwe, Stephni, van der Plas, Fons, van der Sande, Masha T., van Kleunen, Mark, Van Meerbeek, Koenraad, Vanderwel, Mark, Vanselow, Kim Andre, Varhammar, Angelica, Varone, Laura, Vasquez Valderrama, Maribel Yesenia, Vassilev, Kiril, Vellend, Mark, Veneklaas, Erik J., Verbeeck, Hans, Verheyen, Kris, Vibrans, Alexander, Vieira, Ima, Villacis, Jaime, Violle, Cyrille, Vivek, Pandi, Wagner, Katrin, Waldram, Matthew, Waldron, Anthony, Walker, Anthony P., Waller, Martyn, Walther, Gabriel, Wang, Han, Wang, Feng, Wang, Weiqi, Watkins, Harry, Watkins, James, Weber, Ulrich, Weedon, James T., Wei, Liping, Weigelt, Patrick, Weiher, Evan, Wells, Aidan W., Wellstein, Camilla, Wenk, Elizabeth, Westoby, Mark, Westwood, Alana, White, Philip John, Whitten, Mark, Williams, Mathew, Winkler, Daniel E., Winter, Klaus, Womack, Chevonne, Wright, Ian J., Wright, S. Joseph, Wright, Justin, Pinho, Bruno X., Ximenes, Fabiano, Yamada, Toshihiro, Yamaji, Keiko, Yanai, Ruth, Yankov, Nikolay, Yguel, Benjamin, Zanini, Katia Janaina, Zanne, Amy E., Zeleny, David, Zhao, Yun-Peng, Zheng, Jingming, Zheng, Ji, Zieminska, Kasia, Zirbel, Chad R., Zizka, Georg, Zo-Bi, Irie Casimir, Zotz, Gerhard, and Wirth, Christian

Abstract

Plant traits-the morphological, anatomical, physiological, biochemical and phenological characteristics of plants-determine how plants respond to environmental factors, affect other trophic levels, and influence ecosystem properties and their benefits and detriments to people. Plant trait data thus represent the basis for a vast area of research spanning from evolutionary biology, community and functional ecology, to biodiversity conservation, ecosystem and landscape management, restoration, biogeography and earth system modelling. Since its foundation in 2007, the TRY database of plant traits has grown continuously. It now provides unprecedented data coverage under an open access data policy and is the main plant trait database used by the research community worldwide. Increasingly, the TRY database also supports new frontiers of trait-based plant research, including the identification of data gaps and the subsequent mobilization or measurement of new data. To support this development, in this article we evaluate the extent of the trait data compiled in TRY and analyse emerging patterns of data coverage and representativeness. Best species coverage is achieved for categorical traits-almost complete coverage for 'plant growth form'. However, most traits relevant for ecology and vegetation modelling are characterized by continuous intraspecific variation and trait-environmental relationships. These traits have to be measured on individual plants in their respective environment. Despite unprecedented data coverage, we observe a humbling lack of completeness and representativeness of these continuous traits in many aspects. We, therefore, conclude that reducing data gaps and biases in the TRY database remains a key challenge and requires a coordinated approach to data mobilization and trait measurements. This can only be achieved in collaboration with other initiatives.

Published
2020
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19. Assessing the reliability of predicted plant trait distributions at the global scale

Author

Boonman, Coline C.F., Benítez-López, Ana, Schipper, Aafke M., Thuiller, Wilfried, Anand, Madhur, Cerabolini, Bruno E.L., Cornelissen, Johannes H.C., Gonzalez-Melo, Andres, Hattingh, Wesley N., Higuchi, Pedro, Laughlin, Daniel C., Onipchenko, Vladimir G., Peñuelas, Josep, Poorter, Lourens, Soudzilovskaia, Nadejda A., Huijbregts, Mark A.J., Santini, Luca, Boonman, Coline C.F., Benítez-López, Ana, Schipper, Aafke M., Thuiller, Wilfried, Anand, Madhur, Cerabolini, Bruno E.L., Cornelissen, Johannes H.C., Gonzalez-Melo, Andres, Hattingh, Wesley N., Higuchi, Pedro, Laughlin, Daniel C., Onipchenko, Vladimir G., Peñuelas, Josep, Poorter, Lourens, Soudzilovskaia, Nadejda A., Huijbregts, Mark A.J., and Santini, Luca

Abstract

Aim: Predictions of plant traits over space and time are increasingly used to improve our understanding of plant community responses to global environmental change. A necessary step forward is to assess the reliability of global trait predictions. In this study, we predict community mean plant traits at the global scale and present a systematic evaluation of their reliability in terms of the accuracy of the models, ecological realism and various sources of uncertainty. Location: Global. Time period: Present. Major taxa studied: Vascular plants. Methods: We predicted global distributions of community mean specific leaf area, leaf nitrogen concentration, plant height and wood density with an ensemble modelling approach based on georeferenced, locally measured trait data representative of the plant community. We assessed the predictive performance of the models, the plausibility of predicted trait combinations, the influence of data quality, and the uncertainty across geographical space attributed to spatial extrapolation and diverging model predictions. Results: Ensemble predictions of community mean plant height, specific leaf area and wood density resulted in ecologically plausible trait–environment relationships and trait–trait combinations. Leaf nitrogen concentration, however, could not be predicted reliably. The ensemble approach was better at predicting community trait means than any of the individual modelling techniques, which varied greatly in predictive performance and led to divergent predictions, mostly in African deserts and the Arctic, where predictions were also extrapolated. High data quality (i.e., including intraspecific variability and a representative species sample) increased model performance by 28%. Main conclusions: Plant community traits can be predicted reliably at the global scale when using an ensemble approach and high-quality data for traits that mostly respond to large-scale environmental factors. We recommend applying ensemble forecast

Published
2020

20. TRY plant trait database - enhanced coverage and open access

Author

Kattge, Jens, Boenisch, Gerhard, Diaz, Sandra, Lavorel, Sandra, Prentice, Iain Colin, Leadley, Paul, Tautenhahn, Susanne, Werner, Gijsbert D. A., Aakala, Tuomas, Abedi, Mehdi, Acosta, Alicia T. R., Adamidis, George C., Adamson, Kairi, Aiba, Masahiro, Albert, Cecile H., Alcantara, Julio M., Alcazar, Carolina C., Aleixo, Izabela, Ali, Hamada, Amiaud, Bernard, Ammer, Christian, Amoroso, Mariano M., Anand, Madhur, Anderson, Carolyn, Anten, Niels, Antos, Joseph, Apgaua, Deborah Mattos Guimaraes, Ashman, Tia-Lynn, Asmara, Degi Harja, Asner, Gregory P., Aspinwall, Michael, Atkin, Owen, Aubin, Isabelle, Baastrup-Spohr, Lars, Bahalkeh, Khadijeh, Bahn, Michael, Baker, Timothy, Baker, William J., Bakker, Jan P., Baldocchi, Dennis, Baltzer, Jennifer, Banerjee, Arindam, Baranger, Anne, Barlow, Jos, Barneche, Diego R., Baruch, Zdravko, Bastianelli, Denis, Battles, John, Bauerle, William, Bauters, Marijn, Bazzato, Erika, Beckmann, Michael, Beeckman, Hans, Beierkuhnlein, Carl, Bekker, Renee, Belfry, Gavin, Belluau, Michael, Beloiu, Mirela, Benavides, Raquel, Benomar, Lahcen, Berdugo-Lattke, Mary Lee, Berenguer, Erika, Bergamin, Rodrigo, Bergmann, Joana, Carlucci, Marcos Bergmann, Berner, Logan, Bernhardt-Roemermann, Markus, Bigler, Christof, Bjorkman, Anne D., Blackman, Chris, Blanco, Carolina, Blonder, Benjamin, Blumenthal, Dana, Bocanegra-Gonzalez, Kelly T., Boeckx, Pascal, Bohlman, Stephanie, Boehning-Gaese, Katrin, Boisvert-Marsh, Laura, Bond, William, Bond-Lamberty, Ben, Boom, Arnoud, Boonman, Coline C. F., Bordin, Kauane, Boughton, Elizabeth H., Boukili, Vanessa, Bowman, David M. J. S., Bravo, Sandra, Brendel, Marco Richard, Broadley, Martin R., Brown, Kerry A., Bruelheide, Helge, Brumnich, Federico, Bruun, Hans Henrik, Bruy, David, Buchanan, Serra W., Bucher, Solveig Franziska, Buchmann, Nina, Buitenwerf, Robert, Bunker, Daniel E., Buerger, Jana, Burrascano, Sabina, Burslem, David F. R. P., Butterfield, Bradley J., Byun, Chaeho, Marques, Marcia, Scalon, Marina C., Caccianiga, Marco, Cadotte, Marc, Cailleret, Maxime, Camac, James, Julio Camarero, Jesus, Campany, Courtney, Campetella, Giandiego, Campos, Juan Antonio, Cano-Arboleda, Laura, Canullo, Roberto, Carbognani, Michele, Carvalho, Fabio, Casanoves, Fernando, Castagneyrol, Bastien, Catford, Jane A., Cavender-Bares, Jeannine, Cerabolini, Bruno E. L., Cervellini, Marco, Chacon-Madrigal, Eduardo, Chapin, Kenneth, Chapin, F. Stuart, Chelli, Stefano, Chen, Si-Chong, Chen, Anping, Cherubini, Paolo, Chianucci, Francesco, Choat, Brendan, Chung, Kyong-Sook, Chytry, Milan, Ciccarelli, Daniela, Coll, Lluis, Collins, Courtney G., Conti, Luisa, Coomes, David, Cornelissen, Johannes H. C., Cornwell, William K., Corona, Piermaria, Coyea, Marie, Craine, Joseph, Craven, Dylan, Cromsigt, Joris P. G. M., Csecserits, Aniko, Cufar, Katarina, Cuntz, Matthias, Da Silva, Ana Carolina, Dahlin, Kyla M., Dainese, Matteo, Dalke, Igor, Dalle Fratte, Michele, Dang-Le, Anh Tuan, Danihelka, Jiri, Dannoura, Masako, Dawson, Samantha, De Beer, Arend Jacobus, De Frutos, Angel, De Long, Jonathan R., Dechant, Benjamin, Delagrange, Sylvain, Delpierre, Nicolas, Derroire, Geraldine, Dias, Arildo S., Diaz-Toribio, Milton Hugo, Dimitrakopoulos, Panayiotis G., Dobrowolski, Mark, Doktor, Daniel, Drevojan, Pavel, Dong, Ning, Dransfield, John, Dressler, Stefan, Duarte, Leandro, Ducouret, Emilie, Dullinger, Stefan, Durka, Walter, Duursma, Remko, Dymova, Olga, E-Vojtko, Anna, Eckstein, Rolf Lutz, Ejtehadi, Hamid, Elser, James, Emilio, Thaise, Engemann, Kristine, Erfanian, Mohammad Bagher, Erfmeier, Alexandra, Esquivel-Muelbert, Adriane, Esser, Gerd, Estiarte, Marc, Domingues, Tomas F., Fagan, William F., Fagundez, Jaime, Falster, Daniel S., Fan, Ying, Fang, Jingyun, Farris, Emmanuele, Fazlioglu, Fatih, Feng, Yanhao, Fernandez-Mendez, Fernando, Ferrara, Carlotta, Ferreira, Joice, Fidelis, Alessandra, Finegan, Bryan, Firn, Jennifer, Flowers, Timothy J., Flynn, Dan F. B., Fontana, Veronika, Forey, Estelle, Forgiarini, Cristiane, Francois, Louis, Frangipani, Marcelo, Frank, Dorothea, Frenette-Dussault, Cedric, Freschet, Gregoire T., Fry, Ellen L., Fyllas, Nikolaos M., Mazzochini, Guilherme G., Gachet, Sophie, Gallagher, Rachael, Ganade, Gislene, Ganga, Francesca, Garcia-Palacios, Pablo, Gargaglione, Veronica, Garnier, Eric, Luis Garrido, Jose, Luis De Gasper, Andre, Gea-Izquierdo, Guillermo, Gibson, David, Gillison, Andrew N., Giroldo, Aelton, Glasenhardt, Mary-Claire, Gleason, Sean, Gliesch, Mariana, Goldberg, Emma, Goeldel, Bastian, Gonzalez-Akre, Erika, Gonzalez-Andujar, Jose L., Gonzalez-Melo, Andres, Gonzalez-Robles, Ana, Graae, Bente Jessen, Granda, Elena, Graves, Sarah, Green, Walton A., Gregor, Thomas, Gross, Nicolas, Guerin, Greg R., Guenther, Angela, Gutierrez, Alvaro G., Haddock, Lillie, Haines, Anna, Hall, Jefferson, Hambuckers, Alain, Han, Wenxuan, Harrison, Sandy P., Hattingh, Wesley, Hawes, Joseph E., He, Tianhua, He, Pengcheng, Heberling, Jacob Mason, Helm, Aveliina, Hempel, Stefan, Hentschel, Joern, Herault, Bruno, Heres, Ana-Maria, Herz, Katharina, Heuertz, Myriam, Hickler, Thomas, Hietz, Peter, Higuchi, Pedro, Hipp, Andrew L., Hirons, Andrew, Hock, Maria, Hogan, James Aaron, Holl, Karen, Honnay, Olivier, Hornstein, Daniel, Hou, Enqing, Hough-Snee, Nate, Hovstad, Knut Anders, Ichie, Tomoaki, Igic, Boris, Illa, Estela, Isaac, Marney, Ishihara, Masae, Ivanov, Leonid, Ivanova, Larissa, Iversen, Colleen M., Izquierdo, Jordi, Jackson, Robert B., Jackson, Benjamin, Jactel, Herve, Jagodzinski, Andrzej M., Jandt, Ute, Jansen, Steven, Jenkins, Thomas, Jentsch, Anke, Jespersen, Jens Rasmus Plantener, Jiang, Guo-Feng, Johansen, Jesper Liengaard, Johnson, David, Jokela, Eric J., Joly, Carlos Alfredo, Jordan, Gregory J., Joseph, Grant Stuart, Junaedi, Decky, Junker, Robert R., Justes, Eric, Kabzems, Richard, Kane, Jeffrey, Kaplan, Zdenek, Kattenborn, Teja, Kavelenova, Lyudmila, Kearsley, Elizabeth, Kempel, Anne, Kenzo, Tanaka, Kerkhoff, Andrew, Khalil, Mohammed I., Kinlock, Nicole L., Kissling, Wilm Daniel, Kitajima, Kaoru, Kitzberger, Thomas, Kjoller, Rasmus, Klein, Tamir, Kleyer, Michael, Klimesova, Jitka, Klipel, Joice, Kloeppel, Brian, Klotz, Stefan, Knops, Johannes M. H., Kohyama, Takashi, Koike, Fumito, Kollmann, Johannes, Komac, Benjamin, Komatsu, Kimberly, Koenig, Christian, Kraft, Nathan J. B., Kramer, Koen, Kreft, Holger, Kuehn, Ingolf, Kumarathunge, Dushan, Kuppler, Jonas, Kurokawa, Hiroko, Kurosawa, Yoko, Kuyah, Shem, Laclau, Jean-Paul, Lafleur, Benoit, Lallai, Erik, Lamb, Eric, Lamprecht, Andrea, Larkin, Daniel J., Laughlin, Daniel, Le Bagousse-Pinguet, Yoann, Le Maire, Guerric, Le Roux, Peter C., Le Roux, Elizabeth, Lee, Tali, Lens, Frederic, Lewis, Simon L., Lhotsky, Barbara, Li, Yuanzhi, Li, Xine, Lichstein, Jeremy W., Liebergesell, Mario, Lim, Jun Ying, Lin, Yan-Shih, Linares, Juan Carlos, Liu, Chunjiang, Liu, Daijun, Liu, Udayangani, Livingstone, Stuart, Llusia, Joan, Lohbeck, Madelon, Lopez-Garcia, Alvaro, Lopez-Gonzalez, Gabriela, Lososova, Zdenka, Louault, Frederique, Lukacs, Balazs A., Lukes, Petr, Luo, Yunjian, Lussu, Michele, Ma, Siyan, Pereira, Camilla Maciel Rabelo, Mack, Michelle, Maire, Vincent, Makela, Annikki, Makinen, Harri, Mendes Malhado, Ana Claudia, Mallik, Azim, Manning, Peter, Manzoni, Stefano, Marchetti, Zuleica, Marchino, Luca, Marcilio-Silva, Vinicius, Marcon, Eric, Marignani, Michela, Markesteijn, Lars, Martin, Adam, Martinez-Garza, Cristina, Martinez-Vilalta, Jordi, Maskova, Tereza, Mason, Kelly, Mason, Norman, Massad, Tara Joy, Masse, Jacynthe, Mayrose, Itay, McCarthy, James, McCormack, M. Luke, McCulloh, Katherine, McFadden, Ian R., McGill, Brian J., McPartland, Mara Y., Medeiros, Juliana S., Medlyn, Belinda, Meerts, Pierre, Mehrabi, Zia, Meir, Patrick, Melo, Felipe P. L., Mencuccini, Maurizio, Meredieu, Celine, Messier, Julie, Meszaros, Ilona, Metsaranta, Juha, Michaletz, Sean T., Michelaki, Chrysanthi, Migalina, Svetlana, Milla, Ruben, Miller, Jesse E. D., Minden, Vanessa, Ming, Ray, Mokany, Karel, Moles, Angela T., Molnar V, Attila, Molofsky, Jane, Molz, Martin, Montgomery, Rebecca A., Monty, Arnaud, Moravcova, Lenka, Moreno-Martinez, Alvaro, Moretti, Marco, Mori, Akira S., Mori, Shigeta, Morris, Dave, Morrison, Jane, Mucina, Ladislav, Mueller, Sandra, Muir, Christopher D., Mueller, Sandra Cristina, Munoz, Francois, Myers-Smith, Isla H., Myster, Randall W., Nagano, Masahiro, Naidu, Shawna, Narayanan, Ayyappan, Natesan, Balachandran, Negoita, Luka, Nelson, Andrew S., Neuschulz, Eike Lena, Ni, Jian, Niedrist, Georg, Nieto, Jhon, Niinemets, Ulo, Nolan, Rachael, Nottebrock, Henning, Nouvellon, Yann, Novakovskiy, Alexander, Nystuen, Kristin Odden, O'Grady, Anthony, O'Hara, Kevin, O'Reilly-Nugent, Andrew, Oakley, Simon, Oberhuber, Walter, Ohtsuka, Toshiyuki, Oliveira, Ricardo, Ollerer, Kinga, Olson, Mark E., Onipchenko, Vladimir, Onoda, Yusuke, Onstein, Renske E., Ordonez, Jenny C., Osada, Noriyuki, Ostonen, Ivika, Ottaviani, Gianluigi, Otto, Sarah, Overbeck, Gerhard E., Ozinga, Wim A., Pahl, Anna T., Paine, C. E. Timothy, Pakeman, Robin J., Papageorgiou, Aristotelis C., Parfionova, Evgeniya, Paertel, Meelis, Patacca, Marco, Paula, Susana, Paule, Juraj, Pauli, Harald, Pausas, Juli G., Peco, Begona, Penuelas, Josep, Perea, Antonio, Luis Peri, Pablo, Petisco-Souza, Ana Carolina, Petraglia, Alessandro, Petritan, Any Mary, Phillips, Oliver L., Pierce, Simon, Pillar, Valerio D., Pisek, Jan, Pomogaybin, Alexandr, Poorter, Hendrik, Portsmuth, Angelika, Poschlod, Peter, Potvin, Catherine, Pounds, Devon, Powell, A. Shafer, Power, Sally A., Prinzing, Andreas, Puglielli, Giacomo, Pysek, Petr, Raevel, Valerie, Rammig, Anja, Ransijn, Johannes, Ray, Courtenay A., Reich, Peter B., Reichstein, Markus, Reid, Douglas E. B., Rejou-Mechain, Maxime, Resco De Dios, Victor, Ribeiro, Sabina, Richardson, Sarah, Riibak, Kersti, Rillig, Matthias C., Riviera, Fiamma, Robert, Elisabeth M. R., Roberts, Scott, Robroek, Bjorn, Roddy, Adam, Rodrigues, Arthur Vinicius, Rogers, Alistair, Rollinson, Emily, Rolo, Victor, Roemermann, Christine, Ronzhina, Dina, Roscher, Christiane, Rosell, Julieta A., Rosenfield, Milena Fermina, Rossi, Christian, Roy, David B., Royer-Tardif, Samuel, Rueger, Nadja, Ruiz-Peinado, Ricardo, Rumpf, Sabine B., Rusch, Graciela M., Ryo, Masahiro, Sack, Lawren, Saldana, Angela, Salgado-Negret, Beatriz, Salguero-Gomez, Roberto, Santa-Regina, Ignacio, Carolina Santacruz-Garcia, Ana, Santos, Joaquim, Sardans, Jordi, Schamp, Brandon, Scherer-Lorenzen, Michael, Schleuning, Matthias, Schmid, Bernhard, Schmidt, Marco, Schmitt, Sylvain, Schneider, Julio V., Schowanek, Simon D., Schrader, Julian, Schrodt, Franziska, Schuldt, Bernhard, Schurr, Frank, Selaya Garvizu, Galia, Semchenko, Marina, Seymour, Colleen, Sfair, Julia C., Sharpe, Joanne M., Sheppard, Christine S., Sheremetiev, Serge, Shiodera, Satomi, Shipley, Bill, Shovon, Tanvir Ahmed, Siebenkaes, Alrun, Carlos, Sierra, Silva, Vasco, Silva, Mateus, Sitzia, Tommaso, Sjoman, Henrik, Slot, Martijn, Smith, Nicholas G., Sodhi, Darwin, Soltis, Pamela, Soltis, Douglas, Somers, Ben, Sonnier, Gregory, Sorensen, Mia Vedel, Souza, Alexandre F., Spasojevic, Marko, Sperandii, Marta Gaia, Stan, Amanda B., Stegen, James, Steinbauer, Klaus, Stephan, Jorg G., Sterck, Frank, Stojanovic, Dejan B., Strydom, Tanya, Laura Suarez, Maria, Svenning, Jens-Christian, Svitkova, Ivana, Svitok, Marek, Svoboda, Miroslav, Swaine, Emily, Swenson, Nathan, Tabarelli, Marcelo, Takagi, Kentaro, Tappeiner, Ulrike, Tarifa, Ruben, Tauugourdeau, Simon, Tavsanoglu, Cagatay, Te Beest, Mariska, Tedersoo, Leho, Thiffault, Nelson, Thom, Dominik, Thomas, Evert, Thompson, Ken, Thornton, Peter E., Thuiller, Wilfried, Tichy, Lubomir, Tissue, David, Tjoelker, Mark G., Tng, David Yue Phin, Tobias, Joseph, Torok, Peter, Tarin, Tonantzin, Torres-Ruiz, Jose M., Tothmeresz, Bela, Treurnicht, Martina, Trivellone, Valeria, Trolliet, Franck, Trotsiuk, Volodymyr, Tsakalos, James L., Tsiripidis, Ioannis, Tysklind, Niklas, Umehara, Toru, Usoltsev, Vladimir, Vadeboncoeur, Matthew, Vaezi, Jamil, Valladares, Fernando, Vamosi, Jana, Van Bodegom, Peter M., Van Breugel, Michiel, Van Cleemput, Elisa, Van De Weg, Martine, Van Der Merwe, Stephni, Van Der Plas, Fons, Van Der Sande, Masha T., Van Kleunen, Mark, Van Meerbeek, Koenraad, Vanderwel, Mark, Vanselow, Kim Andre, Varhammar, Angelica, Varone, Laura, Vasquez Valderrama, Maribel Yesenia, Vassilev, Kiril, Vellend, Mark, Veneklaas, Erik J., Verbeeck, Hans, Verheyen, Kris, Vibrans, Alexander, Vieira, Ima, Villacis, Jaime, Violle, Cyrille, Vivek, Pandi, Wagner, Katrin, Waldram, Matthew, Waldron, Anthony, Walker, Anthony P., Waller, Martyn, Walther, Gabriel, Wang, Han, Wang, Feng, Wang, Weiqi, Watkins, Harry, Watkins, James, Weber, Ulrich, Weedon, James T., Wei, Liping, Weigelt, Patrick, Weiher, Evan, Wells, Aidan W., Wellstein, Camilla, Wenk, Elizabeth, Westoby, Mark, Westwood, Alana, White, Philip John, Whitten, Mark, Williams, Mathew, Winkler, Daniel E., Winter, Klaus, Womack, Chevonne, Wright, Ian J., Wright, S. Joseph, Wright, Justin, Pinho, Bruno X., Ximenes, Fabiano, Yamada, Toshihiro, Yamaji, Keiko, Yanai, Ruth, Yankov, Nikolay, Yguel, Benjamin, Zanini, Katia Janaina, Zanne, Amy E., Zeleny, David, Zhao, Yun-Peng, Zheng, Jingming, Zheng, Ji, Zieminska, Kasia, Zirbel, Chad R., Zizka, Georg, Zo-Bi, Irie Casimir, Zotz, Gerhard, and Wirth, Christian

Subjects
2. Zero hunger, food and beverages, 15. Life on land, 580 Plants (Botany)
Abstract

Plant traits-the morphological, anatomical, physiological, biochemical and phenological characteristics of plants-determine how plants respond to environmental factors, affect other trophic levels, and influence ecosystem properties and their benefits and detriments to people. Plant trait data thus represent the basis for a vast area of research spanning from evolutionary biology, community and functional ecology, to biodiversity conservation, ecosystem and landscape management, restoration, biogeography and earth system modelling. Since its foundation in 2007, the TRY database of plant traits has grown continuously. It now provides unprecedented data coverage under an open access data policy and is the main plant trait database used by the research community worldwide. Increasingly, the TRY database also supports new frontiers of trait-based plant research, including the identification of data gaps and the subsequent mobilization or measurement of new data. To support this development, in this article we evaluate the extent of the trait data compiled in TRY and analyse emerging patterns of data coverage and representativeness. Best species coverage is achieved for categorical traits-almost complete coverage for 'plant growth form'. However, most traits relevant for ecology and vegetation modelling are characterized by continuous intraspecific variation and trait-environmental relationships. These traits have to be measured on individual plants in their respective environment. Despite unprecedented data coverage, we observe a humbling lack of completeness and representativeness of these continuous traits in many aspects. We, therefore, conclude that reducing data gaps and biases in the TRY database remains a key challenge and requires a coordinated approach to data mobilization and trait measurements. This can only be achieved in collaboration with other initiatives.

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