12
|
Saastamoinen M, Bocedi G, Cote J, Legrand D, Guillaume F, Wheat CW, Fronhofer EA, Garcia C, Henry R, Husby A, Baguette M, Bonte D, Coulon A, Kokko H, Matthysen E, Niitepõld K, Nonaka E, Stevens VM, Travis JMJ, Donohue K, Bullock JM, Del Mar Delgado M. Genetics of dispersal. Biol Rev Camb Philos Soc 2017; 93:574-599. [PMID: 28776950 PMCID: PMC5811798 DOI: 10.1111/brv.12356] [Citation(s) in RCA: 129] [Impact Index Per Article: 16.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2017] [Revised: 07/03/2017] [Accepted: 07/05/2017] [Indexed: 12/12/2022]
Abstract
Dispersal is a process of central importance for the ecological and evolutionary dynamics of populations and communities, because of its diverse consequences for gene flow and demography. It is subject to evolutionary change, which begs the question, what is the genetic basis of this potentially complex trait? To address this question, we (i) review the empirical literature on the genetic basis of dispersal, (ii) explore how theoretical investigations of the evolution of dispersal have represented the genetics of dispersal, and (iii) discuss how the genetic basis of dispersal influences theoretical predictions of the evolution of dispersal and potential consequences. Dispersal has a detectable genetic basis in many organisms, from bacteria to plants and animals. Generally, there is evidence for significant genetic variation for dispersal or dispersal‐related phenotypes or evidence for the micro‐evolution of dispersal in natural populations. Dispersal is typically the outcome of several interacting traits, and this complexity is reflected in its genetic architecture: while some genes of moderate to large effect can influence certain aspects of dispersal, dispersal traits are typically polygenic. Correlations among dispersal traits as well as between dispersal traits and other traits under selection are common, and the genetic basis of dispersal can be highly environment‐dependent. By contrast, models have historically considered a highly simplified genetic architecture of dispersal. It is only recently that models have started to consider multiple loci influencing dispersal, as well as non‐additive effects such as dominance and epistasis, showing that the genetic basis of dispersal can influence evolutionary rates and outcomes, especially under non‐equilibrium conditions. For example, the number of loci controlling dispersal can influence projected rates of dispersal evolution during range shifts and corresponding demographic impacts. Incorporating more realism in the genetic architecture of dispersal is thus necessary to enable models to move beyond the purely theoretical towards making more useful predictions of evolutionary and ecological dynamics under current and future environmental conditions. To inform these advances, empirical studies need to answer outstanding questions concerning whether specific genes underlie dispersal variation, the genetic architecture of context‐dependent dispersal phenotypes and behaviours, and correlations among dispersal and other traits.
Collapse
Affiliation(s)
- Marjo Saastamoinen
- Department of Biosciences, Metapopulation Research Centre, University of Helsinki, P.O. Box 65, 00014 Helsinki, Finland
| | - Greta Bocedi
- School of Biological Sciences, University of Aberdeen, Aberdeen AB24 2TZ, U.K
| | - Julien Cote
- Laboratoire Évolution & Diversité Biologique UMR5174, CNRS, Université Toulouse III Paul Sabatier, 31062 Toulouse, France
| | - Delphine Legrand
- Centre National de la Recherche Scientifique and Université Paul Sabatier Toulouse III, SETE Station d'Ecologie Théorique et Expérimentale, UMR 5321, 09200 Moulis, France
| | - Frédéric Guillaume
- Department of Evolutionary Biology and Environmental Studies, University of Zurich, CH-8057 Zurich, Switzerland
| | - Christopher W Wheat
- Population Genetics, Department of Zoology, Stockholm University, S-10691 Stockholm, Sweden
| | - Emanuel A Fronhofer
- Department of Evolutionary Biology and Environmental Studies, University of Zurich, CH-8057 Zurich, Switzerland.,Department of Aquatic Ecology, Eawag, Swiss Federal Institute of Aquatic Science and Technology, CH-8600 Dubendorf, Switzerland
| | - Cristina Garcia
- CIBIO-InBIO, Universidade do Porto, 4485-661 Vairão, Portugal
| | - Roslyn Henry
- School of Biological Sciences, University of Aberdeen, Aberdeen AB24 2TZ, U.K.,School of GeoSciences, University of Edinburgh, Edinburgh EH89XP, U.K
| | - Arild Husby
- Department of Biosciences, Metapopulation Research Centre, University of Helsinki, P.O. Box 65, 00014 Helsinki, Finland
| | - Michel Baguette
- Centre National de la Recherche Scientifique and Université Paul Sabatier Toulouse III, SETE Station d'Ecologie Théorique et Expérimentale, UMR 5321, 09200 Moulis, France.,Museum National d'Histoire Naturelle, Institut Systématique, Evolution, Biodiversité, UMR 7205, F-75005 Paris, France
| | - Dries Bonte
- Department of Biology, Ghent University, B-9000 Ghent, Belgium
| | - Aurélie Coulon
- PSL Research University, CEFE UMR 5175, CNRS, Université de Montpellier, Université Paul-Valéry Montpellier, EPHE, Biogéographie et Ecologie des Vertébrés, 34293 Montpellier, France.,CESCO UMR 7204, Bases écologiques de la conservation, Muséum national d'Histoire naturelle, 75005 Paris, France
| | - Hanna Kokko
- Department of Evolutionary Biology and Environmental Studies, University of Zurich, CH-8057 Zurich, Switzerland
| | - Erik Matthysen
- Evolutionary Ecology Group, Department of Biology, University of Antwerp, Universiteitsplein 1, 2610 Wilrijk, Belgium
| | - Kristjan Niitepõld
- Department of Biosciences, Metapopulation Research Centre, University of Helsinki, P.O. Box 65, 00014 Helsinki, Finland
| | - Etsuko Nonaka
- Department of Biosciences, Metapopulation Research Centre, University of Helsinki, P.O. Box 65, 00014 Helsinki, Finland
| | - Virginie M Stevens
- Centre National de la Recherche Scientifique and Université Paul Sabatier Toulouse III, SETE Station d'Ecologie Théorique et Expérimentale, UMR 5321, 09200 Moulis, France
| | - Justin M J Travis
- School of Biological Sciences, University of Aberdeen, Aberdeen AB24 2TZ, U.K
| | | | - James M Bullock
- NERC Centre for Ecology & Hydrology, Wallingford OX10 8BB, U.K
| | | |
Collapse
|
20
|
Kremer A, Ronce O, Robledo-Arnuncio JJ, Guillaume F, Bohrer G, Nathan R, Bridle JR, Gomulkiewicz R, Klein EK, Ritland K, Kuparinen A, Gerber S, Schueler S. Long-distance gene flow and adaptation of forest trees to rapid climate change. Ecol Lett 2012; 15:378-92. [PMID: 22372546 PMCID: PMC3490371 DOI: 10.1111/j.1461-0248.2012.01746.x] [Citation(s) in RCA: 279] [Impact Index Per Article: 21.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Forest trees are the dominant species in many parts of the world and predicting how they might respond to climate change is a vital global concern. Trees are capable of long-distance gene flow, which can promote adaptive evolution in novel environments by increasing genetic variation for fitness. It is unclear, however, if this can compensate for maladaptive effects of gene flow and for the long-generation times of trees. We critically review data on the extent of long-distance gene flow and summarise theory that allows us to predict evolutionary responses of trees to climate change. Estimates of long-distance gene flow based both on direct observations and on genetic methods provide evidence that genes can move over spatial scales larger than habitat shifts predicted under climate change within one generation. Both theoretical and empirical data suggest that the positive effects of gene flow on adaptation may dominate in many instances. The balance of positive to negative consequences of gene flow may, however, differ for leading edge, core and rear sections of forest distributions. We propose future experimental and theoretical research that would better integrate dispersal biology with evolutionary quantitative genetics and improve predictions of tree responses to climate change.
Collapse
Affiliation(s)
- Antoine Kremer
- INRA, UMR1202 Biodiversité Gènes et Communautés, Cestas, F-33610, France
| | - Ophélie Ronce
- INRA, UMR1202 Biodiversité Gènes et Communautés, Cestas, F-33610, FranceUniversité de Bordeaux, UMR1202 Biodiversité Gènes et Communautés, Talence, F-33410, FranceUniversité Montpellier 2 CNRS, UMR5554, Institut des Sciences de l'Evolution, F-34095 Montpellier Cedex 05, FranceDepartment of Forest Ecology and Genetics, Forest Research Centre (CIFOR), INIA, 28040 Madrid, Spain ETH, Department of Environmental Sciences, Universitätstrasse 16 8092 Zürich, SwitzerlandDepartment of Civil, Environmental & Geodetic Engineering, Ohio State University, Columbus, OH 43210, USAMovement Ecology Laboratory, Department of Ecology, Evolution and Behavior, The Alexander Silberman Institute of Life Sciences, The Hebrew University of Jerusalem, Edmond J. Safra Campus, Jerusalem 91904, IsraelSchool of Biological Sciences, University of Bristol, Bristol, BS8 IUG, UKSchool of Biological Sciences and Department of Mathematics, Washington State University, Pullman, Washington 99164, USAINRA, UR Biostatistiques & Processus Spatiaux 546, F-84914 Avignon, FranceDepartment of Forest Sciences, University of British Columbia, Vancouver, BC V6T 1Z4, CanadaEcological Genetics Research Unit, Department of Biosciences, University of Helsinki, Helsinki FI-00014, FinlandFederal Research and Training Centre for Forests, Natural Hazards and Landscape, Seckendorf-Gudent-Weg 8, 1131 Wien, Austria
| | - Juan J Robledo-Arnuncio
- INRA, UMR1202 Biodiversité Gènes et Communautés, Cestas, F-33610, FranceUniversité de Bordeaux, UMR1202 Biodiversité Gènes et Communautés, Talence, F-33410, FranceUniversité Montpellier 2 CNRS, UMR5554, Institut des Sciences de l'Evolution, F-34095 Montpellier Cedex 05, FranceDepartment of Forest Ecology and Genetics, Forest Research Centre (CIFOR), INIA, 28040 Madrid, Spain ETH, Department of Environmental Sciences, Universitätstrasse 16 8092 Zürich, SwitzerlandDepartment of Civil, Environmental & Geodetic Engineering, Ohio State University, Columbus, OH 43210, USAMovement Ecology Laboratory, Department of Ecology, Evolution and Behavior, The Alexander Silberman Institute of Life Sciences, The Hebrew University of Jerusalem, Edmond J. Safra Campus, Jerusalem 91904, IsraelSchool of Biological Sciences, University of Bristol, Bristol, BS8 IUG, UKSchool of Biological Sciences and Department of Mathematics, Washington State University, Pullman, Washington 99164, USAINRA, UR Biostatistiques & Processus Spatiaux 546, F-84914 Avignon, FranceDepartment of Forest Sciences, University of British Columbia, Vancouver, BC V6T 1Z4, CanadaEcological Genetics Research Unit, Department of Biosciences, University of Helsinki, Helsinki FI-00014, FinlandFederal Research and Training Centre for Forests, Natural Hazards and Landscape, Seckendorf-Gudent-Weg 8, 1131 Wien, Austria
| | - Frédéric Guillaume
- INRA, UMR1202 Biodiversité Gènes et Communautés, Cestas, F-33610, FranceUniversité de Bordeaux, UMR1202 Biodiversité Gènes et Communautés, Talence, F-33410, FranceUniversité Montpellier 2 CNRS, UMR5554, Institut des Sciences de l'Evolution, F-34095 Montpellier Cedex 05, FranceDepartment of Forest Ecology and Genetics, Forest Research Centre (CIFOR), INIA, 28040 Madrid, Spain ETH, Department of Environmental Sciences, Universitätstrasse 16 8092 Zürich, SwitzerlandDepartment of Civil, Environmental & Geodetic Engineering, Ohio State University, Columbus, OH 43210, USAMovement Ecology Laboratory, Department of Ecology, Evolution and Behavior, The Alexander Silberman Institute of Life Sciences, The Hebrew University of Jerusalem, Edmond J. Safra Campus, Jerusalem 91904, IsraelSchool of Biological Sciences, University of Bristol, Bristol, BS8 IUG, UKSchool of Biological Sciences and Department of Mathematics, Washington State University, Pullman, Washington 99164, USAINRA, UR Biostatistiques & Processus Spatiaux 546, F-84914 Avignon, FranceDepartment of Forest Sciences, University of British Columbia, Vancouver, BC V6T 1Z4, CanadaEcological Genetics Research Unit, Department of Biosciences, University of Helsinki, Helsinki FI-00014, FinlandFederal Research and Training Centre for Forests, Natural Hazards and Landscape, Seckendorf-Gudent-Weg 8, 1131 Wien, Austria
| | - Gil Bohrer
- INRA, UMR1202 Biodiversité Gènes et Communautés, Cestas, F-33610, FranceUniversité de Bordeaux, UMR1202 Biodiversité Gènes et Communautés, Talence, F-33410, FranceUniversité Montpellier 2 CNRS, UMR5554, Institut des Sciences de l'Evolution, F-34095 Montpellier Cedex 05, FranceDepartment of Forest Ecology and Genetics, Forest Research Centre (CIFOR), INIA, 28040 Madrid, Spain ETH, Department of Environmental Sciences, Universitätstrasse 16 8092 Zürich, SwitzerlandDepartment of Civil, Environmental & Geodetic Engineering, Ohio State University, Columbus, OH 43210, USAMovement Ecology Laboratory, Department of Ecology, Evolution and Behavior, The Alexander Silberman Institute of Life Sciences, The Hebrew University of Jerusalem, Edmond J. Safra Campus, Jerusalem 91904, IsraelSchool of Biological Sciences, University of Bristol, Bristol, BS8 IUG, UKSchool of Biological Sciences and Department of Mathematics, Washington State University, Pullman, Washington 99164, USAINRA, UR Biostatistiques & Processus Spatiaux 546, F-84914 Avignon, FranceDepartment of Forest Sciences, University of British Columbia, Vancouver, BC V6T 1Z4, CanadaEcological Genetics Research Unit, Department of Biosciences, University of Helsinki, Helsinki FI-00014, FinlandFederal Research and Training Centre for Forests, Natural Hazards and Landscape, Seckendorf-Gudent-Weg 8, 1131 Wien, Austria
| | - Ran Nathan
- INRA, UMR1202 Biodiversité Gènes et Communautés, Cestas, F-33610, FranceUniversité de Bordeaux, UMR1202 Biodiversité Gènes et Communautés, Talence, F-33410, FranceUniversité Montpellier 2 CNRS, UMR5554, Institut des Sciences de l'Evolution, F-34095 Montpellier Cedex 05, FranceDepartment of Forest Ecology and Genetics, Forest Research Centre (CIFOR), INIA, 28040 Madrid, Spain ETH, Department of Environmental Sciences, Universitätstrasse 16 8092 Zürich, SwitzerlandDepartment of Civil, Environmental & Geodetic Engineering, Ohio State University, Columbus, OH 43210, USAMovement Ecology Laboratory, Department of Ecology, Evolution and Behavior, The Alexander Silberman Institute of Life Sciences, The Hebrew University of Jerusalem, Edmond J. Safra Campus, Jerusalem 91904, IsraelSchool of Biological Sciences, University of Bristol, Bristol, BS8 IUG, UKSchool of Biological Sciences and Department of Mathematics, Washington State University, Pullman, Washington 99164, USAINRA, UR Biostatistiques & Processus Spatiaux 546, F-84914 Avignon, FranceDepartment of Forest Sciences, University of British Columbia, Vancouver, BC V6T 1Z4, CanadaEcological Genetics Research Unit, Department of Biosciences, University of Helsinki, Helsinki FI-00014, FinlandFederal Research and Training Centre for Forests, Natural Hazards and Landscape, Seckendorf-Gudent-Weg 8, 1131 Wien, Austria
| | - Jon R Bridle
- INRA, UMR1202 Biodiversité Gènes et Communautés, Cestas, F-33610, FranceUniversité de Bordeaux, UMR1202 Biodiversité Gènes et Communautés, Talence, F-33410, FranceUniversité Montpellier 2 CNRS, UMR5554, Institut des Sciences de l'Evolution, F-34095 Montpellier Cedex 05, FranceDepartment of Forest Ecology and Genetics, Forest Research Centre (CIFOR), INIA, 28040 Madrid, Spain ETH, Department of Environmental Sciences, Universitätstrasse 16 8092 Zürich, SwitzerlandDepartment of Civil, Environmental & Geodetic Engineering, Ohio State University, Columbus, OH 43210, USAMovement Ecology Laboratory, Department of Ecology, Evolution and Behavior, The Alexander Silberman Institute of Life Sciences, The Hebrew University of Jerusalem, Edmond J. Safra Campus, Jerusalem 91904, IsraelSchool of Biological Sciences, University of Bristol, Bristol, BS8 IUG, UKSchool of Biological Sciences and Department of Mathematics, Washington State University, Pullman, Washington 99164, USAINRA, UR Biostatistiques & Processus Spatiaux 546, F-84914 Avignon, FranceDepartment of Forest Sciences, University of British Columbia, Vancouver, BC V6T 1Z4, CanadaEcological Genetics Research Unit, Department of Biosciences, University of Helsinki, Helsinki FI-00014, FinlandFederal Research and Training Centre for Forests, Natural Hazards and Landscape, Seckendorf-Gudent-Weg 8, 1131 Wien, Austria
| | - Richard Gomulkiewicz
- INRA, UMR1202 Biodiversité Gènes et Communautés, Cestas, F-33610, FranceUniversité de Bordeaux, UMR1202 Biodiversité Gènes et Communautés, Talence, F-33410, FranceUniversité Montpellier 2 CNRS, UMR5554, Institut des Sciences de l'Evolution, F-34095 Montpellier Cedex 05, FranceDepartment of Forest Ecology and Genetics, Forest Research Centre (CIFOR), INIA, 28040 Madrid, Spain ETH, Department of Environmental Sciences, Universitätstrasse 16 8092 Zürich, SwitzerlandDepartment of Civil, Environmental & Geodetic Engineering, Ohio State University, Columbus, OH 43210, USAMovement Ecology Laboratory, Department of Ecology, Evolution and Behavior, The Alexander Silberman Institute of Life Sciences, The Hebrew University of Jerusalem, Edmond J. Safra Campus, Jerusalem 91904, IsraelSchool of Biological Sciences, University of Bristol, Bristol, BS8 IUG, UKSchool of Biological Sciences and Department of Mathematics, Washington State University, Pullman, Washington 99164, USAINRA, UR Biostatistiques & Processus Spatiaux 546, F-84914 Avignon, FranceDepartment of Forest Sciences, University of British Columbia, Vancouver, BC V6T 1Z4, CanadaEcological Genetics Research Unit, Department of Biosciences, University of Helsinki, Helsinki FI-00014, FinlandFederal Research and Training Centre for Forests, Natural Hazards and Landscape, Seckendorf-Gudent-Weg 8, 1131 Wien, Austria
| | - Etienne K Klein
- INRA, UMR1202 Biodiversité Gènes et Communautés, Cestas, F-33610, FranceUniversité de Bordeaux, UMR1202 Biodiversité Gènes et Communautés, Talence, F-33410, FranceUniversité Montpellier 2 CNRS, UMR5554, Institut des Sciences de l'Evolution, F-34095 Montpellier Cedex 05, FranceDepartment of Forest Ecology and Genetics, Forest Research Centre (CIFOR), INIA, 28040 Madrid, Spain ETH, Department of Environmental Sciences, Universitätstrasse 16 8092 Zürich, SwitzerlandDepartment of Civil, Environmental & Geodetic Engineering, Ohio State University, Columbus, OH 43210, USAMovement Ecology Laboratory, Department of Ecology, Evolution and Behavior, The Alexander Silberman Institute of Life Sciences, The Hebrew University of Jerusalem, Edmond J. Safra Campus, Jerusalem 91904, IsraelSchool of Biological Sciences, University of Bristol, Bristol, BS8 IUG, UKSchool of Biological Sciences and Department of Mathematics, Washington State University, Pullman, Washington 99164, USAINRA, UR Biostatistiques & Processus Spatiaux 546, F-84914 Avignon, FranceDepartment of Forest Sciences, University of British Columbia, Vancouver, BC V6T 1Z4, CanadaEcological Genetics Research Unit, Department of Biosciences, University of Helsinki, Helsinki FI-00014, FinlandFederal Research and Training Centre for Forests, Natural Hazards and Landscape, Seckendorf-Gudent-Weg 8, 1131 Wien, Austria
| | - Kermit Ritland
- INRA, UMR1202 Biodiversité Gènes et Communautés, Cestas, F-33610, FranceUniversité de Bordeaux, UMR1202 Biodiversité Gènes et Communautés, Talence, F-33410, FranceUniversité Montpellier 2 CNRS, UMR5554, Institut des Sciences de l'Evolution, F-34095 Montpellier Cedex 05, FranceDepartment of Forest Ecology and Genetics, Forest Research Centre (CIFOR), INIA, 28040 Madrid, Spain ETH, Department of Environmental Sciences, Universitätstrasse 16 8092 Zürich, SwitzerlandDepartment of Civil, Environmental & Geodetic Engineering, Ohio State University, Columbus, OH 43210, USAMovement Ecology Laboratory, Department of Ecology, Evolution and Behavior, The Alexander Silberman Institute of Life Sciences, The Hebrew University of Jerusalem, Edmond J. Safra Campus, Jerusalem 91904, IsraelSchool of Biological Sciences, University of Bristol, Bristol, BS8 IUG, UKSchool of Biological Sciences and Department of Mathematics, Washington State University, Pullman, Washington 99164, USAINRA, UR Biostatistiques & Processus Spatiaux 546, F-84914 Avignon, FranceDepartment of Forest Sciences, University of British Columbia, Vancouver, BC V6T 1Z4, CanadaEcological Genetics Research Unit, Department of Biosciences, University of Helsinki, Helsinki FI-00014, FinlandFederal Research and Training Centre for Forests, Natural Hazards and Landscape, Seckendorf-Gudent-Weg 8, 1131 Wien, Austria
| | - Anna Kuparinen
- INRA, UMR1202 Biodiversité Gènes et Communautés, Cestas, F-33610, FranceUniversité de Bordeaux, UMR1202 Biodiversité Gènes et Communautés, Talence, F-33410, FranceUniversité Montpellier 2 CNRS, UMR5554, Institut des Sciences de l'Evolution, F-34095 Montpellier Cedex 05, FranceDepartment of Forest Ecology and Genetics, Forest Research Centre (CIFOR), INIA, 28040 Madrid, Spain ETH, Department of Environmental Sciences, Universitätstrasse 16 8092 Zürich, SwitzerlandDepartment of Civil, Environmental & Geodetic Engineering, Ohio State University, Columbus, OH 43210, USAMovement Ecology Laboratory, Department of Ecology, Evolution and Behavior, The Alexander Silberman Institute of Life Sciences, The Hebrew University of Jerusalem, Edmond J. Safra Campus, Jerusalem 91904, IsraelSchool of Biological Sciences, University of Bristol, Bristol, BS8 IUG, UKSchool of Biological Sciences and Department of Mathematics, Washington State University, Pullman, Washington 99164, USAINRA, UR Biostatistiques & Processus Spatiaux 546, F-84914 Avignon, FranceDepartment of Forest Sciences, University of British Columbia, Vancouver, BC V6T 1Z4, CanadaEcological Genetics Research Unit, Department of Biosciences, University of Helsinki, Helsinki FI-00014, FinlandFederal Research and Training Centre for Forests, Natural Hazards and Landscape, Seckendorf-Gudent-Weg 8, 1131 Wien, Austria
| | - Sophie Gerber
- INRA, UMR1202 Biodiversité Gènes et Communautés, Cestas, F-33610, FranceUniversité de Bordeaux, UMR1202 Biodiversité Gènes et Communautés, Talence, F-33410, FranceUniversité Montpellier 2 CNRS, UMR5554, Institut des Sciences de l'Evolution, F-34095 Montpellier Cedex 05, FranceDepartment of Forest Ecology and Genetics, Forest Research Centre (CIFOR), INIA, 28040 Madrid, Spain ETH, Department of Environmental Sciences, Universitätstrasse 16 8092 Zürich, SwitzerlandDepartment of Civil, Environmental & Geodetic Engineering, Ohio State University, Columbus, OH 43210, USAMovement Ecology Laboratory, Department of Ecology, Evolution and Behavior, The Alexander Silberman Institute of Life Sciences, The Hebrew University of Jerusalem, Edmond J. Safra Campus, Jerusalem 91904, IsraelSchool of Biological Sciences, University of Bristol, Bristol, BS8 IUG, UKSchool of Biological Sciences and Department of Mathematics, Washington State University, Pullman, Washington 99164, USAINRA, UR Biostatistiques & Processus Spatiaux 546, F-84914 Avignon, FranceDepartment of Forest Sciences, University of British Columbia, Vancouver, BC V6T 1Z4, CanadaEcological Genetics Research Unit, Department of Biosciences, University of Helsinki, Helsinki FI-00014, FinlandFederal Research and Training Centre for Forests, Natural Hazards and Landscape, Seckendorf-Gudent-Weg 8, 1131 Wien, Austria
| | - Silvio Schueler
- INRA, UMR1202 Biodiversité Gènes et Communautés, Cestas, F-33610, FranceUniversité de Bordeaux, UMR1202 Biodiversité Gènes et Communautés, Talence, F-33410, FranceUniversité Montpellier 2 CNRS, UMR5554, Institut des Sciences de l'Evolution, F-34095 Montpellier Cedex 05, FranceDepartment of Forest Ecology and Genetics, Forest Research Centre (CIFOR), INIA, 28040 Madrid, Spain ETH, Department of Environmental Sciences, Universitätstrasse 16 8092 Zürich, SwitzerlandDepartment of Civil, Environmental & Geodetic Engineering, Ohio State University, Columbus, OH 43210, USAMovement Ecology Laboratory, Department of Ecology, Evolution and Behavior, The Alexander Silberman Institute of Life Sciences, The Hebrew University of Jerusalem, Edmond J. Safra Campus, Jerusalem 91904, IsraelSchool of Biological Sciences, University of Bristol, Bristol, BS8 IUG, UKSchool of Biological Sciences and Department of Mathematics, Washington State University, Pullman, Washington 99164, USAINRA, UR Biostatistiques & Processus Spatiaux 546, F-84914 Avignon, FranceDepartment of Forest Sciences, University of British Columbia, Vancouver, BC V6T 1Z4, CanadaEcological Genetics Research Unit, Department of Biosciences, University of Helsinki, Helsinki FI-00014, FinlandFederal Research and Training Centre for Forests, Natural Hazards and Landscape, Seckendorf-Gudent-Weg 8, 1131 Wien, Austria
| |
Collapse
|