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Ishii NI, Hirota SK, Matsuo A, Sato MP, Sasaki T, Suyama Y. Species–genetic diversity correlations depend on ecological similarity between multiple moorland plant species. OIKOS 2022. [DOI: 10.1111/oik.09023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Naohiro I. Ishii
- Field Science Center, Graduate School of Agricultural Science, Tohoku Univ., Naruko‐onsen Osaki Miyagi Japan
- Graduate School of Environment and Information Sciences, Yokohama National Univ., Hodogaya Yokohama Kanagawa Japan
| | - Shun K. Hirota
- Field Science Center, Graduate School of Agricultural Science, Tohoku Univ., Naruko‐onsen Osaki Miyagi Japan
| | - Ayumi Matsuo
- Field Science Center, Graduate School of Agricultural Science, Tohoku Univ., Naruko‐onsen Osaki Miyagi Japan
| | - Mitsuhiko P. Sato
- Field Science Center, Graduate School of Agricultural Science, Tohoku Univ., Naruko‐onsen Osaki Miyagi Japan
| | - Takehiro Sasaki
- Graduate School of Environment and Information Sciences, Yokohama National Univ., Hodogaya Yokohama Kanagawa Japan
| | - Yoshihisa Suyama
- Field Science Center, Graduate School of Agricultural Science, Tohoku Univ., Naruko‐onsen Osaki Miyagi Japan
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Xie L, Chen S, Feng Y, Li Y, Wang L, He L, Huang L, Wu J, Guo K, Ding H, Fang Y. Mismatch Between Specific and Genetic Diversity in an Evergreen Broadleaf Forest in Southeast China: A Study Case of 10.24 ha Forest Dynamics Plot of Huangshan. FRONTIERS IN PLANT SCIENCE 2022; 12:706006. [PMID: 35173745 PMCID: PMC8841795 DOI: 10.3389/fpls.2021.706006] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/21/2021] [Accepted: 12/16/2021] [Indexed: 06/14/2023]
Abstract
For a long time, forestry management has often focused on the protection of species diversity, and mistakenly believed that protecting species diversity protects genetic diversity. Therefore, research that integrates community ecology and population genetics has become important because it can help elucidate whether the targets for protecting specific and genetic diversity are congruent. In this study, we have emphasized the impact of the community on the population because no previous studies have considered the community composition of a place a priori. Based on the Huangshan 10.24 ha dynamics forest plot, we a priori considered the community composition in the plot to test species-genetic diversity among the tree layers. Firstly, a redundancy analysis (RDA) found that Castanopsis eyrei and Pinus massoniana were the dominant species. Secondly, specific and genetic diversity are not congruent in Huang Shan. Finally, the structural equation model (SEM) showed that the different degrees of response by community composition and population structure to environmental heterogeneity are the main reasons for the mismatch between species diversity and genetic diversity. The results suggest that we must focus on genetic diversity, as well as on protecting species diversity.
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Affiliation(s)
- Lei Xie
- Key Laboratory of State Forestry and Grassland Administration on Subtropical Forest Biodiversity Conservation, Co-Innovation Center for Sustainable Forestry in Southern China, College of Biology and the Environment, Nanjing Forestry University, Nanjing, China
| | - ShuiFei Chen
- State Environmental Protection Key Laboratory on Biosafety, State Environmental Protection Scientific Observation and Research Station for Ecological Environment of Wuyi Mountains, Biodiversity Comprehensive Observation Station for Wuyi Mountains, Nanjing Institute of Environmental Sciences, Ministry of Ecology and Environment, Research Center for Nature Conservation and Biodiversity, Nanjing, China
| | - YueYao Feng
- Key Laboratory of State Forestry and Grassland Administration on Subtropical Forest Biodiversity Conservation, Co-Innovation Center for Sustainable Forestry in Southern China, College of Biology and the Environment, Nanjing Forestry University, Nanjing, China
| | - Yao Li
- Key Laboratory of State Forestry and Grassland Administration on Subtropical Forest Biodiversity Conservation, Co-Innovation Center for Sustainable Forestry in Southern China, College of Biology and the Environment, Nanjing Forestry University, Nanjing, China
| | - Lu Wang
- Key Laboratory of State Forestry and Grassland Administration on Subtropical Forest Biodiversity Conservation, Co-Innovation Center for Sustainable Forestry in Southern China, College of Biology and the Environment, Nanjing Forestry University, Nanjing, China
| | - LiHeng He
- School of Civil Engineering, Nanjing Forestry University, Nanjing, China
| | - LiQun Huang
- Bureau of Parks and Woods of Huangshan Management Committee, Huangshan, China
| | - Jun Wu
- Bureau of Parks and Woods of Huangshan Management Committee, Huangshan, China
| | - Ke Guo
- Bureau of Parks and Woods of Huangshan Management Committee, Huangshan, China
| | - Hui Ding
- State Environmental Protection Key Laboratory on Biosafety, State Environmental Protection Scientific Observation and Research Station for Ecological Environment of Wuyi Mountains, Biodiversity Comprehensive Observation Station for Wuyi Mountains, Nanjing Institute of Environmental Sciences, Ministry of Ecology and Environment, Research Center for Nature Conservation and Biodiversity, Nanjing, China
| | - YanMing Fang
- Key Laboratory of State Forestry and Grassland Administration on Subtropical Forest Biodiversity Conservation, Co-Innovation Center for Sustainable Forestry in Southern China, College of Biology and the Environment, Nanjing Forestry University, Nanjing, China
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Fan X, Njeri HK, Pu Y, La Q, Li W, Li X, Chen Y. Contrasting relationships between genetic diversity and species diversity in conserved and disturbed submerged macrophyte communities of Honghu Lake, a typical freshwater lake of Yangtze River Basin. Glob Ecol Conserv 2021. [DOI: 10.1016/j.gecco.2021.e01873] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
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Xie L, Yang Y, Li Y, Chen S, Feng Y, Wang N, Lv T, Ding H, Wang L, Fang Y. A Meta-Analysis Indicates Positive Correlation between Genetic Diversity and Species Diversity. BIOLOGY 2021; 10:biology10111089. [PMID: 34827082 PMCID: PMC8615265 DOI: 10.3390/biology10111089] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/23/2021] [Revised: 10/19/2021] [Accepted: 10/22/2021] [Indexed: 01/21/2023]
Abstract
Simple Summary Understanding species and genetic correlations (SGDCs) is essential to establish community composition. In this study, 295 observations from 39 studies explored the SGDCs and the underlying drivers through conducting a global meta-analysis. A positive correlation was found, suggesting that parallel processes (environmental heterogeneity, area, and connectivity etc.) have effects on two diversities. As current biodiversity hotspots have mainly been identified based on high species diversity and high endemism of taxon, the understanding of SGDC will substantially help us to determine whether and how genetic diversity can be used in identifying biodiversity hotspots, as well as in developing conservation practices and policies for biodiversity. Abstract Species diversity (SD) and genetic diversity (GD) are the two basic levels of biodiversity. In general, according to the consensus view, the parallel effects of environmental heterogeneity, area, and connectivity on two levels, can drive a positive correlation between GD and SD. Conversely, a negative correlation or no correlation would be expected if these effects are not parallel. Our understanding of the relationships between SD and GD among different ecosystems, sampling methods, species, and under climate change remains incomplete. In the present study, we conducted a hierarchical meta-analysis based on 295 observations from 39 studies and found a positive correlation between genetic diversity and species diversity (95% confidence interval, 7.6–22.64%). However, significant relationships were not found in some ecosystems when we conducted species–genetic diversity correlation analysis based on a single ecosystem. Moreover, the magnitudes of the correlations generally decreased with the number of sampling units and the annual average the temperature of sampling units. Our results highlight the positive correlation between GD and SD, thereby indicating that protecting SD involves protecting GD in conservation practice. Furthermore, our results also suggest that global increases in temperature during the 21st century will have significant impacts on global biodiversity.
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Affiliation(s)
- Lei Xie
- Co-Innovation Center for Sustainable Forestry in Southern China, Key Laboratory of State Forestry and Grassland Administration on Subtropical Forest Biodiversity Conservation, College of Biology and the Environment, Nanjing Forestry University, Nanjing 210037, China; (L.X.); (Y.Y.); (Y.L.); (Y.F.); (N.W.); (T.L.); (L.W.)
| | - Yuan Yang
- Co-Innovation Center for Sustainable Forestry in Southern China, Key Laboratory of State Forestry and Grassland Administration on Subtropical Forest Biodiversity Conservation, College of Biology and the Environment, Nanjing Forestry University, Nanjing 210037, China; (L.X.); (Y.Y.); (Y.L.); (Y.F.); (N.W.); (T.L.); (L.W.)
| | - Yao Li
- Co-Innovation Center for Sustainable Forestry in Southern China, Key Laboratory of State Forestry and Grassland Administration on Subtropical Forest Biodiversity Conservation, College of Biology and the Environment, Nanjing Forestry University, Nanjing 210037, China; (L.X.); (Y.Y.); (Y.L.); (Y.F.); (N.W.); (T.L.); (L.W.)
| | - Shuifei Chen
- Research Center for Nature Conservation and Biodiversity, State Environmental Protection Scientific Observation and Research Station for Ecology and Environment of Wuyi Mountains, State Environmental Protection Key Laboratory on Biosafety, Nanjing Institute of Environmental Sciences, Ministry of Ecology and Environment, Nanjing 210042, China; (S.C.); (H.D.)
| | - Yueyao Feng
- Co-Innovation Center for Sustainable Forestry in Southern China, Key Laboratory of State Forestry and Grassland Administration on Subtropical Forest Biodiversity Conservation, College of Biology and the Environment, Nanjing Forestry University, Nanjing 210037, China; (L.X.); (Y.Y.); (Y.L.); (Y.F.); (N.W.); (T.L.); (L.W.)
| | - Ningjie Wang
- Co-Innovation Center for Sustainable Forestry in Southern China, Key Laboratory of State Forestry and Grassland Administration on Subtropical Forest Biodiversity Conservation, College of Biology and the Environment, Nanjing Forestry University, Nanjing 210037, China; (L.X.); (Y.Y.); (Y.L.); (Y.F.); (N.W.); (T.L.); (L.W.)
| | - Ting Lv
- Co-Innovation Center for Sustainable Forestry in Southern China, Key Laboratory of State Forestry and Grassland Administration on Subtropical Forest Biodiversity Conservation, College of Biology and the Environment, Nanjing Forestry University, Nanjing 210037, China; (L.X.); (Y.Y.); (Y.L.); (Y.F.); (N.W.); (T.L.); (L.W.)
| | - Hui Ding
- Research Center for Nature Conservation and Biodiversity, State Environmental Protection Scientific Observation and Research Station for Ecology and Environment of Wuyi Mountains, State Environmental Protection Key Laboratory on Biosafety, Nanjing Institute of Environmental Sciences, Ministry of Ecology and Environment, Nanjing 210042, China; (S.C.); (H.D.)
| | - Lu Wang
- Co-Innovation Center for Sustainable Forestry in Southern China, Key Laboratory of State Forestry and Grassland Administration on Subtropical Forest Biodiversity Conservation, College of Biology and the Environment, Nanjing Forestry University, Nanjing 210037, China; (L.X.); (Y.Y.); (Y.L.); (Y.F.); (N.W.); (T.L.); (L.W.)
| | - Yanming Fang
- Co-Innovation Center for Sustainable Forestry in Southern China, Key Laboratory of State Forestry and Grassland Administration on Subtropical Forest Biodiversity Conservation, College of Biology and the Environment, Nanjing Forestry University, Nanjing 210037, China; (L.X.); (Y.Y.); (Y.L.); (Y.F.); (N.W.); (T.L.); (L.W.)
- Correspondence:
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Reisch C, Sattler J. Impact of river dynamics on the genetic variation of Gypsophila repens (Caryophyllaceae): a comparison of heath forest and more dynamic gravel bank populations along an alpine river. PLANT BIOLOGY (STUTTGART, GERMANY) 2021; 23:205-211. [PMID: 33058499 DOI: 10.1111/plb.13195] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/06/2020] [Accepted: 09/22/2020] [Indexed: 06/11/2023]
Abstract
Alpine rivers are, despite anthropogenic water flow regulation, still often highly dynamic ecosystems. Plant species occurring along these rivers are subject to ecological disturbance, mainly caused by seasonal flooding. Gypsophila repens typically grows at higher altitudes in the Alps, but also occurs at lower altitudes on gravel banks directly along the river and in heath forests at larger distances from the river. Populations on gravel banks are considered non-permanent and it is assumed that new individuals originate from seed periodically washed down from higher altitudes. Populations in heath forests are, in contrast, permanent and not regularly provided with seeds from higher altitudes through flooding. If the genetic structure of this plant species is strongly affected by gene flow via seed dispersal, then higher levels of genetic diversity in populations but less differentiation among populations on gravel banks than in heath forests can be expected. In this study, we analysed genetic diversity within and differentiation among 15 populations of G. repens from gravel banks and heath forests along the alpine River Isar using amplified fragment length polymorphisms (AFLP). Genetic diversity was, as assumed, slightly higher in gravel bank than in heath forest populations, but genetic differentiation was, in contrast to our expectations, comparable among populations in both habitat types. Our study provides evidence for increased genetic diversity under conditions of higher ecological disturbance and increased seed dispersal on gravel banks. Similar levels of genetic differentiation among populations in both habitat types can be attributed to the species' long lifetime, a permanent soil seed bank and gene flow by pollinators among different habitats/locations.
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Affiliation(s)
- C Reisch
- Institute of Plant Sciences, University of Regensburg, Regensburg, Germany
| | - J Sattler
- Institute of Plant Sciences, University of Regensburg, Regensburg, Germany
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Gijsman F, Vitt P. Seed size and capitulum position drive germination and dormancy responses to projected warming for the threatened dune endemic Cirsium pitcheri (Asteraceae). Ecol Evol 2021; 11:955-966. [PMID: 33520178 PMCID: PMC7820163 DOI: 10.1002/ece3.7109] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2020] [Revised: 11/03/2020] [Accepted: 11/12/2020] [Indexed: 11/23/2022] Open
Abstract
Among coastal plant species at risk from rapid environmental changes is the North American Great Lakes dune endemic Cirsium pitcheri. Despite being listed as federally threatened, little is known about how C. pitcheri seed attributes influence germination and dormancy-break patterns in the context of climate change. Following a previous work where we found differences in the number and weight of C. pitcheri seeds among capitulum positions and study sites, here we examine the effects of seed attributes (capitulum position, seed weight, and site of origin) on the proportion and timing of C. pitcheri seed germination under temperature treatments that simulate projected warming in the Great Lakes (20/10, 25/10, and 30/10°C day/night). Our results demonstrate that C. pitcheri produces diverse cohorts of seeds with seed attributes that significantly influence the timing and probability of germination over a 3-year soil seed bank. Cirsium pitcheri seed germination proportions were highest at 20°C and decreased successively at 25 and 30°C. Seeds from terminal capitula also had higher germination proportions and took longer to germinate than those from secondary capitula. Lastly, the effect of seed weight on germination probability depended on site of origin and capitulum position, with all effects varying in size and significance over time. Ultimately, our results highlight the considerable differences in germination patterns exhibited by seeds from different capitulum positions and sites of origin and provide insight into the dormancy-break patterns that C. pitcheri might experience under predicted temperature rise in the Great Lakes region of North America.
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Affiliation(s)
- Finote Gijsman
- Department of BiologyNorthwestern UniversityEvanstonILUSA
| | - Pati Vitt
- Department of BiologyNorthwestern UniversityEvanstonILUSA
- Chicago Botanic GardenGlencoeILUSA
- Present address:
Lake County Forest Preserve DistrictLibertyvilleILUSA
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Pagel E, Lehmair TA, Poschlod P, Reisch C. Genetic Variation of Typical Plant Species in Hay Meadows: The Effect of Land Use History, Landscape Structure, and Habitat Quality. Front Ecol Evol 2020. [DOI: 10.3389/fevo.2020.593302] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Global changes in land use are threatening the diversity of many ecosystems on both the intra- and interspecific levels. Among these ecosystems are the species-rich hay meadows, which have drastically declined in quality and quantity, due to land use intensification or abandonment in recent decades. The remaining genetic resources of their plant species must therefore be protected. To determine the driving forces impacting genetic variation in common hay meadow species (Dactylis glomerata, Heracleum sphondylium, andTrifolium pratense), we used data on the land use history, historic and present landscape structure and habitat quality. Our results showed average genetic diversity within the study sites, with low differentiation levels and a high gene flow among grasslands. Land use history, landscape structure and habitat quality were found to be related to the distribution of genetic diversity in the studied species, highlighting the complex forces acting in these ecosystems and showing the specific impact of litter accumulation on genetic diversity. Both historic and current environmental variables influence genetic diversity, demonstrating the importance of the land use history of a habitat. The most important group of variables impacting genetic variation in all three species was the landscape structure (e.g., distance to the nearest-located urban area or grassland). Also important was the influence of litter cover on genetic diversity inD. glomerata, which provides an interesting starting point for further research.
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Reisch C, Hartig F. Species and genetic diversity patterns show different responses to land use intensity in central European grasslands. DIVERS DISTRIB 2020. [DOI: 10.1111/ddi.13199] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022] Open
Affiliation(s)
- Christoph Reisch
- Institute of Plant Sciences University of Regensburg Regensburg Germany
| | - Florian Hartig
- Theoretical Ecology University of Regensburg Regensburg Germany
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Genetic variation of litter meadow species reflects gene flow by hay transfer and mowing with agricultural machines. CONSERV GENET 2020. [DOI: 10.1007/s10592-020-01294-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
AbstractLitter meadows, historically established for litter production, are species-rich and diverse ecosystems. These meadows drastically declined during the last decades along with decreasing litter use in modern livestock housing. The aim of our study was to identify the drivers of genetic variation in litter meadow species. Therefore, we tested whether genetic diversity and differentiation depend on habitat age, landscape structure, habitat quality, and/or population size. We analysed 892 individuals of Angelica sylvestris, Filipendula ulmaria, and Succisa pratensis from 20 litter meadows across the Allgäu in Baden-Württemberg (Germany) using AFLP analyses. All study species showed moderate levels of genetic diversity, while genetic differentiation among populations was low. Neither genetic diversity nor differentiation were clearly driven by habitat age. However, landscape structure, habitat quality as well as population size revealed different impacts on the genetic diversity of our study species. Past and present landscape structures shaped the genetic diversity patterns of A. sylvestris and F. ulmaria. The genetic diversity of F. ulmaria populations was, moreover, influenced by the local habitat quality. S. pratensis populations seemed to be affected only by population size. All explanatory variables represent past as well as present gene flow patterns by anthropogenic land use. Therefore, we assume that genetic diversity and differentiation were shaped by both historical creation of litter meadows via hay transfer and present mowing with agricultural machines. These land use practices caused and still cause gene flow among populations in the declining habitats.
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Reisch C, Schmid C. Species and genetic diversity are not congruent in fragmented dry grasslands. Ecol Evol 2019; 9:664-671. [PMID: 30680146 PMCID: PMC6342089 DOI: 10.1002/ece3.4791] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2018] [Revised: 10/15/2018] [Accepted: 11/09/2018] [Indexed: 01/19/2023] Open
Abstract
Biological diversity comprises both species diversity (SD) and genetic diversity (GD), and it has been postulated that both levels of diversity depend on similar mechanisms. Species-genetic diversity correlations (SGDC) are therefore supposed to be generally positive. However, in contrast to theory, empirical data are contradictory. Furthermore, there is a pronounced lack of multispecies studies including also the ecological factors potentially driving species and genetic diversity. We analyzed the relationship between the species diversity of dry grasslands and the genetic diversity of several dry grassland plant species, therefore, in the context of habitat fragmentation and habitat conditions. Our study revealed a lack of correlation between species and genetic diversity. We demonstrated previously that SD mainly depends on habitat conditions (vegetation height and cover of litter), whereas GD is significantly affected by habitat fragmentation (distance to the nearest dry grassland in 1830 and connectivity in 2013). This seems to be the main reason why SD and GD are not congruent in fragmented grasslands. Our results support, hence, the observation that positive SGDCs can mainly be found in natural, island-like study systems in equilibrium and at similar levels of heterogeneity. In fragmented dry grassland ecosystems, which differ in heterogeneity, this state of equilibrium may not have been reached mitigating the positive relationship between SD and GD. From our study, it can be concluded that in fragmented dry grasslands, the protection of SD does not necessarily ensure the conservation of GD.
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Affiliation(s)
- Christoph Reisch
- Institute of Plant SciencesUniversity of RegensburgRegensburgGermany
| | - Christoph Schmid
- Research Unit Comparative Microbiome AnalysisGerman Research Center for Environmental HealthNeuherbergGermany
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Delord C, Lassalle G, Oger A, Barloy D, Coutellec M, Delcamp A, Evanno G, Genthon C, Guichoux E, Le Bail P, Le Quilliec P, Longin G, Lorvelec O, Massot M, Reveillac E, Rinaldo R, Roussel J, Vigouroux R, Launey S, Petit EJ. A cost‐and‐time effective procedure to develop
SNP
markers for multiple species: A support for community genetics. Methods Ecol Evol 2018. [DOI: 10.1111/2041-210x.13034] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Affiliation(s)
- Chrystelle Delord
- ESE, Ecology and Ecosystem HealthAgrocampus OuestINRA Rennes France
- HYDRECO Guyane SARLLaboratoire‐Environnement de Petit Saut Kourou France
| | - Gilles Lassalle
- ESE, Ecology and Ecosystem HealthAgrocampus OuestINRA Rennes France
| | - Adrien Oger
- ESE, Ecology and Ecosystem HealthAgrocampus OuestINRA Rennes France
| | - Dominique Barloy
- ESE, Ecology and Ecosystem HealthAgrocampus OuestINRA Rennes France
| | | | | | - Guillaume Evanno
- ESE, Ecology and Ecosystem HealthAgrocampus OuestINRA Rennes France
| | | | | | | | | | | | - Olivier Lorvelec
- ESE, Ecology and Ecosystem HealthAgrocampus OuestINRA Rennes France
| | | | - Elodie Reveillac
- ESE, Ecology and Ecosystem HealthAgrocampus OuestINRA Rennes France
| | | | | | - Regis Vigouroux
- HYDRECO Guyane SARLLaboratoire‐Environnement de Petit Saut Kourou France
| | - Sophie Launey
- ESE, Ecology and Ecosystem HealthAgrocampus OuestINRA Rennes France
| | - Eric J. Petit
- ESE, Ecology and Ecosystem HealthAgrocampus OuestINRA Rennes France
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