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Aubona G, Mezzomo P, Sedio BE, Staab M, Volf M. Neighbourhood effects on herbivory damage and chemical profiles in short-rotation coppice willows and their hybrids. PHYTOCHEMISTRY 2024; 228:114249. [PMID: 39155032 DOI: 10.1016/j.phytochem.2024.114249] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/28/2024] [Revised: 08/08/2024] [Accepted: 08/12/2024] [Indexed: 08/20/2024]
Abstract
Short rotation coppices (SRCs) represent an important source of biomass. Since they are grown in various mixtures, SRCs represent an excellent opportunity for assessing the effects of local plant neighbourhoods on their performance. We used a common garden experiment consisting of plots that varied in genotype diversity of SRC willows to test for the effects of chemical traits of individual plants and chemical variation in the plots where they grew on insect herbivory. We also explored whether the composition of willows planted in a plot affected their chemistry. To do this, we performed untargeted metabolomics and quantified various chemical traits related to the total set of metabolites we detected, flavonoids, and salicinoids in four willow genotypes. We measured the leaf herbivory that the plants suffered. The genotypes differed in most chemical traits, yet we found only limited effects of individual traits on herbivory damage. Instead, herbivory damage was positively correlated with structural variation in salicinoids in a plot. When analysing the effects of plot chemical variation on herbivory damage separately for each genotype, we found both positive and negative correlations between the two, suggesting both associational resistance and susceptibility. Finally, we also observed a significant effect of the interaction between genotype and plot composition on structural variation in plant chemistry. Overall, our results suggest that high chemical variation in mixed willow SRCs does not necessarily lower the herbivory damage, possibly due to spillover effects of insect herbivores among genotypes. Our results also show that different genotypes respond differently to plot composition in terms of herbivory damage and chemical composition, which may affect their suitability for growing in mixed stands.
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Affiliation(s)
- Gibson Aubona
- Biology Centre of the Czech Academy of Sciences, Ceske Budejovice, Czech Republic; Faculty of Science, Department of Zoology, University of South Bohemia, Ceske Budejovice, Czech Republic
| | - Priscila Mezzomo
- Biology Centre of the Czech Academy of Sciences, Ceske Budejovice, Czech Republic; Faculty of Science, Department of Zoology, University of South Bohemia, Ceske Budejovice, Czech Republic
| | - Brian E Sedio
- Department of Integrative Biology, University of Texas at Austin, Austin, TX, USA; Smithsonian Tropical Research Institute, Ancón, Panama
| | - Michael Staab
- Ecological Networks, Technical University Darmstadt, Darmstadt, Germany
| | - Martin Volf
- Biology Centre of the Czech Academy of Sciences, Ceske Budejovice, Czech Republic; Faculty of Science, Department of Zoology, University of South Bohemia, Ceske Budejovice, Czech Republic.
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2
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Mezzomo P, Leong JV, Vodrážka P, Moos M, Jorge LR, Volfová T, Michálek J, de L Ferreira P, Kozel P, Sedio BE, Volf M. Variation in induced responses in volatile and non-volatile metabolites among six willow species: Do willow species share responses to herbivory? PHYTOCHEMISTRY 2024; 226:114222. [PMID: 39047854 DOI: 10.1016/j.phytochem.2024.114222] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/25/2024] [Revised: 07/10/2024] [Accepted: 07/13/2024] [Indexed: 07/27/2024]
Abstract
Chemical variation is a critical aspect affecting performance among co-occurring plants. High chemical variation in metabolites with direct effects on insect herbivores supports chemical niche partitioning, and it can reduce the number of herbivores shared by co-occurring plant species. In contrast, low intraspecific variation in metabolites with indirect effects, such as induced volatile organic compounds (VOCs), may improve the attraction of specialist predators or parasitoids as they show high specificity to insect herbivores. We explored whether induced chemical variation following herbivory by various insect herbivores differs between VOCs vs. secondary non-volatile metabolites (non-VOCs) and salicinoids with direct effects on herbivores in six closely related willow species. Willow species identity explained most variation in VOCs (18.4%), secondary non-VOCs (41.1%) and salicinoids (60.7%). The variation explained by the independent effect of the herbivore treatment was higher in VOCs (2.8%) compared to secondary non-VOCs (0.5%) and salicinoids (0.5%). At the level of individual VOCs, willow species formed groups, as some responded similarly to the same herbivores. Most non-VOCs and salicinoids were upregulated by sap-suckers compared to other herbivore treatments and control across the willow species. In contrast, induced responses in non-VOCs and salicinoids to other herbivores largely differed between the willows. Our results suggest that induced responses broadly differ between various types of chemical defences, with VOCs and non-VOCs showing different levels of specificity and similarity across plant species. This may further contribute to flexible plant responses to herbivory and affect how closely related plants share or partition their chemical niches.
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Affiliation(s)
- Priscila Mezzomo
- Biology Centre CAS, Institute of Entomology, Ceske Budejovice, Czech Republic; University of South Bohemia, Faculty of Science, Ceske Budejovice, Czech Republic.
| | - Jing V Leong
- Biology Centre CAS, Institute of Entomology, Ceske Budejovice, Czech Republic; University of South Bohemia, Faculty of Science, Ceske Budejovice, Czech Republic
| | - Petr Vodrážka
- Biology Centre CAS, Institute of Entomology, Ceske Budejovice, Czech Republic
| | - Martin Moos
- Biology Centre CAS, Institute of Entomology, Ceske Budejovice, Czech Republic
| | - Leonardo R Jorge
- Biology Centre CAS, Institute of Entomology, Ceske Budejovice, Czech Republic
| | - Tereza Volfová
- Biology Centre CAS, Institute of Entomology, Ceske Budejovice, Czech Republic; University of South Bohemia, Faculty of Science, Ceske Budejovice, Czech Republic
| | - Jan Michálek
- Biology Centre CAS, Institute of Entomology, Ceske Budejovice, Czech Republic; Algatech Centre, Institute of Microbiology, Trebon, Czech Republic
| | - Paola de L Ferreira
- Biology Centre CAS, Institute of Entomology, Ceske Budejovice, Czech Republic; Aarhus University, Department of Biology, Aarhus, Denmark
| | - Petr Kozel
- Biology Centre CAS, Institute of Entomology, Ceske Budejovice, Czech Republic; University of South Bohemia, Faculty of Science, Ceske Budejovice, Czech Republic
| | - Brian E Sedio
- Department of Integrative Biology, University of Texas at Austin, Austin, United States; Smithsonian Tropical Research Institute, Balboa, the Republic of Panama
| | - Martin Volf
- Biology Centre CAS, Institute of Entomology, Ceske Budejovice, Czech Republic; University of South Bohemia, Faculty of Science, Ceske Budejovice, Czech Republic
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Ogutcen E, de Lima Ferreira P, Wagner ND, Marinček P, Vir Leong J, Aubona G, Cavender-Bares J, Michálek J, Schroeder L, Sedio BE, Vašut RJ, Volf M. Phylogenetic insights into the Salicaceae: The evolution of willows and beyond. Mol Phylogenet Evol 2024; 199:108161. [PMID: 39079595 DOI: 10.1016/j.ympev.2024.108161] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2024] [Revised: 07/05/2024] [Accepted: 07/24/2024] [Indexed: 08/10/2024]
Abstract
The Salicaceae includes approximately 54 genera and over 1,400 species with a cosmopolitan distribution. Members of the family are well-known for their diverse secondary plant metabolites, and they play crucial roles in tropical and temperate forest ecosystems. Phylogenetic reconstruction of the Salicaceae has been historically challenging due to the limitations of molecular markers and the extensive history of hybridization and polyploidy within the family. Our study employs whole-genome sequencing of 74 species to generate an extensive phylogeny of the Salicaceae. We generated two RAD-Seq enriched whole-genome sequence datasets and extracted two additional gene sets corresponding to the universal Angiosperms353 and Salicaceae-specific targeted-capture arrays. We reconstructed maximum likelihood-based molecular phylogenies using supermatrix and coalescent-based supertree approaches. Our fossil-calibrated phylogeny estimates that the Salicaceae originated around 128 million years ago and unravels the complex taxonomic relationships within the family. Our findings confirm the non-monophyly of the subgenus Salix s.l. and further support the merging of subgenera Chamaetia and Vetrix, both of which exhibit intricate patterns within and among different sections. Overall, our study not only enhances our understanding of the evolution of the Salicaceae, but also provides valuable insights into the complex relationships within the family.
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Affiliation(s)
- Ezgi Ogutcen
- Biology Centre of the Czech Academy of Sciences, Ceske Budejovice, Czech Republic; Department of Environment and Biodiversity, Paris Lodron University of Salzburg, Salzburg, Austria.
| | - Paola de Lima Ferreira
- Biology Centre of the Czech Academy of Sciences, Ceske Budejovice, Czech Republic; Department of Biology, Aarhus University, Aarhus, Denmark
| | - Natascha D Wagner
- Department of Systematics, Biodiversity and Evolution of Plants (with Herbarium), University of Goettingen, Göttingen, Germany
| | - Pia Marinček
- Department of Systematics, Biodiversity and Evolution of Plants (with Herbarium), University of Goettingen, Göttingen, Germany
| | - Jing Vir Leong
- Biology Centre of the Czech Academy of Sciences, Ceske Budejovice, Czech Republic; Faculty of Science, University of South Bohemia, Ceske Budejovice, Czech Republic
| | - Gibson Aubona
- Biology Centre of the Czech Academy of Sciences, Ceske Budejovice, Czech Republic; Faculty of Science, University of South Bohemia, Ceske Budejovice, Czech Republic
| | | | - Jan Michálek
- Biology Centre of the Czech Academy of Sciences, Ceske Budejovice, Czech Republic; Institute of Microbiology of the Czech Academy of Sciences, Centre Algatech, Trebon, Czech Republic
| | - Lucy Schroeder
- College of Biological Sciences, University of Minnesota, St. Paul, MN, United States
| | - Brian E Sedio
- Department of Integrative Biology, University of Texas at Austin, Austin, TX, United States; Smithsonian Tropical Research Institute, Apartado, 0843-03092 Balboa, Ancón, Republic of Panama
| | - Radim J Vašut
- Department of Botany, Faculty of Science, Palacký University Olomouc, Olomouc, Czech Republic; Department of Biology, Faculty of Education, Palacký University Olomouc, Olomouc, Czech Republic
| | - Martin Volf
- Biology Centre of the Czech Academy of Sciences, Ceske Budejovice, Czech Republic; Faculty of Science, University of South Bohemia, Ceske Budejovice, Czech Republic
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Leong JV, Mezzomo P, Kozel P, Volfová T, de Lima Ferreira P, Seifert CL, Butterill PT, Freiberga I, Michálek J, Matos-Maraví P, Weinhold A, Engström MT, Salminen JP, Segar ST, Sedio BE, Volf M. Effects of individual traits vs. trait syndromes on assemblages of various herbivore guilds associated with central European Salix. Oecologia 2024; 205:725-737. [PMID: 38829402 DOI: 10.1007/s00442-024-05569-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2023] [Accepted: 05/13/2024] [Indexed: 06/05/2024]
Abstract
Plants employ diverse anti-herbivore defences that can covary to form syndromes consisting of multiple traits. Such syndromes are hypothesized to impact herbivores more than individual defences. We studied 16 species of lowland willows occurring in central Europe and explored if their chemical and physical traits form detectable syndromes. We tested for phylogenetic trends in the syndromes and explored whether three herbivore guilds (i.e., generalist leaf-chewers, specialist leaf-chewers, and gallers) are affected more by the detected syndromes or individual traits. The recovered syndromes showed low phylogenetic signal and were mainly defined by investment in concentration, richness, or uniqueness of structurally related phenolic metabolites. Resource acquisition traits or inducible volatile organic compounds exhibited a limited correlation with the syndromes. Individual traits composing the syndromes showed various correlations to the assemblages of herbivores from the three studied guilds. In turn, we found some support for the hypothesis that defence syndromes are composed of traits that provide defence against various herbivores. However, individual traits rather than trait syndromes explained more variation for all studied herbivore assemblages. The detected negative correlations between various phenolics suggest that investment trade-offs may occur primarily among plant metabolites with shared metabolic pathways that may compete for their precursors. Moreover, several traits characterizing the recovered syndromes play additional roles in willows other than defence from herbivory. Taken together, our findings suggest that the detected syndromes did not solely evolve as an anti-herbivore defence.
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Affiliation(s)
- Jing V Leong
- Biology Centre of the Czech Academy of Sciences, Ceske Budejovice, Czech Republic.
- Faculty of Science, Department of Zoology, University of South Bohemia, Ceske Budejovice, Czech Republic.
| | - Priscila Mezzomo
- Biology Centre of the Czech Academy of Sciences, Ceske Budejovice, Czech Republic
- Faculty of Science, Department of Zoology, University of South Bohemia, Ceske Budejovice, Czech Republic
| | - Petr Kozel
- Biology Centre of the Czech Academy of Sciences, Ceske Budejovice, Czech Republic
- Faculty of Science, Department of Zoology, University of South Bohemia, Ceske Budejovice, Czech Republic
| | - Tereza Volfová
- Biology Centre of the Czech Academy of Sciences, Ceske Budejovice, Czech Republic
- Faculty of Science, Department of Zoology, University of South Bohemia, Ceske Budejovice, Czech Republic
| | - Paola de Lima Ferreira
- Biology Centre of the Czech Academy of Sciences, Ceske Budejovice, Czech Republic
- Department of Biology, Aarhus University, Aarhus, Denmark
| | - Carlo L Seifert
- Department of Forest Nature Conservation, Faculty of Forest Sciences and Forest Ecology, Georg-August-University of Göttingen, Göttingen, Germany
| | - Phillip T Butterill
- Biology Centre of the Czech Academy of Sciences, Ceske Budejovice, Czech Republic
| | - Inga Freiberga
- Biology Centre of the Czech Academy of Sciences, Ceske Budejovice, Czech Republic
| | - Jan Michálek
- Biology Centre of the Czech Academy of Sciences, Ceske Budejovice, Czech Republic
- Institute of Microbiology, Centre Algatech Czech Academy of Sciences, Trebon, Czech Republic
| | - Pável Matos-Maraví
- Biology Centre of the Czech Academy of Sciences, Ceske Budejovice, Czech Republic
| | - Alexander Weinhold
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany
- Institute of Biodiversity, Friedrich Schiller University Jena, Jena, Germany
| | - Marica T Engström
- Bioanalytical Laboratory, Institute of Biomedicine, University of Turku, Turku, Finland
| | - Juha-Pekka Salminen
- Natural Chemistry Research Group, Department of Chemistry, University of Turku, Turku, Finland
| | - Simon T Segar
- Agriculture and Environment Department, Harper Adams University, Newport, United Kingdom
| | - Brian E Sedio
- Department of Integrative Biology, University of Texas at Austin, Austin, TX, United States of America
- Smithsonian Tropical Research Institute, Ancón, Panama
| | - Martin Volf
- Biology Centre of the Czech Academy of Sciences, Ceske Budejovice, Czech Republic
- Faculty of Science, Department of Zoology, University of South Bohemia, Ceske Budejovice, Czech Republic
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Marinček P, Léveillé-Bourret É, Heiduk F, Leong J, Bailleul SM, Volf M, Wagner ND. Challenge accepted: Evolutionary lineages versus taxonomic classification of North American shrub willows (Salix). AMERICAN JOURNAL OF BOTANY 2024; 111:e16361. [PMID: 38924532 DOI: 10.1002/ajb2.16361] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/06/2023] [Revised: 04/16/2024] [Accepted: 04/16/2024] [Indexed: 06/28/2024]
Abstract
PREMISE The huge diversity of Salix subgenus Chamaetia/Vetrix clade in North America and the lack of phylogenetic resolution within this clade has presented a difficult but fascinating challenge for taxonomists to resolve. Here we tested the existing taxonomic classification with molecular tools. METHODS In this study, 132 samples representing 46 species from 22 described sections of shrub willows from the United States and Canada were analyzed and combined with 67 samples from Eurasia. The ploidy levels of the samples were determined using flow cytometry and nQuire. Sequences were produced using a RAD sequencing approach and subsequently analyzed with ipyrad, then used for phylogenetic reconstructions (RAxML, SplitsTree), dating analyses (BEAST, SNAPPER), and character evolution analyses of 14 selected morphological traits (Mesquite). RESULTS The RAD sequencing approach allowed the production of a well-resolved phylogeny of shrub willows. The resulting tree showed an exclusively North American (NA) clade in sister position to a Eurasian clade, which included some North American endemics. The NA clade began to diversify in the Miocene. Polyploid species appeared in each observed clade. Character evolution analyses revealed that adaptive traits such as habit and adaxial nectaries evolved multiple times independently. CONCLUSIONS The diversity in shrub willows was shaped by an evolutionary radiation in North America. Most species were monophyletic, but the existing sectional classification could not be supported by molecular data. Nevertheless, monophyletic lineages share several morphological characters, which might be useful in the revision of the taxonomic classification of shrub willows.
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Affiliation(s)
- Pia Marinček
- Department of Systematics, Biodiversity and Evolution of Plants (with Herbarium), University of Goettingen, Untere Karspüle 2, D-37073, Göttingen, Germany
| | - Étienne Léveillé-Bourret
- Institut de recherche en biologie végétale (IRBV), Département de sciences biologiques, Université de Montréal, 4101 Sherbrooke est, Montréal, H1X 2B2, QC, Canada
| | - Ferris Heiduk
- Department of Systematics, Biodiversity and Evolution of Plants (with Herbarium), University of Goettingen, Untere Karspüle 2, D-37073, Göttingen, Germany
| | - Jing Leong
- Biology Centre of the Czech Academy of Sciences, Branisovska 31, 37005, Ceske Budejovice, Czech Republic
- Faculty of Science, University of South Bohemia, Branisovska 31, 37005, Ceske Budejovice, Czech Republic
| | - Stéphane M Bailleul
- Division recherche et développement scientifique, Jardin botanique de Montréal, 4101 Sherbrooke est, Montréal, H1X 2B2, QC, Canada
| | - Martin Volf
- Biology Centre of the Czech Academy of Sciences, Branisovska 31, 37005, Ceske Budejovice, Czech Republic
- Faculty of Science, University of South Bohemia, Branisovska 31, 37005, Ceske Budejovice, Czech Republic
| | - Natascha D Wagner
- Department of Systematics, Biodiversity and Evolution of Plants (with Herbarium), University of Goettingen, Untere Karspüle 2, D-37073, Göttingen, Germany
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Volf M, Renoult SA, Panthee S, van Dam NM. Quantifying various aspects of chemical diversity in hybrid plants can help understanding ecological consequences of hybridization. AMERICAN JOURNAL OF BOTANY 2024; 111:e16283. [PMID: 38332482 DOI: 10.1002/ajb2.16283] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Revised: 12/14/2023] [Accepted: 12/14/2023] [Indexed: 02/10/2024]
Affiliation(s)
- Martin Volf
- Biology Centre of the Czech Academy of Sciences, Branisovska 31, Ceske Budejovice, 37005, Czech Republic
- Faculty of Science, University of South Bohemia, Branisovska 31, Ceske Budejovice, 37005, Czech Republic
| | - Sofian A Renoult
- Biology Centre of the Czech Academy of Sciences, Branisovska 31, Ceske Budejovice, 37005, Czech Republic
- Faculty of Science, University of South Bohemia, Branisovska 31, Ceske Budejovice, 37005, Czech Republic
| | - Shristee Panthee
- Leibniz Institute for Vegetable and Ornamental Crops (IGZ) e.V., Theodor-Echtermeyer-Weg 1, Großbeeren, 14979, Germany
| | - Nicole M van Dam
- Leibniz Institute for Vegetable and Ornamental Crops (IGZ) e.V., Theodor-Echtermeyer-Weg 1, Großbeeren, 14979, Germany
- Institute of Biodiversity, Friedrich-Schiller-Universität Jena, Dornburgerstraße 159, Jena, 07745, Germany
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Wang X, He Y, Sedio BE, Jin L, Ge X, Glomglieng S, Cao M, Yang J, Swenson NG, Yang J. Phytochemical diversity impacts herbivory in a tropical rainforest tree community. Ecol Lett 2023; 26:1898-1910. [PMID: 37776563 DOI: 10.1111/ele.14308] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2023] [Revised: 07/24/2023] [Accepted: 08/25/2023] [Indexed: 10/02/2023]
Abstract
Metabolomics provides an unprecedented window into diverse plant secondary metabolites that represent a potentially critical niche dimension in tropical forests underlying species coexistence. Here, we used untargeted metabolomics to evaluate chemical composition of 358 tree species and its relationship with phylogeny and variation in light environment, soil nutrients, and insect herbivore leaf damage in a tropical rainforest plot. We report no phylogenetic signal in most compound classes, indicating rapid diversification in tree metabolomes. We found that locally co-occurring species were more chemically dissimilar than random and that local chemical dispersion and metabolite diversity were associated with lower herbivory, especially that of specialist insect herbivores. Our results highlight the role of secondary metabolites in mediating plant-herbivore interactions and their potential to facilitate niche differentiation in a manner that contributes to species coexistence. Furthermore, our findings suggest that specialist herbivore pressure is an important mechanism promoting phytochemical diversity in tropical forests.
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Affiliation(s)
- Xuezhao Wang
- Key Laboratory of Tropical Forest Ecology, Xishuangbanna Tropical Botanical Garden, Chinese Academy of Sciences, Kunming, China
- University of Chinese Academy of Sciences, Beijing, China
- School of Ecology and Environment, Southwest Forestry University, Kunming, China
| | - Yunyun He
- Key Laboratory of Tropical Forest Ecology, Xishuangbanna Tropical Botanical Garden, Chinese Academy of Sciences, Kunming, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Brian E Sedio
- Department of Integrative Biology, University of Texas at Austin, Texas, Austin, USA
- Smithsonian Tropical Research Institute, Ancón, Republic of Panama
| | - Lu Jin
- College of Life Sciences, South China Agricultural University, Guangzhou, China
- Key Laboratory of Plant Resources Conservation and Sustainable Utilization, South China Botanical Garden, Chinese Academy of Sciences, Guangzhou, China
| | - Xuejun Ge
- Key Laboratory of Plant Resources Conservation and Sustainable Utilization, South China Botanical Garden, Chinese Academy of Sciences, Guangzhou, China
| | - Suphanee Glomglieng
- Key Laboratory of Tropical Forest Ecology, Xishuangbanna Tropical Botanical Garden, Chinese Academy of Sciences, Kunming, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Min Cao
- Key Laboratory of Tropical Forest Ecology, Xishuangbanna Tropical Botanical Garden, Chinese Academy of Sciences, Kunming, China
| | - Jianhong Yang
- State Key Laboratory of Phytochemistry and Plant Resources in West China, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, China
| | - Nathan G Swenson
- Department of Biological Sciences, University of Notre Dame, Indiana, Notre Dame, USA
| | - Jie Yang
- Key Laboratory of Tropical Forest Ecology, Xishuangbanna Tropical Botanical Garden, Chinese Academy of Sciences, Kunming, China
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