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van Tiel N, Fopp F, Brun P, van den Hoogen J, Karger DN, Casadei CM, Lyu L, Tuia D, Zimmermann NE, Crowther TW, Pellissier L. Regional uniqueness of tree species composition and response to forest loss and climate change. Nat Commun 2024; 15:4375. [PMID: 38821947 PMCID: PMC11143270 DOI: 10.1038/s41467-024-48276-3] [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: 06/16/2023] [Accepted: 04/26/2024] [Indexed: 06/02/2024] Open
Abstract
The conservation and restoration of forest ecosystems require detailed knowledge of the native plant compositions. Here, we map global forest tree composition and assess the impacts of historical forest cover loss and climate change on trees. The global occupancy of 10,590 tree species reveals complex taxonomic and phylogenetic gradients determining a local signature of tree lineage assembly. Species occupancy analyses indicate that historical forest loss has significantly restricted the potential suitable range of tree species in all forest biomes. Nevertheless, tropical moist and boreal forest biomes display the lowest level of range restriction and harbor extremely large ranged tree species, albeit with a stark contrast in richness and composition. Climate change simulations indicate that forest biomes are projected to differ in their response to climate change, with the highest predicted species loss in tropical dry and Mediterranean ecoregions. Our findings highlight the need for preserving the remaining large forest biomes while regenerating degraded forests in a way that provides resilience against climate change.
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Affiliation(s)
- Nina van Tiel
- Global Ecosystem Ecology, Department of Environmental Systems Science, ETH Zürich, Zürich, Switzerland.
- Environmental Computational Science and Earth Observation Laboratory, Ecole Polytechnique Fédérale de Lausanne, Lausanne, Switzerland.
| | - Fabian Fopp
- Ecosystems and Landscape Evolution, Institute of Terrestrial Ecosystems, Department of Environmental Systems Science, ETH Zürich, Zürich, Switzerland
- Land Change Science Research Unit, Swiss Federal Institute for Forest, Snow and Landscape Research, WSL, Birmensdorf, Switzerland
| | - Philipp Brun
- Land Change Science Research Unit, Swiss Federal Institute for Forest, Snow and Landscape Research, WSL, Birmensdorf, Switzerland
| | - Johan van den Hoogen
- Global Ecosystem Ecology, Department of Environmental Systems Science, ETH Zürich, Zürich, Switzerland
| | - Dirk Nikolaus Karger
- Biodiversity and Conservation Biology, Swiss Federal Institute for Forest, Snow and Landscape Research, WSL, Birmensdorf, Switzerland
| | - Cecilia M Casadei
- Laboratory of Biomolecular Research, Biology and Chemistry Division, Paul Scherrer Institute, PSI, Villigen, Switzerland
- Institute of Molecular Biology and Biophysics, Department of Biology, ETH Zürich, Zürich, Switzerland
| | - Lisha Lyu
- Ecosystems and Landscape Evolution, Institute of Terrestrial Ecosystems, Department of Environmental Systems Science, ETH Zürich, Zürich, Switzerland
- Land Change Science Research Unit, Swiss Federal Institute for Forest, Snow and Landscape Research, WSL, Birmensdorf, Switzerland
| | - Devis Tuia
- Environmental Computational Science and Earth Observation Laboratory, Ecole Polytechnique Fédérale de Lausanne, Lausanne, Switzerland
| | - Niklaus E Zimmermann
- Land Change Science Research Unit, Swiss Federal Institute for Forest, Snow and Landscape Research, WSL, Birmensdorf, Switzerland
| | - Thomas W Crowther
- Global Ecosystem Ecology, Department of Environmental Systems Science, ETH Zürich, Zürich, Switzerland
| | - Loïc Pellissier
- Ecosystems and Landscape Evolution, Institute of Terrestrial Ecosystems, Department of Environmental Systems Science, ETH Zürich, Zürich, Switzerland
- Land Change Science Research Unit, Swiss Federal Institute for Forest, Snow and Landscape Research, WSL, Birmensdorf, Switzerland
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3
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Bruneau A, de Queiroz LP, Ringelberg JJ, Borges LM, Bortoluzzi RLDC, Brown GK, Cardoso DBOS, Clark RP, Conceição ADS, Cota MMT, Demeulenaere E, de Stefano RD, Ebinger JE, Ferm J, Fonseca-Cortés A, Gagnon E, Grether R, Guerra E, Haston E, Herendeen PS, Hernández HM, Hopkins HCF, Huamantupa-Chuquimaco I, Hughes CE, Ickert-Bond SM, Iganci J, Koenen EJM, Lewis GP, de Lima HC, de Lima AG, Luckow M, Marazzi B, Maslin BR, Morales M, Morim MP, Murphy DJ, O’Donnell SA, Oliveira FG, Oliveira ACDS, Rando JG, Ribeiro PG, Ribeiro CL, Santos FDS, Seigler DS, da Silva GS, Simon MF, Soares MVB, Terra V. Advances in Legume Systematics 14. Classification of Caesalpinioideae. Part 2: Higher-level classification. PHYTOKEYS 2024; 240:1-552. [PMID: 38912426 PMCID: PMC11188994 DOI: 10.3897/phytokeys.240.101716] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/18/2023] [Accepted: 11/19/2023] [Indexed: 06/25/2024]
Abstract
Caesalpinioideae is the second largest subfamily of legumes (Leguminosae) with ca. 4680 species and 163 genera. It is an ecologically and economically important group formed of mostly woody perennials that range from large canopy emergent trees to functionally herbaceous geoxyles, lianas and shrubs, and which has a global distribution, occurring on every continent except Antarctica. Following the recent re-circumscription of 15 Caesalpinioideae genera as presented in Advances in Legume Systematics 14, Part 1, and using as a basis a phylogenomic analysis of 997 nuclear gene sequences for 420 species and all but five of the genera currently recognised in the subfamily, we present a new higher-level classification for the subfamily. The new classification of Caesalpinioideae comprises eleven tribes, all of which are either new, reinstated or re-circumscribed at this rank: Caesalpinieae Rchb. (27 genera / ca. 223 species), Campsiandreae LPWG (2 / 5-22), Cassieae Bronn (7 / 695), Ceratonieae Rchb. (4 / 6), Dimorphandreae Benth. (4 / 35), Erythrophleeae LPWG (2 /13), Gleditsieae Nakai (3 / 20), Mimoseae Bronn (100 / ca. 3510), Pterogyneae LPWG (1 / 1), Schizolobieae Nakai (8 / 42-43), Sclerolobieae Benth. & Hook. f. (5 / ca. 113). Although many of these lineages have been recognised and named in the past, either as tribes or informal generic groups, their circumscriptions have varied widely and changed over the past decades, such that all the tribes described here differ in generic membership from those previously recognised. Importantly, the approximately 3500 species and 100 genera of the former subfamily Mimosoideae are now placed in the reinstated, but newly circumscribed, tribe Mimoseae. Because of the large size and ecological importance of the tribe, we also provide a clade-based classification system for Mimoseae that includes 17 named lower-level clades. Fourteen of the 100 Mimoseae genera remain unplaced in these lower-level clades: eight are resolved in two grades and six are phylogenetically isolated monogeneric lineages. In addition to the new classification, we provide a key to genera, morphological descriptions and notes for all 163 genera, all tribes, and all named clades. The diversity of growth forms, foliage, flowers and fruits are illustrated for all genera, and for each genus we also provide a distribution map, based on quality-controlled herbarium specimen localities. A glossary for specialised terms used in legume morphology is provided. This new phylogenetically based classification of Caesalpinioideae provides a solid system for communication and a framework for downstream analyses of biogeography, trait evolution and diversification, as well as for taxonomic revision of still understudied genera.
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Affiliation(s)
- Anne Bruneau
- Institut de recherche en biologie végétale and Département de Sciences biologiques, Université de Montréal, 4101 Sherbrooke E., Montreal (QC) H1X 2B2, CanadaUniversité de MontréalMontrealCanada
| | - Luciano Paganucci de Queiroz
- Universidade Estadual de Feira de Santana, Departamento de Ciências Biológicas, Av. Transnordestina s/n, Campus, Novo Horizonte. 44036-900, Feira de Santana, BA, BrazilUniversidade Estadual de Feira de SantanaFeira de SantanaBrazil
| | - Jens J. Ringelberg
- Department of Systematic and Evolutionary Botany, University of Zurich, Zollikerstrasse 107, 8008 Zurich, SwitzerlandUniversity of ZurichZurichSwitzerland
- School of Geosciences, University of Edinburgh, Old College, South Bridge, Edinburgh EH8 9YL, UKUniversity of EdinburghEdinburghUnited Kingdom
| | - Leonardo M. Borges
- Universidade Federal de São Carlos, Departamento de Botânica, Rodovia Washington Luís, Km 235, 13565-905, São Carlos, SP, BrazilUniversidade Federal de São CarlosSão CarlosBrazil
| | - Roseli Lopes da Costa Bortoluzzi
- Programa de Pós-graduação em Produção Vegetal, Universidade do Estado de Santa Catarina, Centro de Ciências Agroveterinárias, Avenida Luiz de Camões 2090, 88520-000, Lages, Santa Catarina, BrazilUniversidade do Estado de Santa CatarinaSanta CatarinaBrazil
| | - Gillian K. Brown
- Queensland Herbarium and Biodiversity Science, Department of Environment and Science, Toowong, Queensland, 4066, AustraliaQueensland Herbarium and Biodiversity ScienceToowongAustralia
| | - Domingos B. O. S. Cardoso
- Instituto de Pesquisas Jardim Botânico do Rio de Janeiro, Pacheco Leão 915, 22460-030, Rio de Janeiro, RJ, BrazilInstituto de Pesquisas Jardim Botânico do Rio de JaneiroRio de JaneiroBrazil
- Programa de Pós-Graduação em Biodiversidade e Evolução (PPGBioEvo), Instituto de Biologia, Universidade Federal de Bahia (UFBA), Rua Barão de Jeremoabo, s.n., Ondina, 40170-115, Salvador, BA, BrazilUniversidade Federal de BahiaSalvadorBrazil
| | - Ruth P. Clark
- Accelerated Taxonomy Department, Royal Botanic Gardens, Kew, Richmond, TW9 3AE, UKRoyal Botanic GardensRichmondUnited Kingdom
| | - Adilva de Souza Conceição
- Programa de Pós-graduação em Diversidade Vegetal, Universidade do Estado da Bahia, Herbário HUNEB, Campus VIII, Rua do Gangorra 503, 48608-240, Paulo Afonso, Bahia, BrazilUniversidade do Estado da BahiaBahiaBrazil
| | - Matheus Martins Teixeira Cota
- Universidade Estadual de Feira de Santana, Departamento de Ciências Biológicas, Av. Transnordestina s/n, Campus, Novo Horizonte. 44036-900, Feira de Santana, BA, BrazilUniversidade Estadual de Feira de SantanaFeira de SantanaBrazil
| | - Else Demeulenaere
- Center for Island Sustainability and Sea Grant, University of Guam, UOG Station, Mangilao, 96923, GuamUniversity of GuamMangilaoGuam
| | - Rodrigo Duno de Stefano
- Centro de Investigación Científica de Yucatán, A.C. (CICY), Calle 43 No. 130 x 32 y 34, Chuburná de Hidalgo; CP 97205, Mérida, Yucatán, MexicoCentro de Investigación Científica de Yucatán, A.C.MéridaMexico
| | - John E. Ebinger
- Eastern Illinois University, Charleston, IL 61920, USAEastern Illinois UniversityCharlestonUnited States of America
| | - Julia Ferm
- Department of Ecology, Environment and Plant Sciences, 10691, Stockholm University, Stockholm, SwedenStockholm UniversityStockholmSweden
| | - Andrés Fonseca-Cortés
- Universidade Estadual de Feira de Santana, Departamento de Ciências Biológicas, Av. Transnordestina s/n, Campus, Novo Horizonte. 44036-900, Feira de Santana, BA, BrazilUniversidade Estadual de Feira de SantanaFeira de SantanaBrazil
| | - Edeline Gagnon
- Department of Integrative Biology, University of Guelph, 50 Stone Road, Guelph (ON) N1G 2W1, CanadaRoyal Botanic Garden EdinburghEdinburghUnited Kingdom
- Chair of Phytopathology, Technical University Munich, 85354 Freising, GermanyUniversity of GuelphGuelphCanada
- Royal Botanic Garden Edinburgh, 20A Inverleith Row, Edinburgh, EH3 5LR, UKTechnical University MunichFreisingGermany
| | - Rosaura Grether
- Departamento de Biología, Universidad Autónoma Metropolitana-Iztapalapa, Apdo. Postal 55-535, 09340 Ciudad de México, MexicoUniversidad Autónoma Metropolitana-IztapalapaCiudad de MéxicoMexico
| | - Ethiéne Guerra
- Universidade Federal do Rio Grande do Sul, Programa de Pós-Graduação em Botânica, Av. Bento Gonçalves 9500, Bloco IV - Prédio 43433, Porto Alegre, RS, 91501-970, BrazilUniversidade Federal do Rio Grande do SulPorto AlegreBrazil
| | - Elspeth Haston
- Royal Botanic Garden Edinburgh, 20A Inverleith Row, Edinburgh, EH3 5LR, UKTechnical University MunichFreisingGermany
| | - Patrick S. Herendeen
- Chicago Botanic Garden, 1000 Lake Cook Road, Glencoe, IL 60022, USAChicago Botanic GardenGlencoeUnited States of America
| | - Héctor M. Hernández
- Departamento de Botánica, Instituto de Biología, Universidad Nacional Autónoma de México, Cd. Universitaria, 04510 Ciudad de México, MexicoUniversidad Nacional Autónoma de MéxicoCiudad de MéxicoMexico
| | - Helen C. F. Hopkins
- Accelerated Taxonomy Department, Royal Botanic Gardens, Kew, Richmond, TW9 3AE, UKRoyal Botanic GardensRichmondUnited Kingdom
| | - Isau Huamantupa-Chuquimaco
- Herbario Alwyn Gentry (HAG), Universidad Nacional Amazónica de Madre de Dios (UNAMAD), AV. Jorge Chávez N°1160, Madre de Dios, PeruUniversidad Nacional Amazónica de Madre de DiosMadre de DiosPeru
| | - Colin E. Hughes
- Department of Systematic and Evolutionary Botany, University of Zurich, Zollikerstrasse 107, 8008 Zurich, SwitzerlandUniversity of ZurichZurichSwitzerland
| | - Stefanie M. Ickert-Bond
- Department of Biology & Wildlife & Herbarium (ALA) at the University of Alaska Museum of the North, University of Alaska Fairbanks, P.O. Box 756960, Fairbanks AK 99775-6960, USAUniversity of Alaska FairbanksFairbanksUnited States of America
| | - João Iganci
- Universidade Federal do Rio Grande do Sul, Programa de Pós-Graduação em Botânica, Av. Bento Gonçalves 9500, Bloco IV - Prédio 43433, Porto Alegre, RS, 91501-970, BrazilUniversidade Federal do Rio Grande do SulPorto AlegreBrazil
- Programa de Pós-Graduação em Fisiologia Vegetal, Universidade Federal de Pelotas, Instituto de Biologia, Campus Universitário Capão do Leão, Passeio André Dreyfus, Departamento de Botânica, Prédio 21, Pelotas, Rio Grande do Sul, 96010-900, BrazilUniversidade Federal de PelotasPelotasBrazil
| | - Erik J. M. Koenen
- Evolutionary Biology & Ecology, Université Libre de Bruxelles, Faculté des Sciences, Campus du Solbosch - CP 160/12, Avenue F.D. Roosevelt, 50, 1050 Bruxelles, BelgiumUniversité Libre de BruxellesBruxellesBelgium
| | - Gwilym P. Lewis
- Accelerated Taxonomy Department, Royal Botanic Gardens, Kew, Richmond, TW9 3AE, UKRoyal Botanic GardensRichmondUnited Kingdom
| | - Haroldo Cavalcante de Lima
- Instituto de Pesquisas Jardim Botânico do Rio de Janeiro, Pacheco Leão 915, 22460-030, Rio de Janeiro, RJ, BrazilInstituto de Pesquisas Jardim Botânico do Rio de JaneiroRio de JaneiroBrazil
- Instituto Nacional da Mata Atlântica / INMA-MCTI, Av. José Ruschi, 4, Centro, 29650-000, Santa Teresa, Espírito Santo, BrazilInstituto Nacional da Mata AtlânticaSanta TeresaBrazil
| | - Alexandre Gibau de Lima
- Instituto de Pesquisas Jardim Botânico do Rio de Janeiro, Pacheco Leão 915, 22460-030, Rio de Janeiro, RJ, BrazilInstituto de Pesquisas Jardim Botânico do Rio de JaneiroRio de JaneiroBrazil
- Department of Biological and Environmental Sciences, University of Gothenburg, Gothenburg, SwedenUniversity of GothenburgGothenburgSweden
| | - Melissa Luckow
- School of Integrative Plant Science, Plant Biology Section, Cornell University, 215 Garden Avenue, Roberts Hall 260, Ithaca, NY 14853, USACornell UniversityIthacaUnited States of America
| | - Brigitte Marazzi
- Natural History Museum of Canton Ticino, Viale C. Cattaneo 4, 6900 Lugano, SwitzerlandNatural History Museum of Canton TicinoLuganoSwitzerland
| | - Bruce R. Maslin
- Western Australian Herbarium, Department of Biodiversity, Conservation and Attractions, Locked Bag 104, Bentley Delivery Centre, Western Australia, 6983, AustraliaWestern Australian HerbariumBentley Delivery CentreAustralia
- Singapore Herbarium, 1 Cluny Road, Singapore, SingaporeSingapore HerbariumSingaporeSingapore
| | - Matías Morales
- Instituto de Recursos Biológicos, CIRN–CNIA, INTA. N. Repetto & Los Reseros s.n., Hurlingham, Buenos Aires, ArgentinaInstituto de Recursos BiológicosBuenos AiresArgentina
- Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Godoy Cruz 2290 (C1425FQB), Ciudad Autónoma de Buenos Aires, ArgentinaConsejo Nacional de Investigaciones Científicas y TécnicasCiudad Autónoma de Buenos AiresArgentina
| | - Marli Pires Morim
- Instituto de Pesquisas Jardim Botânico do Rio de Janeiro, Pacheco Leão 915, 22460-030, Rio de Janeiro, RJ, BrazilInstituto de Pesquisas Jardim Botânico do Rio de JaneiroRio de JaneiroBrazil
| | - Daniel J. Murphy
- Royal Botanic Gardens Victoria, Melbourne, Victoria, 3004, AustraliaRoyal Botanic Gardens VictoriaVictoriaAustralia
| | - Shawn A. O’Donnell
- Geography and Environmental Sciences, Northumbria University, Ellison Place, Newcastle upon Tyne, NE1 8ST, UKNorthumbria UniversityNewcastle upon TyneUnited Kingdom
| | - Filipe Gomes Oliveira
- Universidade Estadual de Feira de Santana, Departamento de Ciências Biológicas, Av. Transnordestina s/n, Campus, Novo Horizonte. 44036-900, Feira de Santana, BA, BrazilUniversidade Estadual de Feira de SantanaFeira de SantanaBrazil
| | - Ana Carla da Silva Oliveira
- Universidade Estadual de Feira de Santana, Departamento de Ciências Biológicas, Av. Transnordestina s/n, Campus, Novo Horizonte. 44036-900, Feira de Santana, BA, BrazilUniversidade Estadual de Feira de SantanaFeira de SantanaBrazil
| | - Juliana Gastaldello Rando
- Programa de Pós-graduação em Ciências Ambientais, Universidade Federal do Oeste da Bahia, Rua Professor José Seabra Lemos 316, 47800-021, Barreiras, Bahia, BrazilUniversidade Federal do Oeste da BahiaBarreirasBrazil
| | - Pétala Gomes Ribeiro
- Universidade Estadual de Feira de Santana, Departamento de Ciências Biológicas, Av. Transnordestina s/n, Campus, Novo Horizonte. 44036-900, Feira de Santana, BA, BrazilUniversidade Estadual de Feira de SantanaFeira de SantanaBrazil
| | - Carolina Lima Ribeiro
- Universidade Estadual de Feira de Santana, Departamento de Ciências Biológicas, Av. Transnordestina s/n, Campus, Novo Horizonte. 44036-900, Feira de Santana, BA, BrazilUniversidade Estadual de Feira de SantanaFeira de SantanaBrazil
| | - Felipe da Silva Santos
- Universidade Estadual de Feira de Santana, Departamento de Ciências Biológicas, Av. Transnordestina s/n, Campus, Novo Horizonte. 44036-900, Feira de Santana, BA, BrazilUniversidade Estadual de Feira de SantanaFeira de SantanaBrazil
| | - David S. Seigler
- Department of Plant Biology, University of Illinois, Urbana, IL 61801, USAUniversity of IllinoisUrbanaUnited States of America
| | - Guilherme Sousa da Silva
- Instituto de Biologia, Universidade Estadual de Campinas, Campinas, 13083-876, São Paulo/SP, BrazilUniversidade Estadual de CampinasSão PauloBrazil
| | - Marcelo F. Simon
- Empresa Brasileira de Pesquisa Agropecuária (Embrapa) Recursos Genéticos e Biotecnologia, Parque Estação Biológica, Caixa Postal 02372, 70770-917, Brasília/DF, BrazilEmpresa Brasileira de Pesquisa AgropecuáriaBrasíliaBrazil
| | - Marcos Vinícius Batista Soares
- Universidade Federal do Rio Grande do Sul, Programa de Pós-Graduação em Botânica, Av. Bento Gonçalves 9500, Bloco IV - Prédio 43433, Porto Alegre, RS, 91501-970, BrazilUniversidade Federal do Rio Grande do SulPorto AlegreBrazil
| | - Vanessa Terra
- Instituto de Biologia, Universidade Federal de Santa Maria, 97105-900, Santa Maria/RS, BrazilUniversidade Federal de Santa MariaSanta MariaBrazil
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Jia H, Lin J, Lin Z, Wang Y, Xu L, Ding W, Ming R. Haplotype-resolved genome of Mimosa bimucronata revealed insights into leaf movement and nitrogen fixation. BMC Genomics 2024; 25:334. [PMID: 38570736 PMCID: PMC10993578 DOI: 10.1186/s12864-024-10264-8] [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: 11/09/2023] [Accepted: 03/27/2024] [Indexed: 04/05/2024] Open
Abstract
BACKGROUND Mimosa bimucronata originates from tropical America and exhibits distinctive leaf movement characterized by a relative slow speed. Additionally, this species possesses the ability to fix nitrogen. Despite these intriguing traits, comprehensive studies have been hindered by the lack of genomic resources for M. bimucronata. RESULTS To unravel the intricacies of leaf movement and nitrogen fixation, we successfully assembled a high-quality, haplotype-resolved, reference genome at the chromosome level, spanning 648 Mb and anchored in 13 pseudochromosomes. A total of 32,146 protein-coding genes were annotated. In particular, haplotype A was annotated with 31,035 protein-coding genes, and haplotype B with 31,440 protein-coding genes. Structural variations (SVs) and allele specific expression (ASE) analyses uncovered the potential role of structural variants in leaf movement and nitrogen fixation in M. bimucronata. Two whole-genome duplication (WGD) events were detected, that occurred ~ 2.9 and ~ 73.5 million years ago. Transcriptome and co-expression network analyses revealed the involvement of aquaporins (AQPs) and Ca2+-related ion channel genes in leaf movement. Moreover, we also identified nodulation-related genes and analyzed the structure and evolution of the key gene NIN in the process of symbiotic nitrogen fixation (SNF). CONCLUSION The detailed comparative genomic and transcriptomic analyses provided insights into the mechanisms governing leaf movement and nitrogen fixation in M. bimucronata. This research yielded genomic resources and provided an important reference for functional genomic studies of M. bimucronata and other legume species.
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Affiliation(s)
- Haifeng Jia
- College of Agriculture, Center for Genomics and Biotechnology, Fujian Agriculture and Forestry University, Fuzhou, 350002, China
| | - Jishan Lin
- National Key Laboratory for Tropical Crop Breeding, Institute of Tropical Bioscience and Biotechnology, Chinese Academy of Tropical Agricultural Sciences, Haikou, 570100, China
| | - Zhicong Lin
- College of Environment and Biological Engineering, Putian University, Putian, 351100, China
| | - Yibin Wang
- Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen, 518120, China
| | - Liangwei Xu
- College of Agriculture, Center for Genomics and Biotechnology, Fujian Agriculture and Forestry University, Fuzhou, 350002, China
- College of Life Science, Fujian Agriculture and Forestry University, Fuzhou, 350002, China
| | - Wenjie Ding
- College of Agriculture, Center for Genomics and Biotechnology, Fujian Agriculture and Forestry University, Fuzhou, 350002, China
- College of Life Science, Fujian Agriculture and Forestry University, Fuzhou, 350002, China
| | - Ray Ming
- College of Agriculture, Center for Genomics and Biotechnology, Fujian Agriculture and Forestry University, Fuzhou, 350002, China.
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