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Fu S, Chen X, Wang K, Chen J, Zhou J, Yi W, Lyu M, Ye Z, Bu W. Shared phylogeographic patterns and environmental responses of co-distributed soybean pests: Insights from comparative phylogeographic studies of Riptortus pedestris and Riptortus linearis in the subtropics of East Asia. Mol Phylogenet Evol 2024; 195:108055. [PMID: 38485106 DOI: 10.1016/j.ympev.2024.108055] [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: 12/04/2023] [Revised: 01/31/2024] [Accepted: 03/07/2024] [Indexed: 03/19/2024]
Abstract
Comparative phylogeographic studies of closely related species sharing co-distribution areas can elucidate the role of shared historical factors and environmental changes in shaping their phylogeographic pattern. The bean bugs, Riptortus pedestris and Riptortus linearis, which both inhabit subtropical regions in East Asia, are recognized as highly destructive soybean pests. Many previous studies have investigated the biological characteristics, pheromones, chemicals and control mechanisms of these two pests, but few studies have explored their phylogeographic patterns and underlying factors. In this study, we generated a double-digest restriction site-associated DNA sequencing (ddRAD-seq) dataset to investigate phylogeographic patterns and construct ecological niche models (ENM) for both Riptortus species. Our findings revealed similar niche occupancies and population genetic structures between the two species, with each comprising two phylogeographic lineages (i.e., the mainland China and the Indochina Peninsula clades) that diverged approximately 0.1 and 0.3 million years ago, respectively. This divergence likely resulted from the combined effects of temperatures variation and geographical barriers in the mountainous regions of Southwest China. Further demographic history and ENM analyses suggested that both pests underwent rapid expansion prior to the Last Glacial Maximum (LGM). Furthermore, ENM predicts a northward shift of both pests into new soybean-producing regions due to global warming. Our study indicated that co-distribution soybean pests with overlapping ecological niches and similar life histories in subtropical regions of East Asia exhibit congruent phylogeographic and demographic patterns in response to shared historical biogeographic drivers.
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Affiliation(s)
- Siying Fu
- College of Life Sciences, Nankai University, Tianjin 300071, China
| | - Xin Chen
- College of Life Sciences, Cangzhou Normal University, Cangzhou, China(2)
| | - Kaibin Wang
- College of Life Sciences, Nankai University, Tianjin 300071, China
| | - Juhong Chen
- College of Life Sciences, Nankai University, Tianjin 300071, China
| | - Jiayue Zhou
- College of Life Sciences, Nankai University, Tianjin 300071, China
| | - Wenbo Yi
- Department of Biology, Xinzhou Normal University, Xinzhou, Shanxi, China(2)
| | - Minhua Lyu
- Nanchang University, Affiliated Hospital 1, Jiangxi, China(2)
| | - Zhen Ye
- College of Life Sciences, Nankai University, Tianjin 300071, China.
| | - Wenjun Bu
- College of Life Sciences, Nankai University, Tianjin 300071, China.
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2
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Ma LJ, Cao LJ, Chen JC, Tang MQ, Song W, Yang FY, Shen XJ, Ren YJ, Yang Q, Li H, Hoffmann AA, Wei SJ. Rapid and Repeated Climate Adaptation Involving Chromosome Inversions following Invasion of an Insect. Mol Biol Evol 2024; 41:msae044. [PMID: 38401527 PMCID: PMC10924284 DOI: 10.1093/molbev/msae044] [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: 10/25/2023] [Revised: 01/23/2024] [Accepted: 02/20/2024] [Indexed: 02/26/2024] Open
Abstract
Following invasion, insects can become adapted to conditions experienced in their invasive range, but there are few studies on the speed of adaptation and its genomic basis. Here, we examine a small insect pest, Thrips palmi, following its contemporary range expansion across a sharp climate gradient from the subtropics to temperate areas. We first found a geographically associated population genetic structure and inferred a stepping-stone dispersal pattern in this pest from the open fields of southern China to greenhouse environments of northern regions, with limited gene flow after colonization. In common garden experiments, both the field and greenhouse groups exhibited clinal patterns in thermal tolerance as measured by critical thermal maximum (CTmax) closely linked with latitude and temperature variables. A selection experiment reinforced the evolutionary potential of CTmax with an estimated h2 of 6.8% for the trait. We identified 3 inversions in the genome that were closely associated with CTmax, accounting for 49.9%, 19.6%, and 8.6% of the variance in CTmax among populations. Other genomic variations in CTmax outside the inversion region were specific to certain populations but functionally conserved. These findings highlight rapid adaptation to CTmax in both open field and greenhouse populations and reiterate the importance of inversions behaving as large-effect alleles in climate adaptation.
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Affiliation(s)
- Li-Jun Ma
- Institute of Plant Protection, Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China
| | - Li-Jun Cao
- Institute of Plant Protection, Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China
| | - Jin-Cui Chen
- Institute of Plant Protection, Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China
| | - Meng-Qing Tang
- Institute of Plant Protection, Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China
- Department of Entomology and MOA Key Lab of Pest Monitoring and Green Management, College of Plant Protection, China Agricultural University, Beijing 100193, China
| | - Wei Song
- Institute of Plant Protection, Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China
| | - Fang-Yuan Yang
- Institute of Plant Protection, Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China
| | - Xiu-Jing Shen
- Institute of Plant Protection, Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China
| | - Ya-Jing Ren
- Institute of Plant Protection, Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China
- Department of Entomology and MOA Key Lab of Pest Monitoring and Green Management, College of Plant Protection, China Agricultural University, Beijing 100193, China
| | - Qiong Yang
- Bio21 Institute, School of BioSciences, University of Melbourne, Parkville, Victoria 3010, Australia
| | - Hu Li
- Department of Entomology and MOA Key Lab of Pest Monitoring and Green Management, College of Plant Protection, China Agricultural University, Beijing 100193, China
| | - Ary Anthony Hoffmann
- Bio21 Institute, School of BioSciences, University of Melbourne, Parkville, Victoria 3010, Australia
| | - Shu-Jun Wei
- Institute of Plant Protection, Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China
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McGaughran A, Dhami MK, Parvizi E, Vaughan AL, Gleeson DM, Hodgins KA, Rollins LA, Tepolt CK, Turner KG, Atsawawaranunt K, Battlay P, Congrains C, Crottini A, Dennis TPW, Lange C, Liu XP, Matheson P, North HL, Popovic I, Rius M, Santure AW, Stuart KC, Tan HZ, Wang C, Wilson J. Genomic Tools in Biological Invasions: Current State and Future Frontiers. Genome Biol Evol 2024; 16:evad230. [PMID: 38109935 PMCID: PMC10776249 DOI: 10.1093/gbe/evad230] [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: 09/15/2023] [Revised: 11/16/2023] [Accepted: 12/12/2023] [Indexed: 12/20/2023] Open
Abstract
Human activities are accelerating rates of biological invasions and climate-driven range expansions globally, yet we understand little of how genomic processes facilitate the invasion process. Although most of the literature has focused on underlying phenotypic correlates of invasiveness, advances in genomic technologies are showing a strong link between genomic variation and invasion success. Here, we consider the ability of genomic tools and technologies to (i) inform mechanistic understanding of biological invasions and (ii) solve real-world issues in predicting and managing biological invasions. For both, we examine the current state of the field and discuss how genomics can be leveraged in the future. In addition, we make recommendations pertinent to broader research issues, such as data sovereignty, metadata standards, collaboration, and science communication best practices that will require concerted efforts from the global invasion genomics community.
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Affiliation(s)
- Angela McGaughran
- Te Aka Mātuatua/School of Science, University of Waikato, Hamilton, New Zealand
| | - Manpreet K Dhami
- Biocontrol and Molecular Ecology, Manaaki Whenua Landcare Research, Lincoln, New Zealand
- School of Biological Sciences, Waipapa Taumata Rau/University of Auckland, Auckland, New Zealand
| | - Elahe Parvizi
- Te Aka Mātuatua/School of Science, University of Waikato, Hamilton, New Zealand
| | - Amy L Vaughan
- Biocontrol and Molecular Ecology, Manaaki Whenua Landcare Research, Lincoln, New Zealand
| | - Dianne M Gleeson
- Centre for Conservation Ecology and Genomics, Faculty of Science and Technology, University of Canberra, Canberra, ACT, Australia
| | - Kathryn A Hodgins
- School of Biological Sciences, Monash University, Melbourne, VIC, Australia
| | - Lee A Rollins
- Evolution and Ecology Research Centre, University of New South Wales, Sydney, NSW, Australia
| | - Carolyn K Tepolt
- Department of Biology, Woods Hole Oceanographic Institution, Woods Hole, MA, USA
| | - Kathryn G Turner
- Department of Biological Sciences, Idaho State University, Pocatello, ID, USA
| | - Kamolphat Atsawawaranunt
- School of Biological Sciences, Waipapa Taumata Rau/University of Auckland, Auckland, New Zealand
| | - Paul Battlay
- School of Biological Sciences, Monash University, Melbourne, VIC, Australia
| | - Carlos Congrains
- Entomology Section, Department of Plant and Environmental Protection Sciences, University of Hawaiʻi at Mānoa, Honolulu, HI 96822, USA
- US Department of Agriculture-Agricultural Research Service, Daniel K. Inouye US Pacific Basin Agricultural Research Center, Hilo, HI 96720, USA
| | - Angelica Crottini
- CIBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, InBIO Laboratório Associado, Campus de Vairão, Universidade do Porto, Vairão 4485-661, Portugal
- Departamento de Biologia, Faculdade de Ciências, Universidade do Porto, Porto 4169–007, Portugal
- BIOPOLIS Program in Genomics, Biodiversity and Land Planning, CIBIO, Vairão 4485-661, Portugal
| | - Tristan P W Dennis
- Department of Vector Biology, Liverpool School of Tropical Medicine, Liverpool, UK
| | - Claudia Lange
- Biocontrol and Molecular Ecology, Manaaki Whenua Landcare Research, Lincoln, New Zealand
| | - Xiaoyue P Liu
- Department of Marine Science, University of Otago, Dunedin, New Zealand
| | - Paige Matheson
- Te Aka Mātuatua/School of Science, University of Waikato, Hamilton, New Zealand
| | - Henry L North
- Department of Zoology, University of Cambridge, Cambridge, UK
| | - Iva Popovic
- School of the Environment, University of Queensland, Brisbane, QLD, Australia
| | - Marc Rius
- Centre for Advanced Studies of Blanes (CEAB, CSIC), Accés a la Cala Sant Francesc, Blanes, Spain
- Department of Zoology, Centre for Ecological Genomics and Wildlife Conservation, University of Johannesburg, Johannesburg 2006, South Africa
| | - Anna W Santure
- School of Biological Sciences, Waipapa Taumata Rau/University of Auckland, Auckland, New Zealand
| | - Katarina C Stuart
- School of Biological Sciences, Waipapa Taumata Rau/University of Auckland, Auckland, New Zealand
| | - Hui Zhen Tan
- School of Biological Sciences, Waipapa Taumata Rau/University of Auckland, Auckland, New Zealand
| | - Cui Wang
- The Organismal and Evolutionary Biology Research Programme, University of Helsinki, Helsinki, Finland
| | - Jonathan Wilson
- School of Biological Sciences, Monash University, Melbourne, VIC, Australia
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Parvizi E, Vaughan AL, Dhami MK, McGaughran A. Genomic signals of local adaptation across climatically heterogenous habitats in an invasive tropical fruit fly (Bactrocera tryoni). Heredity (Edinb) 2024; 132:18-29. [PMID: 37903919 PMCID: PMC10798995 DOI: 10.1038/s41437-023-00657-y] [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: 02/14/2023] [Revised: 09/21/2023] [Accepted: 10/17/2023] [Indexed: 11/01/2023] Open
Abstract
Local adaptation plays a key role in the successful establishment of pest populations in new environments by enabling them to tolerate novel biotic and abiotic conditions experienced outside their native range. However, the genomic underpinnings of such adaptive responses remain unclear, especially for agriculturally important pests. We investigated population genomic signatures in the tropical/subtropical Queensland fruit fly, Bactrocera tryoni, which has an expanded range encompassing temperate and arid zones in Australia, and tropical zones in the Pacific Islands. Using reduced representation sequencing data from 28 populations, we detected allele frequency shifts associated with the native/invasive status of populations and identified environmental factors that have likely driven population differentiation. We also determined that precipitation, temperature, and geographic variables explain allelic shifts across the distribution range of B. tryoni. We found spatial heterogeneity in signatures of local adaptation across various climatic conditions in invaded areas. Specifically, disjunct invasive populations in the tropical Pacific Islands and arid zones of Australia were characterised by multiple significantly differentiated single nucleotide polymorphisms (SNPs), some of which were associated with genes with well-understood function in environmental stress (e.g., heat and desiccation) response. However, invasive populations in southeast Australian temperate zones showed higher gene flow with the native range and lacked a strong local adaptive signal. These results suggest that population connectivity with the native range has differentially affected local adaptive patterns in different invasive populations. Overall, our findings provide insights into the evolutionary underpinnings of invasion success of an important horticultural pest in climatically distinct environments.
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Affiliation(s)
- Elahe Parvizi
- Te Aka Mātuatua/School of Science, University of Waikato, Hamilton, New Zealand
| | - Amy L Vaughan
- Biocontrol and Molecular Ecology, Manaaki Whenua Landcare Research, Lincoln, New Zealand
| | - Manpreet K Dhami
- Biocontrol and Molecular Ecology, Manaaki Whenua Landcare Research, Lincoln, New Zealand
| | - Angela McGaughran
- Te Aka Mātuatua/School of Science, University of Waikato, Hamilton, New Zealand.
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Hofmeister NR, Stuart KC, Warren WC, Werner SJ, Bateson M, Ball GF, Buchanan KL, Burt DW, Cardilini APA, Cassey P, De Meyer T, George J, Meddle SL, Rowland HM, Sherman CDH, Sherwin WB, Vanden Berghe W, Rollins LA, Clayton DF. Concurrent invasions of European starlings in Australia and North America reveal population-specific differentiation in shared genomic regions. Mol Ecol 2023. [PMID: 37933429 DOI: 10.1111/mec.17195] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2022] [Revised: 09/22/2023] [Accepted: 10/23/2023] [Indexed: 11/08/2023]
Abstract
A species' success during the invasion of new areas hinges on an interplay between the demographic processes common to invasions and the specific ecological context of the novel environment. Evolutionary genetic studies of invasive species can investigate how genetic bottlenecks and ecological conditions shape genetic variation in invasions, and our study pairs two invasive populations that are hypothesized to be from the same source population to compare how each population evolved during and after introduction. Invasive European starlings (Sturnus vulgaris) established populations in both Australia and North America in the 19th century. Here, we compare whole-genome sequences among native and independently introduced European starling populations to determine how demographic processes interact with rapid evolution to generate similar genetic patterns in these recent and replicated invasions. Demographic models indicate that both invasive populations experienced genetic bottlenecks as expected based on invasion history, and we find that specific genomic regions have differentiated even on this short evolutionary timescale. Despite genetic bottlenecks, we suggest that genetic drift alone cannot explain differentiation in at least two of these regions. The demographic boom intrinsic to many invasions as well as potential inversions may have led to high population-specific differentiation, although the patterns of genetic variation are also consistent with the hypothesis that this infamous and highly mobile invader adapted to novel selection (e.g., extrinsic factors). We use targeted sampling of replicated invasions to identify and evaluate support for multiple, interacting evolutionary mechanisms that lead to differentiation during the invasion process.
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Affiliation(s)
- Natalie R Hofmeister
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, New York, USA
- Fuller Evolutionary Biology Program, Cornell Lab of Ornithology, Ithaca, New York, USA
| | - Katarina C Stuart
- School of Biological, Earth and Environmental Sciences, Evolution & Ecology Research Centre, UNSW Sydney, Sydney, New South Wales, Australia
| | - Wesley C Warren
- Department of Animal Sciences and Surgery, Institute for Data Science and Informatics, University of Missouri, Columbia, Missouri, USA
| | - Scott J Werner
- United States Department of Agriculture, Animal and Plant Health Inspection Service, Wildlife Services, National Wildlife Research Center, Fort Collins, Colorado, USA
| | - Melissa Bateson
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Gregory F Ball
- Department of Psychology, University of Maryland, College Park, Maryland, USA
| | | | - David W Burt
- Office of the Deputy Vice-Chancellor (Research and Innovation), The University of Queensland, Brisbane, Queensland, Australia
- The Roslin Institute, The Royal (Dick) School of Veterinary Studies, The University of Edinburgh, Midlothian, UK
| | - Adam P A Cardilini
- School of Life and Environmental Sciences, Deakin University, Waurn Ponds, Victoria, Australia
| | - Phillip Cassey
- Invasion Science & Wildlife Ecology Lab, University of Adelaide, Adelaide, South Australia, Australia
| | - Tim De Meyer
- Department of Data Analysis and Mathematical Modelling, Ghent University, Ghent, Belgium
| | - Julia George
- Department of Biological Sciences, Clemson University, Clemson, South Carolina, USA
| | - Simone L Meddle
- The Roslin Institute, The Royal (Dick) School of Veterinary Studies, The University of Edinburgh, Midlothian, UK
| | - Hannah M Rowland
- Max Planck Institute for Chemical Ecology, Jena, Germany
- Department of Zoology, University of Cambridge, Cambridge, UK
| | - Craig D H Sherman
- The Roslin Institute, The Royal (Dick) School of Veterinary Studies, The University of Edinburgh, Midlothian, UK
| | - William B Sherwin
- School of Biological, Earth and Environmental Sciences, Evolution & Ecology Research Centre, UNSW Sydney, Sydney, New South Wales, Australia
| | - Wim Vanden Berghe
- Department of Biomedical Sciences, University Antwerp, Antwerp, Belgium
| | - Lee Ann Rollins
- School of Biological, Earth and Environmental Sciences, Evolution & Ecology Research Centre, UNSW Sydney, Sydney, New South Wales, Australia
| | - David F Clayton
- Department of Genetics & Biochemistry, Clemson University, Clemson, South Carolina, USA
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Vaughan AL, Parvizi E, Matheson P, McGaughran A, Dhami MK. Current stewardship practices in invasion biology limit the value and secondary use of genomic data. Mol Ecol Resour 2023. [PMID: 37647021 DOI: 10.1111/1755-0998.13858] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Revised: 07/09/2023] [Accepted: 08/14/2023] [Indexed: 09/01/2023]
Abstract
Invasive species threaten native biota, putting fragile ecosystems at risk and having a large-scale impact on primary industries. Growing trade networks and the popularity of personal travel make incursions a more frequent risk, one only compounded by global climate change. With increasing publication of whole-genome sequences lies an opportunity for cross-species assessment of invasive potential. However, the degree to which published sequences are accompanied by satisfactory spatiotemporal data is unclear. We assessed the metadata associated with 199 whole-genome assemblies of 89 invasive terrestrial invertebrate species and found that only 38% of these were derived from field-collected samples. Seventy-six assemblies (38%) reported an 'undescribed' sample origin and, while further examination of associated literature closed this gap to 23.6%, an absence of spatial data remained for 47 of the total assemblies. Of the 76 assemblies that were ultimately determined to be field-collected, associated metadata relevant for invasion studies was predominantly lacking: only 35% (27 assemblies) provided granular location data, and 33% (n = 25) lacked sufficient collection date information. Our results support recent calls for standardized metadata in genome sequencing data submissions, highlighting the impact of missing metadata on current research in invasion biology (and likely other fields). Notably, large-scale consortia tended to provide the most complete metadata submissions in our analysis-such cross-institutional collaborations can foster a culture of increased adherence to improved metadata submission standards and a standard of metadata stewardship that enables reuse of genomes in invasion science.
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Affiliation(s)
- Amy L Vaughan
- Biocontrol & Molecular Ecology, Manaaki Whenua Landcare Research, Lincoln, New Zealand
| | - Elahe Parvizi
- Te Aka Mātuatua/School of Science, University of Waikato, Hamilton, New Zealand
| | - Paige Matheson
- Te Aka Mātuatua/School of Science, University of Waikato, Hamilton, New Zealand
| | - Angela McGaughran
- Te Aka Mātuatua/School of Science, University of Waikato, Hamilton, New Zealand
| | - Manpreet K Dhami
- Biocontrol & Molecular Ecology, Manaaki Whenua Landcare Research, Lincoln, New Zealand
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Lin H, Chen L, Li J. Multiple Introductions and Distinct Genetic Groups of Canada Goldenrod ( Solidago canadensis) in China Revealed by Genomic Single-Nucleotide Polymorphisms. PLANTS (BASEL, SWITZERLAND) 2023; 12:plants12091734. [PMID: 37176791 PMCID: PMC10180931 DOI: 10.3390/plants12091734] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/29/2023] [Revised: 04/17/2023] [Accepted: 04/19/2023] [Indexed: 05/15/2023]
Abstract
Despite numerous studies reported in the context of ecology, the introduction history of the infamous invasive plant Canada goldenrod (Solidago canadensis L.) remains elusive. In the present study, we explored the sources and the number of introduction events of this species from its native areas into China. Using the genotyping-by-sequencing approach, we identified 34,035 selectively neutral single-nucleotide polymorphism (SNP) markers to infer the evolutionary trajectories of 77 S. canadensis individuals. Both the principal component analysis and the ADMIXTURE analysis revealed two genetic groups that are sympatric to each other in China and suggested the absence of genetic admixtures. The phylogenetic analysis indicated three feasible introduction routes and multiple introduction events of Canada goldenrod into China. Specifically, the one from the USA directly into China, the other from the USA into China through Japan, and the third from the USA into China through Europe. Based on the site frequency spectrum of these identified SNPs, we inferred strong bottleneck events for both genetic groups, and that the multiple introductions did not rescue the decline of genetic diversity. To conclude, multiple introduction events, genetic bottlenecks, and potential human-mediated spread characterize the introduction history of Canada goldenrod in China. The present study harnesses the power of SNP data in deciphering the evolutionary trajectory of invasive plants and paves the way for future studies concerning the invasion mechanism of Canada goldenrod.
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Affiliation(s)
- Hanyang Lin
- School of Advanced Study, Taizhou University, Taizhou 318000, China
- Zhejiang Provincial Key Laboratory of Plant Evolutionary Ecology and Conservation, School of Life Sciences, Taizhou University, Taizhou 318000, China
| | - Luxi Chen
- Zhejiang Provincial Key Laboratory of Plant Evolutionary Ecology and Conservation, School of Life Sciences, Taizhou University, Taizhou 318000, China
| | - Junmin Li
- School of Advanced Study, Taizhou University, Taizhou 318000, China
- Zhejiang Provincial Key Laboratory of Plant Evolutionary Ecology and Conservation, School of Life Sciences, Taizhou University, Taizhou 318000, China
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