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Chater CCC. A tail of two horses? Guard cell abscisic acid and carbon dioxide signalling in the Equisetum ferns. THE NEW PHYTOLOGIST 2024; 243:503-505. [PMID: 38453694 DOI: 10.1111/nph.19659] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/09/2024]
Abstract
This article is a Commentary on Meigas et al. (2024), 243: 513–518.
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Affiliation(s)
- Caspar C C Chater
- Royal Botanic Gardens, Kew, Richmond, TW9 3AE, UK
- Plants, Photosynthesis, Soil, School of Bioscience, University of Sheffield, Western Bank, Sheffield, S10 2TN, UK
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Nosrati Gazafroudi K, Mailänder LK, Daniels R, Kammerer DR, Stintzing FC. From Stem to Spectrum: Phytochemical Characterization of Five Equisetum Species and Evaluation of Their Antioxidant Potential. Molecules 2024; 29:2821. [PMID: 38930889 PMCID: PMC11206348 DOI: 10.3390/molecules29122821] [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: 05/03/2024] [Revised: 06/04/2024] [Accepted: 06/06/2024] [Indexed: 06/28/2024] Open
Abstract
The Equisetaceae family, commonly known as horsetails, has been of scientific interest for decades due to its status as one of the most ancient extant vascular plant families. Notably, the corresponding species have found their place in traditional medicine, offering a wide array of applications. This study presents a comprehensive phytochemical analysis of polar secondary metabolites within the sterile stems of five distinct Equisetum species using HPLC-DAD-ESI-MSn. For this purpose, fresh plant material was extracted with acetone/water, and the resulting crude extracts were fractionated using dichloromethane, ethyl acetate, and n-butanol, respectively. The results reveal a complex array of compounds, including hydroxycinnamic acids, hydroxybenzoic acids, flavonoids, and other phenolic compounds. In addition, total phenolic contents (Folin-Ciocalteu assay) and antioxidant activities (DPPH assay) of the plant extracts were evaluated using spectrophotometric methods. The present comparative analysis across the five species highlights both shared and species-specific metabolites, providing valuable insights into their chemical diversity and potential pharmacological properties.
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Affiliation(s)
- Khadijeh Nosrati Gazafroudi
- Department of Analytical Development and Research, Section Phytochemical Research, Wala Heilmittel GmbH, Dorfstraße 1, DE-73087 Bad Boll/Eckwälden, Germany; (K.N.G.); (L.K.M.); (D.R.K.)
- Department of Pharmaceutical Technology, University of Tübingen, Auf der Morgenstelle 8, DE-72076 Tübingen, Germany;
| | - Lilo K. Mailänder
- Department of Analytical Development and Research, Section Phytochemical Research, Wala Heilmittel GmbH, Dorfstraße 1, DE-73087 Bad Boll/Eckwälden, Germany; (K.N.G.); (L.K.M.); (D.R.K.)
- Department of Pharmaceutical Technology, University of Tübingen, Auf der Morgenstelle 8, DE-72076 Tübingen, Germany;
| | - Rolf Daniels
- Department of Pharmaceutical Technology, University of Tübingen, Auf der Morgenstelle 8, DE-72076 Tübingen, Germany;
| | - Dietmar R. Kammerer
- Department of Analytical Development and Research, Section Phytochemical Research, Wala Heilmittel GmbH, Dorfstraße 1, DE-73087 Bad Boll/Eckwälden, Germany; (K.N.G.); (L.K.M.); (D.R.K.)
| | - Florian C. Stintzing
- Department of Analytical Development and Research, Section Phytochemical Research, Wala Heilmittel GmbH, Dorfstraße 1, DE-73087 Bad Boll/Eckwälden, Germany; (K.N.G.); (L.K.M.); (D.R.K.)
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Mao J, Cao Y, Zhang Y, Huang B, Zhao Y. A novel method for identifying key genes in macroevolution based on deep learning with attention mechanism. Sci Rep 2023; 13:19727. [PMID: 37957311 PMCID: PMC10643560 DOI: 10.1038/s41598-023-47113-9] [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: 06/27/2023] [Accepted: 11/09/2023] [Indexed: 11/15/2023] Open
Abstract
Macroevolution can be regarded as the result of evolutionary changes of synergistically acting genes. Unfortunately, the importance of these genes in macroevolution is difficult to assess and hence the identification of macroevolutionary key genes is a major challenge in evolutionary biology. In this study, we designed various word embedding libraries of natural language processing (NLP) considering the multiple mechanisms of evolutionary genomics. A novel method (IKGM) based on three types of attention mechanisms (domain attention, kmer attention and fused attention) were proposed to calculate the weights of different genes in macroevolution. Taking 34 species of diurnal butterflies and nocturnal moths in Lepidoptera as an example, we identified a few of key genes with high weights, which annotated to the functions of circadian rhythms, sensory organs, as well as behavioral habits etc. This study not only provides a novel method to identify the key genes of macroevolution at the genomic level, but also helps us to understand the microevolution mechanisms of diurnal butterflies and nocturnal moths in Lepidoptera.
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Affiliation(s)
- Jiawei Mao
- College of Big Data and Intelligent Engineering, Southwest Forestry University, Kunming, 650224, China
| | - Yong Cao
- College of Big Data and Intelligent Engineering, Southwest Forestry University, Kunming, 650224, China
| | - Yan Zhang
- College of Mathematics and Physics, Southwest Forestry University, Kunming, 650224, China
| | - Biaosheng Huang
- College of Big Data and Intelligent Engineering, Southwest Forestry University, Kunming, 650224, China
| | - Youjie Zhao
- College of Big Data and Intelligent Engineering, Southwest Forestry University, Kunming, 650224, China.
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Abstract
Polyploidizations, or whole-genome duplications (WGDs), in plants have increased biological complexity, facilitated evolutionary innovation, and likely enabled adaptation under harsh conditions. Besides genomic data, transcriptome data have been widely employed to detect WGDs, due to their efficient accessibility to the gene space of a species. Age distributions based on synonymous substitutions (so-called KS age distributions) for paralogs assembled from transcriptome data have identified numerous WGDs in plants, paving the way for further studies on the importance of WGDs for the evolution of seed and flowering plants. However, it is still unclear how transcriptome-based age distributions compare to those based on genomic data. In this chapter, we implemented three different de novo transcriptome assembly pipelines with two popular assemblers, i.e., Trinity and SOAPdenovo-Trans. We selected six plant species with published genomes and transcriptomes to evaluate how assembled transcripts from different pipelines perform when using KS distributions to detect previously documented WGDs in the six species. Further, using genes predicted in each genome as references, we evaluated the effects of missing genes, gene family clustering, and de novo assembled transcripts on the transcriptome-based KS distributions. Our results show that, although the transcriptome-based KS distributions differ from the genome-based ones with respect to their shapes and scales, they are still reasonably reliable for unveiling WGDs, except in species where most duplicates originated from a recent WGD. We also discuss how to overcome some possible pitfalls when using transcriptome data to identify WGDs.
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Affiliation(s)
- Jia Li
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium.,VIB Center for Plant Systems Biology, VIB, Ghent, Belgium
| | - Yves Van de Peer
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium.
| | - Zhen Li
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium.
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Chen H, Fang Y, Zwaenepoel A, Huang S, Van de Peer Y, Li Z. Revisiting ancient polyploidy in leptosporangiate ferns. THE NEW PHYTOLOGIST 2023; 237:1405-1417. [PMID: 36349406 PMCID: PMC7614084 DOI: 10.1111/nph.18607] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/08/2022] [Accepted: 10/30/2022] [Indexed: 05/31/2023]
Abstract
Ferns, and particularly homosporous ferns, have long been assumed to have experienced recurrent whole-genome duplication (WGD) events because of their substantially large genome sizes, surprisingly high chromosome numbers, and high degrees of polyploidy among many extant members. As the number of sequenced fern genomes is limited, recent studies have employed transcriptome data to find evidence for WGDs in ferns. However, they have reached conflicting results concerning the occurrence of ancient polyploidy, for instance, in the lineage of leptosporangiate ferns. Because identifying WGDs in a phylogenetic context is the foremost step in studying the contribution of ancient polyploidy to evolution, we here revisited earlier identified WGDs in leptosporangiate ferns, mainly the core leptosporangiate ferns, by building KS -age distributions and applying substitution rate corrections and by conducting statistical gene tree-species tree reconciliation analyses. Our integrative analyses not only identified four ancient WGDs in the sampled core leptosporangiate ferns but also identified false positives and false negatives for WGDs that recent studies have reported earlier. In conclusion, we underscore the significance of substitution rate corrections and uncertainties in gene tree-species tree reconciliations in calling WGD events and advance an exemplar workflow to overcome such often-overlooked issues.
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Affiliation(s)
- Hengchi Chen
- Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium
- VIB Center for Plant Systems Biology, VIB, 9052 Ghent, Belgium
| | - Yuhan Fang
- Laboratory for Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen, Guangdong 518124, China
| | - Arthur Zwaenepoel
- Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium
- VIB Center for Plant Systems Biology, VIB, 9052 Ghent, Belgium
| | - Sanwen Huang
- Laboratory for Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen, Guangdong 518124, China
| | - Yves Van de Peer
- Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium
- VIB Center for Plant Systems Biology, VIB, 9052 Ghent, Belgium
- Centre for Microbial Ecology and Genomics, Department of Biochemistry, Genetics and Microbiology, University of Pretoria, Pretoria 0028, South Africa
- College of Horticulture, Academy for Advanced Interdisciplinary Studies, Nanjing Agricultural University, Nanjing, Jiangsu 210095, China
| | - Zhen Li
- Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium
- VIB Center for Plant Systems Biology, VIB, 9052 Ghent, Belgium
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Dysin AP, Shcherbakov YS, Nikolaeva OA, Terletskii VP, Tyshchenko VI, Dementieva NV. Salmonidae Genome: Features, Evolutionary and Phylogenetic Characteristics. Genes (Basel) 2022; 13:genes13122221. [PMID: 36553488 PMCID: PMC9778375 DOI: 10.3390/genes13122221] [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: 09/12/2022] [Revised: 10/19/2022] [Accepted: 11/24/2022] [Indexed: 11/29/2022] Open
Abstract
The salmon family is one of the most iconic and economically important fish families, primarily possessing meat of excellent taste as well as irreplaceable nutritional and biological value. One of the most common and, therefore, highly significant members of this family, the Atlantic salmon (Salmo salar L.), was not without reason one of the first fish species for which a high-quality reference genome assembly was produced and published. Genomic advancements are becoming increasingly essential in both the genetic enhancement of farmed salmon and the conservation of wild salmon stocks. The salmon genome has also played a significant role in influencing our comprehension of the evolutionary and functional ramifications of the ancestral whole-genome duplication event shared by all Salmonidae species. Here we provide an overview of the current state of research on the genomics and phylogeny of the various most studied subfamilies, genera, and individual salmonid species, focusing on those studies that aim to advance our understanding of salmonid ecology, physiology, and evolution, particularly for the purpose of improving aquaculture production. This review should make potential researchers pay attention to the current state of research on the salmonid genome, which should potentially attract interest in this important problem, and hence the application of new technologies (such as genome editing) in uncovering the genetic and evolutionary features of salmoniforms that underlie functional variation in traits of commercial and scientific importance.
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Affiliation(s)
- Artem P. Dysin
- Russian Research Institute of Farm Animal Genetics and Breeding-Branch of the L.K. Ernst Federal Research Center for Animal Husbandry, Pushkin, 196601 St. Petersburg, Russia
- Correspondence:
| | - Yuri S. Shcherbakov
- Russian Research Institute of Farm Animal Genetics and Breeding-Branch of the L.K. Ernst Federal Research Center for Animal Husbandry, Pushkin, 196601 St. Petersburg, Russia
| | - Olga A. Nikolaeva
- Russian Research Institute of Farm Animal Genetics and Breeding-Branch of the L.K. Ernst Federal Research Center for Animal Husbandry, Pushkin, 196601 St. Petersburg, Russia
| | - Valerii P. Terletskii
- All-Russian Research Veterinary Institute of Poultry Science-Branch of the Federal Scientific Center, All-Russian Research and Technological Poultry Institute (ARRVIPS), Lomonosov, 198412 St. Petersburg, Russia
| | - Valentina I. Tyshchenko
- Russian Research Institute of Farm Animal Genetics and Breeding-Branch of the L.K. Ernst Federal Research Center for Animal Husbandry, Pushkin, 196601 St. Petersburg, Russia
| | - Natalia V. Dementieva
- Russian Research Institute of Farm Animal Genetics and Breeding-Branch of the L.K. Ernst Federal Research Center for Animal Husbandry, Pushkin, 196601 St. Petersburg, Russia
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Jardine PE, Palazzesi L, Tellería MC, Barreda VD. Why does pollen morphology vary? Evolutionary dynamics and morphospace occupation in the largest angiosperm order (Asterales). THE NEW PHYTOLOGIST 2022; 234:1075-1087. [PMID: 35147224 DOI: 10.1111/nph.18024] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/01/2021] [Accepted: 02/04/2022] [Indexed: 06/14/2023]
Abstract
Morphological diversity (disparity) is a key component of biodiversity and increasingly a focus of botanical research. Despite the wide range of morphologies represented by pollen grains, to date there are few studies focused on the controls on pollen disparity and morphospace occupation, and fewer still considering these parameters in a phylogenetic framework. Here, we analyse morphospace occupation, disparity and rates of morphological evolution in Asterales pollen, in a phylogenetic context. We use a dataset comprising 113 taxa from across the Asterales phylogeny, with pollen morphology described using 28 discrete characters. The Asterales pollen morphospace is phylogenetically structured around groups of related taxa, consistent with punctuated bursts of morphological evolution at key points in the Asterales phylogeny. There is no substantial difference in disparity among these groups of taxa, despite large differences in species richness and biogeographic range. There is also mixed evidence for whole-genome duplication as a driver of Asterales pollen morphological evolution. Our results highlight the importance of evolutionary history for structuring pollen morphospace. Our study is consistent with others that have shown a decoupling of biodiversity parameters, and reinforces the need to focus on disparity as a key botanical metric in its own right.
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Affiliation(s)
- Phillip E Jardine
- Institute of Geology and Palaeontology, University of Münster, Münster, 48149, Germany
| | - Luis Palazzesi
- Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), C1405DJR, Buenos Aires, Argentina
- Sección Paleopalinología, Museo Argentino de Ciencias Naturales 'Bernardino Rivadavia', C1405DJR, Buenos Aires, Argentina
| | - M Cristina Tellería
- Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), C1405DJR, Buenos Aires, Argentina
- Laboratorio de Sistemática y Biología Evolutiva, Museo de La Plata, B1900FWA, La Plata, Argentina
| | - Viviana D Barreda
- Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), C1405DJR, Buenos Aires, Argentina
- Sección Paleopalinología, Museo Argentino de Ciencias Naturales 'Bernardino Rivadavia', C1405DJR, Buenos Aires, Argentina
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Differential Accumulation of Metabolites and Transcripts Related to Flavonoid, Styrylpyrone, and Galactolipid Biosynthesis in Equisetum Species and Tissue Types. Metabolites 2022; 12:metabo12050403. [PMID: 35629907 PMCID: PMC9146389 DOI: 10.3390/metabo12050403] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2022] [Revised: 04/25/2022] [Accepted: 04/27/2022] [Indexed: 02/01/2023] Open
Abstract
Three species of the genus Equisetum (E. arvense, E. hyemale, and E. telmateia) were selected for an analysis of chemical diversity in an ancient land plant lineage. Principal component analysis of metabolomics data obtained with above-ground shoot and below-ground rhizome extracts enabled a separation of all sample types, indicating species- and organ-specific patterns of metabolite accumulation. Follow-up efforts indicated that galactolipids, carotenoids, and flavonoid glycosides contributed positively to the separation of shoot samples, while stryrylpyrone glycosides and phenolic glycosides were the most prominent positive contributors to the separation of rhizome samples. Consistent with metabolite data, genes coding for enzymes of flavonoid and galactolipid biosynthesis were found to be expressed at elevated levels in shoot samples, whereas a putative styrylpyrone synthase gene was expressed preferentially in rhizomes. The current study builds a foundation for future endeavors to further interrogate the organ and tissue specificity of metabolism in the last living genus of a fern family that was prevalent in the forests of the late Paleozoic era.
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VanWallendael A, Alvarez M. Alignment-free methods for polyploid genomes: Quick and reliable genetic distance estimation. Mol Ecol Resour 2021; 22:612-622. [PMID: 34478242 DOI: 10.1111/1755-0998.13499] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2020] [Accepted: 08/20/2021] [Indexed: 01/10/2023]
Abstract
Polyploid genomes pose several inherent challenges to population genetic analyses. While alignment-based methods are fundamentally limited in their applicability to polyploids, alignment-free methods bypass most of these limits. We investigated the use of Mash, a k-mer analysis tool that uses the MinHash method to reduce complexity in large genomic data sets, for basic population genetic analyses of polyploid sequences. We measured the degree to which Mash correctly estimated pairwise genetic distance in simulated haploid and polyploid short-read sequences with various levels of missing data. Mash-based estimates of genetic distance were comparable to alignment-based estimates, and were less impacted by missing data. We also used Mash to analyse publicly available short-read data for three polyploid and one diploid species, then compared Mash results to published results. For both simulated and real data, Mash accurately estimated pairwise genetic differences for polyploids as well as diploids as much as 476 times faster than alignment-based methods, though we found that Mash genetic distance estimates could be biased by per-sample read depth. Mash may be a particularly useful addition to the toolkit of polyploid geneticists for rapid confirmation of alignment-based results and for basic population genetics in reference-free systems or those with only poor-quality sequence data available.
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Affiliation(s)
- Acer VanWallendael
- Department of Plant Biology, Michigan State University, East Lansing, MI, USA
| | - Mariano Alvarez
- Biology Department, Wesleyan University, Middletown, CT, USA
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Szövényi P, Gunadi A, Li FW. Charting the genomic landscape of seed-free plants. NATURE PLANTS 2021; 7:554-565. [PMID: 33820965 DOI: 10.1038/s41477-021-00888-z] [Citation(s) in RCA: 30] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/10/2020] [Accepted: 02/25/2021] [Indexed: 05/02/2023]
Abstract
During the past few years several high-quality genomes has been published from Charophyte algae, bryophytes, lycophytes and ferns. These genomes have not only elucidated the origin and evolution of early land plants, but have also provided important insights into the biology of the seed-free lineages. However, critical gaps across the phylogeny remain and many new questions have been raised through comparing seed-free and seed plant genomes. Here, we review the reference genomes available and identify those that are missing in the seed-free lineages. We compare patterns of various levels of genome and epigenomic organization found in seed-free plants to those of seed plants. Some genomic features appear to be fundamentally different. For instance, hornworts, Selaginella and most liverworts are devoid of whole-genome duplication, in stark contrast to other land plants. In addition, the distribution of genes and repeats appear to be less structured in seed-free genomes than in other plants, and the levels of gene body methylation appear to be much lower. Finally, we highlight the currently available (or needed) model systems, which are crucial to further our understanding about how changes in genes translate into evolutionary novelties.
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Affiliation(s)
- Péter Szövényi
- Department of Systematic and Evolutionary Botany, University of Zurich and Zurich-Basel Plant Science Center, Zurich, Switzerland.
| | | | - Fay-Wei Li
- Boyce Thompson Institute, Ithaca, NY, USA
- Plant Biology Section, Cornell University, Ithaca, NY, USA
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Christenhusz MJM, Chase MW, Fay MF, Hidalgo O, Leitch IJ, Pellicer J, Viruel J. Biogeography and genome size evolution of the oldest extant vascular plant genus, Equisetum (Equisetaceae). ANNALS OF BOTANY 2021; 127:681-695. [PMID: 33598697 PMCID: PMC8052921 DOI: 10.1093/aob/mcab005] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/15/2020] [Accepted: 01/09/2021] [Indexed: 05/25/2023]
Abstract
BACKGROUND AND AIMS Extant plant groups with a long fossil history are key elements in understanding vascular plant evolution. Horsetails (Equisetum, Equisetaceae) have a nearly continuous fossil record dating back to the Carboniferous, but their phylogenetic and biogeographic patterns are still poorly understood. We use here the most extensive phylogenetic analysis to date as a framework to evaluate their age, biogeography and genome size evolution. METHODS DNA sequences of four plastid loci were used to estimate divergence times and investigate the biogeographic history of all extant species of Equisetum. Flow cytometry was used to study genome size evolution against the framework of phylogenetic relationships in Equisetum. KEY RESULTS On a well-supported phylogenetic tree including all extant Equisetum species, a molecular clock calibrated with multiple fossils places the node at which the outgroup and Equisetum diverged at 343 Mya (Early Carboniferous), with the first major split among extant species occurring 170 Mya (Middle Jurassic). These dates are older than those reported in some other recent molecular clock studies but are largely in agreement with a timeline established by fossil appearance in the geological record. Representatives of evergreen subgenus Hippochaete have much larger genome sizes than those of deciduous subgenus Equisetum, despite their shared conserved chromosome number. Subgenus Paramochaete has an intermediate genome size and maintains the same number of chromosomes. CONCLUSIONS The first divergences among extant members of the genus coincided with the break-up of Pangaea and the resulting more humid, warmer climate. Subsequent tectonic activity most likely involved vicariance events that led to species divergences combined with some more recent, long-distance dispersal events. We hypothesize that differences in genome size between subgenera may be related to the number of sperm flagellae.
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Affiliation(s)
- Maarten J M Christenhusz
- Royal Botanic Gardens, Kew, Richmond, UK
- Department of Environment and Agriculture, Curtin University, Perth, WA, Australia
| | - Mark W Chase
- Royal Botanic Gardens, Kew, Richmond, UK
- Department of Environment and Agriculture, Curtin University, Perth, WA, Australia
| | - Michael F Fay
- Royal Botanic Gardens, Kew, Richmond, UK
- School of Biological Sciences, The University of Western Australia, Perth WA, Australia
| | - Oriane Hidalgo
- Royal Botanic Gardens, Kew, Richmond, UK
- Laboratori de Botànica, Facultat de Farmàcia i Ciències de l’Alimentació, Universitat de Barcelona, Barcelona, Spain
| | | | - Jaume Pellicer
- Royal Botanic Gardens, Kew, Richmond, UK
- Institut Botànic de Barcelona (IBB, CSIC-Ajuntament de Barcelona), Barcelona, Spain
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Pryer KM, Tomasi C, Wang X, Meineke EK, Windham MD. Using computer vision on herbarium specimen images to discriminate among closely related horsetails ( Equisetum). APPLICATIONS IN PLANT SCIENCES 2020; 8:e11372. [PMID: 32626613 PMCID: PMC7328651 DOI: 10.1002/aps3.11372] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/11/2019] [Accepted: 03/26/2020] [Indexed: 05/28/2023]
Abstract
PREMISE Equisetum is a distinctive vascular plant genus with 15 extant species worldwide. Species identification is complicated by morphological plasticity and frequent hybridization events, leading to a disproportionately high number of misidentified specimens. These may be correctly identified by applying appropriate computer vision tools. METHODS We hypothesize that aerial stem nodes can provide enough information to distinguish among Equisetum hyemale, E. laevigatum, and E . ×ferrissii, the latter being a hybrid between the other two. An object detector was trained to find nodes on a given image and to distinguish E. hyemale nodes from those of E. laevigatum. A classifier then took statistics from the detection results and classified the given image into one of the three taxa. Both detector and classifier were trained and tested on expert manually annotated images. RESULTS In our exploratory test set of 30 images, our detector/classifier combination identified all 10 E. laevigatum images correctly, as well as nine out of 10 E. hyemale images, and eight out of 10 E. ×ferrissii images, for a 90% classification accuracy. DISCUSSION Our results support the notion that computer vision may help with the identification of herbarium specimens once enough manual annotations become available.
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Affiliation(s)
| | - Carlo Tomasi
- Department of Computer ScienceDuke UniversityDurhamNorth Carolina27708USA
| | - Xiaohan Wang
- Department of Computer ScienceDuke UniversityDurhamNorth Carolina27708USA
| | - Emily K. Meineke
- Department of Entomology and NematologyUniversity of CaliforniaDavisCalifornia95616USA
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