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Quatela AS, Cangren P, Jafari F, Michel T, de Boer HJ, Oxelman B. Retrieval of long DNA reads from herbarium specimens. AOB PLANTS 2023; 15:plad074. [PMID: 38130422 PMCID: PMC10735254 DOI: 10.1093/aobpla/plad074] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Accepted: 11/06/2023] [Indexed: 12/23/2023]
Abstract
High-throughput sequencing of herbarium specimens' DNA with short-read platforms has helped explore many biological questions. Here, for the first time, we investigate the potential of using herbarium specimens as a resource for long-read DNA sequencing technologies. We use target capture of 48 low-copy nuclear loci in 12 herbarium specimens of Silene as a basis for long-read sequencing using SMRT PacBio Sequel. The samples were collected between 1932 and 2019. A simple optimization of size selection protocol enabled the retrieval of both long DNA fragments (>1 kb) and long on-target reads for nine of them. The limited sampling size does not enable statistical evaluation of the influence of specimen age to the DNA fragmentation, but our results confirm that younger samples, that is, collected after 1990, are less fragmented and have better sequencing success than specimens collected before this date. Specimens collected between 1990 and 2019 yield between 167 and 3403 on-target reads > 1 kb. They enabled recovering between 34 loci and 48 (i.e. all loci recovered). Three samples from specimens collected before 1990 did not yield on-target reads > 1 kb. The four other samples collected before this date yielded up to 144 reads and recovered up to 25 loci. Young herbarium specimens seem promising for long-read sequencing. However, older ones have partly failed. Further exploration would be necessary to statistically test and understand the potential of older material in the quest for long reads. We would encourage greatly expanding the sampling size and comparing different taxonomic groups.
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Affiliation(s)
- Anne-Sophie Quatela
- Department of Biological and Environmental Sciences, University of Gothenburg, Box 463, 405 30, Gothenburg, Sweden
- Gothenburg Global Biodiversity Center, Gothenburg, Box 463, 405 30, Sweden
| | - Patrik Cangren
- Department of Biological and Environmental Sciences, University of Gothenburg, Box 463, 405 30, Gothenburg, Sweden
| | - Farzaneh Jafari
- Department of Biology, Faculty of Basic Sciences, Lorestan University, P.O. BOX 6815144316, Khorramabad, Iran
- Department of Plant Science, Center of Excellence in Phylogeny of Living Organisms, School of Biology, College of Science, University of Tehran, P.O. Box 14155-6455, Tehran, Iran
| | - Thibauld Michel
- Tropical Diversity Research Department, Royal Botanic Garden of Edinburgh, 20A Inverleith Row, Edinburgh, EH3 5LRUK
| | - Hugo J de Boer
- Natural History Museum, University of Oslo, P.O. Box 1172 Blindern, 0318 Oslo, Norway
| | - Bengt Oxelman
- Department of Biological and Environmental Sciences, University of Gothenburg, Box 463, 405 30, Gothenburg, Sweden
- Gothenburg Global Biodiversity Center, Gothenburg, Box 463, 405 30, Sweden
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Roma-Marzio F, Maccioni S, Dolci D, Astuti G, Magrini N, Pierotti F, Vangelisti R, Amadei L, Peruzzi L. Digitization of the historical Herbarium of Michele Guadagno at Pisa (PI-GUAD). PHYTOKEYS 2023; 234:107-125. [PMID: 37868742 PMCID: PMC10587777 DOI: 10.3897/phytokeys.234.109464] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/13/2023] [Accepted: 09/29/2023] [Indexed: 10/24/2023]
Abstract
The herbarium digitization process is an essential first step in transforming the vast amount of data associated with a physical specimen into flexible digital data formats. In this framework, the Herbarium of the University of Pisa (international code PI), at the end of 2018 started a process of digitization focusing on one of its most relevant collections: the Herbarium of Michele Guadagno (1878-1930). This scholar studied flora and vegetation of different areas of southern Italy, building a large herbarium including specimens collected by himself, plus many specimens obtained through exchanges with Italian and foreign botanists. The Herbarium is composed by 547 packages of vascular plants. Metadata were entered into the online database Virtual Herbaria JACQ and mirrored into a personalized virtual Herbarium of the Botanic Museum. After the completion of the digitization process, the number of sheets preserved in the Herbarium amounts to 44,345. Besides Guadagno, who collected 42% of his specimens, a further 1,102 collectors are represented. Most specimens were collected in Europe (91%), but all the continents are represented. As expected, Italy is the most represented country (59%), followed by France, Spain, Germany, and Greece. The specimens cover a time span of 99 years, from 1830 to 1929, whereas the specimens collected by Guadagno range between 1889 and 1928. Furthermore, we traced 134 herbarium sheets associated with documents, among which 75 drawings handmade by Guadagno, 34 letters from various corresponding authors, 16 copies of publications, and 14 copies of published iconographies.
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Affiliation(s)
- Francesco Roma-Marzio
- Orto e Museo Botanico, Sistema Museale d’Ateneo, Università di Pisa, via Ghini 13, 56126 Pisa, ItalyUniversità di PisaPisaItaly
| | - Simonetta Maccioni
- Orto e Museo Botanico, Sistema Museale d’Ateneo, Università di Pisa, via Ghini 13, 56126 Pisa, ItalyUniversità di PisaPisaItaly
| | - David Dolci
- Orto e Museo Botanico, Sistema Museale d’Ateneo, Università di Pisa, via Ghini 13, 56126 Pisa, ItalyUniversità di PisaPisaItaly
| | - Giovanni Astuti
- Orto e Museo Botanico, Sistema Museale d’Ateneo, Università di Pisa, via Ghini 13, 56126 Pisa, ItalyUniversità di PisaPisaItaly
| | - Nicoletta Magrini
- Orto e Museo Botanico, Sistema Museale d’Ateneo, Università di Pisa, via Ghini 13, 56126 Pisa, ItalyUniversità di PisaPisaItaly
| | - Federica Pierotti
- Orto e Museo Botanico, Sistema Museale d’Ateneo, Università di Pisa, via Ghini 13, 56126 Pisa, ItalyUniversità di PisaPisaItaly
| | - Roberta Vangelisti
- Orto e Museo Botanico, Sistema Museale d’Ateneo, Università di Pisa, via Ghini 13, 56126 Pisa, ItalyUniversità di PisaPisaItaly
| | - Lucia Amadei
- Orto e Museo Botanico, Sistema Museale d’Ateneo, Università di Pisa, via Ghini 13, 56126 Pisa, ItalyUniversità di PisaPisaItaly
| | - Lorenzo Peruzzi
- Orto e Museo Botanico, Sistema Museale d’Ateneo, Università di Pisa, via Ghini 13, 56126 Pisa, ItalyUniversità di PisaPisaItaly
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Papalini S, Di Vittori V, Pieri A, Allegrezza M, Frascarelli G, Nanni L, Bitocchi E, Bellucci E, Gioia T, Pereira LG, Susek K, Tenaillon M, Neumann K, Papa R. Challenges and Opportunities behind the Use of Herbaria in Paleogenomics Studies. PLANTS (BASEL, SWITZERLAND) 2023; 12:3452. [PMID: 37836192 PMCID: PMC10575153 DOI: 10.3390/plants12193452] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/30/2023] [Revised: 09/26/2023] [Accepted: 09/26/2023] [Indexed: 10/15/2023]
Abstract
Paleogenomics focuses on the recovery, manipulation, and analysis of ancient DNA (aDNA) from historical or long-dead organisms to reconstruct and analyze their genomes. The aDNA is commonly obtained from remains found in paleontological and archaeological sites, conserved in museums, and in other archival collections. Herbarium collections represent a great source of phenotypic and genotypic information, and their exploitation has allowed for inference and clarification of previously unsolved taxonomic and systematic relationships. Moreover, herbarium specimens offered a new source for studying phenological traits in plants and for disentangling biogeography and evolutionary scenarios of species. More recently, advances in molecular technologies went in parallel with the decreasing costs of next-generation sequencing (NGS) approaches, which paved the way to the utilization of aDNA for whole-genome studies. Although many studies have been carried out combining modern analytic techniques and ancient samples, such as herbarium specimens, this research field is still relatively unexplored due to the need for improving strategies for aDNA manipulation and exploitation from ancient samples. The higher susceptibility of aDNA to degradation and contamination during herbarium conservation and manipulation and the occurrence of biochemical postmortem damage can result in a more challenging reconstruction of the original DNA sequence. Here, we review the methodological approaches that have been developed for the exploitation of historical herbarium plant materials, such as best practices for aDNA extraction, amplification, and genotyping. We also focus on some strategies to overcome the main problems related to the utilization of herbarium specimens for their exploitation in plant evolutionary studies.
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Affiliation(s)
- Simone Papalini
- Department of Agricultural, Food and Environmental Sciences, Marche Polytechnic University, 60131 Ancona, Italy; (S.P.); (A.P.); (M.A.); (G.F.); (L.N.); (E.B.); (E.B.)
| | - Valerio Di Vittori
- Department of Agricultural, Food and Environmental Sciences, Marche Polytechnic University, 60131 Ancona, Italy; (S.P.); (A.P.); (M.A.); (G.F.); (L.N.); (E.B.); (E.B.)
| | - Alice Pieri
- Department of Agricultural, Food and Environmental Sciences, Marche Polytechnic University, 60131 Ancona, Italy; (S.P.); (A.P.); (M.A.); (G.F.); (L.N.); (E.B.); (E.B.)
| | - Marina Allegrezza
- Department of Agricultural, Food and Environmental Sciences, Marche Polytechnic University, 60131 Ancona, Italy; (S.P.); (A.P.); (M.A.); (G.F.); (L.N.); (E.B.); (E.B.)
| | - Giulia Frascarelli
- Department of Agricultural, Food and Environmental Sciences, Marche Polytechnic University, 60131 Ancona, Italy; (S.P.); (A.P.); (M.A.); (G.F.); (L.N.); (E.B.); (E.B.)
| | - Laura Nanni
- Department of Agricultural, Food and Environmental Sciences, Marche Polytechnic University, 60131 Ancona, Italy; (S.P.); (A.P.); (M.A.); (G.F.); (L.N.); (E.B.); (E.B.)
| | - Elena Bitocchi
- Department of Agricultural, Food and Environmental Sciences, Marche Polytechnic University, 60131 Ancona, Italy; (S.P.); (A.P.); (M.A.); (G.F.); (L.N.); (E.B.); (E.B.)
| | - Elisa Bellucci
- Department of Agricultural, Food and Environmental Sciences, Marche Polytechnic University, 60131 Ancona, Italy; (S.P.); (A.P.); (M.A.); (G.F.); (L.N.); (E.B.); (E.B.)
| | - Tania Gioia
- School of Agricultural, Forestry, Food and Environmental Sciences, University of Basilicata, 85100 Potenza, Italy;
| | - Luis Guasch Pereira
- Spanish Plant Genetic Resources National Center, National Institute for Agricultural and Food Research and Technology (CRF-INIA-CSIC), 28805 Alcalá de Henares, Madrid, Spain;
| | - Karolina Susek
- Legume Genomics Team, Institute of Plant Genetics, Polish Academy of Sciences, Strzeszynska 34, 60-479 Poznan, Poland;
| | - Maud Tenaillon
- Génétique Quantitative et Evolution–Le Moulon, Université Paris-Saclay, INRAE, CNRS, AgroParisTech, 91190 Gif-sur-Yvette, France;
| | - Kerstin Neumann
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK) Gatersleben, 06466 Seeland, Germany;
| | - Roberto Papa
- Department of Agricultural, Food and Environmental Sciences, Marche Polytechnic University, 60131 Ancona, Italy; (S.P.); (A.P.); (M.A.); (G.F.); (L.N.); (E.B.); (E.B.)
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de Lima Ferreira P, Batista R, Andermann T, Groppo M, Bacon CD, Antonelli A. Target sequence capture of Barnadesioideae (Compositae) demonstrates the utility of low coverage loci in phylogenomic analyses. Mol Phylogenet Evol 2022; 169:107432. [DOI: 10.1016/j.ympev.2022.107432] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2021] [Revised: 12/21/2021] [Accepted: 01/14/2022] [Indexed: 11/26/2022]
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Folk RA, Kates HR, LaFrance R, Soltis DE, Soltis PS, Guralnick RP. High-throughput methods for efficiently building massive phylogenies from natural history collections. APPLICATIONS IN PLANT SCIENCES 2021; 9:e11410. [PMID: 33680581 PMCID: PMC7910806 DOI: 10.1002/aps3.11410] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/23/2020] [Accepted: 12/20/2020] [Indexed: 05/10/2023]
Abstract
PREMISE Large phylogenetic data sets have often been restricted to small numbers of loci from GenBank, and a vetted sampling-to-sequencing phylogenomic protocol scaling to thousands of species is not yet available. Here, we report a high-throughput collections-based approach that empowers researchers to explore more branches of the tree of life with numerous loci. METHODS We developed an integrated Specimen-to-Laboratory Information Management System (SLIMS), connecting sampling and wet lab efforts with progress tracking at each stage. Using unique identifiers encoded in QR codes and a taxonomic database, a research team can sample herbarium specimens, efficiently record the sampling event, and capture specimen images. After sampling in herbaria, images are uploaded to a citizen science platform for metadata generation, and tissue samples are moved through a simple, high-throughput, plate-based herbarium DNA extraction and sequencing protocol. RESULTS We applied this sampling-to-sequencing workflow to ~15,000 species, producing for the first time a data set with ~50% taxonomic representation of the "nitrogen-fixing clade" of angiosperms. DISCUSSION The approach we present is appropriate at any taxonomic scale and is extensible to other collection types. The widespread use of large-scale sampling strategies repositions herbaria as accessible but largely untapped resources for broad taxonomic sampling with thousands of species.
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Affiliation(s)
- Ryan A. Folk
- Department of Biological SciencesMississippi State UniversityMississippi StateMississippiUSA
| | - Heather R. Kates
- Florida Museum of Natural HistoryUniversity of FloridaGainesvilleFloridaUSA
| | - Raphael LaFrance
- Florida Museum of Natural HistoryUniversity of FloridaGainesvilleFloridaUSA
| | - Douglas E. Soltis
- Florida Museum of Natural HistoryUniversity of FloridaGainesvilleFloridaUSA
- Department of BiologyUniversity of FloridaGainesvilleFloridaUSA
- Genetics InstituteUniversity of FloridaGainesvilleFloridaUSA
- Biodiversity InstituteUniversity of FloridaGainesvilleFloridaUSA
| | - Pamela S. Soltis
- Florida Museum of Natural HistoryUniversity of FloridaGainesvilleFloridaUSA
- Genetics InstituteUniversity of FloridaGainesvilleFloridaUSA
- Biodiversity InstituteUniversity of FloridaGainesvilleFloridaUSA
| | - Robert P. Guralnick
- Florida Museum of Natural HistoryUniversity of FloridaGainesvilleFloridaUSA
- Biodiversity InstituteUniversity of FloridaGainesvilleFloridaUSA
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White DM, Huang JP, Jara-Muñoz OA, MadriñáN S, Ree RH, Mason-Gamer RJ. The Origins of Coca: Museum Genomics Reveals Multiple Independent Domestications from Progenitor Erythroxylum gracilipes. Syst Biol 2020; 70:1-13. [PMID: 32979264 PMCID: PMC7744036 DOI: 10.1093/sysbio/syaa074] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2020] [Revised: 09/08/2020] [Accepted: 09/13/2020] [Indexed: 11/21/2022] Open
Abstract
Coca is the natural source of cocaine as well as a sacred and medicinal plant farmed by South American Amerindians and mestizos. The coca crop comprises four closely related varieties classified into two species (Amazonian and Huánuco varieties within Erythroxylum coca Lam., and Colombian and Trujillo varieties within Erythroxylum novogranatense (D. Morris) Hieron.) but our understanding of the domestication and evolutionary history of these taxa is nominal. In this study, we use genomic data from natural history collections to estimate the geographic origins and genetic diversity of this economically and culturally important crop in the context of its wild relatives. Our phylogeographic analyses clearly demonstrate the four varieties of coca comprise two or three exclusive groups nested within the diverse lineages of the widespread, wild species Erythroxylum gracilipes; establishing a new and robust hypothesis of domestication wherein coca originated two or three times from this wild progenitor. The Colombian and Trujillo coca varieties are descended from a single, ancient domestication event in northwestern South America. Huánuco coca was domesticated more recently, possibly in southeastern Peru. Amazonian coca either shares a common domesticated ancestor with Huánuco coca, or it was the product of a third and most recent independent domestication event in the western Amazon basin. This chronology of coca domestication reveals different Holocene peoples in South America were able to independently transform the same natural resource to serve their needs; in this case, a workaday stimulant. [Erythroxylum; Erythroxylaceae; Holocene; Museomics; Neotropics; phylogeography; plant domestication; target-sequence capture.]
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Affiliation(s)
- Dawson M White
- Department of Biological Sciences, University of Illinois at Chicago, Chicago, IL 60607, USA.,Grainger Bioinformatics Center, The Field Museum, Chicago, IL 60605, USA
| | - Jen-Pan Huang
- Biodiversity Research Center, Academia Sinica, Taipei 11529, Taiwan
| | | | - Santiago MadriñáN
- Laboratorio de Botánica y Sistemática, Departamento de Ciencias Biológicas, Universidad de los Andes, Bogotá D.C., Colombia.,Jardín Botánico de Cartagena "Guillermo Piñeres", Turbaco, Bolívar, Colombia
| | - Richard H Ree
- Grainger Bioinformatics Center, The Field Museum, Chicago, IL 60605, USA
| | - Roberta J Mason-Gamer
- Department of Biological Sciences, University of Illinois at Chicago, Chicago, IL 60607, USA
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Martino M, Semple JC, Beck JB. Two cytotype niche shifts are of different magnitude in Solidago gigantea. AMERICAN JOURNAL OF BOTANY 2020; 107:1567-1576. [PMID: 33150610 DOI: 10.1002/ajb2.1556] [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: 04/29/2020] [Accepted: 07/06/2020] [Indexed: 06/11/2023]
Abstract
PREMISE Polyploidy may serve to contribute to range size if autopolyploid cytotypes are adapted to differing ecological conditions. This study aims to establish the geographic distribution of cytotypes within the giant goldenrod (Solidago gigantea), and to assess whether cytotypes exhibit differing ecological tolerances and morphology. METHODS A range-wide set of 629 Solidago gigantea individuals was obtained through field collecting, sampling from herbarium specimens, and incorporating existing chromosome counts. Cytotype of each unknown sample was estimated by observing allele numbers at twelve microsatellite loci, a strategy that was assessed by comparing estimated to known cytotype in 20 chromosome-counted samples. Abiotic ecological differentiation was assessed for two transitions: diploid-tetraploid and tetraploid-hexaploid. Morphological differentiation among cytotypes was assessed. RESULTS Microsatellite repeat variation accurately estimated cytotype in 85% of samples for which ploidy was known. Applying this approach to samples of unknown ploidy established that the three cytotypes are non-randomly distributed. Although niche modeling and MANOVA approaches identified significant differences in macro-climatic conditions for both cytotype transitions, the tetraploid to hexaploid transition was more substantial. Leaf length and width did not differ among cytotypes. Although leaf vestiture exhibited strong trends, no absolute differences were observed among cytotypes. CONCLUSIONS With the largest such study to date, we established niche transitions among giant goldenrod cytotypes of differing magnitudes. Collectively, this suggests that whole-genome duplication has contributed to Solidago gigantea's large range.
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Affiliation(s)
- Maria Martino
- Department of Biological Sciences, Wichita State University, 537 Hubbard Hall, Wichita, Kansas, 67260, USA
| | - John C Semple
- Department of Biology, University of Waterloo, Waterloo, Ontario, NL2 3G1, Canada
| | - James B Beck
- Department of Biological Sciences, Wichita State University, 537 Hubbard Hall, Wichita, Kansas, 67260, USA
- Botanical Research Institute of Texas, 1700 University Drive, Fort Worth, Texas, 76107, USA
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Bakker FT, Bieker VC, Martin MD. Editorial: Herbarium Collection-Based Plant Evolutionary Genetics and Genomics. Front Ecol Evol 2020. [DOI: 10.3389/fevo.2020.603948] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
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McGoey BV, Hodgins KA, Stinchcombe JR. Parallel flowering time clines in native and introduced ragweed populations are likely due to adaptation. Ecol Evol 2020; 10:4595-4608. [PMID: 32551046 PMCID: PMC7297792 DOI: 10.1002/ece3.6163] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2019] [Revised: 12/04/2019] [Accepted: 12/06/2019] [Indexed: 01/06/2023] Open
Abstract
As introduced species expand their ranges, they often encounter differences in climate which are often correlated with geography. For introduced species, encountering a geographically variable climate sometimes leads to the re-establishment of clines seen in the native range. However, clines can also be caused by neutral processes, and so it is important to gather additional evidence that population differentiation is the result of selection as opposed to nonadaptive processes. Here, we examine phenotypic and genetic differences in ragweed from the native (North America) and introduced (European) ranges. We used a common garden to assess phenotypic differentiation in size and flowering time in ragweed populations. We found significant parallel clines in flowering time in both North America and Europe. Height and branch number had significant clines in North America, and, while not statistically significant, the patterns in Europe were the same. We used SNP data to assess population structure in both ranges and to compare phenotypic differentiation to neutral genetic variation. We failed to detect significant patterns of isolation by distance, geographic patterns in population structure, or correlations between the major axes of SNP variation and phenotypes or latitude of origin. We conclude that the North American clines in size and the parallel clines seen for flowering time are most likely the result of adaptation.
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Affiliation(s)
- Brechann V. McGoey
- Department of Ecology and Evolutionary BiologyUniversity of TorontoTorontoONCanada
| | | | - John R. Stinchcombe
- Department of Ecology and Evolutionary BiologyUniversity of TorontoTorontoONCanada
- Koffler Scientific ReserveUniversity of TorontoTorontoONCanada
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Jordon‐Thaden IE, Beck JB, Rushworth CA, Windham MD, Diaz N, Cantley JT, Martine CT, Rothfels CJ. A basic ddRADseq two-enzyme protocol performs well with herbarium and silica-dried tissues across four genera. APPLICATIONS IN PLANT SCIENCES 2020; 8:e11344. [PMID: 32351803 PMCID: PMC7186894 DOI: 10.1002/aps3.11344] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/01/2019] [Accepted: 01/28/2020] [Indexed: 05/25/2023]
Abstract
PREMISE The ability to sequence genome-scale data from herbarium specimens would allow for the economical development of data sets with broad taxonomic and geographic sampling that would otherwise not be possible. Here, we evaluate the utility of a basic double-digest restriction site-associated DNA sequencing (ddRADseq) protocol using DNAs from four genera extracted from both silica-dried and herbarium tissue. METHODS DNAs from Draba, Boechera, Solidago, and Ilex were processed with a ddRADseq protocol. The effects of DNA degradation, taxon, and specimen age were assessed. RESULTS Although taxon, preservation method, and specimen age affected data recovery, large phylogenetically informative data sets were obtained from the majority of samples. DISCUSSION These results suggest that herbarium samples can be incorporated into ddRADseq project designs, and that specimen age can be used as a rapid on-site guide for sample choice. The detailed protocol we provide will allow users to pursue herbarium-based ddRADseq projects that minimize the expenses associated with fieldwork and sample evaluation.
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Affiliation(s)
- Ingrid E. Jordon‐Thaden
- University Herbaria and Department of Integrative BiologyUniversity of California Berkeley3040 Valley Life Sciences BuildingBerkeleyCalifornia94720USA
- Present address:
Department of BotanyUniversity of Wisconsin430 Lincoln DriveMadisonWisconsin53706USA
| | - James B. Beck
- Department of Biological SciencesWichita State University1845 FairmountWichitaKansas67260USA
- Botanical Research Institute of Texas1700 University DriveFort WorthTexas76107USA
| | - Catherine A. Rushworth
- Department of Evolution and Ecology and Center for Population BiologyUniversity of California DavisOne Shields AvenueDavisCalifornia95616USA
- Department of Plant and Microbial BiologyUniversity of Minnesota1500 Gortner AvenueSt. PaulMinnesota55108USA
| | - Michael D. Windham
- Department of BiologyDuke University130 Science DriveDurhamNorth Carolina27708USA
| | - Nicolas Diaz
- Department of BiologyBucknell University1 Dent DriveLewisburgPennsylvania17837USA
- Present address:
Biology DepartmentPortland State University1719 SW 10th AvenuePortlandOregon97201USA
| | - Jason T. Cantley
- Department of BiologyBucknell University1 Dent DriveLewisburgPennsylvania17837USA
- Present address:
Department of BiologySan Francisco State University1600 Holloway AvenueSan FranciscoCalifornia94132USA
| | | | - Carl J. Rothfels
- University Herbaria and Department of Integrative BiologyUniversity of California Berkeley3040 Valley Life Sciences BuildingBerkeleyCalifornia94720USA
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Ballare KM, Pope NS, Castilla AR, Cusser S, Metz RP, Jha S. Utilizing field collected insects for next generation sequencing: Effects of sampling, storage, and DNA extraction methods. Ecol Evol 2019; 9:13690-13705. [PMID: 31938475 PMCID: PMC6953651 DOI: 10.1002/ece3.5756] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2018] [Revised: 08/20/2019] [Accepted: 09/15/2019] [Indexed: 01/04/2023] Open
Abstract
DNA sequencing technologies continue to advance the biological sciences, expanding opportunities for genomic studies of non-model organisms for basic and applied questions. Despite these opportunities, many next generation sequencing protocols have been developed assuming a substantial quantity of high molecular weight DNA (>100 ng), which can be difficult to obtain for many study systems. In particular, the ability to sequence field-collected specimens that exhibit varying levels of DNA degradation remains largely unexplored. In this study we investigate the influence of five traditional insect capture and curation methods on Double-Digest Restriction Enzyme Associated DNA (ddRAD) sequencing success for three wild bee species. We sequenced a total of 105 specimens (between 7-13 specimens per species and treatment). We additionally investigated how different DNA quality metrics (including pre-sequence concentration and contamination) predicted downstream sequencing success, and also compared two DNA extraction methods. We report successful library preparation for all specimens, with all treatments and extraction methods producing enough highly reliable loci for population genetic analyses. Although results varied between species, we found that specimens collected by net sampling directly into 100% EtOH, or by passive trapping followed by 100% EtOH storage before pinning tended to produce higher quality ddRAD assemblies, likely as a result of rapid specimen desiccation. Surprisingly, we found that specimens preserved in propylene glycol during field sampling exhibited lower-quality assemblies. We provide recommendations for each treatment, extraction method, and DNA quality assessment, and further encourage researchers to consider utilizing a wider variety of specimens for genomic analyses.
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Affiliation(s)
- Kimberly M. Ballare
- Department of Integrative BiologyThe University of Texas at AustinAustinTXUSA
- Present address:
Department of Ecology and Evolutionary BiologyUniversity of California Santa CruzSanta CruzCAUSA
| | - Nathaniel S. Pope
- Department of Integrative BiologyThe University of Texas at AustinAustinTXUSA
- Present address:
Department of EntomologyPennsylvania State UniversityUniversity ParkPAUSA
| | - Antonio R. Castilla
- Department of Integrative BiologyThe University of Texas at AustinAustinTXUSA
- Present address:
Centre for Applied Ecology “Prof. Baeta Neves”/INBIOInstitutoSuperior of AgronomyUniversity of LisbonLisbonPortugal
| | - Sarah Cusser
- Department of Integrative BiologyThe University of Texas at AustinAustinTXUSA
- Present address:
Kellogg Biological StationMichigan State UniversityHickory CornersMIUSA
| | - Richard P. Metz
- Genomics and Bioinformatics ServiceTexas A&M AgriLife ResearchCollege StationTXUSA
| | - Shalene Jha
- Department of Integrative BiologyThe University of Texas at AustinAustinTXUSA
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Forrest LL, Hart ML, Hughes M, Wilson HP, Chung KF, Tseng YH, Kidner CA. The Limits of Hyb-Seq for Herbarium Specimens: Impact of Preservation Techniques. Front Ecol Evol 2019. [DOI: 10.3389/fevo.2019.00439] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
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Arbelaez JD, Dwiyanti MS, Tandayu E, Llantada K, Jarana A, Ignacio JC, Platten JD, Cobb J, Rutkoski JE, Thomson MJ, Kretzschmar T. 1k-RiCA (1K-Rice Custom Amplicon) a novel genotyping amplicon-based SNP assay for genetics and breeding applications in rice. RICE (NEW YORK, N.Y.) 2019; 12:55. [PMID: 31350673 PMCID: PMC6660535 DOI: 10.1186/s12284-019-0311-0] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/26/2019] [Accepted: 07/02/2019] [Indexed: 05/04/2023]
Abstract
BACKGROUND While a multitude of genotyping platforms have been developed for rice, the majority of them have not been optimized for breeding where cost, turnaround time, throughput and ease of use, relative to density and informativeness are critical parameters of their utility. With that in mind we report the development of the 1K-Rice Custom Amplicon, or 1k-RiCA, a robust custom sequencing-based amplicon panel of ~ 1000-SNPs that are uniformly distributed across the rice genome, designed to be highly informative within indica rice breeding pools, and tailored for genomic prediction in elite indica rice breeding programs. RESULTS Empirical validation tests performed on the 1k-RiCA showed average marker call rates of 95% with marker repeatability and concordance rates of 99%. These technical properties were not affected when two common DNA extraction protocols were used. The average distance between SNPs in the 1k-RiCA was 1.5 cM, similar to the theoretical distance which would be expected between 1,000 uniformly distributed markers across the rice genome. The average minor allele frequencies on a panel of indica lines was 0.36 and polymorphic SNPs estimated on pairwise comparisons between indica by indica accessions and indica by japonica accessions were on average 430 and 450 respectively. The specific design parameters of the 1k-RiCA allow for a detailed view of genetic relationships and unambiguous molecular IDs within indica accessions and good cost vs. marker-density balance for genomic prediction applications in elite indica germplasm. Predictive abilities of Genomic Selection models for flowering time, grain yield, and plant height were on average 0.71, 0.36, and 0.65 respectively based on cross-validation analysis. Furthermore the inclusion of important trait markers associated with 11 different genes and QTL adds value to parental selection in crossing schemes and marker-assisted selection in forward breeding applications. CONCLUSIONS This study validated the marker quality and robustness of the 1k-RiCA genotypic platform for genotyping populations derived from indica rice subpopulation for genetic and breeding purposes including MAS and genomic selection. The 1k-RiCA has proven to be an alternative cost-effective genotyping system for breeding applications.
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Affiliation(s)
- Juan David Arbelaez
- International Rice Research Institute, DAPO Box 7777, 1301 Los Baños, Metro Manila Philippines
| | | | - Erwin Tandayu
- International Rice Research Institute, DAPO Box 7777, 1301 Los Baños, Metro Manila Philippines
| | - Krizzel Llantada
- International Rice Research Institute, DAPO Box 7777, 1301 Los Baños, Metro Manila Philippines
| | - Annalhea Jarana
- International Rice Research Institute, DAPO Box 7777, 1301 Los Baños, Metro Manila Philippines
| | - John Carlos Ignacio
- International Rice Research Institute, DAPO Box 7777, 1301 Los Baños, Metro Manila Philippines
| | - John Damien Platten
- International Rice Research Institute, DAPO Box 7777, 1301 Los Baños, Metro Manila Philippines
| | - Joshua Cobb
- International Rice Research Institute, DAPO Box 7777, 1301 Los Baños, Metro Manila Philippines
| | - Jessica Elaine Rutkoski
- International Rice Research Institute, DAPO Box 7777, 1301 Los Baños, Metro Manila Philippines
| | - Michael J. Thomson
- Department of Soil and Crop Sciences, Texas A&M University, College Station, Houston, TX 77843 USA
| | - Tobias Kretzschmar
- Southern Cross Plant Sciences, Southern Cross University, PO Box 157, Lismore, NSW 2480 Australia
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Sablok G, Amiryousefi A, He X, Hyvönen J, Poczai P. Sequencing the Plastid Genome of Giant Ragweed ( Ambrosia trifida, Asteraceae) From a Herbarium Specimen. FRONTIERS IN PLANT SCIENCE 2019; 10:218. [PMID: 30873197 PMCID: PMC6403193 DOI: 10.3389/fpls.2019.00218] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/08/2018] [Accepted: 02/08/2019] [Indexed: 05/09/2023]
Abstract
We report the first plastome sequence of giant ragweed (Ambrosia trifida); with this new genome information, we assessed the phylogeny of Asteraceae and the transcriptional profiling against glyphosate resistance in giant ragweed. Assembly and genic features show a normal angiosperm quadripartite plastome structure with no signatures of deviation in gene directionality. Comparative analysis revealed large inversions across the plastome of giant ragweed and the previously sequenced members of the plant family. Asteraceae plastid genomes contain two inversions of 22.8 and 3.3 kb; the former is located between trnS-GCU and trnG-UCC genes, and the latter between trnE-UUC and trnT-GGU genes. The plastid genome sequences of A. trifida and the related species, Ambrosia artemisiifolia, are identical in gene content and arrangement, but they differ in length. The phylogeny is well-resolved and congruent with previous hypotheses about the phylogenetic relationship of Asteraceae. Transcriptomic analysis revealed divergence in the relative expressions at the exonic and intronic levels, providing hints toward the ecological adaptation of the genus. Giant ragweed shows various levels of glyphosate resistance, with introns displaying higher expression patterns at resistant time points after the assumed herbicide treatment.
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Affiliation(s)
- Gaurav Sablok
- Finnish Museum of Natural History (Botany Unit), University of Helsinki, Helsinki, Finland
- Organismal Evolution and Biology, Faculty of Biology and Environmental Sciences, Viikki Plant Science Centre, University of Helsinki, Helsinki, Finland
| | - Ali Amiryousefi
- Finnish Museum of Natural History (Botany Unit), University of Helsinki, Helsinki, Finland
- Organismal Evolution and Biology, Faculty of Biology and Environmental Sciences, Viikki Plant Science Centre, University of Helsinki, Helsinki, Finland
| | - Xiaolan He
- Finnish Museum of Natural History (Botany Unit), University of Helsinki, Helsinki, Finland
- Organismal Evolution and Biology, Faculty of Biology and Environmental Sciences, Viikki Plant Science Centre, University of Helsinki, Helsinki, Finland
| | - Jaakko Hyvönen
- Finnish Museum of Natural History (Botany Unit), University of Helsinki, Helsinki, Finland
- Organismal Evolution and Biology, Faculty of Biology and Environmental Sciences, Viikki Plant Science Centre, University of Helsinki, Helsinki, Finland
| | - Péter Poczai
- Finnish Museum of Natural History (Botany Unit), University of Helsinki, Helsinki, Finland
- Organismal Evolution and Biology, Faculty of Biology and Environmental Sciences, Viikki Plant Science Centre, University of Helsinki, Helsinki, Finland
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Onda Y, Takahagi K, Shimizu M, Inoue K, Mochida K. Multiplex PCR Targeted Amplicon Sequencing (MTA-Seq): Simple, Flexible, and Versatile SNP Genotyping by Highly Multiplexed PCR Amplicon Sequencing. FRONTIERS IN PLANT SCIENCE 2018; 9:201. [PMID: 29628929 PMCID: PMC5876661 DOI: 10.3389/fpls.2018.00201] [Citation(s) in RCA: 37] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/05/2017] [Accepted: 02/02/2018] [Indexed: 05/20/2023]
Abstract
Next-generation sequencing (NGS) technologies have enabled genome re-sequencing for exploring genome-wide polymorphisms among individuals, as well as targeted re-sequencing for the rapid and simultaneous detection of polymorphisms in genes associated with various biological functions. Therefore, a simple and robust method for targeted re-sequencing should facilitate genotyping in a wide range of biological fields. In this study, we developed a simple, custom, targeted re-sequencing method, designated "multiplex PCR targeted amplicon sequencing (MTA-seq)," and applied it to the genotyping of the model grass Brachypodium distachyon. To assess the practical usability of MTA-seq, we applied it to the genotyping of genome-wide single-nucleotide polymorphisms (SNPs) identified in natural accessions (Bd1-1, Bd3-1, Bd21-3, Bd30-1, Koz-1, Koz-3, and Koz-4) by comparing the re-sequencing data with that of reference accession Bd21. Examination of SNP-genotyping accuracy in 443 amplicons from eight parental accessions and an F1 progeny derived by crossing of Bd21 and Bd3-1 revealed that ~95% of the SNPs were correctly called. The assessment suggested that the method provided an efficient framework for accurate and robust SNP genotyping. The method described here enables easy design of custom target SNP-marker panels in various organisms, facilitating a wide range of high-throughput genetic applications, such as genetic mapping, population analysis, molecular breeding, and genomic diagnostics.
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Affiliation(s)
- Yoshihiko Onda
- Cellulose Production Research Team, RIKEN Center for Sustainable Resource Science, Yokohama, Japan
- Kihara Institute for Biological Research, Yokohama City University, Yokohama, Japan
| | - Kotaro Takahagi
- Cellulose Production Research Team, RIKEN Center for Sustainable Resource Science, Yokohama, Japan
- Kihara Institute for Biological Research, Yokohama City University, Yokohama, Japan
- Graduate School of Nanobioscience, Yokohama City University, Yokohama, Japan
| | - Minami Shimizu
- Cellulose Production Research Team, RIKEN Center for Sustainable Resource Science, Yokohama, Japan
| | - Komaki Inoue
- Cellulose Production Research Team, RIKEN Center for Sustainable Resource Science, Yokohama, Japan
| | - Keiichi Mochida
- Cellulose Production Research Team, RIKEN Center for Sustainable Resource Science, Yokohama, Japan
- Kihara Institute for Biological Research, Yokohama City University, Yokohama, Japan
- Institute of Plant Science and Resource, Okayama University, Okayama, Japan
- *Correspondence: Keiichi Mochida
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Moran EV, Reid A, Levine JM. Population genetics and adaptation to climate along elevation gradients in invasive Solidago canadensis. PLoS One 2017; 12:e0185539. [PMID: 28957402 PMCID: PMC5619793 DOI: 10.1371/journal.pone.0185539] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2016] [Accepted: 09/14/2017] [Indexed: 02/04/2023] Open
Abstract
Gene flow between populations may either support local adaptation by supplying genetic variation on which selection may act, or counteract it if maladapted alleles arrive faster than can be purged by selection. Although both such effects have been documented within plant species’ native ranges, how the balance of these forces influences local adaptation in invasive plant populations is less clear, in part because introduced species often have lower genetic variation initially but also tend to have good dispersal abilities. To evaluate the extent of gene flow and adaptation to local climate in invasive populations of Solidago canadensis, and the implications of this for range expansion, we compared population differentiation at microsatellite and chloroplast loci for populations across Switzerland and assessed the effect of environmental transfer distance using common gardens. We found that while patterns of differentiation at neutral genetic markers suggested that populations are connected through extensive pollen and seed movement, common-garden plants nonetheless exhibited modest adaptation to local climate conditions. Growth rate and flower production declined with climatic distance from a plant's home site, with clones from colder home sites performing better at or above the range limit. Such adaptation in invasive species is likely to promote further spread, particularly under climate change, as the genotypes positioned near the range edge may be best able to take advantage of lengthening growing seasons to expand the range.
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Affiliation(s)
- Emily V. Moran
- Life and Environmental Sciences, University of California Merced, Merced, CA, United States of America
- * E-mail:
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Affiliation(s)
- Freek T. Bakker
- Biosystematics Group, Wageningen University, Wageningen, The Netherlands
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Hodel RGJ, Segovia-Salcedo MC, Landis JB, Crowl AA, Sun M, Liu X, Gitzendanner MA, Douglas NA, Germain-Aubrey CC, Chen S, Soltis DE, Soltis PS. The report of my death was an exaggeration: A review for researchers using microsatellites in the 21st century. APPLICATIONS IN PLANT SCIENCES 2016; 4:apps1600025. [PMID: 27347456 PMCID: PMC4915923 DOI: 10.3732/apps.1600025] [Citation(s) in RCA: 91] [Impact Index Per Article: 11.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/04/2016] [Accepted: 05/25/2016] [Indexed: 05/19/2023]
Abstract
Microsatellites, or simple sequence repeats (SSRs), have long played a major role in genetic studies due to their typically high polymorphism. They have diverse applications, including genome mapping, forensics, ascertaining parentage, population and conservation genetics, identification of the parentage of polyploids, and phylogeography. We compare SSRs and newer methods, such as genotyping by sequencing (GBS) and restriction site associated DNA sequencing (RAD-Seq), and offer recommendations for researchers considering which genetic markers to use. We also review the variety of techniques currently used for identifying microsatellite loci and developing primers, with a particular focus on those that make use of next-generation sequencing (NGS). Additionally, we review software for microsatellite development and report on an experiment to assess the utility of currently available software for SSR development. Finally, we discuss the future of microsatellites and make recommendations for researchers preparing to use microsatellites. We argue that microsatellites still have an important place in the genomic age as they remain effective and cost-efficient markers.
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Affiliation(s)
- Richard G. J. Hodel
- Department of Biology, University of Florida, Gainesville, Florida 32611 USA
- Florida Museum of Natural History, University of Florida, Gainesville, Florida 32611 USA
- Author for correspondence:
| | | | - Jacob B. Landis
- Department of Biology, University of Florida, Gainesville, Florida 32611 USA
- Florida Museum of Natural History, University of Florida, Gainesville, Florida 32611 USA
| | - Andrew A. Crowl
- Department of Biology, University of Florida, Gainesville, Florida 32611 USA
- Florida Museum of Natural History, University of Florida, Gainesville, Florida 32611 USA
| | - Miao Sun
- Florida Museum of Natural History, University of Florida, Gainesville, Florida 32611 USA
| | - Xiaoxian Liu
- Department of Biology, University of Florida, Gainesville, Florida 32611 USA
- Florida Museum of Natural History, University of Florida, Gainesville, Florida 32611 USA
| | | | - Norman A. Douglas
- Department of Biology, University of Florida, Gainesville, Florida 32611 USA
| | | | - Shichao Chen
- College of Life Sciences and Technology, Tongji University, Shanghai 200092, China
| | - Douglas E. Soltis
- Department of Biology, University of Florida, Gainesville, Florida 32611 USA
- Florida Museum of Natural History, University of Florida, Gainesville, Florida 32611 USA
- The Genetics Institute, University of Florida, Gainesville, Florida 32611 USA
| | - Pamela S. Soltis
- Florida Museum of Natural History, University of Florida, Gainesville, Florida 32611 USA
- The Genetics Institute, University of Florida, Gainesville, Florida 32611 USA
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The quest to resolve recent radiations: Plastid phylogenomics of extinct and endangered Hawaiian endemic mints (Lamiaceae). Mol Phylogenet Evol 2016; 99:16-33. [DOI: 10.1016/j.ympev.2016.02.024] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2015] [Revised: 02/26/2016] [Accepted: 02/28/2016] [Indexed: 11/17/2022]
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Wessinger CA, Freeman CC, Mort ME, Rausher MD, Hileman LC. Multiplexed shotgun genotyping resolves species relationships within the North American genus Penstemon. AMERICAN JOURNAL OF BOTANY 2016; 103:912-22. [PMID: 27208359 PMCID: PMC10874106 DOI: 10.3732/ajb.1500519] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/09/2015] [Accepted: 03/16/2016] [Indexed: 06/05/2023]
Abstract
PREMISE OF THE STUDY Evolutionary radiations provide opportunities to examine large-scale patterns in diversification and character evolution, yet are often recalcitrant to phylogenetic resolution due to rapid speciation events. The plant genus Penstemon has been difficult to resolve using Sanger sequence-based markers, leading to the hypothesis that it represents a recent North American radiation. The current study demonstrates the utility of multiplexed shotgun genotyping (MSG), a style of restriction site-associated DNA sequencing (RADseq), to infer phylogenetic relationships within a subset of species in this genus and provide insight into evolutionary patterns. METHODS We sampled genomic DNA, primarily from herbarium material, and subjected it to MSG library preparation and Illumina sequencing. The resultant sequencing reads were clustered into homologous loci, aligned, and concatenated into data matrices that differed according to clustering similarity and amount of missing data. We performed phylogenetic analyses on these matrices using maximum likelihood (RAxML) and a species tree approach (SVDquartets). KEY RESULTS MSG data provide a highly resolved estimate of species relationships within Penstemon. While most species relationships were highly supported, the position of certain taxa remains ambiguous, suggesting that increased taxonomic sampling or additional methodologies may be required. The data confirm that evolutionary shifts from hymenopteran- to hummingbird-adapted flowers have occurred independently many times. CONCLUSIONS This study demonstrates that phylogenomic approaches yielding thousands of variable sites can greatly improve species-level resolution of recent and rapid radiations. Similar to other studies, we found that less conservative similarity and missing data thresholds resulted in more highly supported topologies.
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Affiliation(s)
- Carolyn A Wessinger
- Department of Ecology and Evolutionary Biology, University of Kansas, Lawrence, Kansas 66045 USA
| | - Craig C Freeman
- Department of Ecology and Evolutionary Biology, University of Kansas, Lawrence, Kansas 66045 USA R.L. McGregor Herbarium and Kansas Biological Survey, University of Kansas, Lawrence, Kansas 66047 USA
| | - Mark E Mort
- Department of Ecology and Evolutionary Biology, University of Kansas, Lawrence, Kansas 66045 USA
| | - Mark D Rausher
- Department of Biology, Duke University, Box 90338 Durham, North Carolina 27708 USA
| | - Lena C Hileman
- Department of Ecology and Evolutionary Biology, University of Kansas, Lawrence, Kansas 66045 USA
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