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Zhaoguo L, Tingting L, Wenzhan W. Traditional village protection based on big data under the impact of COVID-19. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS 2020. [DOI: 10.3233/jifs-189261] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Under the influence of novel corona virus pneumonia epidemic, the protection of traditional villages is put forward higher request. The spread of the epidemic among villages will make the situation of epidemic prevention and control more difficult. As an important part of culture, traditional villages have high historical value. In this paper, the traditional village protection method, a new geographical data algorithm IData storage method. Compared with the traditional ArcGIS method, it improves the efficiency and accuracy of topographic map entry. IData’s data factory can use the symbolic technology of skeleton lines to represent all the figures in the national standard mode, and any complex figure can only be represented by one element. Idate can quickly load data and render symbols in a drawing. With the powerful data processing engine of IData data factory, we can check out the errors that other software can’t find and process the data automatically. Records of the loss of traditional villages can be recorded quickly. The establishment and protection of traditional villages have had a beneficial impact.
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Affiliation(s)
- Liu Zhaoguo
- Henan Polytechnic University, Jiaozuo, Henan, China
| | | | - Wang Wenzhan
- Nikon Image Instrument Sales (China) Co., Ltd, Tokyo, Japan
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2
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Integrating Phylogeographic Analysis and Geospatial Methods to Infer Historical Dispersal Routes and Glacial Refugia of Liriodendron chinense. FORESTS 2019. [DOI: 10.3390/f10070565] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Liriodendron chinense (Hemsl.), a Tertiary relic tree, is mainly distributed in subtropical China. The causes of the geographical distribution pattern of this species are poorly understood. In this study, we inferred historical dispersal routes and glacial refugia of this species by combining genetic data (chloroplast DNA (cpDNA), nuclear ribosomal DNA (nrDNA), and nuclear DNA (nDNA)) and geospatial data (climate and geology) with the methods of landscape genetics. Additionally, based on sequence variation at multiple loci, we employed GenGIS and Barrier software to analyze L. chinense population genetic structure. Dispersal corridors and historical gene flow between the eastern and western populations were detected, and they were located in mountainous regions. Based on species distribution model (SDMs), the distribution patterns in paleoclimatic periods were consistent with the current pattern, suggesting the presence of multiple refuges in multiple mountainous regions in China. The genetic structure analysis clustered most eastern populations into a clade separated from the western populations. Additionally, a genetic barrier was detected between the eastern and western populations. The dispersal corridors and historical gene flow detected here suggested that the mountains acted as a bridge, facilitating gene flow between the eastern and western populations. Due to Quaternary climatic fluctuations, the habitats and dispersal corridors were frequently inhabited by warm-temperate evergreen forests, which may have fragmented L. chinense habitats and exacerbated the differentiation of eastern and western populations. Ultimately, populations retreated to multiple isolated mountainous refugia, shaping the current geographical distribution pattern. These dispersal corridors and montane refugia suggested that the mountains in subtropical China play a crucial role in the conservation of genetic resources and migration of subspecies or related species in this region.
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Abstract
This article describes a simple tool to display geophylogenies on web maps including Google Maps and OpenStreetMap. The tool reads a NEXUS format file that includes geographic information, and outputs a GeoJSON format file that can be displayed in a web map application.
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Affiliation(s)
- Roderic Page
- College of Medical, Veterinary & Life Sciences, Institute of Biodiversity, Animal Health and Comparative Medicine, University of Glasgow, Glasgow, UK
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4
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Śmietanka B, Burzyński A, Hummel H, Wenne R. Glacial history of the European marine mussels Mytilus, inferred from distribution of mitochondrial DNA lineages. Heredity (Edinb) 2014; 113:250-8. [PMID: 24619178 PMCID: PMC4815643 DOI: 10.1038/hdy.2014.23] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2013] [Revised: 12/20/2013] [Accepted: 01/31/2014] [Indexed: 11/09/2022] Open
Abstract
Mussels of the genus Mytilus have been used to assess the circumglacial phylogeography of the intertidal zone. These mussels are representative components of the intertidal zone and have rapidly evolving mitochondrial DNA, suitable for high resolution phylogeographic analyses. In Europe, the three Mytilus species currently share mitochondrial haplotypes, owing to the cases of extensive genetic introgression. Genetic diversity of Mytilus edulis, Mytilus trossulus and Mytilus galloprovincialis was studied using a 900-bp long part of the most variable fragment of the control region from one of their two mitochondrial genomes. To this end, 985 specimens were sampled along the European coasts, at sites ranging from the Black Sea to the White Sea. The relevant DNA fragments were amplified, sequenced and analyzed. Contrary to the earlier findings, our coalescence and nested cladistics results show that only a single M. edulis glacial refugium existed in the Atlantic. Despite that, the species survived the glaciation retaining much of its diversity. Unsurprisingly, M. galloprovincialis survived in the Mediterranean Sea. In a relatively short time period, around the climatic optimum at 10 ky ago, the species underwent rapid expansion coupled with population differentiation. Following the expansion, further contemporary gene flow between populations was limited.
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Affiliation(s)
- B Śmietanka
- Department of Genetics and Marine Biotechnology, Institute of Oceanology Polish Academy of Sciences, Powstańców Warszawy 55, Sopot, Poland
| | - A Burzyński
- Department of Genetics and Marine Biotechnology, Institute of Oceanology Polish Academy of Sciences, Powstańców Warszawy 55, Sopot, Poland
| | - H Hummel
- Netherlands Institute of Ecology, Centre for Estuarine and Marine Ecology, AC Yerseke, The Netherlands
| | - R Wenne
- Department of Genetics and Marine Biotechnology, Institute of Oceanology Polish Academy of Sciences, Powstańców Warszawy 55, Sopot, Poland
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Tarroso P, Velo-Antón G, Carvalho SB. phylin: anrpackage for phylogeographic interpolation. Mol Ecol Resour 2014; 15:349-57. [DOI: 10.1111/1755-0998.12312] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2014] [Revised: 07/28/2014] [Accepted: 08/01/2014] [Indexed: 11/29/2022]
Affiliation(s)
- Pedro Tarroso
- CIBIO/InBIO; Centro de Investigação em Biodiversidade e Recursos Genéticos da Universidade do Porto; R. Padre Armando Quintas 4485-661 Vairão Portugal
| | - Guillermo Velo-Antón
- CIBIO/InBIO; Centro de Investigação em Biodiversidade e Recursos Genéticos da Universidade do Porto; R. Padre Armando Quintas 4485-661 Vairão Portugal
| | - Sílvia B. Carvalho
- CIBIO/InBIO; Centro de Investigação em Biodiversidade e Recursos Genéticos da Universidade do Porto; R. Padre Armando Quintas 4485-661 Vairão Portugal
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Dauby G, Duminil J, Heuertz M, Koffi GK, Stévart T, Hardy OJ. Congruent phylogeographical patterns of eight tree species in Atlantic Central Africa provide insights into the past dynamics of forest cover. Mol Ecol 2014; 23:2299-312. [DOI: 10.1111/mec.12724] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2013] [Revised: 02/18/2014] [Accepted: 03/09/2014] [Indexed: 12/01/2022]
Affiliation(s)
- G. Dauby
- Faculté des Sciences, Evolutionary Biology and Ecology; Université Libre de Bruxelles; CP160/12, 50 Av. F. Roosevelt 1050 Brussels Belgium
| | - J. Duminil
- Faculté des Sciences, Evolutionary Biology and Ecology; Université Libre de Bruxelles; CP160/12, 50 Av. F. Roosevelt 1050 Brussels Belgium
- Sub-Regional Office for Central Africa; Bioversity International, Forest Genetic Resources Programme; P.O. Box 2008 Messa Yaoundé Cameroon
| | - M. Heuertz
- Faculté des Sciences, Evolutionary Biology and Ecology; Université Libre de Bruxelles; CP160/12, 50 Av. F. Roosevelt 1050 Brussels Belgium
- Forest Ecology and Genetics; INIA Forest Research Centre; Ctra. A Coruña km 7.5 28040 Madrid Spain
- Department of Biology; Unit Ecology and Evolution; Université de Fribourg; Chemin du Musée 10 1700 Fribourg Switzerland
| | - G. K. Koffi
- Faculté des Sciences, Evolutionary Biology and Ecology; Université Libre de Bruxelles; CP160/12, 50 Av. F. Roosevelt 1050 Brussels Belgium
- UFR-Sciences de la Nature; Université Nangui Abrogoua; 02 BP 801 Abidjan Ivory Coast
| | - T. Stévart
- Africa and Madagascar Department; Missouri Botanical Garden; PO Box 299 St. Louis MO 63166-0299 USA
- Herbarium et Bibliothèque de Botanique africaine; Université Libre de Bruxelles; CP 169, 50 Av. F. Roosevelt 1050 Brussels Belgium
- National Botanic Garden of Belgium; Domein van Bouchout; Nieuwelaan 38 B-1860 Meise Belgium
| | - O. J. Hardy
- Faculté des Sciences, Evolutionary Biology and Ecology; Université Libre de Bruxelles; CP160/12, 50 Av. F. Roosevelt 1050 Brussels Belgium
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Parks DH, Mankowski T, Zangooei S, Porter MS, Armanini DG, Baird DJ, Langille MGI, Beiko RG. GenGIS 2: geospatial analysis of traditional and genetic biodiversity, with new gradient algorithms and an extensible plugin framework. PLoS One 2013; 8:e69885. [PMID: 23922841 PMCID: PMC3726740 DOI: 10.1371/journal.pone.0069885] [Citation(s) in RCA: 87] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2013] [Accepted: 06/14/2013] [Indexed: 12/21/2022] Open
Abstract
GenGIS is free and open source software designed to integrate biodiversity data with a digital map and information about geography and habitat. While originally developed with microbial community analyses and phylogeography in mind, GenGIS has been applied to a wide range of datasets. A key feature of GenGIS is the ability to test geographic axes that can correspond to routes of migration or gradients that influence community similarity. Here we introduce GenGIS version 2, which extends the linear gradient tests introduced in the first version to allow comprehensive testing of all possible linear geographic axes. GenGIS v2 also includes a new plugin framework that supports the development and use of graphically driven analysis packages: initial plugins include implementations of linear regression and the Mantel test, calculations of alpha-diversity (e.g., Shannon Index) for all samples, and geographic visualizations of dissimilarity matrices. We have also implemented a recently published method for biomonitoring reference condition analysis (RCA), which compares observed species richness and diversity to predicted values to determine whether a given site has been impacted. The newest version of GenGIS supports vector data in addition to raster files. We demonstrate the new features of GenGIS by performing a full gradient analysis of an Australian kangaroo apple data set, by using plugins and embedded statistical commands to analyze human microbiome sample data, and by applying RCA to a set of samples from Atlantic Canada. GenGIS release versions, tutorials and documentation are freely available at http://kiwi.cs.dal.ca/GenGIS, and source code is available at https://github.com/beiko-lab/gengis.
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Affiliation(s)
- Donovan H. Parks
- Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia, Canada
- Australian Centre for Ecogenomics, School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Queensland, Australia
| | - Timothy Mankowski
- Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Somayyeh Zangooei
- Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Michael S. Porter
- Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia, Canada
| | - David G. Armanini
- Prothea srl, Milan, Italy
- Environment Canada @ Canadian Rivers Institute, University of New Brunswick, Fredericton, Canada
| | - Donald J. Baird
- Environment Canada @ Canadian Rivers Institute, University of New Brunswick, Fredericton, Canada
| | | | - Robert G. Beiko
- Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia, Canada
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Wielstra B, Beukema W, Arntzen JW, Skidmore AK, Toxopeus AG, Raes N. Corresponding mitochondrial DNA and niche divergence for crested newt candidate species. PLoS One 2012; 7:e46671. [PMID: 23029564 PMCID: PMC3460878 DOI: 10.1371/journal.pone.0046671] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2012] [Accepted: 09/06/2012] [Indexed: 11/18/2022] Open
Abstract
Genetic divergence of mitochondrial DNA does not necessarily correspond to reproductive isolation. However, if mitochondrial DNA lineages occupy separate segments of environmental space, this supports the notion of their evolutionary independence. We explore niche differentiation among three candidate species of crested newt (characterized by distinct mitochondrial DNA lineages) and interpret the results in the light of differences observed for recognized crested newt species. We quantify niche differences among all crested newt (candidate) species and test hypotheses regarding niche evolution, employing two ordination techniques (PCA-env and ENFA). Niche equivalency is rejected: all (candidate) species are found to occupy significantly different segments of environmental space. Furthermore, niche overlap values for the three candidate species are not significantly higher than those for the recognized species. As the three candidate crested newt species are, not only in terms of mitochondrial DNA genetic divergence, but also ecologically speaking, as diverged as the recognized crested newt species, our findings are in line with the hypothesis that they represent cryptic species. We address potential pitfalls of our methodology.
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Affiliation(s)
- Ben Wielstra
- Naturalis Biodiversity Center, Leiden, The Netherlands.
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Werneck FP, Gamble T, Colli GR, Rodrigues MT, Sites Jr JW. DEEP DIVERSIFICATION AND LONG-TERM PERSISTENCE IN THE SOUTH AMERICAN ‘DRY DIAGONAL’: INTEGRATING CONTINENT-WIDE PHYLOGEOGRAPHY AND DISTRIBUTION MODELING OF GECKOS. Evolution 2012; 66:3014-34. [DOI: 10.1111/j.1558-5646.2012.01682.x] [Citation(s) in RCA: 144] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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10
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Page RDM. Space, time, form: viewing the Tree of Life. Trends Ecol Evol 2011; 27:113-20. [PMID: 22209094 DOI: 10.1016/j.tree.2011.12.002] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2011] [Revised: 12/05/2011] [Accepted: 12/05/2011] [Indexed: 02/06/2023]
Abstract
There are numerous ways to display a phylogenetic tree, which is reflected in the diversity of software tools available to phylogenetists. Displaying very large trees continues to be a challenge, made ever harder as increasing computing power enables researchers to construct ever-larger trees. At the same time, computing technology is enabling novel visualisations, ranging from geophylogenies embedded on digital globes to touch-screen interfaces that enable greater interaction with evolutionary trees. In this review, I survey recent developments in phylogenetic visualisation, highlighting successful (and less successful) approaches and sketching some future directions.
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Affiliation(s)
- Roderic D M Page
- Institute of Biodiversity, Animal Health and Comparative Medicine, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, G12 8QQ, UK.
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Abstract
We review technical and sociological issues facing the Life Sciences as they transform into more data-centric disciplines - the "Big New Biology". Three major challenges are: 1) lack of comprehensive standards; 2) lack of incentives for individual scientists to share data; 3) lack of appropriate infrastructure and support. Technological advances with standards, bandwidth, distributed computing, exemplar successes, and a strong presence in the emerging world of Linked Open Data are sufficient to conclude that technical issues will be overcome in the foreseeable future. While motivated to have a shared open infrastructure and data pool, and pressured by funding agencies in move in this direction, the sociological issues determine progress. Major sociological issues include our lack of understanding of the heterogeneous data cultures within Life Sciences, and the impediments to progress include a lack of incentives to build appropriate infrastructures into projects and institutions or to encourage scientists to make data openly available.
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Affiliation(s)
- Anne E Thessen
- Center for Library and Informatics, Marine Biological Laboratory, 7 MBL Street, Woods Hole, MA 02543 USA
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12
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Chan LM, Brown JL, Yoder AD. Integrating statistical genetic and geospatial methods brings new power to phylogeography. Mol Phylogenet Evol 2011; 59:523-37. [DOI: 10.1016/j.ympev.2011.01.020] [Citation(s) in RCA: 156] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2010] [Revised: 01/31/2011] [Accepted: 01/31/2011] [Indexed: 01/29/2023]
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Janies DA, Treseder T, Alexandrov B, Habib F, Chen JJ, Ferreira R, Çatalyürek Ü, Varón A, Wheeler WC. The Supramap project: linking pathogen genomes with geography to fight emergent infectious diseases. Cladistics 2011; 27:61-66. [PMID: 32313364 PMCID: PMC7162175 DOI: 10.1111/j.1096-0031.2010.00314.x] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/23/2010] [Indexed: 11/27/2022] Open
Abstract
Novel pathogens have the potential to become critical issues of national security, public health and economic welfare. As demonstrated by the response to Severe Acute Respiratory Syndrome (SARS) and influenza, genomic sequencing has become an important method for diagnosing agents of infectious disease. Despite the value of genomic sequences in characterizing novel pathogens, raw data on their own do not provide the information needed by public health officials and researchers. One must integrate knowledge of the genomes of pathogens with host biology and geography to understand the etiology of epidemics. To these ends, we have created an application called Supramap (http://supramap.osu.edu) to put information on the spread of pathogens and key mutations across time, space and various hosts into a geographic information system (GIS). To build this application, we created a web service for integrated sequence alignment and phylogenetic analysis as well as methods to describe the tree, mutations, and host shifts in Keyhole Markup Language (KML). We apply the application to 239 sequences of the polymerase basic 2 (PB2) gene of recent isolates of avian influenza (H5N1). We map a mutation, glutamic acid to lysine at position 627 in the PB2 protein (E627K), in H5N1 influenza that allows for increased replication of the virus in mammals. We use a statistical test to support the hypothesis of a correlation of E627K mutations with avian-mammalian host shifts but reject the hypothesis that lineages with E627K are moving westward. Data, instructions for use, and visualizations are included as supplemental materials at: http://supramap.osu.edu/sm/supramap/publications. © The Willi Hennig Society 2010.
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Affiliation(s)
- Daniel A Janies
- Department of Biomedical Informatics, The Ohio State University, College of Medicine, Columbus, OH 43210, USA
| | - Travis Treseder
- Department of Biomedical Informatics, The Ohio State University, College of Medicine, Columbus, OH 43210, USA
| | - Boyan Alexandrov
- Department of Biomedical Informatics, The Ohio State University, College of Medicine, Columbus, OH 43210, USA
| | - Farhat Habib
- Indian Institute of Science Education and Research (IISER) Garware Circle, Sutarwadi, Pashan Pune, Maharashtra 411021, India
| | - Jennifer J Chen
- Department of Biomedical Informatics, The Ohio State University, College of Medicine, Columbus, OH 43210, USA
| | - Renato Ferreira
- Universidade Federal de Minas Gerais, Departamento de Ciência da Computação, Belo Horizonte, MG, Brazil
| | - Ümit Çatalyürek
- Department of Biomedical Informatics, The Ohio State University, College of Medicine, Columbus, OH 43210, USA
| | - Andrés Varón
- Division of Invertebrate Zoology, The American Museum of Natural History, New York, NY 10024, USA
- Computer Science Department, The Graduate Center, The City University of New York, New York, NY 10016, USA
| | - Ward C Wheeler
- Division of Invertebrate Zoology, The American Museum of Natural History, New York, NY 10024, USA
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Abstract
The first step of many population genetic studies is the simple visualization of allele frequencies on a landscape. This basic data exploration can be challenging without proprietary software, and the manual plotting of data is cumbersome and unfeasible at large sample sizes. I present an open source, web-based program that plots any kind of frequency or count data as pie charts in Google Maps (Google Inc., Mountain View, CA). Pie polygons are then exportable to Google Earth (Google Inc.), a free Geographic Information Systems platform. Import of genetic data into Google Earth allows phylogeographers access to a wealth of spatial information layers integral to forming hypotheses and understanding patterns in the data.
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Affiliation(s)
- Yi-Hsin E Tsai
- Department of Biology, Duke University, Box 90338, Durham, NC 27708, USA.
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15
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Affiliation(s)
- David M Kidd
- 1NESCent (National Evolutionary Synthesis Center), Durham, NC 27005, USA.
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van Etten J, Hijmans RJ. A geospatial modelling approach integrating archaeobotany and genetics to trace the origin and dispersal of domesticated plants. PLoS One 2010; 5:e12060. [PMID: 20711460 PMCID: PMC2920323 DOI: 10.1371/journal.pone.0012060] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2010] [Accepted: 07/12/2010] [Indexed: 11/19/2022] Open
Abstract
BACKGROUND The study of the prehistoric origins and dispersal routes of domesticated plants is often based on the analysis of either archaeobotanical or genetic data. As more data become available, spatially explicit models of crop dispersal can be used to combine different types of evidence. METHODOLOGY/PRINCIPAL FINDINGS We present a model in which a crop disperses through a landscape that is represented by a conductance matrix. From this matrix, we derive least-cost distances from the geographical origin of the crop and use these to predict the age of archaeological crop remains and the heterozygosity of crop populations. We use measures of the overlap and divergence of dispersal trajectories to predict genetic similarity between crop populations. The conductance matrix is constructed from environmental variables using a number of parameters. Model parameters are determined with multiple-criteria optimization, simultaneously fitting the archaeobotanical and genetic data. The consilience reached by the model is the extent to which it converges around solutions optimal for both archaeobotanical and genetic data. We apply the modelling approach to the dispersal of maize in the Americas. CONCLUSIONS/SIGNIFICANCE The approach makes possible the integrative inference of crop dispersal processes, while controlling model complexity and computational requirements.
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Affiliation(s)
- Jacob van Etten
- International Rice Research Institute, Los Baños, Philippines.
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Sidlauskas B, Ganapathy G, Hazkani-Covo E, Jenkins KP, Lapp H, McCall LW, Price S, Scherle R, Spaeth PA, Kidd DM. LINKING BIG: THE CONTINUING PROMISE OF EVOLUTIONARY SYNTHESIS. Evolution 2009; 64:871-80. [DOI: 10.1111/j.1558-5646.2009.00892.x] [Citation(s) in RCA: 41] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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18
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Barcoding Antarctic Biodiversity: current status and the CAML initiative, a case study of marine invertebrates. Polar Biol 2009. [DOI: 10.1007/s00300-009-0662-x] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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