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Rouger B, Goldringer I, Barbillon P, Miramon A, Naino Jika AK, Thomas M. Sensitivity analysis of a crop metapopulation model. Ecol Modell 2023. [DOI: 10.1016/j.ecolmodel.2022.110174] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
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Khoury CK, Brush S, Costich DE, Curry HA, de Haan S, Engels JMM, Guarino L, Hoban S, Mercer KL, Miller AJ, Nabhan GP, Perales HR, Richards C, Riggins C, Thormann I. Crop genetic erosion: understanding and responding to loss of crop diversity. THE NEW PHYTOLOGIST 2022; 233:84-118. [PMID: 34515358 DOI: 10.1111/nph.17733] [Citation(s) in RCA: 58] [Impact Index Per Article: 29.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/28/2021] [Accepted: 08/13/2021] [Indexed: 06/13/2023]
Abstract
Crop diversity underpins the productivity, resilience and adaptive capacity of agriculture. Loss of this diversity, termed crop genetic erosion, is therefore concerning. While alarms regarding evident declines in crop diversity have been raised for over a century, the magnitude, trajectory, drivers and significance of these losses remain insufficiently understood. We outline the various definitions, measurements, scales and sources of information on crop genetic erosion. We then provide a synthesis of evidence regarding changes in the diversity of traditional crop landraces on farms, modern crop cultivars in agriculture, crop wild relatives in their natural habitats and crop genetic resources held in conservation repositories. This evidence indicates that marked losses, but also maintenance and increases in diversity, have occurred in all these contexts, the extent depending on species, taxonomic and geographic scale, and region, as well as analytical approach. We discuss steps needed to further advance knowledge around the agricultural and societal significance, as well as conservation implications, of crop genetic erosion. Finally, we propose actions to mitigate, stem and reverse further losses of crop diversity.
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Affiliation(s)
- Colin K Khoury
- International Center for Tropical Agriculture (CIAT), Km 17, Recta Cali-Palmira, Apartado Aéreo 6713, 763537, Cali, Colombia
- Department of Biology, Saint Louis University, 1 N. Grand Blvd, St Louis, MO, 63103, USA
- San Diego Botanic Garden, 230 Quail Gardens Dr., Encinitas, CA, 92024, USA
| | - Stephen Brush
- University of California Davis, 1 Shields Ave., Davis, CA, 95616, USA
| | - Denise E Costich
- International Maize and Wheat Improvement Center (CIMMYT), Carretera México-Veracruz, Km. 45, El Batán, 56237, Texcoco, México
| | - Helen Anne Curry
- Department of History and Philosophy of Science, University of Cambridge, Free School Lane, Cambridge, CB2 3RH, UK
| | - Stef de Haan
- International Potato Center (CIP), Avenida La Molina 1895, La Molina, Apartado Postal 1558, Lima, Peru
| | | | - Luigi Guarino
- Global Crop Diversity Trust, Platz der Vereinten Nationen 7, 53113, Bonn, Germany
| | - Sean Hoban
- The Morton Arboretum, The Center for Tree Science, 4100 IL-53, Lisle, IL, 60532, USA
| | - Kristin L Mercer
- Department of Horticulture and Crop Science, The Ohio State University, Columbus, OH, 43210, USA
| | - Allison J Miller
- Department of Biology, Saint Louis University, 1 N. Grand Blvd, St Louis, MO, 63103, USA
- Donald Danforth Plant Science Center, 975 N Warson Rd, St Louis, MO, 63132, USA
| | - Gary P Nabhan
- Southwest Center and Institute of the Environment, University of Arizona, 1401 E. First St., PO Box 210185, Tucson, AZ, 85721-0185, USA
| | - Hugo R Perales
- Departamento de Agroecología, El Colegio de la Frontera Sur, San Cristóbal, Chiapas, 29290, México
| | - Chris Richards
- National Laboratory for Genetic Resources Preservation, United States Department of Agriculture, Agricultural Research Service, 1111 South Mason Street, Fort Collins, CO, 80521, USA
| | - Chance Riggins
- Department of Crop Sciences, University of Illinois, 331 Edward R. Madigan Lab, 1201 W. Gregory Dr., Urbana, IL, 61801, USA
| | - Imke Thormann
- Federal Office for Agriculture and Food (BLE), Information and Coordination Centre for Biological Diversity (IBV), Deichmanns Aue 29, 53179, Bonn, Germany
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Babić V, Andjelkovic V, Jovovic Z, Babic M, Vasic V, Kravic N. Diversity Assessment of the Montenegrin Maize Landrace Gene Pool Maintained in Two Gene Banks. PLANTS 2021; 10:plants10081503. [PMID: 34451548 PMCID: PMC8399334 DOI: 10.3390/plants10081503] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/05/2021] [Revised: 07/15/2021] [Accepted: 07/15/2021] [Indexed: 12/04/2022]
Abstract
Due to the loss of agro-biodiversity, there is a strong effort to find apparent and efficient mechanisms for the conservation and sustainable use of genetic diversity. A joint monitoring of the diversity and collections structure of the Montenegrin maize landraces conserved in the Serbian (MRIZPGB) and Montenegrin (MGB) gene banks has been conducted in order to improve the composition of the collections and to identify and eliminate possible redundancy. Based on a separate analysis of white- and yellow-orange maize landraces, it can be concluded that the diversity and evolution of distinct maize landraces grown and collected in Montenegro have been simultaneously shaped by both environmental (i.e., natural selection) and socially driven factors (farmers’ selection, migration and colonization processes of the human population). Although it has been determined that the authenticity and variability of the Montenegrin maize landraces gene pool have largely been preserved in the MRIZPGB collection, a significant amount of redundancy was observed. The obtained results will contribute to the cost-efficient conservation of the maize gene pool in the Montenegrin and Serbian gene banks. The recognized and well-preserved original variability of the MRIZPGB and MGB Montenegrin gene pool represents a valuable source for pre-breeding activities on broadening the white and flint maize breeding programmes under temperate conditions.
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Affiliation(s)
- Vojka Babić
- Maize Research Institute Zemun Polje, Slobodana Bajica 1, 11185 Belgrade, Serbia; (V.A.); (N.K.)
- Correspondence:
| | - Violeta Andjelkovic
- Maize Research Institute Zemun Polje, Slobodana Bajica 1, 11185 Belgrade, Serbia; (V.A.); (N.K.)
| | - Zoran Jovovic
- Faculty of Biotechnology, University of Montenegro, Mihaila Lalića 1, 81000 Podgorica, Montenegro;
| | - Milosav Babic
- Institute of Field and Vegetable Crops, Maksima Gorkog 30, 21000 Novi Sad, Serbia;
| | - Vladimir Vasic
- Department of Statistics and Mathematics, Faculty of Economics, University of Belgrade, Kamenička 6, 11000 Belgrade, Serbia;
| | - Natalija Kravic
- Maize Research Institute Zemun Polje, Slobodana Bajica 1, 11185 Belgrade, Serbia; (V.A.); (N.K.)
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Garnier J, Lafontaine P. Dispersal and Good Habitat Quality Promote Neutral Genetic Diversity in Metapopulations. Bull Math Biol 2021; 83:20. [PMID: 33452944 DOI: 10.1007/s11538-020-00853-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2020] [Accepted: 12/28/2020] [Indexed: 11/27/2022]
Abstract
Dispersal is a fundamental and crucial ecological process for a metapopulation to survive in heterogeneous or changing habitats. In this paper, we investigate the effect of the habitat quality and the dispersal on the neutral genetics diversity of a metapopulation. We model the metapopulation dynamics on heterogeneous habitats using a deterministic system of ordinary differential equations. We decompose the metapopulation into several neutral genetic fractions seeing as they could be located in different habitats. By using a mathematical model which describes their temporal dynamics inside the metapopulation, we provide the analytical results of their transient dynamics, as well as their asymptotic proportion in the different habitats. The diversity indices show how the genetic diversity at a global metapopulation scale is preserved by the correlation of two factors: the dispersal of the population, as well as the existence of adequate and sufficiently large habitats. The diversity indices show how the genetic diversity at a global metapopulation scale is preserved by the correlation of two factors: the dispersal of the population as well as the existence of adequate and sufficiently large habitats. Moreover, they ensure genetic diversity at the local habitat scale. In a source-sink metapopulation, we demonstrate that the diversity of the sink can be rescued if the condition of the sink is not too deteriorated and the migration from the source is larger than the migration from the sink. Furthermore, our study provides an analytical insight into the dynamics of the solutions of the systems of ordinary differential equations.
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Affiliation(s)
- Jimmy Garnier
- Univ. Grenoble Alpes, Univ. Savoie Mont Blanc, CNRS, LAMA, 73000, Chambéry, France.
| | - Pierre Lafontaine
- Univ. Grenoble Alpes, Univ. Savoie Mont Blanc, CNRS, LAMA, 73000, Chambéry, France
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Rodriguez M, Scintu A, Posadinu CM, Xu Y, Nguyen CV, Sun H, Bitocchi E, Bellucci E, Papa R, Fei Z, Giovannoni JJ, Rau D, Attene G. GWAS Based on RNA-Seq SNPs and High-Throughput Phenotyping Combined with Climatic Data Highlights the Reservoir of Valuable Genetic Diversity in Regional Tomato Landraces. Genes (Basel) 2020; 11:E1387. [PMID: 33238469 PMCID: PMC7709041 DOI: 10.3390/genes11111387] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2020] [Revised: 11/19/2020] [Accepted: 11/20/2020] [Indexed: 11/23/2022] Open
Abstract
Tomato (Solanum lycopersicum L.) is a widely used model plant species for dissecting out the genomic bases of complex traits to thus provide an optimal platform for modern "-omics" studies and genome-guided breeding. Genome-wide association studies (GWAS) have become a preferred approach for screening large diverse populations and many traits. Here, we present GWAS analysis of a collection of 115 landraces and 11 vintage and modern cultivars. A total of 26 conventional descriptors, 40 traits obtained by digital phenotyping, the fruit content of six carotenoids recorded at the early ripening (breaker) and red-ripe stages and 21 climate-related variables were analyzed in the context of genetic diversity monitored in the 126 accessions. The data obtained from thorough phenotyping and the SNP diversity revealed by sequencing of ripe fruit transcripts of 120 of the tomato accessions were jointly analyzed to determine which genomic regions are implicated in the expressed phenotypic variation. This study reveals that the use of fruit RNA-Seq SNP diversity is effective not only for identification of genomic regions that underlie variation in fruit traits, but also of variation related to additional plant traits and adaptive responses to climate variation. These results allowed validation of our approach because different marker-trait associations mapped on chromosomal regions where other candidate genes for the same traits were previously reported. In addition, previously uncharacterized chromosomal regions were targeted as potentially involved in the expression of variable phenotypes, thus demonstrating that our tomato collection is a precious reservoir of diversity and an excellent tool for gene discovery.
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Affiliation(s)
- Monica Rodriguez
- Dipartimento di Agraria, Università degli Studi di Sassari, 07100 Sassari, Italy; (A.S.); (C.M.P.); (D.R.); (G.A.)
- Centro per la Conservazione e Valorizzazione della Biodiversità Vegetale—CBV, Università degli Studi di Sassari, 07041 Alghero, Italy
| | - Alessandro Scintu
- Dipartimento di Agraria, Università degli Studi di Sassari, 07100 Sassari, Italy; (A.S.); (C.M.P.); (D.R.); (G.A.)
| | - Chiara M. Posadinu
- Dipartimento di Agraria, Università degli Studi di Sassari, 07100 Sassari, Italy; (A.S.); (C.M.P.); (D.R.); (G.A.)
| | - Yimin Xu
- Boyce Thompson Institute for Plant Research and U.S. Department of Agriculture—Agriculture Research Service, Ithaca, New York, NY 14853, USA; (Y.X.); (H.S.); (Z.F.); (J.J.G.)
| | - Cuong V. Nguyen
- Global Institute for Food Security, University of Saskatchewan, Saskatoon, SK S7N 0W9, Canada;
| | - Honghe Sun
- Boyce Thompson Institute for Plant Research and U.S. Department of Agriculture—Agriculture Research Service, Ithaca, New York, NY 14853, USA; (Y.X.); (H.S.); (Z.F.); (J.J.G.)
| | - Elena Bitocchi
- Dipartimento di Scienze Agrarie, Alimentari e Ambientali—D3A, Università Politecnica delle Marche, 60131 Ancona, Italy; (E.B.); (E.B.); (R.P.)
| | - Elisa Bellucci
- Dipartimento di Scienze Agrarie, Alimentari e Ambientali—D3A, Università Politecnica delle Marche, 60131 Ancona, Italy; (E.B.); (E.B.); (R.P.)
| | - Roberto Papa
- Dipartimento di Scienze Agrarie, Alimentari e Ambientali—D3A, Università Politecnica delle Marche, 60131 Ancona, Italy; (E.B.); (E.B.); (R.P.)
| | - Zhangjun Fei
- Boyce Thompson Institute for Plant Research and U.S. Department of Agriculture—Agriculture Research Service, Ithaca, New York, NY 14853, USA; (Y.X.); (H.S.); (Z.F.); (J.J.G.)
| | - James J. Giovannoni
- Boyce Thompson Institute for Plant Research and U.S. Department of Agriculture—Agriculture Research Service, Ithaca, New York, NY 14853, USA; (Y.X.); (H.S.); (Z.F.); (J.J.G.)
| | - Domenico Rau
- Dipartimento di Agraria, Università degli Studi di Sassari, 07100 Sassari, Italy; (A.S.); (C.M.P.); (D.R.); (G.A.)
| | - Giovanna Attene
- Dipartimento di Agraria, Università degli Studi di Sassari, 07100 Sassari, Italy; (A.S.); (C.M.P.); (D.R.); (G.A.)
- Centro per la Conservazione e Valorizzazione della Biodiversità Vegetale—CBV, Università degli Studi di Sassari, 07041 Alghero, Italy
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Bernau VM, Jardón Barbolla L, McHale LK, Mercer KL. Germination response of diverse wild and landrace chile peppers (Capsicum spp.) under drought stress simulated with polyethylene glycol. PLoS One 2020; 15:e0236001. [PMID: 33196641 PMCID: PMC7668591 DOI: 10.1371/journal.pone.0236001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2020] [Accepted: 10/10/2020] [Indexed: 11/19/2022] Open
Abstract
Responses to drought within a single species may vary based on plant developmental stage, drought severity, and the avoidance or tolerance mechanisms employed. Early drought stress can restrict emergence and seedling growth. Thus, in areas where water availability is limited, rapid germination leading to early plant establishment may be beneficial. Alternatively, germination without sufficient water to support the seedling may lead to early senescence, so reduced germination under low moisture conditions may be adaptive at the level of the population. We studied the germination response to osmotic stress of diverse chile pepper germplasm collected in southern Mexico from varied ecozones, cultivation systems, and of named landraces. Drought stress was simulated using polyethylene glycol solutions. Overall, survival time analysis revealed delayed germination at the 20% concentration of PEG across all ecozones. The effect was most pronounced in the genotypes from hotter, drier ecozones. Additionally, accessions from wetter and cooler ecozones had the fastest rate of germination. Moreover, accessions of the landraces Costeño Rojo and Tusta germinated more slowly and incompletely if sourced from a drier ecozone than a wetter one, indicating that slower, reduced germination under drought stress may be an adaptive avoidance mechanism. Significant differences were also observed between named landraces, with more domesticated types from intensive cultivation systems nearly always germinating faster than small-fruited backyard- or wild-types, perhaps due to the fact that the smaller-fruited accessions may have undergone less selection. Thus, we conclude that there is evidence of local adaptation to both ecozone of origin and source cultivation system in germination characteristics of diverse chile peppers.
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Affiliation(s)
- Vivian M. Bernau
- Department of Horticulture and Crop Science, The Ohio State University, Columbus, Ohio, United States of America
| | - Lev Jardón Barbolla
- Centro de Investigaciones Interdisciplinarias en Ciencias y Humanidades, Universidad Nacional Autónoma de México, Mexico City, Mexico
| | - Leah K. McHale
- Department of Horticulture and Crop Science, The Ohio State University, Columbus, Ohio, United States of America
| | - Kristin L. Mercer
- Department of Horticulture and Crop Science, The Ohio State University, Columbus, Ohio, United States of America
- * E-mail:
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7
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Abstract
Landraces are key elements of agricultural biodiversity that have long been considered a source of useful traits. Their importance goes beyond subsistence agriculture and the essential need to preserve genetic diversity, because landraces are farmer-developed populations that are often adapted to environmental conditions of significance to tackle environmental concerns. It is therefore increasingly important to identify adaptive traits in crop landraces and understand their molecular basis. This knowledge is potentially useful for promoting more sustainable agricultural techniques, reducing the environmental impact of high-input cropping systems, and diminishing the vulnerability of agriculture to global climate change. In this review, we present an overview of the opportunities and limitations offered by landraces’ genomics. We discuss how rapid advances in DNA sequencing techniques, plant phenotyping, and recombinant DNA-based biotechnology encourage both the identification and the validation of the genomic signature of local adaptation in crop landraces. The integration of ‘omics’ sciences, molecular population genetics, and field studies can provide information inaccessible with earlier technological tools. Although empirical knowledge on the genetic and genomic basis of local adaptation is still fragmented, it is predicted that genomic scans for adaptation will unlock an intraspecific molecular diversity that may be different from that of modern varieties.
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Labeyrie V, Deu M, Dussert Y, Rono B, Lamy F, Marangu C, Kiambi D, Calatayud C, Coppens d'Eeckenbrugge G, Robert T, Leclerc C. Past and present dynamics of sorghum and pearl millet diversity in Mount Kenya region. Evol Appl 2016; 9:1241-1257. [PMID: 27877203 PMCID: PMC5108216 DOI: 10.1111/eva.12405] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2016] [Accepted: 06/23/2016] [Indexed: 01/01/2023] Open
Abstract
Crop populations in smallholder farming systems are shaped by the interaction of biological, ecological, and social processes, occurring on different spatiotemporal scales. Understanding these dynamics is fundamental for the conservation of crop genetic resources. In this study, we investigated the processes involved in sorghum and pearl millet diversity dynamics on Mount Kenya. Surveys were conducted in ten sites distributed along two elevation transects and occupied by six ethnolinguistic groups. Varieties of both species grown in each site were inventoried and characterized using SSR markers. Genetic diversity was analyzed using both individual- and population-based approaches. Surveys of seed lot sources allowed characterizing seed-mediated gene flow. Past sorghum diffusion dynamics were explored by comparing Mount Kenya sorghum diversity with that of the African continent. The absence of structure in pearl millet genetic diversity indicated common ancestry and/or important pollen- and seed-mediated gene flow. On the contrary, sorghum varietal and genetic diversity showed geographic patterns, pointing to different ancestry of varieties, limited pollen-mediated gene flow, and geographic patterns in seed-mediated gene flow. Social and ecological processes involved in shaping seed-mediated gene flow are further discussed.
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Affiliation(s)
- Vanesse Labeyrie
- UMR AGAP CIRAD Montpellier France; Present address: UPR GREEN CIRAD 34398 Montpellier France
| | | | - Yann Dussert
- Ecologie, Systématique et Evolution UMR 8079 CNRS Université Paris-Sud Orsay France; Present address: UMR 1065 Santé et Agroécologie du Vignoble INRA 33140 Villenave d'Ornon France
| | | | - Françoise Lamy
- Ecologie, Systématique et Evolution UMR 8079 CNRS Université Paris-Sud Orsay France; Department of Biologie UVSQ Versailles France
| | - Charles Marangu
- KALRO Embu Kenya; Present address: CIMMYT 00621 Nairobi Kenya
| | - Dan Kiambi
- ICRISAT Nairobi Kenya; Present address: ABCIC P.O. Box 100882-00101 Nairobi Kenya
| | | | | | - Thierry Robert
- Ecologie, Systématique et Evolution UMR 8079 CNRS Université Paris-Sud Orsay France; Sorbonne Universités, UPMC Univ Paris 06, IFD Paris Cedex 05 France
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Maize diversity associated with social origin and environmental variation in Southern Mexico. Heredity (Edinb) 2016; 116:477-84. [PMID: 26905463 DOI: 10.1038/hdy.2016.10] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2015] [Revised: 12/19/2015] [Accepted: 12/22/2015] [Indexed: 11/08/2022] Open
Abstract
While prevailing theories of crop evolution suggest that crop diversity and cultural diversity should be linked, empirical evidence for such a link remains inconclusive. In particular, few studies have investigated such patterns on a local scale. Here, we address this issue by examining the determinants of maize diversity in a local region of high cultural and biological richness in Southern Mexico. We collected maize samples from villages at low and middle elevations in two adjacent municipalities of differing ethnicity: Mixtec or Chatino. Although morphological traits show few patterns of population structure, we see clear genetic differentiation among villages, with municipality explaining a larger proportion of the differentiation than altitude. Consistent with an important role of social origin in patterning seed exchange, metapopulation model-based estimates of differentiation match the genetic data within village and ethnically distinct municipalities, but underestimate differentiation when all four villages are taken together. Our research provides insights about the importance of social origin in structuring maize diversity at the local scale.
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Gorjanc G, Jenko J, Hearne SJ, Hickey JM. Initiating maize pre-breeding programs using genomic selection to harness polygenic variation from landrace populations. BMC Genomics 2016; 17:30. [PMID: 26732811 PMCID: PMC4702314 DOI: 10.1186/s12864-015-2345-z] [Citation(s) in RCA: 58] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2015] [Accepted: 12/21/2015] [Indexed: 11/23/2022] Open
Abstract
Background The limited genetic diversity of elite maize germplasms raises concerns about the potential to breed for new challenges. Initiatives have been formed over the years to identify and utilize useful diversity from landraces to overcome this issue. The aim of this study was to evaluate the proposed designs to initiate a pre-breeding program within the Seeds of Discovery (SeeD) initiative with emphasis on harnessing polygenic variation from landraces using genomic selection. We evaluated these designs with stochastic simulation to provide decision support about the effect of several design factors on the quality of resulting (pre-bridging) germplasm. The evaluated design factors were: i) the approach to initiate a pre-breeding program from the selected landraces, doubled haploids of the selected landraces, or testcrosses of the elite hybrid and selected landraces, ii) the genetic parameters of landraces and phenotypes, and iii) logistical factors related to the size and management of a pre-breeding program. Results The results suggest a pre-breeding program should be initiated directly from landraces. Initiating from testcrosses leads to a rapid reconstruction of the elite donor genome during further improvement of the pre-bridging germplasm. The analysis of accuracy of genomic predictions across the various design factors indicate the power of genomic selection for pre-breeding programs with large genetic diversity and constrained resources for data recording. The joint effect of design factors was summarized with decision trees with easy to follow guidelines to optimize pre-breeding efforts of SeeD and similar initiatives. Conclusions Results of this study provide guidelines for SeeD and similar initiatives on how to initiate pre-breeding programs that aim to harness polygenic variation from landraces. Electronic supplementary material The online version of this article (doi:10.1186/s12864-015-2345-z) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Gregor Gorjanc
- Biotechnical Faculty, University of Ljubljana, 1000, Ljubljana, Slovenia. .,The Roslin Institute and Royal (Dick) School of Veterinary Studies, The University of Edinburgh, Easter Bush, Midlothian, Scotland, UK.
| | - Janez Jenko
- The Roslin Institute and Royal (Dick) School of Veterinary Studies, The University of Edinburgh, Easter Bush, Midlothian, Scotland, UK. .,Agricultural Institute of Slovenia, 1000, Ljubljana, Slovenia.
| | - Sarah J Hearne
- Genetic Resources Program, International Maize and Wheat Improvement Center (CIMMYT), Apdo, 06600, México, D.F., México.
| | - John M Hickey
- The Roslin Institute and Royal (Dick) School of Veterinary Studies, The University of Edinburgh, Easter Bush, Midlothian, Scotland, UK.
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Grenier S, Barre P, Litrico I. Phenotypic Plasticity and Selection: Nonexclusive Mechanisms of Adaptation. SCIENTIFICA 2016; 2016:7021701. [PMID: 27313957 PMCID: PMC4895053 DOI: 10.1155/2016/7021701] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/08/2015] [Revised: 04/05/2016] [Accepted: 05/03/2016] [Indexed: 05/07/2023]
Abstract
Selection and plasticity are two mechanisms that allow the adaptation of a population to a changing environment. Interaction between these nonexclusive mechanisms must be considered if we are to understand population survival. This review discusses the ways in which plasticity and selection can interact, based on a review of the literature on selection and phenotypic plasticity in the evolution of populations. The link between selection and phenotypic plasticity is analysed at the level of the individual. Plasticity can affect an individual's response to selection and so may modify the end result of genetic diversity evolution at population level. Genetic diversity increases the ability of populations or communities to adapt to new environmental conditions. Adaptive plasticity increases individual fitness. However this effect must be viewed from the perspective of the costs of plasticity, although these are not easy to estimate. It is becoming necessary to engage in new experimental research to demonstrate the combined effects of selection and plasticity for adaptation and their consequences on the evolution of genetic diversity.
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Affiliation(s)
- S. Grenier
- INRA, UR004, P3F, RD 150, Site du Chêne, BP 86006, 86600 Lusignan, France
| | - P. Barre
- INRA, UR004, P3F, RD 150, Site du Chêne, BP 86006, 86600 Lusignan, France
| | - I. Litrico
- INRA, UR004, P3F, RD 150, Site du Chêne, BP 86006, 86600 Lusignan, France
- *I. Litrico:
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12
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Independent Molecular Basis of Convergent Highland Adaptation in Maize. Genetics 2015; 200:1297-312. [PMID: 26078279 DOI: 10.1534/genetics.115.178327] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2015] [Accepted: 06/09/2015] [Indexed: 01/01/2023] Open
Abstract
Convergent evolution is the independent evolution of similar traits in different species or lineages of the same species; this often is a result of adaptation to similar environments, a process referred to as convergent adaptation. We investigate here the molecular basis of convergent adaptation in maize to highland climates in Mesoamerica and South America, using genome-wide SNP data. Taking advantage of archaeological data on the arrival of maize to the highlands, we infer demographic models for both populations, identifying evidence of a strong bottleneck and rapid expansion in South America. We use these models to then identify loci showing an excess of differentiation as a means of identifying putative targets of natural selection and compare our results to expectations from recently developed theory on convergent adaptation. Consistent with predictions across a wide parameter space, we see limited evidence for convergent evolution at the nucleotide level in spite of strong similarities in overall phenotypes. Instead, we show that selection appears to have predominantly acted on standing genetic variation and that introgression from wild teosinte populations appears to have played a role in highland adaptation in Mexican maize.
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13
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Thomas M, Thépot S, Galic N, Jouanne-Pin S, Remoué C, Goldringer I. Diversifying mechanisms in the on-farm evolution of crop mixtures. Mol Ecol 2015; 24:2937-54. [PMID: 25913177 DOI: 10.1111/mec.13214] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2014] [Revised: 04/09/2015] [Accepted: 04/14/2015] [Indexed: 10/23/2022]
Abstract
While modern agriculture relies on genetic homogeneity, diversifying practices associated with seed exchange and seed recycling may allow crops to adapt to their environment. This socio-genetic model is an original experimental evolution design referred to as on-farm dynamic management of crop diversity. Investigating such model can help in understanding how evolutionary mechanisms shape crop diversity submitted to diverse agro-environments. We studied a French farmer-led initiative where a mixture of four wheat landraces called 'Mélange de Touselles' (MDT) was created and circulated within a farmers' network. The 15 sampled MDT subpopulations were simultaneously submitted to diverse environments (e.g. altitude, rainfall) and diverse farmers' practices (e.g. field size, sowing and harvesting date). Twenty-one space-time samples of 80 individuals each were genotyped using 17 microsatellite markers and characterized for their heading date in a 'common-garden' experiment. Gene polymorphism was studied using four markers located in earliness genes. An original network-based approach was developed to depict the particular and complex genetic structure of the landraces composing the mixture. Rapid differentiation among populations within the mixture was detected, larger at the phenotypic and gene levels than at the neutral genetic level, indicating potential divergent selection. We identified two interacting selection processes: variation in the mixture component frequencies, and evolution of within-variety diversity, that shaped the standing variability available within the mixture. These results confirmed that diversifying practices and environments maintain genetic diversity and allow for crop evolution in the context of global change. Including concrete measurements of farmers' practices is critical to disentangle crop evolution processes.
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Affiliation(s)
- Mathieu Thomas
- INRA, UMR 0320/UMR 8120 Génétique Quantitative et Évolution - Le Moulon, F-91190, Gif-sur-Yvette, France
| | - Stéphanie Thépot
- ARVALIS Institut du Végétal, route de Chateaufort, F-91190, Villiers-Le-Bacle, France
| | - Nathalie Galic
- INRA, UMR 0320/UMR 8120 Génétique Quantitative et Évolution - Le Moulon, F-91190, Gif-sur-Yvette, France
| | - Sophie Jouanne-Pin
- INRA, UMR 0320/UMR 8120 Génétique Quantitative et Évolution - Le Moulon, F-91190, Gif-sur-Yvette, France
| | - Carine Remoué
- INRA, UMR 0320/UMR 8120 Génétique Quantitative et Évolution - Le Moulon, F-91190, Gif-sur-Yvette, France
| | - Isabelle Goldringer
- INRA, UMR 0320/UMR 8120 Génétique Quantitative et Évolution - Le Moulon, F-91190, Gif-sur-Yvette, France
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Perales H, Golicher D. Mapping the diversity of maize races in Mexico. PLoS One 2014; 9:e114657. [PMID: 25486121 PMCID: PMC4259470 DOI: 10.1371/journal.pone.0114657] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2014] [Accepted: 10/30/2014] [Indexed: 11/21/2022] Open
Abstract
Traditional landraces of maize are cultivated throughout more than one-half of Mexico's cropland. Efforts to organize in situ conservation of this important genetic resource have been limited by the lack of knowledge of regional diversity patterns. We used recent and historic collections of maize classified for race type to determine biogeographic regions and centers of landrace diversity. We also analyzed how diversity has changed over the last sixty years. Based on racial composition of maize we found that Mexico can be divided into 11 biogeographic regions. Six of these biogeographic regions are in the center and west of the country and contain more than 90% of the reported samples for 38 of the 47 races studied; these six regions are also the most diverse. We found no evidence of rapid overall decline in landrace diversity for this period. However, several races are now less frequently reported and two regions seem to support lower diversity than in previous collection periods. Our results are consistent with a previous hypothesis for diversification centers and for migration routes of original maize populations merging in western central Mexico. We provide maps of regional diversity patterns and landrace based biogeographic regions that may guide efforts to conserve maize genetic resources.
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Affiliation(s)
- Hugo Perales
- El Colegio de la Frontera Sur, Grupo de Agroecología, Carretera Panamericana y Periférico Sur s/n, San Cristóbal, Chiapas, Mexico
| | - Duncan Golicher
- El Colegio de la Frontera Sur, Grupo Conservación y Restauración de Bosques, Carretera Panamericana y Periférico Sur s/n, San Cristóbal, Chiapas, Mexico
- Center for Conservation Ecology & Environmental Change, School of Applied Sciences, Bournemouth University, Dorset, United Kingdom
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Artoisenet P, Minsart LA. Statistical genetics in traditionally cultivated crops. J Theor Biol 2014; 360:208-221. [DOI: 10.1016/j.jtbi.2014.06.028] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2013] [Revised: 04/23/2014] [Accepted: 06/18/2014] [Indexed: 11/30/2022]
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Westengen OT, Berg PR, Kent MP, Brysting AK. Spatial structure and climatic adaptation in African maize revealed by surveying SNP diversity in relation to global breeding and landrace panels. PLoS One 2012; 7:e47832. [PMID: 23091649 PMCID: PMC3472975 DOI: 10.1371/journal.pone.0047832] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2012] [Accepted: 09/17/2012] [Indexed: 01/11/2023] Open
Abstract
Background Climate change threatens maize productivity in sub-Saharan Africa. To ensure food security, access to locally adapted genetic resources and varieties is an important adaptation measure. Most of the maize grown in Africa is a genetic mix of varieties introduced at different historic times following the birth of the trans-Atlantic economy, and knowledge about geographic structure and local adaptations is limited. Methodology A panel of 48 accessions of maize representing various introduction routes and sources of historic and recent germplasm introductions in Africa was genotyped with the MaizeSNP50 array. Spatial genetic structure and genetic relationships in the African panel were analysed separately and in the context of a panel of 265 inbred lines representing global breeding material (based on 26,900 SNPs) and a panel of 1127 landraces from the Americas (270 SNPs). Environmental association analysis was used to detect SNPs associated with three climatic variables based on the full 43,963 SNP dataset. Conclusions The genetic structure is consistent between subsets of the data and the markers are well suited for resolving relationships and admixture among the accessions. The African accessions are structured in three clusters reflecting historical and current patterns of gene flow from the New World and within Africa. The Sahelian cluster reflects original introductions of Meso-American landraces via Europe and a modern introduction of temperate breeding material. The Western cluster reflects introduction of Coastal Brazilian landraces, as well as a Northeast-West spread of maize through Arabic trade routes across the continent. The Eastern cluster most strongly reflects gene flow from modern introduced tropical varieties. Controlling for population history in a linear model, we identify 79 SNPs associated with maximum temperature during the growing season. The associations located in genes of known importance for abiotic stress tolerance are interesting candidates for local adaptations.
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Affiliation(s)
- Ola T Westengen
- Centre for Development and the Environment, SUM, University of Oslo, Oslo, Norway.
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New genes in traditional seed systems: diffusion, detectability and persistence of transgenes in a maize metapopulation. PLoS One 2012; 7:e46123. [PMID: 23056246 PMCID: PMC3463572 DOI: 10.1371/journal.pone.0046123] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2012] [Accepted: 08/28/2012] [Indexed: 11/19/2022] Open
Abstract
Gene flow of transgenes into non-target populations is an important biosafety concern. The case of genetically modified (GM) maize in Mexico has been of particular interest because of the country’s status as center of origin and landrace diversity. In contrast to maize in the U.S. and Europe, Mexican landraces form part of an evolving metapopulation in which new genes are subject to evolutionary processes of drift, gene flow and selection. Although these processes are affected by seed management and particularly seed flow, there has been little study into the population genetics of transgenes under traditional seed management. Here, we combine recently compiled data on seed management practices with a spatially explicit population genetic model to evaluate the importance of seed flow as a determinant of the long-term fate of transgenes in traditional seed systems. Seed flow between farmers leads to a much wider diffusion of transgenes than expected by pollen movement alone, but a predominance of seed replacement over seed mixing lowers the probability of detection due to a relative lack of homogenization in spatial frequencies. We find that in spite of the spatial complexities of the modeled system, persistence probabilities under positive selection are estimated quite well by existing theory. Our results have important implications concerning the feasibility of long term transgene monitoring and control in traditional seed systems.
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Abstract
More than 70 years after the first ex situ genebanks have been established, major efforts in this field are still concerned with issues related to further completion of individual collections and securing of their storage. Attempts regarding valorization of ex situ collections for plant breeders have been hampered by the limited availability of phenotypic and genotypic information. With the advent of molecular marker technologies first efforts were made to fingerprint genebank accessions, albeit on a very small scale and mostly based on inadequate DNA marker systems. Advances in DNA sequencing technology and the development of high-throughput systems for multiparallel interrogation of thousands of single nucleotide polymorphisms (SNPs) now provide a suite of technological platforms facilitating the analysis of several hundred of Gigabases per day using state-of-the-art sequencing technology or, at the same time, of thousands of SNPs. The present review summarizes recent developments regarding the deployment of these technologies for the analysis of plant genetic resources, in order to identify patterns of genetic diversity, map quantitative traits and mine novel alleles from the vast amount of genetic resources maintained in genebanks around the world. It also refers to the various shortcomings and bottlenecks that need to be overcome to leverage the full potential of high-throughput DNA analysis for the targeted utilization of plant genetic resources.
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Affiliation(s)
- Benjamin Kilian
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Genebank/Genome Diversity, Corrensstrasse 3, 06466 Gatersleben, Germany.
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Social Organization of Crop Genetic Diversity. The G × E × S Interaction Model. DIVERSITY-BASEL 2011. [DOI: 10.3390/d4010001] [Citation(s) in RCA: 57] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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Dyer GA, González C, Lopera DC. Informal "seed" systems and the management of gene flow in traditional agroecosystems: the case of cassava in Cauca, Colombia. PLoS One 2011; 6:e29067. [PMID: 22174952 PMCID: PMC3236227 DOI: 10.1371/journal.pone.0029067] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2011] [Accepted: 11/20/2011] [Indexed: 11/19/2022] Open
Abstract
Our ability to manage gene flow within traditional agroecosystems and their repercussions requires understanding the biology of crops, including farming practices' role in crop ecology. That these practices' effects on crop population genetics have not been quantified bespeaks lack of an appropriate analytical framework. We use a model that construes seed-management practices as part of a crop's demography to describe the dynamics of cassava (Manihot esculenta Crantz) in Cauca, Colombia. We quantify several management practices for cassava—the first estimates of their kind for a vegetatively-propagated crop—describe their demographic repercussions, and compare them to those of maize, a sexually-reproduced grain crop. We discuss the implications for gene flow, the conservation of cassava diversity, and the biosafety of vegetatively-propagated crops in centers of diversity. Cassava populations are surprisingly open and dynamic: farmers exchange germplasm across localities, particularly improved varieties, and distribute it among neighbors at extremely high rates vis-à-vis maize. This implies that a large portion of cassava populations consists of non-local germplasm, often grown in mixed stands with local varieties. Gene flow from this germplasm into local seed banks and gene pools via pollen has been documented, but its extent remains uncertain. In sum, cassava's biology and vegetative propagation might facilitate pre-release confinement of genetically-modified varieties, as expected, but simultaneously contribute to their diffusion across traditional agroecosystems if released. Genetically-modified cassava is unlikely to displace landraces or compromise their diversity; but rapid diffusion of improved germplasm and subsequent incorporation into cassava landraces, seed banks or wild populations could obstruct the tracking and eradication of deleterious transgenes. Attempts to regulate traditional farming practices to reduce the risks could compromise cassava populations' adaptive potential and ultimately prove ineffectual.
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Affiliation(s)
- George A Dyer
- The James Hutton Institute, Aberdeen, United Kingdom.
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WEGIER A, PIÑEYRO-NELSON A, ALARCÓN J, GÁLVEZ-MARISCAL A, ÁLVAREZ-BUYLLA ER, PIÑERO D. Recent long-distance transgene flow into wild populations conforms to historical patterns of gene flow in cotton (Gossypium hirsutum) at its centre of origin. Mol Ecol 2011; 20:4182-94. [DOI: 10.1111/j.1365-294x.2011.05258.x] [Citation(s) in RCA: 52] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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Assessing the vulnerability of traditional maize seed systems in Mexico to climate change. Proc Natl Acad Sci U S A 2011; 108:13432-7. [PMID: 21825131 DOI: 10.1073/pnas.1103373108] [Citation(s) in RCA: 44] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Climate change is predicted to have major impacts on small-scale farmers in Mexico whose livelihoods depend on rain-fed maize. We examined the capacity of traditional maize seed systems to provide these farmers with appropriate genetic material under predicted agro-ecological conditions associated with climate change. We studied the structure and spatial scope of seed systems of 20 communities in four transects across an altitudinal gradient from 10-2,980 m above sea level in five states of eastern Mexico. Results indicate that 90% of all of the seed lots are obtained within 10 km of a community and 87% within an altitudinal range of ±50 m but with variation across four agro-climate environments: wet lowland, dry lowland, wet upper midlatitude, and highlands. Climate models suggest a drying and warming trend for the entire study area during the main maize season, leading to substantial shifts in the spatial distribution patterns of agro-climate environments. For all communities except those in the highlands, predicted future maize environments already are represented within the 10-km radial zones, indicating that in the future farmers will have easy access to adapted planting material. Farmers in the highlands are the most vulnerable and probably will need to acquire seed from outside their traditional geographical ranges. This change in seed sources probably will entail important information costs and the development of new seed and associated social networks, including improved linkages between traditional and formal seed systems and more effective and efficient seed-supply chains. The study has implications for analogous areas elsewhere in Mexico and around the world.
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Mercer KL, Perales HR. Evolutionary response of landraces to climate change in centers of crop diversity. Evol Appl 2010; 3:480-93. [PMID: 25567941 PMCID: PMC3352508 DOI: 10.1111/j.1752-4571.2010.00137.x] [Citation(s) in RCA: 61] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2010] [Accepted: 05/03/2010] [Indexed: 12/01/2022] Open
Abstract
Landraces cultivated in centers of crop diversity result from past and contemporary patterns of natural and farmer-mediated evolutionary forces. Successful in situ conservation of crop genetic resources depends on continuity of these evolutionary processes. Climate change is projected to affect agricultural production, yet analyses of impacts on in situ conservation of crop genetic diversity and farmers who conserve it have been absent. How will crop landraces respond to alterations in climate? We review the roles that phenotypic plasticity, evolution, and gene flow might play in sustaining production, although we might expect erosion of genetic diversity if landrace populations or entire races lose productivity. For example, highland maize landraces in southern Mexico do not express the plasticity necessary to sustain productivity under climate change, but may evolve in response to altered conditions. The outcome for any given crop in a given region will depend on the distribution of genetic variation that affects fitness and patterns of climate change. Understanding patterns of neutral and adaptive diversity from the population to the landscape scale is essential to clarify how landraces conserved in situ will continue to evolve and how to minimize genetic erosion of this essential natural resource.
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Affiliation(s)
- Kristin L Mercer
- Department of Horticulture and Crop Science, The Ohio State University Columbus, OH, USA
| | - Hugo R Perales
- Departamento de Agroecologia, El Colegio de la Frontera Sur, San Cristobal, Chiapas, Mexico and Diversity for Livelihoods Programme, Bioversity International Rome, Italy
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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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