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Flint-Garcia S, Feldmann MJ, Dempewolf H, Morrell PL, Ross-Ibarra J. Diamonds in the not-so-rough: Wild relative diversity hidden in crop genomes. PLoS Biol 2023; 21:e3002235. [PMID: 37440605 PMCID: PMC10368281 DOI: 10.1371/journal.pbio.3002235] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Revised: 07/25/2023] [Indexed: 07/15/2023] Open
Abstract
Crop production is becoming an increasing challenge as the global population grows and the climate changes. Modern cultivated crop species are selected for productivity under optimal growth environments and have often lost genetic variants that could allow them to adapt to diverse, and now rapidly changing, environments. These genetic variants are often present in their closest wild relatives, but so are less desirable traits. How to preserve and effectively utilize the rich genetic resources that crop wild relatives offer while avoiding detrimental variants and maladaptive genetic contributions is a central challenge for ongoing crop improvement. This Essay explores this challenge and potential paths that could lead to a solution.
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Affiliation(s)
- Sherry Flint-Garcia
- Plant Genetics Research Unit, United States Department of Agriculture, Agricultural Research Service, Columbia, Missouri, United States of America
| | - Mitchell J. Feldmann
- Department of Plant Sciences, University of California, Davis, California, United States of America
| | | | - Peter L. Morrell
- Department of Agronomy and Plant Genetics, University of Minnesota, Minneapolis, Minnesota, United States of America
| | - Jeffrey Ross-Ibarra
- Department of Evolution and Ecology, Center for Population Biology, and Genome Center, University of California, Davis, California, United States of America
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2
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Hahn C, Howard NP, Albach DC. Different Shades of Kale-Approaches to Analyze Kale Variety Interrelations. Genes (Basel) 2022; 13:genes13020232. [PMID: 35205277 PMCID: PMC8872201 DOI: 10.3390/genes13020232] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2021] [Revised: 01/20/2022] [Accepted: 01/21/2022] [Indexed: 11/16/2022] Open
Abstract
Brassica oleracea is a vegetable crop with an amazing morphological diversity. Among the various crops derived from B. oleracea, kale has been in the spotlight globally due to its various health-benefitting compounds and many different varieties. Knowledge of the existing genetic diversity is essential for the improved breeding of kale. Here, we analyze the interrelationships, population structures, and genetic diversity of 72 kale and cabbage varieties by extending our previous diversity analysis and evaluating the use of summed potential lengths of shared haplotypes (SPLoSH) as a new method for such analyses. To this end, we made use of the high-density Brassica 60K SNP array, analyzed SNPs included in an available Brassica genetic map, and used these resources to generate and evaluate the information from SPLoSH data. With our results we could consistently differentiate four groups of kale across all analyses: the curly kale varieties, Italian, American, and Russian varieties, as well as wild and cultivated types. The best results were achieved by using SPLoSH information, thus validating the use of this information in improving analyses of interrelations in kale. In conclusion, our definition of kale includes the curly varieties as the kales in a strict sense, regardless of their origin. These results contribute to a better understanding of the huge diversity of kale and its interrelations.
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Affiliation(s)
- Christoph Hahn
- Institute for Biology and Environmental Sciences, Carl von Ossietzky University Oldenburg, 26111 Oldenburg, Germany; (N.P.H.); (D.C.A.)
- Correspondence: ; Tel.: +49-441-798-3343
| | - Nicholas P. Howard
- Institute for Biology and Environmental Sciences, Carl von Ossietzky University Oldenburg, 26111 Oldenburg, Germany; (N.P.H.); (D.C.A.)
- Fresh Forward Breeding & Marketing, 4024 BK Eck en Wiel, The Netherlands
| | - Dirk C. Albach
- Institute for Biology and Environmental Sciences, Carl von Ossietzky University Oldenburg, 26111 Oldenburg, Germany; (N.P.H.); (D.C.A.)
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3
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Transcriptome and Metabolite Insights into Domestication Process of Cultivated Barley in China. PLANTS 2022; 11:plants11020209. [PMID: 35050097 PMCID: PMC8779797 DOI: 10.3390/plants11020209] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/19/2021] [Revised: 01/08/2022] [Accepted: 01/11/2022] [Indexed: 11/16/2022]
Abstract
The domestication process of cultivated barley in China remains under debate because of the controversial origins of barley. Here, we analyzed transcriptomic and non-targeted metabolic data from 29 accessions together with public resequencing data from 124 accessions to explore the domestication process of cultivated barley in China (Cb-C). These analyses revealed that both Cb-C and Tibetan wild barley (Wb-T) were the descendants of wild barley from the Near East Fertile Crescent (Wb-NE), yielding little support for a local origin of Wb-T. Wb-T was more likely an intermediate in the domestication process from Wb-NE to Cb-C. Wb-T contributed more genetically to Cb-C than Wb-NE, and was domesticated into Cb-C about 3300 years ago. These results together seem to support that Wb-T may be a feralized or hybrid form of cultivated barley from the Near East Fertile Crescent or central Asia. Additionally, the metabolite analysis revealed divergent metabolites of alkaloids and phenylpropanoids and these metabolites were specifically targeted for selection in the evolutionary stages from Wb-NE to Wb-T and from Wb-T to Cb-C. The key missense SNPs in the genes HORVU6Hr1G027650 and HORVU4Hr1G072150 might be responsible for the divergence of metabolites of alkaloids and phenylpropanoids during domestication. Our findings allow for a better understanding of the domestication process of cultivated barley in China.
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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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5
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Howard NP, Peace C, Silverstein KAT, Poets A, Luby JJ, Vanderzande S, Durel CE, Muranty H, Denancé C, van de Weg E. The use of shared haplotype length information for pedigree reconstruction in asexually propagated outbreeding crops, demonstrated for apple and sweet cherry. HORTICULTURE RESEARCH 2021; 8:202. [PMID: 34465774 PMCID: PMC8408172 DOI: 10.1038/s41438-021-00637-5] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/08/2021] [Revised: 07/05/2021] [Accepted: 07/17/2021] [Indexed: 05/29/2023]
Abstract
Pedigree information is of fundamental importance in breeding programs and related genetics efforts. However, many individuals have unknown pedigrees. While methods to identify and confirm direct parent-offspring relationships are routine, those for other types of close relationships have yet to be effectively and widely implemented with plants, due to complications such as asexual propagation and extensive inbreeding. The objective of this study was to develop and demonstrate methods that support complex pedigree reconstruction via the total length of identical by state haplotypes (referred to in this study as "summed potential lengths of shared haplotypes", SPLoSH). A custom Python script, HapShared, was developed to generate SPLoSH data in apple and sweet cherry. HapShared was used to establish empirical distributions of SPLoSH data for known relationships in these crops. These distributions were then used to estimate previously unknown relationships. Case studies in each crop demonstrated various pedigree reconstruction scenarios using SPLoSH data. For cherry, a full-sib relationship was deduced for 'Emperor Francis, and 'Schmidt', a half-sib relationship for 'Van' and 'Windsor', and the paternal grandparents of 'Stella' were confirmed. For apple, 29 cultivars were found to share an unknown parent, the pedigree of the unknown parent of 'Cox's Pomona' was reconstructed, and 'Fameuse' was deduced to be a likely grandparent of 'McIntosh'. Key genetic resources that enabled this empirical study were large genome-wide SNP array datasets, integrated genetic maps, and previously identified pedigree relationships. Crops with similar resources are also expected to benefit from using HapShared for empowering pedigree reconstruction.
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Affiliation(s)
- Nicholas P Howard
- Institut für Biologie und Umweltwissenschaften, Carl von Ossietzky University, Oldenburg, Germany.
- Department of Horticultural Science, University of Minnesota, St. Paul, MN, USA.
| | - Cameron Peace
- Department of Horticulture and Landscape Architecture, Washington State University, Pullman, Washington, WA, USA.
| | | | - Ana Poets
- Minnesota Supercomputing Institute, University of Minnesota, Minneapolis, MN, USA
| | - James J Luby
- Department of Horticultural Science, University of Minnesota, St. Paul, MN, USA
| | - Stijn Vanderzande
- Department of Horticulture and Landscape Architecture, Washington State University, Pullman, Washington, WA, USA
| | - Charles-Eric Durel
- Université d'Angers, Institut Agro, INRAE, IRHS, SFR 4207, QuaSaV, Beaucouzé, France
| | - Hélène Muranty
- Université d'Angers, Institut Agro, INRAE, IRHS, SFR 4207, QuaSaV, Beaucouzé, France
| | - Caroline Denancé
- Université d'Angers, Institut Agro, INRAE, IRHS, SFR 4207, QuaSaV, Beaucouzé, France
| | - Eric van de Weg
- Plant Breeding, Wageningen University and Research, Wageningen, The Netherlands
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6
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Stockinger EJ. The Breeding of Winter-Hardy Malting Barley. PLANTS 2021; 10:plants10071415. [PMID: 34371618 PMCID: PMC8309344 DOI: 10.3390/plants10071415] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Revised: 07/05/2021] [Accepted: 07/06/2021] [Indexed: 12/20/2022]
Abstract
In breeding winter malting barley, one recurring strategy is to cross a current preferred spring malting barley to a winter barley. This is because spring malting barleys have the greatest amalgamation of trait qualities desirable for malting and brewing. Spring barley breeding programs can also cycle their material through numerous generations each year-some managing even six-which greatly accelerates combining desirable alleles to generate new lines. In a winter barley breeding program, a single generation per year is the limit when the field environment is used and about two generations per year if vernalization and greenhouse facilities are used. However, crossing the current favored spring malting barley to a winter barley may have its downsides, as winter-hardiness too may be an amalgamation of desirable alleles assembled together that confers the capacity for prolonged cold temperature conditions. In this review I touch on some general criteria that give a variety the distinction of being a malting barley and some of the general trends made in the breeding of spring malting barleys. But the main objective of this review is to pull together different aspects of what we know about winter-hardiness from the seemingly most essential aspect, which is survival in the field, to molecular genetics and gene regulation, and then finish with ideas that might help further our insight for predictability purposes.
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Affiliation(s)
- Eric J Stockinger
- Ohio Agricultural Research and Development Center (OARDC), Department of Horticulture and Crop Science, The Ohio State University, Wooster, OH 44691, USA
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7
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Prusty MR, Bdolach E, Yamamoto E, Tiwari LD, Silberman R, Doron‐Faigenbaum A, Neyhart JL, Bonfil D, Kashkush K, Pillen K, Smith KP, Fridman E. Genetic loci mediating circadian clock output plasticity and crop productivity under barley domestication. THE NEW PHYTOLOGIST 2021; 230:1787-1801. [PMID: 33595846 PMCID: PMC8251863 DOI: 10.1111/nph.17284] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/05/2020] [Accepted: 02/06/2021] [Indexed: 05/30/2023]
Abstract
Circadian clock rhythms are shown to be intertwined with crop adaptation. To realize the adaptive value of changes in these rhythms under crop domestication and improvement, there is a need to compare the genetics of clock and yield traits. We compared circadian clock rhythmicity based on Chl leaf fluorescence and transcriptomics among wild ancestors, landraces, and breeding lines of barley under optimal and high temperatures. We conducted a genome scan to identify pleiotropic loci regulating the clock and field phenotypes. We also compared the allelic diversity in wild and cultivated barley to test for selective sweeps. We found significant loss of thermal plasticity in circadian rhythms under domestication. However, transcriptome analysis indicated that this loss was only for output genes and that temperature compensation in the core clock machinery was maintained. Drivers of the circadian clock (DOC) loci were identified via genome-wide association study. Notably, these loci also modified growth and reproductive outputs in the field. Diversity analysis indicated selective sweep in these pleiotropic DOC loci. These results indicate a selection against thermal clock plasticity under barley domestication and improvement and highlight the importance of identifying genes underlying for understanding the biochemical basis of crop adaptation to changing environments.
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Affiliation(s)
- Manas R. Prusty
- Institute of Plant SciencesAgricultural Research Organization (ARO)The Volcani CenterPO Box 6Bet Dagan5025001Israel
| | - Eyal Bdolach
- Institute of Plant SciencesAgricultural Research Organization (ARO)The Volcani CenterPO Box 6Bet Dagan5025001Israel
- Department of Life SciencesBen‐Gurion UniversityPO Box 653Beer‐ShevaIsrael
| | - Eiji Yamamoto
- Kazusa DNA Research InstitutePO Box 292‐0818ChibaJapan
| | - Lalit D. Tiwari
- Institute of Plant SciencesAgricultural Research Organization (ARO)The Volcani CenterPO Box 6Bet Dagan5025001Israel
| | - Roi Silberman
- Institute of Plant SciencesAgricultural Research Organization (ARO)The Volcani CenterPO Box 6Bet Dagan5025001Israel
| | - Adi Doron‐Faigenbaum
- Institute of Plant SciencesAgricultural Research Organization (ARO)The Volcani CenterPO Box 6Bet Dagan5025001Israel
| | - Jeffrey L. Neyhart
- Department of Agronomy and Plant GeneticsUniversity of MinnesotaSt PaulMN55108USA
| | - David Bonfil
- Gilat Center, Vegetables and Field CropsAgricultural Research Organization (ARO)The Volcani CenterPO Box 6Bet Dagan5025001Israel
| | - Khalil Kashkush
- Department of Life SciencesBen‐Gurion UniversityPO Box 653Beer‐ShevaIsrael
| | - Klaus Pillen
- Institute of Agricultural and Nutritional SciencesMartin‐Luther University Halle‐WittenbergPO Box 06120Halle (Saale)Germany
| | - Kevin P. Smith
- Department of Agronomy and Plant GeneticsUniversity of MinnesotaSt PaulMN55108USA
| | - Eyal Fridman
- Institute of Plant SciencesAgricultural Research Organization (ARO)The Volcani CenterPO Box 6Bet Dagan5025001Israel
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8
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Coffman SM, Hufford MB, Andorf CM, Lübberstedt T. Haplotype structure in commercial maize breeding programs in relation to key founder lines. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2020; 133:547-561. [PMID: 31749017 DOI: 10.1007/s00122-019-03486-y] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/24/2019] [Accepted: 11/13/2019] [Indexed: 05/05/2023]
Abstract
High-density haplotype analysis revealed significant haplotype sharing between ex-PVPs registered from 1976 to 1992 and key maize founders, and uncovered similarities and differences in haplotype sharing patterns by company and heterotic group. Proprietary inbreds developed by the private seed industry have been the major source for driving genetic gain in successful North American maize hybrids for decades. Much of the history of industry germplasm can be traced back to key founder lines, some of which were pivotal in the development of prominent heterotic groups. Previous studies have summarized pedigree-based relationships, genetic diversity and population structure among commercial inbreds with expired Plant Variety Protection (ex-PVP). However, less is known about the extent of haplotype sharing between historical founders and ex-PVPs. A better understanding of the relationships between founders and ex-PVPs provides insight into the haplotype and heterotic group structure among industry germplasm. We performed high-density haplotype analysis with 11.3 million SNPs on 212 maize inbreds, which included 157 ex-PVPs registered 1976-1992 and 55 public lines relevant to PVPs. Among these lines were 12 key founders identified in literature review: 207, A632, B14, B37, B73, LH123HT, LH82, Mo17, Oh43, OH7, PHG39 and Wf9. Our results revealed that, on average, 81.6% of an ex-PVP's genome is shared with at least 1 of these 12 founder lines and more than half when limited to B73, Mo17 and 207. Quantifiable similarities and contrasts among heterotic groups and major US seed industry companies were also observed. The results from this study provide high-resolution haplotype data on ex-PVP germplasm, confirm founder relationship trends observed in previous studies, uncover region-specific haplotype structure differences and demonstrate how haplotype sharing analysis can be used as a tool to explore germplasm diversity.
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Affiliation(s)
- Stephanie M Coffman
- Systems and Innovation for Breeding and Seed Products, Corteva Agriscience™, Agriculture Division of DowDuPont™, 8305 NW 62nd Ave., P.O. Box 7060, Johnston, IA, 50131, USA.
- Department of Agronomy, Iowa State University, Ames, IA, 50011, USA.
| | - Matthew B Hufford
- Department of Ecology, Evolution and Organismal Biology, Iowa State University, Ames, IA, 50011, USA
| | - Carson M Andorf
- Corn Insects and Crop Genetics Research Unit, USDA-ARS, Ames, IA, 50011, USA
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9
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Lei L, Poets AM, Liu C, Wyant SR, Hoffman PJ, Carter CK, Shaw BG, Li X, Muehlbauer GJ, Katagiri F, Morrell PL. Environmental Association Identifies Candidates for Tolerance to Low Temperature and Drought. G3 (BETHESDA, MD.) 2019; 9:3423-3438. [PMID: 31439717 PMCID: PMC6778781 DOI: 10.1534/g3.119.400401] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/31/2019] [Accepted: 08/17/2019] [Indexed: 11/24/2022]
Abstract
Barley (Hordeum vulgare ssp. vulgare) is cultivated from the equator to the Arctic Circle. The wild progenitor species, Hordeum vulgare ssp. spontaneum, occupies a relatively narrow latitudinal range (∼30 - 40° N) primarily at low elevation (< 1,500 m). Adaptation to the range of cultivation has occurred over ∼8,000 years. The genetic basis of adaptation is amenable to study through environmental association. An advantage of environmental association in a well-characterized crop is that many loci that contribute to climatic adaptation and abiotic stress tolerance have already been identified. This provides the opportunity to determine if environmental association approaches effectively identify these loci of large effect. Using published genotyping from 7,864 SNPs in 803 barley landraces, we examined allele frequency differentiation across multiple partitions of the data and mixed model associations relative to bioclimatic variables. Using newly generated resequencing data from a subset of these landraces, we tested for linkage disequilibrium (LD) between SNPs queried in genotyping and SNPs in neighboring loci. Six loci previously reported to contribute to adaptive differences in flowering time and abiotic stress in barley and six loci previously identified in other plant species were identified in our analyses. In many cases, patterns of LD are consistent with the causative variant occurring in the immediate vicinity of the queried SNP. The identification of barley orthologs to well-characterized genes may provide a new understanding of the nature of adaptive variation and could permit a more targeted use of potentially adaptive variants in barley breeding and germplasm improvement.
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Affiliation(s)
- Li Lei
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, MN 55108 and
| | - Ana M Poets
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, MN 55108 and
| | - Chaochih Liu
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, MN 55108 and
| | - Skylar R Wyant
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, MN 55108 and
| | - Paul J Hoffman
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, MN 55108 and
| | - Corey K Carter
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, MN 55108 and
| | - Brian G Shaw
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, MN 55108 and
| | - Xin Li
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, MN 55108 and
| | - Gary J Muehlbauer
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, MN 55108 and
- Department of Plant and Microbial Biology, Microbial and Plant Genomics Institute, University of Minnesota, St. Paul, Minnesota 55108
| | - Fumiaki Katagiri
- Department of Plant and Microbial Biology, Microbial and Plant Genomics Institute, University of Minnesota, St. Paul, Minnesota 55108
| | - Peter L Morrell
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, MN 55108 and
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10
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Hemshrot A, Poets AM, Tyagi P, Lei L, Carter CK, Hirsch CN, Li L, Brown-Guedira G, Morrell PL, Muehlbauer GJ, Smith KP. Development of a Multiparent Population for Genetic Mapping and Allele Discovery in Six-Row Barley. Genetics 2019; 213:595-613. [PMID: 31358533 PMCID: PMC6781892 DOI: 10.1534/genetics.119.302046] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2019] [Accepted: 07/16/2019] [Indexed: 11/18/2022] Open
Abstract
Germplasm collections hold valuable allelic diversity for crop improvement and genetic mapping of complex traits. To gain access to the genetic diversity within the USDA National Small Grain Collection (NSGC), we developed the Barley Recombinant Inbred Diverse Germplasm Population (BRIDG6), a six-row spring barley multiparent population (MPP) with 88 cultivated accessions crossed to a common parent (Rasmusson). The parents were randomly selected from a core subset of the NSGC that represents the genetic diversity of landrace and breeding accessions. In total, we generated 6160 F5 recombinant inbred lines (RILs), with an average of 69 and a range of 37-168 RILs per family, that were genotyped with 7773 SNPs, with an average of 3889 SNPs segregating per family. We detected 23 quantitative trait loci (QTL) associated with flowering time with five QTL found coincident with previously described flowering time genes. A major QTL was detected near the flowering time gene, HvPpd-H1 which affects photoperiod. Haplotype-based analysis of HvPpd-H1 identified private alleles to families of Asian origin conferring both positive and negative effects, providing the first observation of flowering time-related alleles private to Asian accessions. We evaluated several subsampling strategies to determine the effect of sample size on the power of QTL detection, and found that, for flowering time in barley, a sample size >50 families or 3000 individuals results in the highest power for QTL detection. This MPP will be useful for uncovering large and small effect QTL for traits of interest, and identifying and utilizing valuable alleles from the NSGC for barley improvement.
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Affiliation(s)
- Alex Hemshrot
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, Minnesota 55108
| | - Ana M Poets
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, Minnesota 55108
| | - Priyanka Tyagi
- Department of Crop and Soil Sciences, North Carolina State University, Raleigh, North Carolina 27695
| | - Li Lei
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, Minnesota 55108
| | - Corey K Carter
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, Minnesota 55108
| | - Candice N Hirsch
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, Minnesota 55108
| | - Lin Li
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, Minnesota 55108
- HuaZhong Agricultural University, WuHan, 430070, China, and
| | - Gina Brown-Guedira
- Department of Crop and Soil Sciences, North Carolina State University, Raleigh, North Carolina 27695
- USDA-ARS Plant Science Research, Raleigh, North Carolina 27695
| | - Peter L Morrell
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, Minnesota 55108
| | - Gary J Muehlbauer
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, Minnesota 55108
| | - Kevin P Smith
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, Minnesota 55108
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11
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Genetic Diversity of Field Pennycress (Thlaspi arvense) Reveals Untapped Variability and Paths Toward Selection for Domestication. AGRONOMY-BASEL 2019. [DOI: 10.3390/agronomy9060302] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Evaluation of genetic diversity within wild populations is an essential process for improvement and domestication of new crop species. This process involves evaluation of population structure and individual accessions based on genetic markers, growth habits, and geographic collection area. In this study, accessions of field pennycress were analyzed to identify population structure and variation in germplasm available for breeding. A total of 9157 genome-wide single nucleotide polymorphisms (SNPs) were identified among the 121 accessions analyzed, and linkage disequilibrium based pruning resulted in 3497 SNPs. Bayesian cluster analysis was implemented in STRUCTURE v2.3.4 to identify four population groups. These groups were confirmed based on principal components analysis and geographic origins. Pairwise diversity among accessions was evaluated and revealed considerable genetic variation. Notably, a subset of accessions from Armenia with exceptional genetic variation was identified. This survey is the first to report significant genetic diversity among pennycress accessions and explain some of the phenotypic differences previously observed in the germplasm. Understanding variation in pennycress accessions will be a crucial step for selection, breeding, and domestication of a new cash cover crop for cold climates.
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He F, Pasam R, Shi F, Kant S, Keeble-Gagnere G, Kay P, Forrest K, Fritz A, Hucl P, Wiebe K, Knox R, Cuthbert R, Pozniak C, Akhunova A, Morrell PL, Davies JP, Webb SR, Spangenberg G, Hayes B, Daetwyler H, Tibbits J, Hayden M, Akhunov E. Exome sequencing highlights the role of wild-relative introgression in shaping the adaptive landscape of the wheat genome. Nat Genet 2019; 51:896-904. [PMID: 31043759 DOI: 10.1038/s41588-019-0382-2] [Citation(s) in RCA: 153] [Impact Index Per Article: 30.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2018] [Accepted: 02/26/2019] [Indexed: 11/09/2022]
Abstract
Introgression is a potential source of beneficial genetic diversity. The contribution of introgression to adaptive evolution and improvement of wheat as it was disseminated worldwide remains unknown. We used targeted re-sequencing of 890 diverse accessions of hexaploid and tetraploid wheat to identify wild-relative introgression. Introgression, and selection for improvement and environmental adaptation, each reduced deleterious allele burden. Introgression increased diversity genome wide and in regions harboring major agronomic genes, and contributed alleles explaining a substantial proportion of phenotypic variation. These results suggest that historic gene flow from wild relatives made a substantial contribution to the adaptive diversity of modern bread wheat.
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Affiliation(s)
- Fei He
- Department of Plant Pathology, Kansas State University, Manhattan, KS, USA
| | - Raj Pasam
- Agriculture Victoria, AgriBio, Centre for AgriBioscience, Bundoora, Victoria, Australia
| | - Fan Shi
- Agriculture Victoria, AgriBio, Centre for AgriBioscience, Bundoora, Victoria, Australia
| | - Surya Kant
- Agriculture Victoria, AgriBio, Centre for AgriBioscience, Bundoora, Victoria, Australia
| | | | - Pippa Kay
- Agriculture Victoria, AgriBio, Centre for AgriBioscience, Bundoora, Victoria, Australia
| | - Kerrie Forrest
- Agriculture Victoria, AgriBio, Centre for AgriBioscience, Bundoora, Victoria, Australia
| | - Allan Fritz
- Department of Agronomy, Kansas State University, Manhattan, KS, USA
| | - Pierre Hucl
- Crop Development Centre, University of Saskatchewan, Saskatoon, Saskatchewan, Canada
| | - Krystalee Wiebe
- Crop Development Centre, University of Saskatchewan, Saskatoon, Saskatchewan, Canada
| | - Ron Knox
- Swift Current Research and Development Centre, Swift Current, Saskatchewan, Canada
| | - Richard Cuthbert
- Swift Current Research and Development Centre, Swift Current, Saskatchewan, Canada
| | - Curtis Pozniak
- Crop Development Centre, University of Saskatchewan, Saskatoon, Saskatchewan, Canada
| | - Alina Akhunova
- Department of Plant Pathology, Kansas State University, Manhattan, KS, USA.,Integrated Genomics Facility, Kansas State University, Manhattan, KS, USA
| | - Peter L Morrell
- Department of Agronomy and Plant Genetics, University of Minnesota, St Paul, MN, USA
| | - John P Davies
- Corteva Agriscience, Agriculture Division of DowDuPont, Indianapolis, IN, USA
| | - Steve R Webb
- Corteva Agriscience, Agriculture Division of DowDuPont, Indianapolis, IN, USA
| | - German Spangenberg
- Agriculture Victoria, AgriBio, Centre for AgriBioscience, Bundoora, Victoria, Australia.,School of Applied Systems Biology, La Trobe University, Bundoora, Victoria, Australia
| | - Ben Hayes
- Agriculture Victoria, AgriBio, Centre for AgriBioscience, Bundoora, Victoria, Australia.,Queensland Alliance for Agriculture and Food Innovation, Centre for Animal Science, University of Queensland, St Lucia, Queensland, Australia
| | - Hans Daetwyler
- Agriculture Victoria, AgriBio, Centre for AgriBioscience, Bundoora, Victoria, Australia.,School of Applied Systems Biology, La Trobe University, Bundoora, Victoria, Australia
| | - Josquin Tibbits
- Agriculture Victoria, AgriBio, Centre for AgriBioscience, Bundoora, Victoria, Australia.,School of Applied Systems Biology, La Trobe University, Bundoora, Victoria, Australia
| | - Matthew Hayden
- Agriculture Victoria, AgriBio, Centre for AgriBioscience, Bundoora, Victoria, Australia. .,School of Applied Systems Biology, La Trobe University, Bundoora, Victoria, Australia.
| | - Eduard Akhunov
- Department of Plant Pathology, Kansas State University, Manhattan, KS, USA.
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Fujino K, Nishimura T, Kiuchi H, Hirayama Y, Sato T. Phenotypic changes during 100-year rice breeding programs in Hokkaido. BREEDING SCIENCE 2017; 67:528-534. [PMID: 29398947 PMCID: PMC5790052 DOI: 10.1270/jsbbs.17071] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/24/2017] [Accepted: 10/02/2017] [Indexed: 05/20/2023]
Abstract
Plant breeding programs in local regions may have genetic and phenotypic variations that are desirable and shape adaptability during the establishment of local populations. Despite the characterization of genetic population structures in various kinds of populations, the effects of variations in phenotype on agro-economical traits currently remain unclear. In the present study, we evaluated phenotypic changes in 26 agro-economical traits among the local population during rice breeding programs in Hokkaido. Wide variations were observed in all 26 agro-economical traits with continuous distributions. In order to elucidate improvements in these agro-economic traits during rice breeding programs in Hokkaido, values were compared between genetic population structures. Traits were classified into four patterns based on the timing of significant differences. Patterns A and B showed significant differences once and twice, respectively. Pattern C gradually showed significant differences. Pattern D showed no significant differences for the desired directions. Based on the changes in phenotype observed in the present study and the genetic population structure for the local population in Hokkaido, a model of the artificial selection for phenotypes in genetic diversity among the local population during plant breeding programs has been proposed.
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Affiliation(s)
- Kenji Fujino
- Hokkaido Agricultural Research Center, National Agricultural Research Organization,
Sapporo, Hokkaido 062-8555,
Japan
- Corresponding author (e-mail: )
| | - Tsutomu Nishimura
- Rice breeding group, Kamikawa Agricultural Experiment Station, Local Independent Administrative Agency Hokkaido Research Organization,
Pippu, Hokkaido 078-0397,
Japan
| | - Hitoshi Kiuchi
- Rice breeding group, Kamikawa Agricultural Experiment Station, Local Independent Administrative Agency Hokkaido Research Organization,
Pippu, Hokkaido 078-0397,
Japan
| | - Yuji Hirayama
- Rice breeding group, Kamikawa Agricultural Experiment Station, Local Independent Administrative Agency Hokkaido Research Organization,
Pippu, Hokkaido 078-0397,
Japan
| | - Takashi Sato
- Rice breeding group, Kamikawa Agricultural Experiment Station, Local Independent Administrative Agency Hokkaido Research Organization,
Pippu, Hokkaido 078-0397,
Japan
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Molecular evidence of RNA polymerase II gene reveals the origin of worldwide cultivated barley. Sci Rep 2016; 6:36122. [PMID: 27786300 PMCID: PMC5081693 DOI: 10.1038/srep36122] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2016] [Accepted: 10/11/2016] [Indexed: 12/12/2022] Open
Abstract
The origin and domestication of cultivated barley have long been under debate. A population-based resequencing and phylogenetic analysis of the single copy of RPB2 gene was used to address barley domestication, to explore genetic differentiation of barley populations on the worldwide scale, and to understand gene-pool exchanges during the spread and subsequent development of barley cultivation. Our results revealed significant genetic differentiation among three geographically distinct wild barley populations. Differences in haplotype composition among populations from different geographical regions revealed that modern cultivated barley originated from two major wild barley populations: one from the Near East Fertile Crescent and the other from the Tibetan Plateau, supporting polyphyletic origin of cultivated barley. The results of haplotype frequencies supported multiple domestications coupled with widespread introgression events that generated genetic admixture between divergent barley gene pools. Our results not only provide important insight into the domestication and evolution of cultivated barley, but also enhance our understanding of introgression and distinct selection pressures in different environments on shaping the genetic diversity of worldwide barley populations, thus further facilitating the effective use of the wild barley germplasm.
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Nice LM, Steffenson BJ, Brown-Guedira GL, Akhunov ED, Liu C, Kono TJY, Morrell PL, Blake TK, Horsley RD, Smith KP, Muehlbauer GJ. Development and Genetic Characterization of an Advanced Backcross-Nested Association Mapping (AB-NAM) Population of Wild × Cultivated Barley. Genetics 2016; 203:1453-67. [PMID: 27182953 PMCID: PMC4937491 DOI: 10.1534/genetics.116.190736] [Citation(s) in RCA: 61] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2016] [Accepted: 05/02/2016] [Indexed: 12/29/2022] Open
Abstract
The ability to access alleles from unadapted germplasm collections is a long-standing problem for geneticists and breeders. Here we developed, characterized, and demonstrated the utility of a wild barley advanced backcross-nested association mapping (AB-NAM) population. We developed this population by backcrossing 25 wild barley accessions to the six-rowed malting barley cultivar Rasmusson. The 25 wild barley parents were selected from the 318 accession Wild Barley Diversity Collection (WBDC) to maximize allelic diversity. The resulting 796 BC2F4:6 lines were genotyped with 384 SNP markers, and an additional 4022 SNPs and 263,531 sequence variants were imputed onto the population using 9K iSelect SNP genotypes and exome capture sequence of the parents, respectively. On average, 96% of each wild parent was introgressed into the Rasmusson background, and the population exhibited low population structure. While linkage disequilibrium (LD) decay (r(2) = 0.2) was lowest in the WBDC (0.36 cM), the AB-NAM (9.2 cM) exhibited more rapid LD decay than comparable advanced backcross (28.6 cM) and recombinant inbred line (32.3 cM) populations. Three qualitative traits: glossy spike, glossy sheath, and black hull color were mapped with high resolution to loci corresponding to known barley mutants for these traits. Additionally, a total of 10 QTL were identified for grain protein content. The combination of low LD, negligible population structure, and high diversity in an adapted background make the AB-NAM an important tool for high-resolution gene mapping and discovery of novel allelic variation using wild barley germplasm.
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Affiliation(s)
- Liana M Nice
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, Minnesota 55108
| | - Brian J Steffenson
- Department of Plant Pathology, University of Minnesota, St. Paul, Minnesota 55108
| | - Gina L Brown-Guedira
- United States Department of Agriculture-Agricultural Research Service, North Carolina State University, Raleigh, North Carolina 27607
| | - Eduard D Akhunov
- Department of Plant Pathology, Kansas State University, Manhattan, Kansas 66506
| | - Chaochih Liu
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, Minnesota 55108
| | - Thomas J Y Kono
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, Minnesota 55108
| | - Peter L Morrell
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, Minnesota 55108
| | - Thomas K Blake
- Department of Plant Sciences and Plant Pathology, Montana State University, Bozeman, Montana 59717
| | - Richard D Horsley
- Department of Plant Sciences, North Dakota State University, Fargo, North Dakota 58108
| | - Kevin P Smith
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, Minnesota 55108
| | - Gary J Muehlbauer
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, Minnesota 55108 Department of Plant Biology, University of Minnesota, St. Paul, Minnesota 55108
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