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Rahman MW, Deokar AA, Lindsay D, Tar’an B. Novel Alleles from Cicer reticulatum L. for Genetic Improvement of Cultivated Chickpeas Identified through Genome Wide Association Analysis. Int J Mol Sci 2024; 25:648. [PMID: 38203819 PMCID: PMC10779240 DOI: 10.3390/ijms25010648] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2023] [Revised: 12/24/2023] [Accepted: 01/03/2024] [Indexed: 01/12/2024] Open
Abstract
The availability of wild chickpea (Cicer reticulatum L.) accessions has the potential to be used for the improvement of important traits in cultivated chickpeas. The main objectives of this study were to evaluate the phenotypic and genetic variations of chickpea progeny derived from interspecific crosses between C. arietinum and C. reticulatum, and to establish the association between single nucleotide polymorphism (SNP) markers and a series of important agronomic traits in chickpea. A total of 486 lines derived from interspecific crosses between C. arietinum (CDC Leader) and 20 accessions of C. reticulatum were evaluated at different locations in Saskatchewan, Canada in 2017 and 2018. Significant variations were observed for seed weight per plant, number of seeds per plant, thousand seed weight, and plant biomass. Path coefficient analysis showed significant positive direct effects of the number of seeds per plant, thousand seed weight, and biomass on the total seed weight. Cluster analysis based on the agronomic traits generated six groups that allowed the identification of potential heterotic groups within the interspecific lines for yield improvement and resistance to ascochyta blight disease. Genotyping of the 381 interspecific lines using a modified genotyping by sequencing (tGBS) generated a total of 14,591 SNPs. Neighbour-joining cluster analysis using the SNP data grouped the lines into 20 clusters. The genome wide association analysis identified 51 SNPs that had significant associations with different traits. Several candidate genes associated with early flowering and yield components were identified. The candidate genes and the significant SNP markers associated with different traits have a potential to aid the trait introgression in the breeding program.
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Affiliation(s)
| | | | | | - Bunyamin Tar’an
- Department of Plant Sciences, University of Saskatchewan, Saskatoon, SK S7N 5A8, Canada
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Mathias-Ramwell M, Pavez V, Meneses M, Fernández F, Valdés A, Lobos I, Silva M, Saldaña R, Hinrichsen P. Phenotypic and genetic characterization of an Avena sativa L. germplasm collection of diverse origin: implications for food-oat breeding in Chile. FRONTIERS IN PLANT SCIENCE 2023; 14:1298591. [PMID: 38179484 PMCID: PMC10764548 DOI: 10.3389/fpls.2023.1298591] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/21/2023] [Accepted: 12/05/2023] [Indexed: 01/06/2024]
Abstract
Oats are known for their nutritional value and also for their beneficial properties on human health, such as the reduction of cholesterol levels and risk of coronary heart disease; they are an important export product for Chile. During the last decade (2010-2022) over 90% of the oat cultivated area in Chile has been covered with Avena sativa L. cv. Supernova INIA. This lack of genetic diversity in a context of climate change could limit the long-term possibility of growing oats in Chile. The present study is a phenotypic and genetic analysis of 132 oat cultivars and pure lines of diverse origin that can be considered as potential breeding material. The germplasm was evaluated for 28 traits and analyzed with 14 SSR markers. The effects of genotypes on phenotype were significant over all traits (P ≤ 0.05). Most traits exhibited moderate to high broad-sense heritability with exceptions such as yield (H2 = 0.27) and hulls staining (H2 = 0.32). Significant undesirable correlations between traits were generally of small biological importance, which is auspicious for achieving breeding objectives. Some of the heritability data and correlations provided here have not been previously reported. The overall phenotypic diversity was high (H' = 0.68 ± 0.18). The germplasm was grouped into three phenotypic clusters, differing in their qualities for breeding. Twenty-six genotypes outperforming Supernova INIA were identified for breeding of conventional food-oats. The genetic diversity of the germplasm was moderate on average (He = 0.58 ± 0.03), varying between 0.32 (AM22) and 0.77 (AME178). Two genetic subpopulations supported by the Structure algorithm exhibited a genetic distance of 0.24, showing low divergence of the germplasm. The diversity and phenotypic values found in this collection of oat genotypes are promising with respect to obtaining genetic gain in the short term in breeding programs. However, the similar genetic diversity, higher phenotypic diversity, and better phenotypic performance of the germplasm created in Chile compared to foreign germplasm suggest that germplasm harboring new genetic diversity will be key to favor yield and quality in new oat cultivars in the long term.
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Affiliation(s)
- Mónica Mathias-Ramwell
- Programa de mejoramiento genético de avena, Instituto de Investigaciones Agropecuarias (INIA), Centro Regional de Investigación Carillanca, Temuco, Chile
| | - Valentina Pavez
- Laboratorio de Análisis Genético, Instituto de Investigaciones Agropecuarias, Centro Regional de Investigación La Platina, Santiago, Chile
| | - Marco Meneses
- Laboratorio de Análisis Genético, Instituto de Investigaciones Agropecuarias, Centro Regional de Investigación La Platina, Santiago, Chile
| | - Feledino Fernández
- Programa de mejoramiento genético de avena, Instituto de Investigaciones Agropecuarias (INIA), Centro Regional de Investigación Carillanca, Temuco, Chile
| | - Adriana Valdés
- Facultad de Recursos Naturales, Universidad Católica de Temuco, Temuco, Chile
| | - Iris Lobos
- Laboratorio de Espectroscopía Infrarrojo Cercano, Instituto de Investigaciones Agropecuarias, Centro Regional de Investigación Remehue, Osorno, Chile
| | - Mariela Silva
- Laboratorio de Espectroscopía Infrarrojo Cercano, Instituto de Investigaciones Agropecuarias, Centro Regional de Investigación Remehue, Osorno, Chile
| | - Rodolfo Saldaña
- Laboratorio de Nutrición Animal y Medio Ambiente, Instituto de Investigaciones Agropecuarias, Centro Regional de Investigación Remehue, Osorno, Chile
| | - Patricio Hinrichsen
- Laboratorio de Análisis Genético, Instituto de Investigaciones Agropecuarias, Centro Regional de Investigación La Platina, Santiago, Chile
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Koroluk A, Sowa S, Boczkowska M, Paczos-Grzęda E. Utilizing Genomics to Characterize the Common Oat Gene Pool—The Story of More than a Century of Polish Breeding. Int J Mol Sci 2023; 24:ijms24076547. [PMID: 37047519 PMCID: PMC10094864 DOI: 10.3390/ijms24076547] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2023] [Revised: 03/18/2023] [Accepted: 03/20/2023] [Indexed: 04/03/2023] Open
Abstract
This study was undertaken to investigate the diversity and population structure of 487 oat accessions, including breeding lines from the ongoing programs of the three largest Polish breeding companies, along with modern and historical Polish and foreign cultivars. The analysis was based on 7411 DArTseq-derived SNPs distributed among three sub-genomes (A, C, and D). The heterogeneity of the studied material was very low, as only cultivars and advanced breeding lines were examined. Principal component analysis (PCA), principal coordinate analysis (PCoA), and cluster and STRUCTURE analyses found congruent results, which show that most of the examined cultivars and materials from Polish breeding programs formed major gene pools, that only some accessions derived from Strzelce Plant Breeding, and that foreign cultivars were outside of the main group. During the 120 year oat breeding process, only 67 alleles from the old gene pool were lost and replaced by 67 new alleles. The obtained results indicate that no erosion of genetic diversity was observed within the Polish native oat gene pool. Moreover, current oat breeding programs have introduced 673 new alleles into the gene pool relative to historical cultivars. The analysis also showed that most of the changes in relation to historical cultivars occurred within the A sub-genome with emphasis on chromosome 6A. The targeted changes were the rarest in the C sub-genome. This study showed that Polish oat breeding based mainly on traditional breeding methods—although focused on improving traits typical to this crop, i.e., enhancing the grain yield and quality and improving adaptability—did not significantly narrow the oat gene pool and in fact produced cultivars that are not only competitive in the European market but are also reservoirs of new alleles that were not found in the analyzed foreign materials.
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Wang L, Xu J, Wang H, Chen T, You E, Bian H, Chen W, Zhang B, Shen Y. Population structure analysis and genome-wide association study of a hexaploid oat landrace and cultivar collection. FRONTIERS IN PLANT SCIENCE 2023; 14:1131751. [PMID: 37025134 PMCID: PMC10070682 DOI: 10.3389/fpls.2023.1131751] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/26/2022] [Accepted: 02/22/2023] [Indexed: 06/19/2023]
Abstract
INTRODUCTION Oat (Avena sativa L.) is an important cereal crop grown worldwide for grain and forage, owing to its high adaptability to diverse environments. However, the genetic and genomics research of oat is lagging behind that of other staple cereal crops. METHODS In this study, a collection of 288 oat lines originating worldwide was evaluated using 2,213 single nucleotide polymorphism (SNP) markers obtained from an oat iSelect 6K-beadchip array to study its genetic diversity, population structure, and linkage disequilibrium (LD) as well as the genotype-phenotype association for hullessness and lemma color. RESULTS The average gene diversity and polymorphic information content (PIC) were 0.324 and 0.262, respectively. The first three principal components (PCs) accounted for 30.33% of the genetic variation, indicating that the population structure of this panel of oat lines was stronger than that reported in most previous studies. In addition, accessions could be classified into two subpopulations using a Bayesian clustering approach, and the clustering pattern of accessions was closely associated with their region of origin. Additionally, evaluation of LD decay using 2,143 mapped markers revealed that the intrachromosomal whole-genome LD decayed rapidly to a critical r2 value of 0.156 for marker pairs separated by a genetic distance of 1.41 cM. Genome-wide association study (GWAS) detected six significant associations with the hullessness trait. Four of these six markers were located on the Mrg21 linkage group between 194.0 and 205.7 cM, while the other two significant markers mapped to Mrg05 and Mrg09. Three significant SNPs, showing strong association with lemma color, were located on linkage groups Mrg17, Mrg18, and Mrg20. DISCUSSION Our results discerned relevant patterns of genetic diversity, population structure, and LD among members of a worldwide collection of oat landraces and cultivars proposed to be 'typical' of the Qinghai-Tibetan Plateau. These results have important implications for further studies on association mapping and practical breeding in high-altitude oat.
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Affiliation(s)
- Lei Wang
- Key Laboratory of Adaptation and Evolution of Plateau Biota, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, China
- Qinghai Provincial Key Laboratory of Crop Molecular Breeding, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, China
- Laboratory for Research and Utilization of Qinghai Tibetan Plateau Germplasm Resources, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, China
| | - Jinqing Xu
- Key Laboratory of Adaptation and Evolution of Plateau Biota, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, China
- Qinghai Provincial Key Laboratory of Crop Molecular Breeding, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, China
- Laboratory for Research and Utilization of Qinghai Tibetan Plateau Germplasm Resources, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, China
| | - Handong Wang
- Key Laboratory of Adaptation and Evolution of Plateau Biota, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, China
- Qinghai Provincial Key Laboratory of Crop Molecular Breeding, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, China
- Laboratory for Research and Utilization of Qinghai Tibetan Plateau Germplasm Resources, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, China
| | - Tongrui Chen
- Key Laboratory of Adaptation and Evolution of Plateau Biota, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, China
| | - En You
- Key Laboratory of Adaptation and Evolution of Plateau Biota, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, China
| | - Haiyan Bian
- Key Laboratory of Adaptation and Evolution of Plateau Biota, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, China
- Qinghai Provincial Key Laboratory of Crop Molecular Breeding, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, China
| | - Wenjie Chen
- Key Laboratory of Adaptation and Evolution of Plateau Biota, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, China
- Qinghai Provincial Key Laboratory of Crop Molecular Breeding, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, China
- Laboratory for Research and Utilization of Qinghai Tibetan Plateau Germplasm Resources, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, China
- Innovation Academy for Seed Design, Chinese Academy of Sciences, Xining, China
| | - Bo Zhang
- Key Laboratory of Adaptation and Evolution of Plateau Biota, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, China
- Qinghai Provincial Key Laboratory of Crop Molecular Breeding, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, China
- Laboratory for Research and Utilization of Qinghai Tibetan Plateau Germplasm Resources, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, China
- Innovation Academy for Seed Design, Chinese Academy of Sciences, Xining, China
| | - Yuhu Shen
- Key Laboratory of Adaptation and Evolution of Plateau Biota, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, China
- Qinghai Provincial Key Laboratory of Crop Molecular Breeding, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, China
- Laboratory for Research and Utilization of Qinghai Tibetan Plateau Germplasm Resources, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, China
- Innovation Academy for Seed Design, Chinese Academy of Sciences, Xining, China
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Park RF, Boshoff WHP, Cabral AL, Chong J, Martinelli JA, McMullen MS, Fetch JWM, Paczos-Grzęda E, Prats E, Roake J, Sowa S, Ziems L, Singh D. Breeding oat for resistance to the crown rust pathogen Puccinia coronata f. sp. avenae: achievements and prospects. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2022; 135:3709-3734. [PMID: 35665827 PMCID: PMC9729147 DOI: 10.1007/s00122-022-04121-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/20/2021] [Accepted: 05/01/2022] [Indexed: 05/05/2023]
Abstract
Crown rust, caused by Puccinia coronata f. sp. avenae (Pca), is a significant impediment to global oat production. Some 98 alleles at 92 loci conferring resistance to Pca in Avena have been designated; however, allelic relationships and chromosomal locations of many of these are unknown. Long-term monitoring of Pca in Australia, North America and elsewhere has shown that it is highly variable even in the absence of sexual recombination, likely due to large pathogen populations that cycle between wild oat communities and oat crops. Efforts to develop cultivars with genetic resistance to Pca began in the 1950s. Based almost solely on all all-stage resistance, this has had temporary benefits but very limited success. The inability to eradicate wild oats, and their common occurrence in many oat growing regions, means that future strategies to control Pca must be based on the assumption of a large and variable prevailing pathogen population with high evolutionary potential, even if cultivars with durable resistance are deployed and grown widely. The presence of minor gene, additive APR to Pca in hexaploid oat germplasm opens the possibility of pyramiding several such genes to give high levels of resistance. The recent availability of reference genomes for diploid and hexaploid oat will undoubtedly accelerate efforts to discover, characterise and develop high throughput diagnostic markers to introgress and pyramid resistance to Pca in high yielding adapted oat germplasm.
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Affiliation(s)
- R F Park
- School of Life and Environmental Sciences, Faculty of Science, The University of Sydney, Sydney, Australia.
| | - W H P Boshoff
- Department of Plant Sciences, University of the Free State, P.O. Box 339, Bloemfontein, 9300, South Africa
| | - A L Cabral
- Swift Current Research and Development Centre, Agriculture and Agri-Food Canada, Swift Current, Canada
| | - J Chong
- Morden Research and Development Centre, Agriculture and Agri-Food Canada, Morden, Canada
| | - J A Martinelli
- Department of Crop Science, Agronomy School, Federal University of Rio Grande Do Sul (UFRGS), Av. Bento Gonçalves, 7712, Porto Alegre, RS, 91501-970, Brazil
| | - M S McMullen
- Department of Plant Sciences, North Dakota State University, Fargo, ND, 58105-5051, USA
| | - J W Mitchell Fetch
- Brandon Research and Development Centre, Agriculture and Agri-Food Canada, Brandon, Canada
| | - E Paczos-Grzęda
- Institute of Plant Genetics, Breeding and Biotechnology, University of Life Sciences in Lublin, 20-950, Lublin, Poland
| | - E Prats
- CSIC-Institute for Sustainable Agriculture, Avda. Menéndez Pidal s/n. , 14004, Córdoba, Spain
| | - J Roake
- School of Life and Environmental Sciences, Faculty of Science, The University of Sydney, Sydney, Australia
| | - S Sowa
- Institute of Plant Genetics, Breeding and Biotechnology, University of Life Sciences in Lublin, 20-950, Lublin, Poland
| | - L Ziems
- School of Life and Environmental Sciences, Faculty of Science, The University of Sydney, Sydney, Australia
| | - D Singh
- School of Life and Environmental Sciences, Faculty of Science, The University of Sydney, Sydney, Australia
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Yao E, Blake VC, Cooper L, Wight CP, Michel S, Cagirici HB, Lazo GR, Birkett CL, Waring DJ, Jannink JL, Holmes I, Waters AJ, Eickholt DP, Sen TZ. GrainGenes: a data-rich repository for small grains genetics and genomics. Database (Oxford) 2022; 2022:6591224. [PMID: 35616118 PMCID: PMC9216595 DOI: 10.1093/database/baac034] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2021] [Revised: 04/01/2022] [Accepted: 04/26/2022] [Indexed: 05/16/2023]
Abstract
As one of the US Department of Agriculture-Agricultural Research Service flagship databases, GrainGenes (https://wheat.pw.usda.gov) serves the data and community needs of globally distributed small grains researchers for the genetic improvement of the Triticeae family and Avena species that include wheat, barley, rye and oat. GrainGenes accomplishes its mission by continually enriching its cross-linked data content following the findable, accessible, interoperable and reusable principles, enhancing and maintaining an intuitive web interface, creating tools to enable easy data access and establishing data connections within and between GrainGenes and other biological databases to facilitate knowledge discovery. GrainGenes operates within the biological database community, collaborates with curators and genome sequencing groups and contributes to the AgBioData Consortium and the International Wheat Initiative through the Wheat Information System (WheatIS). Interactive and linked content is paramount for successful biological databases and GrainGenes now has 2917 manually curated gene records, including 289 genes and 254 alleles from the Wheat Gene Catalogue (WGC). There are >4.8 million gene models in 51 genome browser assemblies, 6273 quantitative trait loci and >1.4 million genetic loci on 4756 genetic and physical maps contained within 443 mapping sets, complete with standardized metadata. Most notably, 50 new genome browsers that include outputs from the Wheat and Barley PanGenome projects have been created. We provide an example of an expression quantitative trait loci track on the International Wheat Genome Sequencing Consortium Chinese Spring wheat browser to demonstrate how genome browser tracks can be adapted for different data types. To help users benefit more from its data, GrainGenes created four tutorials available on YouTube. GrainGenes is executing its vision of service by continuously responding to the needs of the global small grains community by creating a centralized, long-term, interconnected data repository. Database URL:https://wheat.pw.usda.gov.
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Affiliation(s)
- Eric Yao
- United States Department of Agriculture—Agricultural Research Service, Western Regional Research Center, Crop Improvement and Genetics Research Unit, 800 Buchanan St., Albany, CA 94710, USA
- Department of Bioengineering, University of California, Stanley Hall, Berkeley, CA 94720-1762, USA
| | - Victoria C Blake
- United States Department of Agriculture—Agricultural Research Service, Western Regional Research Center, Crop Improvement and Genetics Research Unit, 800 Buchanan St., Albany, CA 94710, USA
- Department of Plant Sciences and Plant Pathology, Montana State University, 119 Plant Biosciences Building, Bozeman, MT 59717, USA
| | - Laurel Cooper
- Department of Botany and Plant Pathology, Oregon State University, 1500 SW Jefferson Way, Corvallis, OR 97331, USA
| | - Charlene P Wight
- Ottawa Research and Development Centre, Agriculture and Agri-Food Canada, 960 Carling Ave., Ottawa, ON K1A 0C6, Canada
| | - Steve Michel
- United States Department of Agriculture—Agricultural Research Service, Western Regional Research Center, Crop Improvement and Genetics Research Unit, 800 Buchanan St., Albany, CA 94710, USA
| | - H Busra Cagirici
- United States Department of Agriculture—Agricultural Research Service, Western Regional Research Center, Crop Improvement and Genetics Research Unit, 800 Buchanan St., Albany, CA 94710, USA
| | - Gerard R Lazo
- United States Department of Agriculture—Agricultural Research Service, Western Regional Research Center, Crop Improvement and Genetics Research Unit, 800 Buchanan St., Albany, CA 94710, USA
| | - Clay L Birkett
- United States Department of Agriculture—Agricultural Research Service, Robert Holley Center, 538 Tower Rd., Ithaca, NY 14853, USA
| | - David J Waring
- Section of Plant Breeding and Genetics, Cornell University, Bradfield Hall, 306 Tower Rd, Ithaca, NY 14853, USA
| | - Jean-Luc Jannink
- United States Department of Agriculture—Agricultural Research Service, Robert Holley Center, 538 Tower Rd., Ithaca, NY 14853, USA
- Section of Plant Breeding and Genetics, Cornell University, Bradfield Hall, 306 Tower Rd, Ithaca, NY 14853, USA
| | - Ian Holmes
- Department of Bioengineering, University of California, Stanley Hall, Berkeley, CA 94720-1762, USA
| | - Amanda J Waters
- PepsiCo R&D, 1991 Upper Buford Circle, 210 Borlaug Hall, St. Paul, MN 55108, USA
| | - David P Eickholt
- PepsiCo R&D, 1991 Upper Buford Circle, 210 Borlaug Hall, St. Paul, MN 55108, USA
| | - Taner Z Sen
- *Corresponding author: Tel: +1 (510) 559-5982; Fax: + 1 (510) 559-5963;
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Rio S, Gallego-Sánchez L, Montilla-Bascón G, Canales FJ, Isidro Y Sánchez J, Prats E. Genomic prediction and training set optimization in a structured Mediterranean oat population. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2021; 134:3595-3609. [PMID: 34341832 DOI: 10.1007/s00122-021-03916-w] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/08/2021] [Accepted: 07/13/2021] [Indexed: 05/22/2023]
Abstract
The strong genetic structure observed in Mediterranean oats affects the predictive ability of genomic prediction as well as the performance of training set optimization methods. In this study, we investigated the efficiency of genomic prediction and training set optimization in a highly structured population of cultivars and landraces of cultivated oat (Avena sativa) from the Mediterranean basin, including white (subsp. sativa) and red (subsp. byzantina) oats, genotyped using genotype-by-sequencing markers and evaluated for agronomic traits in Southern Spain. For most traits, the predictive abilities were moderate to high with little differences between models, except for biomass for which Bayes-B showed a substantial gain compared to other models. The consistency between the structure of the training population and the population to be predicted was key to the predictive ability of genomic predictions. The predictive ability of inter-subspecies predictions was indeed much lower than that of intra-subspecies predictions for all traits. Regarding training set optimization, the linear mixed model optimization criteria (prediction error variance (PEVmean) and coefficient of determination (CDmean)) performed better than the heuristic approach "partitioning around medoids," even under high population structure. The superiority of CDmean and PEVmean could be explained by their ability to adapt the representation of each genetic group according to those represented in the population to be predicted. These results represent an important step towards the implementation of genomic prediction in oat breeding programs and address important issues faced by the genomic prediction community regarding population structure and training set optimization.
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Affiliation(s)
- Simon Rio
- Centro de Biotecnologia y Genómica de Plantas (CBGP, UPM-INIA), Instituto Nacional de Investigación y Tecnologia Agraria y Alimentaria (INIA), Universidad Politécnica de Madrid (UPM), Campus de Montegancedo-UPM, 28223, Pozuelo de Alarcón, Madrid, Spain.
| | - Luis Gallego-Sánchez
- Institute for Sustainable Agriculture, Spanish Research Council (CSIC), Córdoba, Spain
| | | | - Francisco J Canales
- Institute for Sustainable Agriculture, Spanish Research Council (CSIC), Córdoba, Spain
| | - Julio Isidro Y Sánchez
- Centro de Biotecnologia y Genómica de Plantas (CBGP, UPM-INIA), Instituto Nacional de Investigación y Tecnologia Agraria y Alimentaria (INIA), Universidad Politécnica de Madrid (UPM), Campus de Montegancedo-UPM, 28223, Pozuelo de Alarcón, Madrid, Spain
| | - Elena Prats
- Institute for Sustainable Agriculture, Spanish Research Council (CSIC), Córdoba, Spain
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8
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Huang CT, Klos KE, Huang YF. Genome-Wide Association Study Reveals the Genetic Architecture of Seed Vigor in Oats. G3 (BETHESDA, MD.) 2020; 10:4489-4503. [PMID: 33028627 PMCID: PMC7718755 DOI: 10.1534/g3.120.401602] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/27/2020] [Accepted: 10/02/2020] [Indexed: 12/29/2022]
Abstract
Seed vigor is crucial for crop early establishment in the field and is particularly important for forage crop production. Oat (Avena sativa L.) is a nutritious food crop and also a valuable forage crop. However, little is known about the genetics of seed vigor in oats. To investigate seed vigor-related traits and their genetic architecture in oats, we developed an easy-to-implement image-based phenotyping pipeline and applied it to 650 elite oat lines from the Collaborative Oat Research Enterprise (CORE). Root number, root surface area, and shoot length were measured in two replicates. Variables such as growth rate were derived. Using a genome-wide association (GWA) approach, we identified 34 and 16 unique loci associated with root traits and shoot traits, respectively, which corresponded to 41 and 16 unique SNPs at a false discovery rate < 0.1. Nine root-associated loci were organized into four sets of homeologous regions, while nine shoot-associated loci were organized into three sets of homeologous regions. The context sequences of five trait-associated markers matched to the sequences of rice, Brachypodium and maize (E-value < 10-10), including three markers matched to known gene models with potential involvement in seed vigor. These were a glucuronosyltransferase, a mitochondrial carrier protein domain containing protein, and an iron-sulfur cluster protein. This study presents the first GWA study on oat seed vigor and data of this study can provide guidelines and foundation for further investigations.
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Affiliation(s)
- Ching-Ting Huang
- Department of Agronomy, National Taiwan University, Taipei, 10617, Taiwan
| | - Kathy Esvelt Klos
- Small Grains and Potato Germplasm Research, USDA, ARS, Aberdeen, ID 83210
| | - Yung-Fen Huang
- Department of Agronomy, National Taiwan University, Taipei, 10617, Taiwan
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Isidro-Sánchez J, D'Arcy Cusack K, Verheecke-Vaessen C, Kahla A, Bekele W, Doohan F, Magan N, Medina A. Genome-wide association mapping of Fusarium langsethiae infection and mycotoxin accumulation in oat (Avena sativa L.). THE PLANT GENOME 2020; 13:e20023. [PMID: 33016604 DOI: 10.1002/tpg2.20023] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/12/2020] [Accepted: 04/04/2020] [Indexed: 06/11/2023]
Abstract
Fusarium langsethiae is a symptomless pathogen of oat panicles that produces T-2 and HT-2 mycotoxins, two of the most potent trichothecenes produced by Fusarium fungi in cereals. In the last few years, the levels of these mycotoxin in oat grain has increased and the European commission have already recommended a maximum level for of 1000 μg kg-1 for unprocessed oat for human consumption. The optimal and most sustainable way of combating infection and mycotoxin contamination is by releasing resistant oat varieties. Here the objective was to determine if we could identify any genomic loci associated with either the accumulation of F. langsethiae DNA or mycotoxins in the grain. In each of two years, field trials were conducted wherein 190 spring oat varieties were inoculated with a mixture of three isolate of the pathogen. Mycotoxins were quantified using liquid chromatography-tandem mass spectrometry. Varieties were genotyped using 16,863 genotyping by sequencing markers. Genome-wide association studies associated 5 SNPs in the linkage group Mr06 with T-2 + HT-2 mycotoxin accumulation. Markers were highly correlated, and a single QTL was identified. The marker avgbs_6K_95238.1 mapped within genes showing similarity to lipase, lipase-like or lipase precursor mRNA sequences and zinc-finger proteins. These regions have previously been shown to confer a significant increase in resistance to Fusarium species.
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Affiliation(s)
- Julio Isidro-Sánchez
- UCD Agriculture & Food Science, College of Health and Agriculture Science, University College Dublin, Belfield, Dublin, 4, Ireland
- Centro de Biotecnología y Genómica de Plantas (CBGP, UPM-INIA), Universidad Politécnica de Madrid (UPM) - Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA), Campus de Montegancedo-UPM, 28223-Pozuelo de Alarcón (Madrid), Spain
| | - Kane D'Arcy Cusack
- UCD Agriculture & Food Science, College of Health and Agriculture Science, University College Dublin, Belfield, Dublin, 4, Ireland
| | - Carol Verheecke-Vaessen
- Applied Mycology Group, Environment and AgriFood Theme, Cranfield University, Cranfield, Bedfordshire, MK43 0AL, UK
| | - Amal Kahla
- UCD School of Biology and Environmental Science and Earth Institute, College of Science, University College Dublin, Belfield, Dublin, 4, Ireland
| | - Wubishet Bekele
- Ottawa Research and Development Center, Agriculture and Agri-Food Canada, 960 Carling Ave., Ottawa, Ontario, K1A 0C6, Canada
| | - Fiona Doohan
- UCD School of Biology and Environmental Science and Earth Institute, College of Science, University College Dublin, Belfield, Dublin, 4, Ireland
| | - Naresh Magan
- Applied Mycology Group, Environment and AgriFood Theme, Cranfield University, Cranfield, Bedfordshire, MK43 0AL, UK
| | - Angel Medina
- Applied Mycology Group, Environment and AgriFood Theme, Cranfield University, Cranfield, Bedfordshire, MK43 0AL, UK
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10
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Zhao J, Kebede AZ, Menzies JG, Paczos-Grzęda E, Chong J, Mitchell Fetch JW, Beattie AD, Peng YY, McCartney CA. Chromosomal location of the crown rust resistance gene Pc98 in cultivated oat (Avena sativa L.). TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2020; 133:1109-1122. [PMID: 31938813 DOI: 10.1007/s00122-020-03535-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/09/2019] [Accepted: 01/03/2020] [Indexed: 05/22/2023]
Abstract
SNP loci linked to the crown rust resistance gene Pc98 were identified by linkage analysis and KASP assays were developed for marker-assisted selection in breeding programs. Crown rust is among the most damaging diseases of oat and is caused by Puccinia coronata var. avenae f. sp. avenae (Urban and Marková) (Pca). Host resistance is the preferred method to prevent crown rust epidemics. Pc98 is a race-specific, seedling crown rust resistance gene obtained from the wild oat Avena sterilis accession CAV 1979 that is effective at all growth stages of oat. Virulence to Pc98 has been very low in the Pca populations that have been tested. The objectives of this study were to develop SNP markers linked to Pc98 for use in marker-assisted selection and to locate Pc98 on the oat consensus map. The Pc98 gene was mapped using F2:3 populations developed from the crosses Pc98/Bingo and Pc98/Kasztan, where Pc98 is a single-gene line carrying Pc98. Both populations were evaluated in seedling inoculation experiments. Pc98 was mapped relative to Kompetitive Allele-Specific PCR SNP markers in both populations, placing Pc98 on the Mrg20 linkage group of the consensus map. Pc98 was bracketed by two SNP markers GMI_ES22_c3052_382_kom399 and GMI_ES14_lrc18344_662_kom398 in the Pc98/Bingo mapping population with genetic distances of 0.9 cM and 0.3 cM, respectively. Pc98 co-segregated with four SNP markers in the Pc98/Kasztan population, and the closest flanking markers were GMI_DS_LB_6017_kom367 and avgbs2_153634.1.59_kom410 with genetic distances of 0.7 cM and 0.3 cM, respectively. Two SNP loci defined a haplotype that accurately predicted Pc98 status in a diverse group of oat germplasm, which will be valuable for marker-assisted selection of Pc98 in breeding of new oat cultivars.
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Affiliation(s)
- Jun Zhao
- Morden Research and Development Centre, Agriculture and Agri-Food Canada, Morden, Canada
- Triticeae Research Institute, Sichuan Agricultural University, Wenjiang, Chengdu, China
| | - Aida Z Kebede
- Morden Research and Development Centre, Agriculture and Agri-Food Canada, Morden, Canada
| | - Jim G Menzies
- Morden Research and Development Centre, Agriculture and Agri-Food Canada, Morden, Canada
| | - Edyta Paczos-Grzęda
- Institute of Plant Genetics, Breeding and Biotechnology, University of Life Sciences, Lublin, Poland
| | - James Chong
- Morden Research and Development Centre, Agriculture and Agri-Food Canada, Morden, Canada
| | | | - Aaron D Beattie
- Department of Plant Sciences, Crop Development Centre, University of Saskatchewan, Saskatoon, Canada
| | - Yuan-Ying Peng
- Triticeae Research Institute, Sichuan Agricultural University, Wenjiang, Chengdu, China
| | - Curt A McCartney
- Morden Research and Development Centre, Agriculture and Agri-Food Canada, Morden, Canada.
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11
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McNish IG, Zimmer CM, Susko AQ, Heuschele DJ, Tiede T, Case AJ, Smith KP. Mapping crown rust resistance at multiple time points in elite oat germplasm. THE PLANT GENOME 2020; 13:e20007. [PMID: 33016637 DOI: 10.1002/tpg2.20007] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/15/2019] [Accepted: 10/22/2019] [Indexed: 06/11/2023]
Abstract
Crown rust, caused by Puccinia coronata f. sp. avenae Erikss., is the most important disease impacting cultivated oat (Avena sativa L.). Genetic resistance is the most desirable management strategy. The genetic architecture of crown rust resistance is not fully understood, and previous mapping investigations have mostly ignored temporal variation. A collection of elite oat lines sourced from oat breeding programs in the American Upper Midwest and Canada was genotyped using a high-density genotyping-by-sequencing system and evaluated for crown rust disease severity at multiple time points throughout the growing season in three disease nursery environments. Genome-wide association mapping was conducted for disease severity on each observation date of each trial, area under the disease progress curve for each trial, heading date for each trial, and area under the disease progress curve in a multi-environment model. Crown rust resistance quantitative trait loci (QTL) were detected on linkage groups Mrg05, Mrg12, Mrg15, Mrg18, Mrg20, and Mrg33. None of these QTL were coincident with a days-to-heading QTL detected on Mrg02. Only the QTL detected on Mrg15 was detected in multiple mapping models. The QTL on Mrg05, Mrg12, Mrg18, Mrg20, and Mrg33 were detected on only a single observation date and were not detected on observations just days before and after. This result uncovers the importance of temporal variation in mapping experiments which is usually ignored. It is possible that high density temporal data could be used to more precisely characterize the nature of plant resistance in other systems.
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Affiliation(s)
- Ian G McNish
- Dep. of Agronomy and Plant Genetics, Univ. of Minnesota, 1991 Upper Buford Circle, 411 Borlaug Hall, St. Paul, MN, 55108
| | - Cristiano M Zimmer
- Dep. of Crop Science, Federal Univ. of Rio Grande do Sul, Porto Alegre, RS, Brazil
| | - Alexander Q Susko
- Dep. of Agronomy and Plant Genetics, Univ. of Minnesota, 1991 Upper Buford Circle, 411 Borlaug Hall, St. Paul, MN, 55108
| | - D Jo Heuschele
- Dep. of Agronomy and Plant Genetics, Univ. of Minnesota, 1991 Upper Buford Circle, 411 Borlaug Hall, St. Paul, MN, 55108
| | | | | | - Kevin P Smith
- Dep. of Agronomy and Plant Genetics, Univ. of Minnesota, 1991 Upper Buford Circle, 411 Borlaug Hall, St. Paul, MN, 55108
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12
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Hasan T, Arora R, Bansal AK, Bhattacharya R, Sharma GS, Singh LR. Disturbed homocysteine metabolism is associated with cancer. Exp Mol Med 2019; 51:1-13. [PMID: 30804341 PMCID: PMC6389897 DOI: 10.1038/s12276-019-0216-4] [Citation(s) in RCA: 91] [Impact Index Per Article: 18.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2018] [Revised: 11/14/2018] [Accepted: 11/16/2018] [Indexed: 11/30/2022] Open
Abstract
Hyperhomocysteinemia/Homocysteinuria is characterized by an increased level of toxic homocysteine in the plasma. The plasma concentration of homocysteine is 5–15 μmol/L in healthy individuals, while in hyperhomocysteinemic patients, it can be as high as 500 μmol/L. While increased homocysteine levels can cause symptoms such as osteoporosis and eye lens dislocation, high homocysteine levels are most closely associated with cardiovascular complications. Recent advances have shown that increased plasma Hcy is also a fundamental cause of neurodegenerative diseases (including Alzheimer’s disease, Parkinson’s disease, and dementia), diabetes, Down syndrome, and megaloblastic anemia, among others. In recent years, increased plasma homocysteine has also been shown to be closely related to cancer. In this review, we discuss the relation between elevated plasma Hcy levels and cancer, and we conclude that disturbed homocysteine metabolism is associated with cancer. Future clinical perspectives are also discussed. Cancer can be added to the wide range of diseases known to be associated with elevated blood levels of the small amino acid homocysteine. Abnormally high levels of this compound are already known to contribute to conditions including cardiovascular problems, neurodegenerative diseases, neural tube defects, Down’s syndrome, diabetes and megaloblastic anemia. This review, by Laishram R. Singh and colleagues at the University of Delhi, India, concludes that disturbed homocysteine metabolism is associated with many forms of human cancer. The authors discuss a range of genetic, epigenetic and environmental factors that may be involved in the cause and effect relationships between homocysteine metabolism and cancer. It is particularly interesting that low folate (vitamin B9) levels result in high homocysteine levels, and vice versa. Further research may yield insights leading to new forms of cancer treatment and diagnosis.
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Affiliation(s)
- Tauheed Hasan
- Dr. B. R. Ambedkar Center for Biomedical Research, University of Delhi, Delhi, 110 007, India
| | - Reetika Arora
- Dr. B. R. Ambedkar Center for Biomedical Research, University of Delhi, Delhi, 110 007, India
| | - Aniket Kumar Bansal
- Dr. B. R. Ambedkar Center for Biomedical Research, University of Delhi, Delhi, 110 007, India
| | - Reshmee Bhattacharya
- Dr. B. R. Ambedkar Center for Biomedical Research, University of Delhi, Delhi, 110 007, India
| | - Gurumayum Suraj Sharma
- Dr. B. R. Ambedkar Center for Biomedical Research, University of Delhi, Delhi, 110 007, India
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13
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Rispail N, Montilla-Bascón G, Sánchez-Martín J, Flores F, Howarth C, Langdon T, Rubiales D, Prats E. Multi-Environmental Trials Reveal Genetic Plasticity of Oat Agronomic Traits Associated With Climate Variable Changes. FRONTIERS IN PLANT SCIENCE 2018; 9:1358. [PMID: 30283476 PMCID: PMC6156136 DOI: 10.3389/fpls.2018.01358] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/02/2018] [Accepted: 08/28/2018] [Indexed: 05/06/2023]
Abstract
Although oat cultivation around the Mediterranean basin is steadily increasing, its yield in these regions lags far behind those of Northern Europe. This results mainly from the poor adaptation of current oat cultivars to Mediterranean environments. Local landraces may act as reservoirs of favorable traits that could contribute to increase oat resilience in this region. To aid selection of suitable agro-climate adapted genotypes we integrated genome-wide association approaches with analysis of field assessed phenotypes of genetic variants and of the weight of associated markers across different environmental variables. Association models accounting for oat population structure were applied on either arithmetic means or best linear unbiased prediction (BLUPs) to ensure robust identification of associations with the agronomic traits evaluated. The meta-analysis of the six joint environments (mega-environment) identified several markers associated with several agronomic traits and crown rust severity. Five of these associated markers were located within expressed genes. These associations were only mildly influenced by climatic variables indicating that these markers are good candidates to improve the genetic potential of oat under Mediterranean conditions. The models also highlighted several marker-trait associations, strongly affected by particular climatic variables including high rain pre- or post-heading dates and high temperatures, revealing strong potential for oat adaptation to specific agro-climatic conditions. These results will contribute to increase oat resilience for particular climatic conditions and facilitate breeding for plant adaptation to a wider range of climatic conditions in the current scenario of climate change.
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Affiliation(s)
| | | | | | - Fernando Flores
- ETSI La Rábida, University of Huelva, Palos de la Frontera, Spain
| | - Catherine Howarth
- Institute of Biological, Environmental and Rural Sciences, University of Aberystwyth, Aberystwyth, United Kingdom
| | - Tim Langdon
- Institute of Biological, Environmental and Rural Sciences, University of Aberystwyth, Aberystwyth, United Kingdom
| | - Diego Rubiales
- Institute for Sustainable Agriculture, CSIC, Córdoba, Spain
| | - Elena Prats
- Institute for Sustainable Agriculture, CSIC, Córdoba, Spain
- *Correspondence: Elena Prats,
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14
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Oats in healthy gluten-free and regular diets: A perspective. Food Res Int 2017; 110:3-10. [PMID: 30029703 DOI: 10.1016/j.foodres.2017.11.031] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2017] [Revised: 11/11/2017] [Accepted: 11/19/2017] [Indexed: 12/11/2022]
Abstract
During the 20th century, the economic position of oats (Avena sativa L.) decreased strongly in favour of higher yielding crops including winter wheat and maize. Presently, oat represents only ~1.3% of the total world grain production, and its production system is fragmented. Nonetheless, current interest is growing because of recent knowledge on its potential benefits in food, feed and agriculture. This perspective will serve as a further impetus, with special focus on the recently valued advantages of oats in human food and health. Five approved European Food Safety Authority (EFSA) health claims apply to oats. Four relate to the oat-specific soluble fibres, the beta-glucans, and concern the maintenance and reduction of blood cholesterol, better blood glucose balance and increased faecal bulk. The fifth claim concerns the high content of unsaturated fatty acids, especially present in the endosperm, which reduces the risks of heart and vascular diseases. Furthermore, oat starch has a low glycemic index, which is favourable for weight control. Oat-specific polyphenols and avenanthramides have antioxidant and anti-inflammatory properties. Thus, oats can contribute significantly to the presently recommended whole-grain diet. Next to globulins, oats contain a small fraction of prolamin storage proteins, called 'avenins', but at a much lower quantity than gluten proteins in wheat, barley and rye. Oat avenins do not contain any of the known coeliac disease epitopes from gluten of wheat, barley and rye. Long-term food studies confirm the safety of oats for coeliac disease patients and the positive health effects of oat products in a gluten-free diet. These effects are general and independent of oat varieties. In the EU (since 2009), the USA (since 2013) and Canada (since 2015) oat products may be sold as gluten-free provided that any gluten contamination level is below 20ppm. Oats are, however, generally not gluten-free when produced in a conventional production chain, because of regular contamination with wheat, barley or rye. Therefore, establishing a separate gluten-free oat production chain requires controlling all steps in the chain; the strict conditions will be discussed. Genomic tools, including a single nucleotide polymorphism (SNP) marker array and a dense genetic map, have recently been developed and will support marker-assisted breeding. In 2015, the Oat Global initiative emerged enabling a world-wide cooperation starting with a data sharing facility on genotypic, metabolic and phenotypic characteristics. Further, the EU project TRAFOON (Traditional Food Networks) facilitated the transfer of knowledge to small- and medium-sized enterprises (SMEs) to stimulate innovations in oat production, processing, products and marketing, among others with regard to gluten-free. Finally, with focus on counteracting market fragmentation of the global oat market and production chains, interactive innovation strategies between customers (consumers) and companies through co-creation are discussed.
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15
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Andrello M, Henry K, Devaux P, Verdelet D, Desprez B, Manel S. Insights into the genetic relationships among plants of Beta section Beta using SNP markers. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2017; 130:1857-1866. [PMID: 28589246 DOI: 10.1007/s00122-017-2929-x] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/31/2017] [Accepted: 05/30/2017] [Indexed: 05/23/2023]
Abstract
Using a much higher number of SNP markers and larger sample sizes than all the previous studies, we characterized the genetic relationships among wild and cultivated plants of section Beta. We analyzed the genetic variation of Beta section Beta, which includes wild taxa (Beta macrocarpa, B. patula, B. vulgaris subsp. adanensis and B. vulgaris subsp. maritima) and cultivars (fodder beet, sugar beet, garden beet, leaf beet, and swiss chards), using 9724 single nucleotide polymorphism markers. The analyses conducted at the individual level without a priori groups confirmed the strong differentiation of B. macrocarpa and B. vulgaris subsp. adanensis from the other taxa. B. vulgaris subsp. maritima showed a complex genetic structure partly following a geographical pattern, which confounded the differences between this taxon and the cultivated varieties. Cultivated varieties were structured into three main groups: garden beets, fodder and sugar beets, and leaf beets and swiss chards. The genetic structure described here will be helpful to correctly estimate linkage disequilibrium and to test for statistical associations between genetic markers and environmental variables.
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Affiliation(s)
- Marco Andrello
- EPHE, PSL Research University, CEFE UMR 5175, CNRS, Université de Montpellier, Université Paul-Valéry Montpellier, Biogéographie et Ecologie des Vertébrés, 1919 route de Mende, 34293, Montpellier Cedex 5, France.
| | - Karine Henry
- Florimond Desprez, 59242, Cappelle En Pévèle, France
| | - Pierre Devaux
- Florimond Desprez, 59242, Cappelle En Pévèle, France
| | | | - Bruno Desprez
- Florimond Desprez, 59242, Cappelle En Pévèle, France
| | - Stéphanie Manel
- EPHE, PSL Research University, CEFE UMR 5175, CNRS, Université de Montpellier, Université Paul-Valéry Montpellier, Biogéographie et Ecologie des Vertébrés, 1919 route de Mende, 34293, Montpellier Cedex 5, France
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16
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Klos KE, Yimer BA, Babiker EM, Beattie AD, Bonman JM, Carson ML, Chong J, Harrison SA, Ibrahim AMH, Kolb FL, McCartney CA, McMullen M, Fetch JM, Mohammadi M, Murphy JP, Tinker NA. Genome-Wide Association Mapping of Crown Rust Resistance in Oat Elite Germplasm. THE PLANT GENOME 2017; 10. [PMID: 28724060 DOI: 10.3835/plantgenome2016.10.0107] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/10/2023]
Abstract
Oat crown rust, caused by f. sp. , is a major constraint to oat ( L.) production in many parts of the world. In this first comprehensive multienvironment genome-wide association map of oat crown rust, we used 2972 single-nucleotide polymorphisms (SNPs) genotyped on 631 oat lines for association mapping of quantitative trait loci (QTL). Seedling reaction to crown rust in these lines was assessed as infection type (IT) with each of 10 crown rust isolates. Adult plant reaction was assessed in the field in a total of 10 location-years as percentage severity (SV) and as infection reaction (IR) in a 0-to-1 scale. Overall, 29 SNPs on 12 linkage groups were predictive of crown rust reaction in at least one experiment at a genome-wide level of statistical significance. The QTL identified here include those in regions previously shown to be linked with seedling resistance genes , , , , , and and also with adult-plant resistance and adaptation-related QTL. In addition, QTL on linkage groups Mrg03, Mrg08, and Mrg23 were identified in regions not previously associated with crown rust resistance. Evaluation of marker genotypes in a set of crown rust differential lines supported as the identity of . The SNPs with rare alleles associated with lower disease scores may be suitable for use in marker-assisted selection of oat lines for crown rust resistance.
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Boczkowska M, Łapiński B, Kordulasińska I, Dostatny DF, Czembor JH. Promoting the Use of Common Oat Genetic Resources through Diversity Analysis and Core Collection Construction. PLoS One 2016; 11:e0167855. [PMID: 27959891 PMCID: PMC5154523 DOI: 10.1371/journal.pone.0167855] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2016] [Accepted: 11/21/2016] [Indexed: 11/18/2022] Open
Abstract
The assessment of diversity and population structure and construction of a core collection is beneficial for the efficient use and management of germplasm. A unique collection of common oat landraces, cultivated in the temperate climate of central Europe until the end of the twentieth century, is preserved in the Polish gene bank. It consists of 91 accessions that have never been used in breeding programs. In order to optimise the use of this genetic resource, we aimed to: (1) determine genetic and agro-morphological diversity, (2) identify internal genetic variation of the tested accessions, (3) form a core collection and (4) recognise the accessions useful for breeding programs or re-release for cultivation. The collection was screened using ISSR markers (1520 loci) and eight agro-morphological traits. Uniquely, we performed molecular studies based on 24 individuals of every accession instead of bulk samples. Therefore, assessment of the degree of diversity within each population and the identification of overlapping gene pools were possible. The observed internal diversity (Nei unbiased coefficient) was in the range of 0.17-0.31. Based on combined genetic and agro-morphological data, we established the core collection composed of 21 landraces. Due to valuable compositions of important traits, some accessions were also identified as useful for breeding programs. The population structure and principal coordinate analysis revealed two major clusters. Based on the previous results, the accessions classified within the smaller one were identified as obsolete varieties instead of landraces. Our results show that the oat landraces are, in general, resistant to local races of diseases, well adapted to local conditions and, in some cases, yielding at the level of modern varieties. Therefore, in situ conservation of the landraces in the near future may be satisfactory for both farmers and researchers in terms of the genetic resources preservation.
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Affiliation(s)
- Maja Boczkowska
- National Centre for Plant Genetic Resources, Plant Breeding and Acclimatization Institute (IHAR) - National Research Institute, Radzików, Poland
| | - Bogusław Łapiński
- National Centre for Plant Genetic Resources, Plant Breeding and Acclimatization Institute (IHAR) - National Research Institute, Radzików, Poland
| | - Izabela Kordulasińska
- National Centre for Plant Genetic Resources, Plant Breeding and Acclimatization Institute (IHAR) - National Research Institute, Radzików, Poland
| | - Denise F. Dostatny
- National Centre for Plant Genetic Resources, Plant Breeding and Acclimatization Institute (IHAR) - National Research Institute, Radzików, Poland
| | - Jerzy H. Czembor
- National Centre for Plant Genetic Resources, Plant Breeding and Acclimatization Institute (IHAR) - National Research Institute, Radzików, Poland
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