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Fondevilla S, Calderón-González Á, Rojas-Panadero B, Cruz V, Matías J. Genome-wide association study, combined with bulk segregant analysis, identify plant receptors and defense related genes as candidate genes for downy mildew resistance in quinoa. BMC PLANT BIOLOGY 2024; 24:594. [PMID: 38910245 PMCID: PMC11194881 DOI: 10.1186/s12870-024-05302-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/18/2024] [Accepted: 06/17/2024] [Indexed: 06/25/2024]
Abstract
BACKGROUND Downy mildew is the most relevant disease of quinoa and the most widespread. Though, little is known about the genetics of resistance to this disease. The objective of this study was to identify the genomic regions controlling downy mildew resistance in quinoa and candidate genes for this trait. With this aim we carried out a GWAS analysis in a collection formed by 211 quinoa accessions from different origins. This approach was combined with inheritance studies and Bulk Segregant Analysis (BSA) in a segregating population. RESULTS GWAS analysis identified 26 genomic regions associated with the trait. Inheritance studies in a F2 population segregating for resistance revealed the existence of a major single dominant gene controlling downy mildew complete resistance in quinoa accession PI614911. Through BSA, this gene was found to be located in chromosome 4, in a region also identified by GWAS. Furthermore, several plant receptors and resistance genes were found to be located into the genomic regions identified by GWAS and are postulated as candidate genes for resistance. CONCLUSIONS Until now, little was known about the genetic control of downy mildew resistance in quinoa. A previous inheritance study suggested that resistance to this disease was a quantitative polygenic trait and previous GWAS analyses were unable to identify accurate markers for this disease. In our study we demonstrate the existence of, at least, one major gene conferring resistance to this disease, identify the genomic regions involved in the trait and provide plausible candidate genes involved in defense. Therefore, this study significantly increases our knowledge about the genetics of downy mildew resistance and provides relevant information for breeding for this important trait.
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Affiliation(s)
- Sara Fondevilla
- Institute for Sustainable Agriculture, Consejo Superior de Investigaciones Científicas (CSIC), Avd. Menéndez Pidal s/n, Córdoba, 14004, Spain.
| | - Álvaro Calderón-González
- Institute for Sustainable Agriculture, Consejo Superior de Investigaciones Científicas (CSIC), Avd. Menéndez Pidal s/n, Córdoba, 14004, Spain
| | - Borja Rojas-Panadero
- Institute for Sustainable Agriculture, Consejo Superior de Investigaciones Científicas (CSIC), Avd. Menéndez Pidal s/n, Córdoba, 14004, Spain
| | - Verónica Cruz
- Agrarian Research Institute "La Orden-Valdesequera" of Extremadura, Centro de Investigaciones Científicas y Tecnológicas de Extremadura (CICYTEX), Autovía A-5, km 372 - 06187, Guadajira, Badajoz, 06187, Spain
| | - Javier Matías
- Agrarian Research Institute "La Orden-Valdesequera" of Extremadura, Centro de Investigaciones Científicas y Tecnológicas de Extremadura (CICYTEX), Autovía A-5, km 372 - 06187, Guadajira, Badajoz, 06187, Spain
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Zhang S, Hu H, Cui S, Yan L, Wu B, Wei S. Genome-wide identification and functional analysis of the cellulose synthase-like gene superfamily in common oat (Avena sativa L.). PHYTOCHEMISTRY 2024; 218:113940. [PMID: 38056517 DOI: 10.1016/j.phytochem.2023.113940] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/25/2023] [Revised: 11/19/2023] [Accepted: 11/29/2023] [Indexed: 12/08/2023]
Abstract
Hemicelluloses constitute approximately one-third of the plant cell wall and can be used as a dietary fiber and food additive, and as raw materials for biofuels. Although genes involved in hemicelluloses synthesis have been investigated in some model plants, no comprehensive analysis has been conducted in common oat at present. In this study, we identified and systematically analyzed the cellulose synthase-like gene (Csl) family members in common oat and investigated them using various bioinformatics tools. The results showed that there are 76 members of the oat Csl gene family distributed on 17 chromosomes, and phylogenetic analysis indicated that the 76 Csl genes belong to the CslA, CslC, CslD, CslE, CslF, CslH, and CslJ subfamilies. A total of 14 classes of cis-acting elements were identified in the promoter regions, including hormone response, light response, cell development, and defense stress elements. The collinearity analysis identified 28 pairs of segmentally duplicated genes, most of which were found on chromosomes 2D and 6A. Expression pattern analysis showed that oat Csl genes display strong tissue-specific expression; of the 76 Csl genes, 33 were significantly up-regulated in stems and 30 were up-regulated in immature seeds. The expression of most members of the AsCsl gene family is repressed by abiotic stress, while the expression of some members is up-regulated by light. Immunoelectron microscopy shows that the product of AsCsl61, a member of CslF subfamily, mediates (1,3; 1,4)-β-D-glucan synthesis in transgenic Arabidopsis. These findings provide a fundamental understanding of the structural, functional, and evolutionary features of the oat Csl genes and may contribute to our general understanding of hemicellulose biosynthesis. Moreover, this information will be helpful in designing experiments for genetic manipulation of mixed-linkage glucan (MLG) synthesis with the goal of quality improvement in oat.
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Affiliation(s)
- Shanshan Zhang
- College of Life and Environmental Sciences, Minzu University of China, No. 27. Zhongguancun South Street, Beijing, 100081, China
| | - Haibin Hu
- Institute of Crop Science, Chinese Academy of Agricultural Sciences (CAAS), No. 12. Zhongguancun South Street, Beijing, 100081, China; State Key Laboratory of Crop Gene Resources and Breeding, Institute of Crop Science, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Shumin Cui
- College of Life and Environmental Sciences, Minzu University of China, No. 27. Zhongguancun South Street, Beijing, 100081, China
| | - Lin Yan
- Institute of Crop Science, Chinese Academy of Agricultural Sciences (CAAS), No. 12. Zhongguancun South Street, Beijing, 100081, China; State Key Laboratory of Crop Gene Resources and Breeding, Institute of Crop Science, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Bing Wu
- Institute of Crop Science, Chinese Academy of Agricultural Sciences (CAAS), No. 12. Zhongguancun South Street, Beijing, 100081, China; State Key Laboratory of Crop Gene Resources and Breeding, Institute of Crop Science, Chinese Academy of Agricultural Sciences, Beijing, China.
| | - Shanjun Wei
- College of Life and Environmental Sciences, Minzu University of China, No. 27. Zhongguancun South Street, Beijing, 100081, China.
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Havrlentová M, Dvořáček V, Jurkaninová L, Gregusová V. Unraveling the Potential of β-D-Glucans in Poales: From Characterization to Biosynthesis and Factors Affecting the Content. Life (Basel) 2023; 13:1387. [PMID: 37374169 DOI: 10.3390/life13061387] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2023] [Revised: 06/11/2023] [Accepted: 06/12/2023] [Indexed: 06/29/2023] Open
Abstract
This review consolidates current knowledge on β-D-glucans in Poales and presents current findings and connections that expand our understanding of the characteristics, functions, and applications of this cell wall polysaccharide. By associating information from multiple disciplines, the review offers valuable insights for researchers, practitioners, and consumers interested in harnessing the benefits of β-D-glucans in various fields. The review can serve as a valuable resource for plant biology researchers, cereal breeders, and plant-based food producers, providing insights into the potential of β-D-glucans and opening new avenues for future research and innovation in the field of this bioactive and functional ingredient.
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Affiliation(s)
- Michaela Havrlentová
- Department of Biotechnology, Faculty of Natural Sciences, University of Ss. Cyril and Methodius, Námestie J. Herdu 2, 917 01 Trnava, Slovakia
- National Agricultural and Food Center-Research Institute of Plant Production, Bratislavská cesta 122, 921 68 Piešťany, Slovakia
| | - Václav Dvořáček
- Crop Research Institute, Drnovská 507, 161 06 Prague, Czech Republic
| | - Lucie Jurkaninová
- Department of Food Science, Faculty of Agrobiology, Food and Natural Resources, Czech University of Life Sciences, Kamýcká 129, 165 00 Praha, Czech Republic
| | - Veronika Gregusová
- Department of Biotechnology, Faculty of Natural Sciences, University of Ss. Cyril and Methodius, Námestie J. Herdu 2, 917 01 Trnava, Slovakia
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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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Yan H, Zhang H, Zhou P, Ren C, Peng Y. Genome-Wide Association Mapping of QTL Underlying Groat Protein Content of a Diverse Panel of Oat Accessions. Int J Mol Sci 2023; 24:ijms24065581. [PMID: 36982656 PMCID: PMC10053717 DOI: 10.3390/ijms24065581] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2023] [Revised: 03/06/2023] [Accepted: 03/13/2023] [Indexed: 03/17/2023] Open
Abstract
Groat protein content (GPC) is a key quality trait attribute in oat. Understanding the variation of GPC in oat germplasms and identifying genomic regions associated with GPC are essential for improving this trait. In this study, the GPC of 174 diverse oat accessions was evaluated in three field trials. The results showed a wide variation in GPC, ranging from 6.97% to 22.24% in this panel. Hulless oats displayed a significantly higher GPC compared to hulled oats across all environments. A GWAS analysis was performed based on 38,313 high-quality SNPs, which detected 27 non-redundant QTLs with 41 SNPs significantly associated with GPC. Two QTLs on chromosome 6C (QTL16) and 4D (QTL11) were consistently detected in multiple environments, with QTL16 being the most significant and explaining the highest proportion of the phenotypical variation in all tested environments except in CZ20. Haplotype analysis showed that the favorable haplotypes for GPC are more prevalent in hulless oats. These findings provide a foundation for future efforts to incorporate favorable alleles into new cultivars through introgression, fine mapping, and cloning of promising QTLs.
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Affiliation(s)
- Honghai Yan
- State Key Laboratory of Crop Gene Exploration and Utilization in Southwest China, Sichuan Agricultural University, Chengdu 611130, China;
- Triticeae Research Institute, Sichuan Agricultural University, Chengdu 611130, China
| | - Haixu Zhang
- Triticeae Research Institute, Sichuan Agricultural University, Chengdu 611130, China
| | - Pingping Zhou
- Triticeae Research Institute, Sichuan Agricultural University, Chengdu 611130, China
| | - Changzhong Ren
- National Oat Improvement Center, Baicheng Academy of Agricultural Sciences, Baicheng 137000, China
| | - Yuanying Peng
- State Key Laboratory of Crop Gene Exploration and Utilization in Southwest China, Sichuan Agricultural University, Chengdu 611130, China;
- Triticeae Research Institute, Sichuan Agricultural University, Chengdu 611130, China
- Correspondence:
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Tomaszewska P, Schwarzacher T, Heslop-Harrison JS(P. Oat chromosome and genome evolution defined by widespread terminal intergenomic translocations in polyploids. FRONTIERS IN PLANT SCIENCE 2022; 13:1026364. [PMID: 36483968 PMCID: PMC9725029 DOI: 10.3389/fpls.2022.1026364] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/23/2022] [Accepted: 10/14/2022] [Indexed: 06/17/2023]
Abstract
Structural chromosome rearrangements involving translocations, fusions and fissions lead to evolutionary variation between species and potentially reproductive isolation and variation in gene expression. While the wheats (Triticeae, Poaceae) and oats (Aveneae) all maintain a basic chromosome number of x=7, genomes of oats show frequent intergenomic translocations, in contrast to wheats where these translocations are relatively rare. We aimed to show genome structural diversity and genome relationships in tetraploid, hexaploid and octoploid Avena species and amphiploids, establishing patterns of intergenomic translocations across different oat taxa using fluorescence in situ hybridization (FISH) with four well-characterized repetitive DNA sequences: pAs120, AF226603, Ast-R171 and Ast-T116. In A. agadiriana (2n=4x=28), the selected probes hybridized to all chromosomes indicating that this species originated from one (autotetraploid) or closely related ancestors with the same genomes. Hexaploid amphiploids were confirmed as having the genomic composition AACCDD, while octoploid amphiploids showed three different genome compositions: AACCCCDD, AAAACCDD or AABBCCDD. The A, B, C, and D genomes of oats differ significantly in their involvement in non-centromeric, intercalary translocations. There was a predominance of distal intergenomic translocations from the C- into the D-genome chromosomes. Translocations from A- to C-, or D- to C-genome chromosomes were less frequent, proving that at least some of the translocations in oat polyploids are non-reciprocal. Rare translocations from A- to D-, D- to A- and C- to B-genome chromosomes were also visualized. The fundamental research has implications for exploiting genomic biodiversity in oat breeding through introgression from wild species potentially with contrasting chromosomal structures and hence deleterious segmental duplications or large deletions in amphiploid parental lines.
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Affiliation(s)
- Paulina Tomaszewska
- Department of Genetics and Genome Biology, University of Leicester, Leicester, United Kingdom
- Department of Genetics and Cell Physiology, Faculty of Biological Sciences, University of Wrocław, Wrocław, Poland
| | - Trude Schwarzacher
- Department of Genetics and Genome Biology, University of Leicester, Leicester, United Kingdom
- Key Laboratory of Plant Resources Conservation and Sustainable Utilization/Guangdong Provincial, Key Laboratory of Applied Botany, South China Botanical Garden, Chinese Academy of Sciences, Guangzhou, China
| | - J. S. (Pat) Heslop-Harrison
- Department of Genetics and Genome Biology, University of Leicester, Leicester, United Kingdom
- Key Laboratory of Plant Resources Conservation and Sustainable Utilization/Guangdong Provincial, Key Laboratory of Applied Botany, South China Botanical Garden, Chinese Academy of Sciences, Guangzhou, China
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Brzozowski LJ, Hu H, Campbell MT, Broeckling CD, Caffe M, Gutiérrez L, Smith KP, Sorrells ME, Gore MA, Jannink JL. Selection for seed size has uneven effects on specialized metabolite abundance in oat (Avena sativa L.). G3 (BETHESDA, MD.) 2022; 12:6459173. [PMID: 34893823 PMCID: PMC9210299 DOI: 10.1093/g3journal/jkab419] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/05/2021] [Accepted: 11/29/2021] [Indexed: 11/13/2022]
Abstract
Plant breeding strategies to optimize metabolite profiles are necessary to develop health-promoting food crops. In oats (Avena sativa L.), seed metabolites are of interest for their antioxidant properties, yet have not been a direct target of selection in breeding. In a diverse oat germplasm panel spanning a century of breeding, we investigated the degree of variation of these specialized metabolites and how it has been molded by selection for other traits, like yield components. We also ask if these patterns of variation persist in modern breeding pools. Integrating genomic, transcriptomic, metabolomic, and phenotypic analyses for three types of seed specialized metabolites—avenanthramides, avenacins, and avenacosides—we found reduced heritable genetic variation in modern germplasm compared with diverse germplasm, in part due to increased seed size associated with more intensive breeding. Specifically, we found that abundance of avenanthramides increases with seed size, but additional variation is attributable to expression of biosynthetic enzymes. In contrast, avenacoside abundance decreases with seed size and plant breeding intensity. In addition, these different specialized metabolites do not share large-effect loci. Overall, we show that increased seed size associated with intensive plant breeding has uneven effects on the oat seed metabolome, but variation also exists independently of seed size to use in plant breeding. This work broadly contributes to our understanding of how plant breeding has influenced plant traits and tradeoffs between traits (like growth and defense) and the genetic bases of these shifts.
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Affiliation(s)
- Lauren J Brzozowski
- Plant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853, USA
| | - Haixiao Hu
- Plant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853, USA
| | - Malachy T Campbell
- Plant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853, USA
| | - Corey D Broeckling
- Bioanalysis and Omics Center of the Analytical Resources Core, Colorado State University, Fort Collins, CO 80523 USA
| | - Melanie Caffe
- Department of Agronomy, Horticulture & Plant Science, South Dakota State University, Brookings, SD 57006, USA
| | - Lucía Gutiérrez
- Department of Agronomy, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Kevin P Smith
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, MN 55108, USA
| | - Mark E Sorrells
- Plant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853, USA
| | - Michael A Gore
- Plant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853, USA
| | - Jean-Luc Jannink
- Plant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853, USA.,USDA-ARS, Robert W. Holley Center for Agriculture and Health, Ithaca, NY 14853 USA
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Nayak SN, Aravind B, Malavalli SS, Sukanth BS, Poornima R, Bharati P, Hefferon K, Kole C, Puppala N. Omics Technologies to Enhance Plant Based Functional Foods: An Overview. Front Genet 2021; 12:742095. [PMID: 34858472 PMCID: PMC8631721 DOI: 10.3389/fgene.2021.742095] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2021] [Accepted: 10/13/2021] [Indexed: 11/25/2022] Open
Abstract
Functional foods are natural products of plants that have health benefits beyond necessary nutrition. Functional foods are abundant in fruits, vegetables, spices, beverages and some are found in cereals, millets, pulses and oilseeds. Efforts to identify functional foods in our diet and their beneficial aspects are limited to few crops. Advances in sequencing and availability of different omics technologies have given opportunity to utilize these tools to enhance the functional components of the foods, thus ensuring the nutritional security. Integrated omics approaches including genomics, transcriptomics, proteomics, metabolomics coupled with artificial intelligence and machine learning approaches can be used to improve the crops. This review provides insights into omics studies that are carried out to find the active components and crop improvement by enhancing the functional compounds in different plants including cereals, millets, pulses, oilseeds, fruits, vegetables, spices, beverages and medicinal plants. There is a need to characterize functional foods that are being used in traditional medicines, as well as utilization of this knowledge to improve the staple foods in order to tackle malnutrition and hunger more effectively.
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Affiliation(s)
- Spurthi N. Nayak
- Department of Biotechnology, University of Agricultural Sciences, Dharwad, India
| | - B. Aravind
- Department of Biotechnology, University of Agricultural Sciences, Dharwad, India
| | - Sachin S. Malavalli
- Department of Biotechnology, University of Agricultural Sciences, Dharwad, India
| | - B. S. Sukanth
- Department of Biotechnology, University of Agricultural Sciences, Dharwad, India
| | - R. Poornima
- Department of Biotechnology, University of Agricultural Sciences, Dharwad, India
| | - Pushpa Bharati
- Department of Food Science and Nutrition, University of Agricultural Sciences, Dharwad, India
| | - Kathleen Hefferon
- Department of Microbiology, Cornell University, Ithaca, NY, United States
| | - Chittaranjan Kole
- President, International Phytomedomics and Nutriomics Consortium (ipnc.info), Daejeon, South Korea
| | - Naveen Puppala
- New Mexico State University-Agricultural Science Center at Clovis, New Mexico, NM, United States
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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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Loskutov IG, Gnutikov AA, Blinova EV, Rodionov AV. The Origin and Resource Potential of Wild and Cultivated Species of the Genus of Oats (Avena L.). RUSS J GENET+ 2021. [DOI: 10.1134/s1022795421060065] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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11
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Canales FJ, Montilla-Bascón G, Bekele WA, Howarth CJ, Langdon T, Rispail N, Tinker NA, Prats E. Population genomics of Mediterranean oat (A. sativa) reveals high genetic diversity and three loci for heading date. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2021; 134:2063-2077. [PMID: 33770189 DOI: 10.5061/dryad.0gb5mkm0g] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Subscribe] [Scholar Register] [Received: 11/19/2020] [Accepted: 02/24/2021] [Indexed: 05/19/2023]
Abstract
Genomic analysis of Mediterranean oats reveals high genetic diversity and three loci for adaptation to this environment. This information together with phenotyping and passport data, gathered in an interactive map, will be a vital resource for oat genetic improvement. During the twentieth century, oat landraces have increasingly been replaced by modern cultivars, resulting in loss of genetic diversity. However, landraces have considerable potential to improve disease and abiotic stress tolerance and may outperform cultivars under low input systems. In this work, we assembled a panel of 669 oat landraces from Mediterranean rim and 40 cultivated oat varieties and performed the first large-scale population genetic analysis of both red and white oat types of Mediterranean origin. We created a public database associated with an interactive map to visualize information for each accession. The oat collection was genotyped with 17,288 single-nucleotide polymorphism (SNP) loci to evaluate population structure and linkage disequilibrium (LD); to perform a genome-wide association study (GWAs) for heading date, a key character closely correlated with performance in this drought-prone area. Population genetic analysis using both structure and PCA distinguished two main groups composed of the red and white oats, respectively. The white oat group was further divided into two subgroups. LD decay was slower within white lines in linkage groups Mrg01, 02, 04, 12, 13, 15, 23, 33, whereas it was slower within red lines in Mrg03, 05, 06, 11, 21, 24, and 28. Association analysis showed several significant markers associated with heading date on linkage group Mrg13 in white oats and on Mrg01 and Mrg08 in red oats.
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Affiliation(s)
- F J Canales
- Institute for Sustainable Agriculture, CSIC, Avenida Menéndez Pidal, 14004, Córdoba, Spain
| | - G Montilla-Bascón
- Institute for Sustainable Agriculture, CSIC, Avenida Menéndez Pidal, 14004, Córdoba, Spain
| | - W A Bekele
- Ottawa Research and Development Centre, Agriculture and Agri-Food Canada, Ottawa, ON, Canada
| | - C J Howarth
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth Univ, Aberystwyth, UK
| | - T Langdon
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth Univ, Aberystwyth, UK
| | - N Rispail
- Institute for Sustainable Agriculture, CSIC, Avenida Menéndez Pidal, 14004, Córdoba, Spain
| | - N A Tinker
- Ottawa Research and Development Centre, Agriculture and Agri-Food Canada, Ottawa, ON, Canada
| | - E Prats
- Institute for Sustainable Agriculture, CSIC, Avenida Menéndez Pidal, 14004, Córdoba, Spain.
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Canales FJ, Montilla-Bascón G, Bekele WA, Howarth CJ, Langdon T, Rispail N, Tinker NA, Prats E. Population genomics of Mediterranean oat (A. sativa) reveals high genetic diversity and three loci for heading date. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2021; 134:2063-2077. [PMID: 33770189 PMCID: PMC8263550 DOI: 10.1007/s00122-021-03805-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/19/2020] [Accepted: 02/24/2021] [Indexed: 05/03/2023]
Abstract
KEY MESSAGE Genomic analysis of Mediterranean oats reveals high genetic diversity and three loci for adaptation to this environment. This information together with phenotyping and passport data, gathered in an interactive map, will be a vital resource for oat genetic improvement. During the twentieth century, oat landraces have increasingly been replaced by modern cultivars, resulting in loss of genetic diversity. However, landraces have considerable potential to improve disease and abiotic stress tolerance and may outperform cultivars under low input systems. In this work, we assembled a panel of 669 oat landraces from Mediterranean rim and 40 cultivated oat varieties and performed the first large-scale population genetic analysis of both red and white oat types of Mediterranean origin. We created a public database associated with an interactive map to visualize information for each accession. The oat collection was genotyped with 17,288 single-nucleotide polymorphism (SNP) loci to evaluate population structure and linkage disequilibrium (LD); to perform a genome-wide association study (GWAs) for heading date, a key character closely correlated with performance in this drought-prone area. Population genetic analysis using both structure and PCA distinguished two main groups composed of the red and white oats, respectively. The white oat group was further divided into two subgroups. LD decay was slower within white lines in linkage groups Mrg01, 02, 04, 12, 13, 15, 23, 33, whereas it was slower within red lines in Mrg03, 05, 06, 11, 21, 24, and 28. Association analysis showed several significant markers associated with heading date on linkage group Mrg13 in white oats and on Mrg01 and Mrg08 in red oats.
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Affiliation(s)
- F J Canales
- Institute for Sustainable Agriculture, CSIC, Avenida Menéndez Pidal, 14004, Córdoba, Spain
| | - G Montilla-Bascón
- Institute for Sustainable Agriculture, CSIC, Avenida Menéndez Pidal, 14004, Córdoba, Spain
| | - W A Bekele
- Ottawa Research and Development Centre, Agriculture and Agri-Food Canada, Ottawa, ON, Canada
| | - C J Howarth
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth Univ, Aberystwyth, UK
| | - T Langdon
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth Univ, Aberystwyth, UK
| | - N Rispail
- Institute for Sustainable Agriculture, CSIC, Avenida Menéndez Pidal, 14004, Córdoba, Spain
| | - N A Tinker
- Ottawa Research and Development Centre, Agriculture and Agri-Food Canada, Ottawa, ON, Canada
| | - E Prats
- Institute for Sustainable Agriculture, CSIC, Avenida Menéndez Pidal, 14004, Córdoba, Spain.
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Bioactive Components in Oat and Barley Grain as a Promising Breeding Trend for Functional Food Production. Molecules 2021; 26:molecules26082260. [PMID: 33919686 PMCID: PMC8069901 DOI: 10.3390/molecules26082260] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2021] [Revised: 04/06/2021] [Accepted: 04/09/2021] [Indexed: 12/20/2022] Open
Abstract
Cereal crops, such as oats and barley, possess a number of valuable properties that meet the requirements for functional diet components. This review summarized the available information about bioactive compounds of oat and barley grain. The results of studying the structure and physicochemical properties of the cell wall polysaccharides of barley and oat are presented. The main components of the flavonoids formation pathway are shown and data, concerning anthocyanins biosynthesis in various barley tissues, are discussed. Moreover, we analyzed the available information about structural and regulatory genes of anthocyanin biosynthesis in Hordeum vulgare L. genome, including β-glucan biosynthesis genes in Avena sativa L species. However, there is not enough knowledge about the genes responsible for biosynthesis of β-glucans and corresponding enzymes and plant polyphenols. The review also covers contemporary studies about collections of oat and barley genetic resources held by the N.I. Vavilov All-Russian Institute of Plant Genetic Resources (VIR). This review intended to provide information on the processes of biosynthesis of biologically active compounds in cereals that will promote further researches devoted to transcription factors controlling expression of structural genes and their role in other physiological processes in higher plants. Found achievements will allow breeders to create new highly productive varieties with the desirable properties.
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Zhang J, Yan L, Liu M, Guo G, Wu B. Analysis of β-d-glucan biosynthetic genes in oat reveals glucan synthesis regulation by light. ANNALS OF BOTANY 2021; 127:371-380. [PMID: 33090200 PMCID: PMC7872105 DOI: 10.1093/aob/mcaa185] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/05/2020] [Accepted: 10/18/2020] [Indexed: 06/11/2023]
Abstract
BACKGROUND AND AIMS Oat (Avena sativa) has human health benefits when consumed as a whole-grain food, attributed to the high content of (1,3;1,4)-β-d-glucan (mixed-linkage glucan [MLG]), but little is known about the synthase genes and synthesis mechanism of MLG polysaccharides in this species. METHODS The concentration of oat MLGs under different light intensities was measured by a standard enzymatic approach and further verified by immunoelectron microscopy. The effect of light intensity on MLG synthase genes was examined by RT-qPCR and western blot analyses. The pattern of expression directed by the promoter of the oat MLG synthase gene was also investigated by histochemical β-glucuronidase (GUS) analysis. KEY RESULTS The oat orthologues of genes implicated in the synthesis of MLG in other cereals, including cellulose synthase-like (Csl) F, H and J gene families, were defined. Transcript profiling of these genes across oat tissues indicated that AsCslF6 transcripts dominated. Under high light intensities, the expression of AsCslF6, a major isoform of the MLG synthase genes, increased to >30 % of the dark growth control. The amount of MLG in oat rose from 0.07 to 1.06 % with increased light intensity. Histochemical tests showed that the AsCslF6 gene promoter preferentially directs GUS expression under high light intensity conditions. CONCLUSIONS Oat MLG synthesis is regulated by light. High light intensity upregulates the expression of the MLG synthase AsCslF6 gene, leading to an increase in the amount of MLG in oat leaves.
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Affiliation(s)
- Jing Zhang
- Institute of Crop Science, Chinese Academy of Agricultural Sciences (CAAS), Beijing, China
| | - Lin Yan
- Institute of Crop Science, Chinese Academy of Agricultural Sciences (CAAS), Beijing, China
| | - Minxuan Liu
- Institute of Crop Science, Chinese Academy of Agricultural Sciences (CAAS), Beijing, China
| | - Ganggang Guo
- Institute of Crop Science, Chinese Academy of Agricultural Sciences (CAAS), Beijing, China
| | - Bing Wu
- Institute of Crop Science, Chinese Academy of Agricultural Sciences (CAAS), Beijing, China
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Loskutov IG, Khlestkina EK. Wheat, Barley, and Oat Breeding for Health Benefit Components in Grain. PLANTS (BASEL, SWITZERLAND) 2021; 10:E86. [PMID: 33401643 PMCID: PMC7823506 DOI: 10.3390/plants10010086] [Citation(s) in RCA: 33] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 12/03/2020] [Revised: 12/30/2020] [Accepted: 12/30/2020] [Indexed: 02/08/2023]
Abstract
Cereal grains provide half of the calories consumed by humans. In addition, they contain important compounds beneficial for health. During the last years, a broad spectrum of new cereal grain-derived products for dietary purposes emerged on the global food market. Special breeding programs aimed at cultivars utilizable for these new products have been launched for both the main sources of staple foods (such as rice, wheat, and maize) and other cereal crops (oat, barley, sorghum, millet, etc.). The breeding paradigm has been switched from traditional grain quality indicators (for example, high breadmaking quality and protein content for common wheat or content of protein, lysine, and starch for barley and oat) to more specialized ones (high content of bioactive compounds, vitamins, dietary fibers, and oils, etc.). To enrich cereal grain with functional components while growing plants in contrast to the post-harvesting improvement of staple foods with natural and synthetic additives, the new breeding programs need a source of genes for the improvement of the content of health benefit components in grain. The current review aims to consider current trends and achievements in wheat, barley, and oat breeding for health-benefiting components. The sources of these valuable genes are plant genetic resources deposited in genebanks: landraces, rare crop species, or even wild relatives of cultivated plants. Traditional plant breeding approaches supplemented with marker-assisted selection and genetic editing, as well as high-throughput chemotyping techniques, are exploited to speed up the breeding for the desired genotуpes. Biochemical and genetic bases for the enrichment of the grain of modern cereal crop cultivars with micronutrients, oils, phenolics, and other compounds are discussed, and certain cases of contributions to special health-improving diets are summarized. Correlations between the content of certain bioactive compounds and the resistance to diseases or tolerance to certain abiotic stressors suggest that breeding programs aimed at raising the levels of health-benefiting components in cereal grain might at the same time match the task of developing cultivars adapted to unfavorable environmental conditions.
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Affiliation(s)
- Igor G. Loskutov
- Federal Research Center the N.I. Vavilov All-Russian Institute of Plant Genetic Resources (VIR), St. Petersburg 190000, Russia;
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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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Genome-wide Association Study and Genomic Prediction for Fusarium graminearum Resistance Traits in Nordic Oat (Avena sativa L.). AGRONOMY-BASEL 2020. [DOI: 10.3390/agronomy10020174] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Fusarium head blight (FHB) and the accumulation of deoxynivalenol (DON) mycotoxin induced by Fusarium graminearum and other Fusarium fungi cause serious problems for oat production in the Nordic region (Scandinavia, Fennoscandia). Besides toxin accumulation, FHB causes reduction in grain yield and in germination capacity. Here, genomic approaches for accelerating breeding efforts against FHB and DON accumulation were studied. Resistance-related traits included DON content, F. graminearum DNA (relative to oat DNA) content (qFUSG) measured with real-time quantitative polymerase chain reaction (PCR), Fusarium-infected kernels (FIKs) and germination capacity (GC). Plant germplasm used in the study consisted of mostly breeding lines, and additionally, a few cultivars and exotic accessions. Genome-wide association study (GWAS) and genomic prediction, enabling genomic selection (GS) on the resistance-related and collected agronomic traits, were performed. Considerable genetic correlations between resistance-related traits were observed: DON content had a positive correlation (0.60) with qFUSG and a negative correlation (−0.63) with germination capacity. With the material in hand, we were not able to find any significant associations between markers and resistance-related traits. On the other hand, in genomic prediction, some resistance-related traits showed favorable accuracy in fivefold cross-validation (GC = 0.57). Genomic prediction is a promising method and genomic estimated breeding values (GEBVs) generated for germination capacity are applicable in oat breeding programs.
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Carlson MO, Montilla-Bascon G, Hoekenga OA, Tinker NA, Poland J, Baseggio M, Sorrells ME, Jannink JL, Gore MA, Yeats TH. Multivariate Genome-Wide Association Analyses Reveal the Genetic Basis of Seed Fatty Acid Composition in Oat ( Avena sativa L.). G3 (BETHESDA, MD.) 2019; 9:2963-2975. [PMID: 31296616 PMCID: PMC6723141 DOI: 10.1534/g3.119.400228] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/31/2019] [Accepted: 07/08/2019] [Indexed: 01/06/2023]
Abstract
Oat (Avena sativa L.) has a high concentration of oils, comprised primarily of healthful unsaturated oleic and linoleic fatty acids. To accelerate oat plant breeding efforts, we sought to identify loci associated with variation in fatty acid composition, defined as the types and quantities of fatty acids. We genotyped a panel of 500 oat cultivars with genotyping-by-sequencing and measured the concentrations of ten fatty acids in these oat cultivars grown in two environments. Measurements of individual fatty acids were highly correlated across samples, consistent with fatty acids participating in shared biosynthetic pathways. We leveraged these phenotypic correlations in two multivariate genome-wide association study (GWAS) approaches. In the first analysis, we fitted a multivariate linear mixed model for all ten fatty acids simultaneously while accounting for population structure and relatedness among cultivars. In the second, we performed a univariate association test for each principal component (PC) derived from a singular value decomposition of the phenotypic data matrix. To aid interpretation of results from the multivariate analyses, we also conducted univariate association tests for each trait. The multivariate mixed model approach yielded 148 genome-wide significant single-nucleotide polymorphisms (SNPs) at a 10% false-discovery rate, compared to 129 and 73 significant SNPs in the PC and univariate analyses, respectively. Thus, explicit modeling of the correlation structure between fatty acids in a multivariate framework enabled identification of loci associated with variation in seed fatty acid concentration that were not detected in the univariate analyses. Ultimately, a detailed characterization of the loci underlying fatty acid variation can be used to enhance the nutritional profile of oats through breeding.
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Affiliation(s)
- Maryn O Carlson
- Plant Breeding & Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853
| | | | | | - Nicholas A Tinker
- Ottawa Research and Development Centre, Agriculture and Agri-Food Canada, Ottawa, ON, Canada
| | - Jesse Poland
- Wheat Genetics Resource Center, Department of Plant Pathology, Kansas State University, Manhattan, KS 66506, and
| | - Matheus Baseggio
- Plant Breeding & Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853
| | - Mark E Sorrells
- Plant Breeding & Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853
| | - Jean-Luc Jannink
- Plant Breeding & Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853
- R.W. Holley Center for Agriculture and Health, US Department of Agriculture, Agricultural Research Service, Ithaca, NY 14853
| | - Michael A Gore
- Plant Breeding & Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853
| | - Trevor H Yeats
- Plant Breeding & Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853
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Pauli D, Brown-Guedira G, Blake TK. Identification of Malting Quality QTLs in Advanced Generation Breeding Germplasm. JOURNAL OF THE AMERICAN SOCIETY OF BREWING CHEMISTS 2018. [DOI: 10.1094/asbcj-2015-0129-01] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Affiliation(s)
- Duke Pauli
- Department of Plant Sciences and Plant Pathology, Montana State University, Bozeman 59717
- Department of Plant Breeding and Genetics, Cornell University, Ithaca, NY 14853
| | - Gina Brown-Guedira
- Plant Science Research, United States Department of Agriculture-Agricultural Research Service, North Carolina State University, Raleigh 27695
| | - Thomas K. Blake
- Department of Plant Sciences and Plant Pathology, Montana State University, Bozeman
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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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Al-Abdallat AM, Karadsheh A, Hadadd NI, Akash MW, Ceccarelli S, Baum M, Hasan M, Jighly A, Abu Elenein JM. Assessment of genetic diversity and yield performance in Jordanian barley (Hordeum vulgare L.) landraces grown under Rainfed conditions. BMC PLANT BIOLOGY 2017; 17:191. [PMID: 29096621 PMCID: PMC5668982 DOI: 10.1186/s12870-017-1140-1] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/09/2016] [Accepted: 10/25/2017] [Indexed: 05/02/2023]
Abstract
BACKGROUND Barley (Hordeum vulgare L.) is a major cereal crop, which is cultivated under variable environmental conditions and abiotic stresses in marginal areas around the globe. In this study, we evaluated 150 Jordanian landraces obtained from ICARDA Gene Bank and four local checks for yield and yield components related-traits in two locations across Jordan for three growing seasons under rainfed conditions. The study aims to identify superior Jordanian barley genotypes under dry conditions, to understand the genotype × environment (G × E) interactions, to analyze stability parameters and to identify markers associated with yield and yield components under rainfed conditions. RESULTS The barley accessions exhibited significant variation for all traits studied. Three accessions with high yield, cultivar superiority and stability under specific environments were identified with accession G69 is the highest yielding and superior for Madaba and overall environments and G144 is the highest yielding at Ramtha. Accession G123 was high yielding in all environments and was stable across different environments. At the genetic level, the Jordanian landraces were found to be diverse with a clustering that was based on row-type. The GWAS analysis identified 77 significant markers-traits associations for multiple traits including grain yield (GY) with three significant QTLs located at 1H, 2H and 7H, which seem important for dry environments. CONCLUSION Utilizing Jordanian barley landraces can effectively improve and adapt the current barley cultivars for cultivation under environmental stresses in dry regions. Utilization of markers associated with important agronomical traits and their incorporation in breeding using marker assisted selection can improve barley tolerance to drought stress.
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Affiliation(s)
- A. M. Al-Abdallat
- Department of Horticulture and Crop Science, Faculty of Agriculture, The University of Jordan, Amman, 11942 Jordan
- International Center for Agricultural Research in the Dry Areas (ICARDA), P.O. Box 950764, Amman, 11195 Jordan
| | - A. Karadsheh
- Al-Mushaqer Regional Center, NCARE, Madaba, Jordan
| | - N. I. Hadadd
- Department of Horticulture and Crop Science, Faculty of Agriculture, The University of Jordan, Amman, 11942 Jordan
- International Center for Agricultural Research in the Dry Areas (ICARDA), P.O. Box 950764, Amman, 11195 Jordan
| | - M. W. Akash
- Department of Horticulture and Crop Science, Faculty of Agriculture, The University of Jordan, Amman, 11942 Jordan
| | - S. Ceccarelli
- Consultant, Rete Semi Rurali, Via di Casignano 25, 50018 Scandicci, FI Italy
| | - M. Baum
- International Center for Agricultural Research in the Dry Areas (ICARDA), P.O. Box 950764, Amman, 11195 Jordan
| | - M. Hasan
- Department of Plant Production and Protection, Faculty of Agricultural Technology, Al-Balqa’ Applied University, Al-Salt, 19117 Jordan
| | - A. Jighly
- International Center for Agricultural Research in the Dry Areas (ICARDA), P.O. Box 950764, Amman, 11195 Jordan
- Agriculture Victoria, Bioscience Research, AgriBio, Centre for AgriBiosciences, Bundoora, VIC 3083 Australia
- School of Applied Systems Biology, La Trobe University, Vic, Bundoora, 3083 Australia
| | - J. M. Abu Elenein
- Department of Horticulture and Crop Science, Faculty of Agriculture, The University of Jordan, Amman, 11942 Jordan
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Singh AK, Singh R, Subramani R, Kumar R, Wankhede DP. Molecular Approaches to Understand Nutritional Potential of Coarse Cereals. Curr Genomics 2016; 17:177-92. [PMID: 27252585 PMCID: PMC4869005 DOI: 10.2174/1389202917666160202215308] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2015] [Revised: 06/26/2015] [Accepted: 06/29/2015] [Indexed: 01/01/2023] Open
Abstract
Coarse grains are important group of crops that constitutes staple food for large population residing primarily in the arid and semi-arid regions of the world. Coarse grains are designated as nutri-cereals as they are rich in essential amino acids, minerals and vitamins. In spite of having several nutritional virtues in coarse grain as mentioned above, there is still scope for improvement in quality parameters such as cooking qualities, modulation of nutritional constituents and reduction or elimination of anti-nutritional factors. Besides its use in traditional cooking, coarse grains have been used mainly in the weaning food preparation and other malted food production. Improvement in quality parameters will certainly increase consumer's preference for coarse grains and increase their demand. The overall genetic gain in quality traits of economic importance in the cultivated varieties will enhance their industrial value and simultaneously increase income of farmers growing these varieties. The urgent step for improvement of quality traits in coarse grains requires a detailed understanding of molecular mechanisms responsible for varied level of different nutritional contents in different genotypes of these crops. In this review we have discussed the progresses made in understanding of coarse grain biology with various omics tool coupled with modern breeding approaches and the current status with regard to our effort towards dissecting traits related to improvement of quality and nutritional constituents of grains.
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Affiliation(s)
- Amit Kumar Singh
- Division of Genomic Resources, ICAR- National Bureau of Plant Genetic Resources, New Delhi, India
| | - Rakesh Singh
- Division of Genomic Resources, ICAR- National Bureau of Plant Genetic Resources, New Delhi, India
| | - Rajkumar Subramani
- Division of Genomic Resources, ICAR- National Bureau of Plant Genetic Resources, New Delhi, India
| | - Rajesh Kumar
- Division of Genomic Resources, ICAR- National Bureau of Plant Genetic Resources, New Delhi, India
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Foresman BJ, Oliver RE, Jackson EW, Chao S, Arruda MP, Kolb FL. Genome-Wide Association Mapping of Barley Yellow Dwarf Virus Tolerance in Spring Oat (Avena sativa L.). PLoS One 2016; 11:e0155376. [PMID: 27175781 PMCID: PMC4866777 DOI: 10.1371/journal.pone.0155376] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2015] [Accepted: 04/27/2016] [Indexed: 11/18/2022] Open
Abstract
Barley yellow dwarf viruses (BYDVs) are responsible for the disease barley yellow dwarf (BYD) and affect many cereals including oat (Avena sativa L.). Until recently, the molecular marker technology in oat has not allowed for many marker-trait association studies to determine the genetic mechanisms for tolerance. A genome-wide association study (GWAS) was performed on 428 spring oat lines using a recently developed high-density oat single nucleotide polymorphism (SNP) array as well as a SNP-based consensus map. Marker-trait associations were performed using a Q-K mixed model approach to control for population structure and relatedness. Six significant SNP-trait associations representing two QTL were found on chromosomes 3C (Mrg17) and 18D (Mrg04). This is the first report of BYDV tolerance QTL on chromosome 3C (Mrg17) and 18D (Mrg04). Haplotypes using the two QTL were evaluated and distinct classes for tolerance were identified based on the number of favorable alleles. A large number of lines carrying both favorable alleles were observed in the panel.
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Affiliation(s)
- Bradley J. Foresman
- Department of Crop Sciences, University of Illinois at Urbana-Champaign, Urbana, Illinois, United States of America
| | - Rebekah E. Oliver
- Department of Plant Sciences, North Dakota State University, Fargo, North Dakota, United States of America
| | - Eric W. Jackson
- General Mills Crop Bioscience, Manhattan, Kansas, United States of America
| | - Shiaoman Chao
- USDA-ARS Cereal Crops Research Unit, Fargo, North Dakota, United States of America
| | - Marcio P. Arruda
- Department of Crop Sciences, University of Illinois at Urbana-Champaign, Urbana, Illinois, United States of America
| | - Frederic L. Kolb
- Department of Crop Sciences, University of Illinois at Urbana-Champaign, Urbana, Illinois, United States of America
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Marcotuli I, Houston K, Schwerdt JG, Waugh R, Fincher GB, Burton RA, Blanco A, Gadaleta A. Genetic Diversity and Genome Wide Association Study of β-Glucan Content in Tetraploid Wheat Grains. PLoS One 2016; 11:e0152590. [PMID: 27045166 PMCID: PMC4821454 DOI: 10.1371/journal.pone.0152590] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2015] [Accepted: 03/16/2016] [Indexed: 12/20/2022] Open
Abstract
Non-starch polysaccharides (NSPs) have many health benefits, including immunomodulatory activity, lowering serum cholesterol, a faecal bulking effect, enhanced absorption of certain minerals, prebiotic effects and the amelioration of type II diabetes. The principal components of the NSP in cereal grains are (1,3;1,4)-β-glucans and arabinoxylans. Although (1,3;1,4)-β-glucan (hereafter called β-glucan) is not the most representative component of wheat cell walls, it is one of the most important types of soluble fibre in terms of its proven beneficial effects on human health. In the present work we explored the genetic variability of β-glucan content in grains from a tetraploid wheat collection that had been genotyped with a 90k-iSelect array, and combined this data to carry out an association analysis. The β-glucan content, expressed as a percentage w/w of grain dry weight, ranged from 0.18% to 0.89% across the collection. Our analysis identified seven genomic regions associated with β-glucan, located on chromosomes 1A, 2A (two), 2B, 5B and 7A (two), confirming the quantitative nature of this trait. Analysis of marker trait associations (MTAs) in syntenic regions of several grass species revealed putative candidate genes that might influence β-glucan levels in the endosperm, possibly via their participation in carbon partitioning. These include the glycosyl hydrolases endo-β-(1,4)-glucanase (cellulase), β-amylase, (1,4)-β-xylan endohydrolase, xylanase inhibitor protein I, isoamylase and the glycosyl transferase starch synthase II.
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Affiliation(s)
- Ilaria Marcotuli
- Department of Soil, Plant and Food Sciences, Section of Genetics and Plant Breeding, University of Bari ‘Aldo Moro’, Via G. Amendola 165/A, 70126, Bari, Italy
| | - Kelly Houston
- The James Hutton Institute, Invergowrie, Dundee, DD2 5DA, Scotland
| | - Julian G. Schwerdt
- Australian Research Council Centre of Excellence in Plant Cell Walls, School of Agriculture, Food and Wine, University of Adelaide, Waite Campus, Glen Osmond, SA 5064, Australia
| | - Robbie Waugh
- The James Hutton Institute, Invergowrie, Dundee, DD2 5DA, Scotland
| | - Geoffrey B. Fincher
- Australian Research Council Centre of Excellence in Plant Cell Walls, School of Agriculture, Food and Wine, University of Adelaide, Waite Campus, Glen Osmond, SA 5064, Australia
| | - Rachel A. Burton
- Australian Research Council Centre of Excellence in Plant Cell Walls, School of Agriculture, Food and Wine, University of Adelaide, Waite Campus, Glen Osmond, SA 5064, Australia
| | - Antonio Blanco
- Department of Soil, Plant and Food Sciences, Section of Genetics and Plant Breeding, University of Bari ‘Aldo Moro’, Via G. Amendola 165/A, 70126, Bari, Italy
| | - Agata Gadaleta
- Agricultural and Environmental Science, University of Bari ‘Aldo Moro’, Via G. Amendola 165/A, 70126, Bari, Italy
- * E-mail:
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Menon R, Gonzalez T, Ferruzzi M, Jackson E, Winderl D, Watson J. Oats-From Farm to Fork. ADVANCES IN FOOD AND NUTRITION RESEARCH 2016; 77:1-55. [PMID: 26944101 DOI: 10.1016/bs.afnr.2015.12.001] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
Oats have a long history of use as human food and animal feed. From its origins in the Fertile Crescent, the oat has adapted to a wide range of climatic conditions and geographic regions. Its unique macro-, micro-, and phytonutrient composition, high nutritional value, and relatively low agricultural input requirements makes oats unique among cereal crops. The health benefits of the oats are becoming well established. While the connection between oat β-glucan fiber in reducing the risk of cardiovascular disease and controlling glycemia have been unequivocally established, other potential benefits including modulation of intestinal microbiota and inflammation continue to be explored. Advances in food technology are continuing to expand the diversity of oat-based foods, creating opportunities to deliver the health benefits of oats to a larger segment of the population.
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Affiliation(s)
- Ravi Menon
- The Bell Institute of Health & Nutrition, Minneapolis, MN, United States; General Mills Inc., Minneapolis, MN, United States.
| | - Tanhia Gonzalez
- The Bell Institute of Health & Nutrition, Minneapolis, MN, United States; General Mills Inc., Minneapolis, MN, United States
| | | | - Eric Jackson
- General Mills Inc., Minneapolis, MN, United States
| | - Dan Winderl
- General Mills Inc., Minneapolis, MN, United States
| | - Jay Watson
- General Mills Inc., Minneapolis, MN, United States
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Winkler LR, Michael Bonman J, Chao S, Admassu Yimer B, Bockelman H, Esvelt Klos K. Population Structure and Genotype-Phenotype Associations in a Collection of Oat Landraces and Historic Cultivars. FRONTIERS IN PLANT SCIENCE 2016; 7:1077. [PMID: 27524988 PMCID: PMC4965477 DOI: 10.3389/fpls.2016.01077] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/29/2016] [Accepted: 07/08/2016] [Indexed: 05/12/2023]
Abstract
Population structure and genetic architecture of phenotypic traits in oat (Avena sativa L.) remain relatively under-researched compared to other small grain species. This study explores the historic context of current elite germplasm, including phenotypic and genetic characterization, with a particular focus on identifying under-utilized areas. A diverse panel of cultivated oat accessions was assembled from the USDA National Small Grains Collection to represent a gene pool relatively unaffected by twentieth century breeding activity and unlikely to have been included in recent molecular studies. The panel was genotyped using an oat iSelect 6K beadchip SNP array. The final dataset included 759 unique individuals and 2,715 polymorphic markers. Some population structure was apparent, with the first three principal components accounting for 38.8% of variation and 73% of individuals belonging to one of three clusters. One cluster with high genetic distinctness appears to have been largely overlooked in twentieth century breeding. Classification and phenotype data provided by the Germplasm Resources Information Network were evaluated for their relationship to population structure. Of the structuring variables evaluated, improvement status (cultivar or landrace) was relatively unimportant, indicating that landraces and cultivars included in the panel were all sampled from a similar underlying population. Instead, lemma color and region of origin showed the strongest explanatory power. An exploratory association mapping study of the panel using a subset of 2,588 mapped markers generated novel indications of genomic regions associated with awn frequency, kernels per spikelet, lemma color, and panicle type. Further results supported previous findings of loci associated with barley yellow dwarf virus tolerance, crown rust (caused by Puccinia coronata f. sp. avenae) resistance, days to anthesis, and growth habit (winter/spring). In addition, two novel loci were identified for crown rust resistance.
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Affiliation(s)
- Louisa R. Winkler
- Sustainable Seed Systems Laboratory, Department of Crop and Soil Sciences, Washington State University, PullmanWA, USA
| | - J. Michael Bonman
- Small Grains and Potato Germplasm Research Unit, United States Department of Agriculture – Agricultural Research Service, AberdeenID, USA
| | - Shiaoman Chao
- Cereal Crops Research Unit, United States Department of Agriculture – Agricultural Research Service, FargoND, USA
| | - B. Admassu Yimer
- Small Grains and Potato Germplasm Research Unit, United States Department of Agriculture – Agricultural Research Service, AberdeenID, USA
| | - Harold Bockelman
- Small Grains and Potato Germplasm Research Unit, United States Department of Agriculture – Agricultural Research Service, AberdeenID, USA
| | - Kathy Esvelt Klos
- Small Grains and Potato Germplasm Research Unit, United States Department of Agriculture – Agricultural Research Service, AberdeenID, USA
- *Correspondence: Kathy Esvelt Klos,
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Ben Halima N, Ben Saad R, Khemakhem B, Fendri I, Abdelkafi S. Oat (Avena sativa L.): Oil and Nutriment Compounds Valorization for Potential Use in Industrial Applications. J Oleo Sci 2015; 64:915-32. [PMID: 26250424 DOI: 10.5650/jos.ess15074] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Oat is a promising plant for the future. It is edible and beneficial thanks to its nutritional, medicinal and pharmaceutical uses and, hence, recognized to be useful for a healthier world. The assessment of the vital functions of oat components is important for industries requiring correct health labelling, valid during the shelf life of any product. Oil, enzymes and other biomolecules of nutraceutic or dietary usage from oats would be valorized for this purpose. Although oats have a unique and versatile composition including antioxidants and biomolecules indispensable for health, they are undervalued in comparison with other staple cereals such as wheat, barley and rice. Furthermore, oats, apart from maize, comprise a high oil content used for a wide range of beneficial purposes. In addition, they contain beta glucan that has proven to be very helpful in reducing blood cholesterol levels and other cardiovascular diseases risks. In fact, there is diversity in the composition and content of the beneficial oat components within their genotypes and the different environmental conditions and, thus, oats are amenable to be enhanced by agronomic practices and genetic approaches.
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Affiliation(s)
- Nihed Ben Halima
- Biological Engineering Department, National School of Engineers of Sfax, University of Sfax
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28
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Ogura T, Busch W. From phenotypes to causal sequences: using genome wide association studies to dissect the sequence basis for variation of plant development. CURRENT OPINION IN PLANT BIOLOGY 2015; 23:98-108. [PMID: 25449733 DOI: 10.1016/j.pbi.2014.11.008] [Citation(s) in RCA: 41] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/13/2014] [Revised: 11/04/2014] [Accepted: 11/05/2014] [Indexed: 05/20/2023]
Abstract
Tremendous natural variation of growth and development exists within species. Uncovering the molecular mechanisms that tune growth and development promises to shed light on a broad set of biological issues including genotype to phenotype relations, regulatory mechanisms of biological processes and evolutionary questions. Recent progress in sequencing and data processing capabilities has enabled Genome Wide Association Studies (GWASs) to identify DNA sequence polymorphisms that underlie the variation of biological traits. In the last years, GWASs have proven powerful in revealing the complex genetic bases of many phenotypes in various plant species. Here we highlight successful recent GWASs that uncovered mechanistic and sequence bases of trait variation related to plant growth and development and discuss important considerations for conducting successful GWASs.
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Affiliation(s)
- Takehiko Ogura
- Gregor Mendel Institute (GMI), Austrian Academy of Sciences, Vienna Biocenter (VBC), Dr. Bohr-Gasse 3, 1030 Vienna, Austria
| | - Wolfgang Busch
- Gregor Mendel Institute (GMI), Austrian Academy of Sciences, Vienna Biocenter (VBC), Dr. Bohr-Gasse 3, 1030 Vienna, Austria.
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29
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Montilla-Bascón G, Rispail N, Sánchez-Martín J, Rubiales D, Mur LAJ, Langdon T, Howarth CJ, Prats E. Genome-wide association study for crown rust (Puccinia coronata f. sp. avenae) and powdery mildew (Blumeria graminis f. sp. avenae) resistance in an oat (Avena sativa) collection of commercial varieties and landraces. FRONTIERS IN PLANT SCIENCE 2015; 6:103. [PMID: 25798140 PMCID: PMC4350391 DOI: 10.3389/fpls.2015.00103] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/23/2014] [Accepted: 02/08/2015] [Indexed: 05/19/2023]
Abstract
Diseases caused by crown rust (Puccinia coronata f. sp. avenae) and powdery mildew (Blumeria graminis f. sp. avenae) are among the most important constraints for the oat crop. Breeding for resistance is one of the most effective, economical, and environmentally friendly means to control these diseases. The purpose of this work was to identify elite alleles for rust and powdery mildew resistance in oat by association mapping to aid selection of resistant plants. To this aim, 177 oat accessions including white and red oat cultivars and landraces were evaluated for disease resistance and further genotyped with 31 simple sequence repeat and 15,000 Diversity Arrays Technology (DArT) markers to reveal association with disease resistance traits. After data curation, 1712 polymorphic markers were considered for association analysis. Principal component analysis and a Bayesian clustering approach were applied to infer population structure. Five different general and mixed linear models accounting for population structure and/or kinship corrections and two different statistical tests were carried out to reduce false positive. Five markers, two of them highly significant in all models tested were associated with rust resistance. No strong association between any marker and powdery mildew resistance at the seedling stage was identified. However, one DArT sequence, oPt-5014, was strongly associated with powdery mildew resistance in adult plants. Overall, the markers showing the strongest association in this study provide ideal candidates for further studies and future inclusion in strategies of marker-assisted selection.
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Affiliation(s)
- Gracia Montilla-Bascón
- Institute for Sustainable Agriculture – Consejo Superior de Investigaciones CientíficasCórdoba, Spain
| | - Nicolas Rispail
- Institute for Sustainable Agriculture – Consejo Superior de Investigaciones CientíficasCórdoba, Spain
| | - Javier Sánchez-Martín
- Institute for Sustainable Agriculture – Consejo Superior de Investigaciones CientíficasCórdoba, Spain
| | - Diego Rubiales
- Institute for Sustainable Agriculture – Consejo Superior de Investigaciones CientíficasCórdoba, Spain
| | - Luis A. J. Mur
- Institute of Biological, Environmental and Rural Sciences, University of AberystwythAberystwyth, UK
| | - Tim Langdon
- Institute of Biological, Environmental and Rural Sciences, University of AberystwythAberystwyth, UK
| | - Catherine J. Howarth
- Institute of Biological, Environmental and Rural Sciences, University of AberystwythAberystwyth, UK
| | - Elena Prats
- Institute for Sustainable Agriculture – Consejo Superior de Investigaciones CientíficasCórdoba, Spain
- *Correspondence: Elena Prats, Institute for Sustainable Agriculture – Consejo Superior de Investigaciones Científicas, Apartado 4084, E-14080 Córdoba, Spain e-mail:
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30
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Oat agriculture, cultivation and breeding targets: implications for human nutrition and health. Br J Nutr 2014; 112 Suppl 2:S50-7. [PMID: 25267245 DOI: 10.1017/s0007114514002736] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
Oats are undervalued in comparison with wheat, rice and barley, despite their unique composition that includes many of the nutrients required for health and a reduced risk of degenerative disease incidence. Furthermore, oats as whole grain and some of their associated products also contain β-glucan, a complex polysaccharide that has an approved health claim to reduce blood cholesterol levels and reduce the risk of CHD incidence if consumed at ≥ 3 g/d. At the agronomic level, oats exhibit optimal growth in regions of moderate temperature and long day length. In addition, they can tolerate wet weather and acidic soils more effectively than other cereals, such as wheat. Studies have shown that there is diversity in the content and composition of nutrients and health-beneficial components within the available wild and cultivated germplasm and that these are amenable to be enhanced by different agronomic practices as well as are susceptible to climatic variation. The advances in modern plant genetics, developed in sister cereals such as wheat, rice and barley, mean that oat development and exploitation should see an acceleration in the coming decade as they are adopted and applied. These advances include approaches such as genome sequencing, genotyping by sequencing and the allied next-level analytical approaches of RNA sequencing, transcriptome profiling and metabolomics. The collation and coordination of these approaches should lead to the generation of new, tailored oat varieties that are nutritionally enhanced and contain a greater proportion of health-beneficial components that can be translated through into a wide(r) range of consumer products with the ultimate hope of associated benefits to human health and nutrition.
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Abstract
In May 2012, an oats workshop was held in New York to convene a group of international experts to discuss the implications and applications of oats relative to human health. These diverse experts represented disciplines including, but not limited to, epidemiology, food regulation, nutrition and food science, grain breeding and plant genetics, food processing, medicine and public-health policy. This ensuing series addresses three important aspects pertinent to oats: a brief overview of the dynamics of oats; the spectrum of established and emerging research in agriculture and health; and the options and opportunities for future applications of oats that extend beyond dietary fibre. Oats have many unique chemical properties, potential health benefits, agricultural challenges and nutrition-policy opportunities – but global production of oats appears to be falling. This is occurring despite contemporary research in the development of drought and infestation resistance and climate-adaptive cultivars and assessments of oats' unique components (such as dietary fibre, lipids, β-glucan and avenanthramides) that may contribute to health benefits. This suggests that oats represent a promising grain in the whole-grains landscape. New insights have been created into benefits beyond cardiovascular health. Modern milling and processing technologies have been developed to retain the nutritive value and functional properties of oats and to assure a consistent foundation for global health policies.
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Bonhomme M, André O, Badis Y, Ronfort J, Burgarella C, Chantret N, Prosperi JM, Briskine R, Mudge J, Debéllé F, Navier H, Miteul H, Hajri A, Baranger A, Tiffin P, Dumas B, Pilet-Nayel ML, Young ND, Jacquet C. High-density genome-wide association mapping implicates an F-box encoding gene in Medicago truncatula resistance to Aphanomyces euteiches. THE NEW PHYTOLOGIST 2014; 201:1328-1342. [PMID: 24283472 DOI: 10.1111/nph.12611] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/12/2013] [Accepted: 10/23/2013] [Indexed: 05/18/2023]
Abstract
• The use of quantitative disease resistance (QDR) is a promising strategy for promoting durable resistance to plant pathogens, but genes involved in QDR are largely unknown. To identify genetic components and accelerate improvement of QDR in legumes to the root pathogen Aphanomyces euteiches, we took advantage of both the recently generated massive genomic data for Medicago truncatula and natural variation of this model legume. • A high-density (≈5.1 million single nucleotide polymorphisms (SNPs)) genome-wide association study (GWAS) was performed with both in vitro and glasshouse phenotyping data collected for 179 lines. • GWAS identified several candidate genes and pinpointed two independent major loci on the top of chromosome 3 that were detected in both phenotyping methods. Candidate SNPs in the most significant locus (σ(A)²= 23%) were in the promoter and coding regions of an F-box protein coding gene. Subsequent qRT-PCR and bioinformatic analyses performed on 20 lines demonstrated that resistance is associated with mutations directly affecting the interaction domain of the F-box protein rather than gene expression. • These results refine the position of previously identified QTL to specific candidate genes, suggest potential molecular mechanisms, and identify new loci explaining QDR against A. euteiches.
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Affiliation(s)
- Maxime Bonhomme
- UPS, Laboratoire de Recherche en Sciences Végétales, Université de Toulouse, BP42617, Auzeville, F-31326, Castanet-Tolosan, France
- CNRS, Laboratoire de Recherche en Sciences Végétales, BP42617, Auzeville, F-31326, Castanet-Tolosan, France
| | - Olivier André
- UPS, Laboratoire de Recherche en Sciences Végétales, Université de Toulouse, BP42617, Auzeville, F-31326, Castanet-Tolosan, France
- CNRS, Laboratoire de Recherche en Sciences Végétales, BP42617, Auzeville, F-31326, Castanet-Tolosan, France
| | - Yacine Badis
- UPS, Laboratoire de Recherche en Sciences Végétales, Université de Toulouse, BP42617, Auzeville, F-31326, Castanet-Tolosan, France
- CNRS, Laboratoire de Recherche en Sciences Végétales, BP42617, Auzeville, F-31326, Castanet-Tolosan, France
| | | | | | | | | | - Roman Briskine
- Department of Computer Science and Engineering, University of Minnesota, Saint-Paul, MN, 55455, USA
| | - Joann Mudge
- National Center for Genome Resources, 2935 Rodeo Park Drive East, Santa Fe, NM, 87505, USA
| | - Frédéric Debéllé
- INRA, Laboratoire des Interactions Plantes-Microorganismes (LIPM), UMR441, F-31326, Castanet-Tolosan, France
| | - Hélène Navier
- INRA, UMR 1349 IGEPP, F-35653, Le Rheu Cedex, France
| | - Henri Miteul
- INRA, UMR 1349 IGEPP, F-35653, Le Rheu Cedex, France
| | - Ahmed Hajri
- INRA, UMR 1349 IGEPP, F-35653, Le Rheu Cedex, France
| | | | - Peter Tiffin
- Department of Plant Biology, University of Minnesota, Saint Paul, MN, 55108, USA
| | - Bernard Dumas
- UPS, Laboratoire de Recherche en Sciences Végétales, Université de Toulouse, BP42617, Auzeville, F-31326, Castanet-Tolosan, France
- CNRS, Laboratoire de Recherche en Sciences Végétales, BP42617, Auzeville, F-31326, Castanet-Tolosan, France
| | | | - Nevin D Young
- Department of Plant Biology, University of Minnesota, Saint Paul, MN, 55108, USA
- Department of Plant Pathology, University of Minnesota, Saint Paul, MN, 55108, USA
| | - Christophe Jacquet
- UPS, Laboratoire de Recherche en Sciences Végétales, Université de Toulouse, BP42617, Auzeville, F-31326, Castanet-Tolosan, France
- CNRS, Laboratoire de Recherche en Sciences Végétales, BP42617, Auzeville, F-31326, Castanet-Tolosan, France
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Newell MA, Kim HJ, Asoro FG, Lauter AM, White PJ, Scott MP, Jannink JL. Microenzymatic Evaluation of Oat (Avena sativa L.) β-Glucan for High-Throughput Phenotyping. Cereal Chem 2014. [DOI: 10.1094/cchem-06-13-0111-r] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Affiliation(s)
- Mark A. Newell
- The Samuel Roberts Noble Foundation, Ardmore, OK 73401, U.S.A. Current address: Monsanto, Wheat Technology Center, 21120 Hwy. 30, Filer, ID 83328, U.S.A
| | - Hyun Jung Kim
- Department of Food Bioengineering, Jeju National University, Jeju 690-756, South Korea
| | - Franco G. Asoro
- Department of Agronomy, Iowa State University, Ames, IA 50011, U.S.A
| | - Adrienne Moran Lauter
- U.S. Department of Agriculture–Agricultural Research Service (USDA-ARS), Corn Insects and Crop Genetics Research Unit, Ames, IA 50011, U.S.A
| | - Pamela J. White
- Department of Food Science and Human Nutrition, Iowa State University, Ames, IA 50011, U.S.A
| | - M. Paul Scott
- U.S. Department of Agriculture–Agricultural Research Service (USDA-ARS), Corn Insects and Crop Genetics Research Unit, Ames, IA 50011, U.S.A
- Corresponding authors. Phone: (515) 294-7825. Fax: (515) 294 9359. E-mail: ;
| | - Jean-Luc Jannink
- Corresponding authors. Phone: (515) 294-7825. Fax: (515) 294 9359. E-mail: ;
- USDA-ARS, Robert W. Holley Center for Agriculture and Health, Cornell University Department of Plant Breeding and Genetics, Ithaca, NY 14853, U.S.A
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Shu X, Rasmussen SK. Quantification of amylose, amylopectin, and β-glucan in search for genes controlling the three major quality traits in barley by genome-wide association studies. FRONTIERS IN PLANT SCIENCE 2014; 5:197. [PMID: 24860587 PMCID: PMC4030205 DOI: 10.3389/fpls.2014.00197] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/25/2014] [Accepted: 04/23/2014] [Indexed: 05/20/2023]
Abstract
Genome-wide association studies (GWAS) for amylose, amylopectin and β-glucan concentration in a collection of 254 European spring barley varieties allowed to identify 20, 17, and 21 single nucleotide polymorphic (SNP) markers, respectively, associated with these important grain quality traits. Negative correlations between the content of amylose and β-glucan (R = -0.62, P < 0.01) and amylopectin and β-glucan (R = -0.487, P < 0.01) were found in this large collection of spring barley varieties. Besides HvCslF6, amo1 and AGPL2, sex6, and waxy were identified among the major genes responsible for β-glucan, amylose and amylopectin content, respectively. Several minor genes like HvGSL4, HvGSL3, and HvCesA6, PWD were also detected by GWAS for the first time. Furthermore, the gene encoding β-fructofuranosidase, located on the short arm of chromosome 7H at 1.49 cM, and SRF6, encoding "leucine-rich repeat receptor kinase protein" on chromosome 2 H, are proposed to be new candidate genes for amylopectin formation in barley endosperm. Several of the associated SNPs on chromosome 1, 5, 6, and 7H mapped to overlapping regions containing QTLs and genes controlling the three grain constituents. In particular chromosomes 5 and 7H carry many QTLs controlling barley grain quality. Amylose, amylopectin and β-glucan were interacted among each other through a metabolic network connected by UDP showing pleiotropic effects. Taken together, these results showed that cereal quality traits related each other and regulated through an interaction network, the identified major genes and genetic regions for amylose, amylopectin and β-glucan is a helpful for further research on carbohydrates and barley breeding.
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Affiliation(s)
- Xiaoli Shu
- Key Laboratory of the Ministry of Agriculture for Nuclear Agricultural Sciences, Institute of Nuclear Agricultural Sciences, Zhejiang UniversityHangzhou, China
- Department of Plant and Environmental Sciences, Faculty of Sciences, University of CopenhagenFrederiksberg, Denmark
| | - Søren K. Rasmussen
- Department of Plant and Environmental Sciences, Faculty of Sciences, University of CopenhagenFrederiksberg, Denmark
- *Correspondence: Søren K. Rasmussen, Department of Plant and Environmental Sciences, Faculty of Sciences, University of Copenhagen, Thorvaldsensvej 40, 1871 Frederiksberg, Denmark e-mail:
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