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Haelterman L, Louvieaux J, Chiodi C, Bouchet AS, Kupcsik L, Stahl A, Rousseau-Gueutin M, Snowdon R, Laperche A, Nesi N, Hermans C. Genetic control of root morphology in response to nitrogen across rapeseed diversity. PHYSIOLOGIA PLANTARUM 2024; 176:e14315. [PMID: 38693794 DOI: 10.1111/ppl.14315] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Revised: 04/03/2024] [Accepted: 04/11/2024] [Indexed: 05/03/2024]
Abstract
Rapeseed (Brassica napus L.) is an oil-containing crop of great economic value but with considerable nitrogen requirement. Breeding root systems that efficiently absorb nitrogen from the soil could be a driver to ensure genetic gains for more sustainable rapeseed production. The aim of this study is to identify genomic regions that regulate root morphology in response to nitrate availability. The natural variability offered by 300 inbred lines was screened at two experimental locations. Seedlings grew hydroponically with low or elevated nitrate levels. Fifteen traits related to biomass production and root morphology were measured. On average across the panel, a low nitrate level increased the root-to-shoot biomass ratio and the lateral root length. A large phenotypic variation was observed, along with important heritability values and genotypic effects, but low genotype-by-nitrogen interactions. Genome-wide association study and bulk segregant analysis were used to identify loci regulating phenotypic traits. The first approach nominated 319 SNPs that were combined into 80 QTLs. Three QTLs identified on the A07 and C07 chromosomes were stable across nitrate levels and/or experimental locations. The second approach involved genotyping two groups of individuals from an experimental F2 population created by crossing two accessions with contrasting lateral root lengths. These individuals were found in the tails of the phenotypic distribution. Co-localized QTLs found in both mapping approaches covered a chromosomal region on the A06 chromosome. The QTL regions contained some genes putatively involved in root organogenesis and represent selection targets for redesigning the root morphology of rapeseed.
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Affiliation(s)
- Loïc Haelterman
- Crop Production and Biostimulation Laboratory (CPBL), Brussels Bioengineering School, Université libre de Bruxelles (ULB), Brussels, Belgium
| | - Julien Louvieaux
- Crop Production and Biostimulation Laboratory (CPBL), Brussels Bioengineering School, Université libre de Bruxelles (ULB), Brussels, Belgium
- Laboratory of Applied Plant Ecophysiology, Haute Ecole Provinciale de Hainaut Condorcet, Centre pour l'Agronomie et l'Agro-industrie de la Province de Hainaut (CARAH), Belgium
| | - Claudia Chiodi
- Crop Production and Biostimulation Laboratory (CPBL), Brussels Bioengineering School, Université libre de Bruxelles (ULB), Brussels, Belgium
| | - Anne-Sophie Bouchet
- Institut de Génétique, Environnement et Protection des Plantes (IGEPP), Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement (INRAE), Institut Agro, Université de Rennes, Le Rheu, France
| | - Laszlo Kupcsik
- Crop Production and Biostimulation Laboratory (CPBL), Brussels Bioengineering School, Université libre de Bruxelles (ULB), Brussels, Belgium
| | - Andreas Stahl
- Julius Kühn Institute (JKI), Federal Research Centre for Cultivated Plants, Institute for Resistance Research and Stress Tolerance, Quedlinburg, Germany
| | - Mathieu Rousseau-Gueutin
- Institut de Génétique, Environnement et Protection des Plantes (IGEPP), Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement (INRAE), Institut Agro, Université de Rennes, Le Rheu, France
| | - Rod Snowdon
- Department of Plant Breeding, IFZ Research Centre for Biosystems, Land Use and Nutrition, Justus Liebig University, Germany
| | - Anne Laperche
- Institut de Génétique, Environnement et Protection des Plantes (IGEPP), Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement (INRAE), Institut Agro, Université de Rennes, Le Rheu, France
| | - Nathalie Nesi
- Institut de Génétique, Environnement et Protection des Plantes (IGEPP), Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement (INRAE), Institut Agro, Université de Rennes, Le Rheu, France
| | - Christian Hermans
- Crop Production and Biostimulation Laboratory (CPBL), Brussels Bioengineering School, Université libre de Bruxelles (ULB), Brussels, Belgium
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Salami M, Heidari B, Alizadeh B, Batley J, Wang J, Tan XL, Dadkhodaie A, Richards C. Dissection of quantitative trait nucleotides and candidate genes associated with agronomic and yield-related traits under drought stress in rapeseed varieties: integration of genome-wide association study and transcriptomic analysis. FRONTIERS IN PLANT SCIENCE 2024; 15:1342359. [PMID: 38567131 PMCID: PMC10985355 DOI: 10.3389/fpls.2024.1342359] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/21/2023] [Accepted: 02/26/2024] [Indexed: 04/04/2024]
Abstract
Introduction An important strategy to combat yield loss challenge is the development of varieties with increased tolerance to drought to maintain production. Improvement of crop yield under drought stress is critical to global food security. Methods In this study, we performed multiomics analysis in a collection of 119 diverse rapeseed (Brassica napus L.) varieties to dissect the genetic control of agronomic traits in two watering regimes [well-watered (WW) and drought stress (DS)] for 3 years. In the DS treatment, irrigation continued till the 50% pod development stage, whereas in the WW condition, it was performed throughout the whole growing season. Results The results of the genome-wide association study (GWAS) using 52,157 single-nucleotide polymorphisms (SNPs) revealed 1,281 SNPs associated with traits. Six stable SNPs showed sequence variation for flowering time between the two irrigation conditions across years. Three novel SNPs on chromosome C04 for plant weight were located within drought tolerance-related gene ABCG16, and their pleiotropically effects on seed weight per plant and seed yield were characterized. We identified the C02 peak as a novel signal for flowering time, harboring 52.77% of the associated SNPs. The 288-kbps LD decay distance analysis revealed 2,232 candidate genes (CGs) associated with traits. The CGs BIG1-D, CAND1, DRG3, PUP10, and PUP21 were involved in phytohormone signaling and pollen development with significant effects on seed number, seed weight, and grain yield in drought conditions. By integrating GWAS and RNA-seq, 215 promising CGs were associated with developmental process, reproductive processes, cell wall organization, and response to stress. GWAS and differentially expressed genes (DEGs) of leaf and seed in the yield contrasting accessions identified BIG1-D, CAND1, and DRG3 genes for yield variation. Discussion The results of our study provide insights into the genetic control of drought tolerance and the improvement of marker-assisted selection (MAS) for breeding high-yield and drought-tolerant varieties.
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Affiliation(s)
- Maryam Salami
- Department of Plant Production and Genetics, School of Agriculture, Shiraz University, Shiraz, Iran
| | - Bahram Heidari
- Department of Plant Production and Genetics, School of Agriculture, Shiraz University, Shiraz, Iran
| | - Bahram Alizadeh
- Oil Crops Research Department, Seed and Plant Improvement Institute, Agricultural Research Education and Extension, Organization, (AREEO), Karaj, Iran
| | - Jacqueline Batley
- School of Biological Sciences, University of Western Australia, Perth, WA, Australia
| | - Jin Wang
- School of Life Sciences, Jiangsu University, Zhenjiang, China
| | - Xiao-Li Tan
- School of Life Sciences, Jiangsu University, Zhenjiang, China
| | - Ali Dadkhodaie
- Department of Plant Production and Genetics, School of Agriculture, Shiraz University, Shiraz, Iran
| | - Christopher Richards
- United States Department of Agriculture (USDA), Agricultural Research Service (ARS), National Laboratory for Genetic Resources Preservation, Fort Collins, CO, United States
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Rahman M, Hoque A, Roy J. Linkage disequilibrium and population structure in a core collection of Brassica napus (L.). PLoS One 2022; 17:e0250310. [PMID: 35231054 PMCID: PMC8887726 DOI: 10.1371/journal.pone.0250310] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2021] [Accepted: 02/14/2022] [Indexed: 11/19/2022] Open
Abstract
Estimation of genetic diversity in rapeseed is important for sustainable breeding program to provide an option for the development of new breeding lines. The objective of this study was to elucidate the patterns of genetic diversity within and among different structural groups, and measure the extent of linkage disequilibrium (LD) of 383 globally distributed rapeseed germplasm using 8,502 single nucleotide polymorphism (SNP) markers. We divided the germplasm collection into five subpopulations (P1 to P5) according to geographic and growth habit-related patterns. All subpopulations showed moderate genetic diversity (average H = 0.22 and I = 0.34). The pairwise Fst comparison revealed a great degree of divergence (Fst > 0.24) between most of the combinations. The rutabaga type showed highest divergence with spring and winter types. Higher divergence was also found between winter and spring types. Admixture model based structure analysis, principal component and neighbor-joining tree analysis placed all subpopulations into three distinct clusters. Admixed genotype constituted 29.24% of total genotypes, while remaining 70.76% belongs to identified clusters. Overall, mean linkage disequilibrium was 0.03 and it decayed to its half maximum within < 45 kb distance for whole genome. The LD decay was slower in C genome (< 93 kb); relative to the A genome (< 21 kb) which was confirmed by availability of larger haplotype blocks in C genome than A genome. The findings regarding LD pattern and population structure will help to utilize the collection as an important resource for association mapping efforts to identify genes useful in crop improvement as well as for selection of parents for hybrid breeding.
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Affiliation(s)
- Mukhlesur Rahman
- Department of Pant Sciences, North Dakota State University, Fargo, North Dakota, United States of America
| | - Ahasanul Hoque
- Department of Pant Sciences, North Dakota State University, Fargo, North Dakota, United States of America
- Department of Genetics and Plant Breeding, Bangladesh Agricultural University, Mymensingh, Bangladesh
| | - Jayanta Roy
- Department of Pant Sciences, North Dakota State University, Fargo, North Dakota, United States of America
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Ebersbach J, Khan NA, McQuillan I, Higgins EE, Horner K, Bandi V, Gutwin C, Vail SL, Robinson SJ, Parkin IAP. Exploiting High-Throughput Indoor Phenotyping to Characterize the Founders of a Structured B. napus Breeding Population. FRONTIERS IN PLANT SCIENCE 2022; 12:780250. [PMID: 35069637 PMCID: PMC8767643 DOI: 10.3389/fpls.2021.780250] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/20/2021] [Accepted: 12/10/2021] [Indexed: 06/14/2023]
Abstract
Phenotyping is considered a significant bottleneck impeding fast and efficient crop improvement. Similar to many crops, Brassica napus, an internationally important oilseed crop, suffers from low genetic diversity, and will require exploitation of diverse genetic resources to develop locally adapted, high yielding and stress resistant cultivars. A pilot study was completed to assess the feasibility of using indoor high-throughput phenotyping (HTP), semi-automated image processing, and machine learning to capture the phenotypic diversity of agronomically important traits in a diverse B. napus breeding population, SKBnNAM, introduced here for the first time. The experiment comprised 50 spring-type B. napus lines, grown and phenotyped in six replicates under two treatment conditions (control and drought) over 38 days in a LemnaTec Scanalyzer 3D facility. Growth traits including plant height, width, projected leaf area, and estimated biovolume were extracted and derived through processing of RGB and NIR images. Anthesis was automatically and accurately scored (97% accuracy) and the number of flowers per plant and day was approximated alongside relevant canopy traits (width, angle). Further, supervised machine learning was used to predict the total number of raceme branches from flower attributes with 91% accuracy (linear regression and Huber regression algorithms) and to identify mild drought stress, a complex trait which typically has to be empirically scored (0.85 area under the receiver operating characteristic curve, random forest classifier algorithm). The study demonstrates the potential of HTP, image processing and computer vision for effective characterization of agronomic trait diversity in B. napus, although limitations of the platform did create significant variation that limited the utility of the data. However, the results underscore the value of machine learning for phenotyping studies, particularly for complex traits such as drought stress resistance.
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Affiliation(s)
| | - Nazifa Azam Khan
- Department of Computer Science, University of Saskatchewan, Saskatoon, SK, Canada
| | - Ian McQuillan
- Department of Computer Science, University of Saskatchewan, Saskatoon, SK, Canada
| | | | - Kyla Horner
- Agriculture and Agri-Food Canada, Saskatoon, SK, Canada
| | - Venkat Bandi
- Department of Computer Science, University of Saskatchewan, Saskatoon, SK, Canada
| | - Carl Gutwin
- Department of Computer Science, University of Saskatchewan, Saskatoon, SK, Canada
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Yu Z, Fredua-Agyeman R, Hwang SF, Strelkov SE. Molecular genetic diversity and population structure analyses of rutabaga accessions from Nordic countries as revealed by single nucleotide polymorphism markers. BMC Genomics 2021; 22:442. [PMID: 34118867 PMCID: PMC8199374 DOI: 10.1186/s12864-021-07762-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2021] [Accepted: 06/01/2021] [Indexed: 12/02/2022] Open
Abstract
Background Rutabaga or swede (Brassica napus ssp. napobrassica (L.) Hanelt) varies in root and leaf shape and colour, flesh colour, foliage growth habits, maturity date, seed quality parameters, disease resistance and other traits. Despite these morphological differences, no in-depth molecular analyses of genetic diversity have been conducted in this crop. Understanding this diversity is important for conservation and broadening the use of this resource. Results This study investigated the genetic diversity within and among 124 rutabaga accessions from five Nordic countries (Norway, Sweden, Finland, Denmark and Iceland) using a 15 K single nucleotide polymorphism (SNP) Brassica array. After excluding markers that did not amplify genomic DNA, monomorphic and low coverage site markers, the accessions were analyzedwith 6861 SNP markers. Allelic frequency statistics, including polymorphism information content (PIC), minor allele frequency (MAF) and mean expected heterozygosity (\documentclass[12pt]{minimal}
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\begin{document}$$ \overline{H} $$\end{document}H¯e) and population differentiation statistics such as Wright’s F-statistics (FST) and analysis of molecular variance (AMOVA) indicated that the rutabaga accessions from Norway, Sweden, Finland and Denmark were not genetically different from each other. In contrast, accessions from these countries were significantly different from the accessions from Iceland (P < 0.05). Bayesian analysis with the software STRUCTURE placed 66.9% of the rutabaga accessions into three to four clusters, while the remaining 33.1% constituted admixtures. Three multivariate analyses: principal coordinate analysis (PCoA), the unweighted pair group method with arithmetic mean (UPGMA) and neighbour-joining (NJ) clustering methods grouped the 124 accessions into four to six subgroups. Conclusion Overall, the correlation of the accessions with their geographic origin was very low, except for the accessions from Iceland. Thus, Icelandic rutabaga accessions can offer valuable germplasm for crop improvement. Supplementary Information The online version contains supplementary material available at 10.1186/s12864-021-07762-4.
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Affiliation(s)
- Zhiyu Yu
- Department of Agricultural, Food and Nutritional Science, University of Alberta, Edmonton, AB, T6G 2P5, Canada
| | - Rudolph Fredua-Agyeman
- Department of Agricultural, Food and Nutritional Science, University of Alberta, Edmonton, AB, T6G 2P5, Canada
| | - Sheau-Fang Hwang
- Department of Agricultural, Food and Nutritional Science, University of Alberta, Edmonton, AB, T6G 2P5, Canada
| | - Stephen E Strelkov
- Department of Agricultural, Food and Nutritional Science, University of Alberta, Edmonton, AB, T6G 2P5, Canada.
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Mohd Saad NS, Severn-Ellis AA, Pradhan A, Edwards D, Batley J. Genomics Armed With Diversity Leads the Way in Brassica Improvement in a Changing Global Environment. Front Genet 2021; 12:600789. [PMID: 33679880 PMCID: PMC7930750 DOI: 10.3389/fgene.2021.600789] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2020] [Accepted: 01/15/2021] [Indexed: 12/14/2022] Open
Abstract
Meeting the needs of a growing world population in the face of imminent climate change is a challenge; breeding of vegetable and oilseed Brassica crops is part of the race in meeting these demands. Available genetic diversity constituting the foundation of breeding is essential in plant improvement. Elite varieties, land races, and crop wild species are important resources of useful variation and are available from existing genepools or genebanks. Conservation of diversity in genepools, genebanks, and even the wild is crucial in preventing the loss of variation for future breeding efforts. In addition, the identification of suitable parental lines and alleles is critical in ensuring the development of resilient Brassica crops. During the past two decades, an increasing number of high-quality nuclear and organellar Brassica genomes have been assembled. Whole-genome re-sequencing and the development of pan-genomes are overcoming the limitations of the single reference genome and provide the basis for further exploration. Genomic and complementary omic tools such as microarrays, transcriptomics, epigenetics, and reverse genetics facilitate the study of crop evolution, breeding histories, and the discovery of loci associated with highly sought-after agronomic traits. Furthermore, in genomic selection, predicted breeding values based on phenotype and genome-wide marker scores allow the preselection of promising genotypes, enhancing genetic gains and substantially quickening the breeding cycle. It is clear that genomics, armed with diversity, is set to lead the way in Brassica improvement; however, a multidisciplinary plant breeding approach that includes phenotype = genotype × environment × management interaction will ultimately ensure the selection of resilient Brassica varieties ready for climate change.
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Affiliation(s)
| | | | | | | | - Jacqueline Batley
- School of Biological Sciences Western Australia and UWA Institute of Agriculture, University of Western Australia, Perth, WA, Australia
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Zhang JX, Chen MH, Gan L, Zhang CJ, Shen Y, Qian J, Han ML, Guo YX, Yan XB. Diversity Patterns of Bermuda Grass along Latitudinal Gradients at Different Temperatures in Southeastern China. PLANTS (BASEL, SWITZERLAND) 2020; 9:E1778. [PMID: 33333783 PMCID: PMC7765174 DOI: 10.3390/plants9121778] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/12/2020] [Revised: 12/09/2020] [Accepted: 12/10/2020] [Indexed: 11/16/2022]
Abstract
Cynodon dactylon (L.) Pers. (common Bermuda grass) has a limited capacity to grow at low temperatures, which limits its geographical range. Exploring its evolutionary relationship across different environmental gradients is necessary to understand the effects of temperature change on the genetics of common Bermuda grass. In this study, high-throughput transcriptome sequencing was performed on 137 samples of C. dactylon from 16 latitudinal gradients to explore the differential molecular markers and analyze genetic diversity and structure along latitudinal gradients at different temperatures. We primarily sampled more high-quality single nucleotide polymorphisms (SNPs) from populations at lower and middle latitudes. Greater intraspecific genetic variation at each level of temperature treatment could be due to factors such as wind pollination and asexual breeding. Populations of C. dactylon at high latitudes differed from populations at middle and low latitudes, which was supported by a principal component analysis (PCA) and genetic structure analysis, performed at different temperatures. We observed more genetic variation for low-latitude populations at 5 °C, according to an analysis of three phylogenetic trees at different temperature levels, suggesting that low temperatures affected samples with low cold resistance. Based on the results of phylogenetic analysis, we found that samples from high latitudes evolved earlier than most samples at low latitudes. The results provide a comprehensive understanding of the evolutionary phenomenon of landscape genetics, laying the groundwork for future structural and comparative genomic studies of C. dactylon.
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Affiliation(s)
- Jing-Xue Zhang
- College of Animal Science and Technology, Yangzhou University, Yangzhou 225000, China; (J.-X.Z.); (M.-H.C.); (L.G.); (C.-J.Z.); (Y.S.); (J.Q.); (M.-L.H.)
| | - Ming-Hui Chen
- College of Animal Science and Technology, Yangzhou University, Yangzhou 225000, China; (J.-X.Z.); (M.-H.C.); (L.G.); (C.-J.Z.); (Y.S.); (J.Q.); (M.-L.H.)
| | - Lu Gan
- College of Animal Science and Technology, Yangzhou University, Yangzhou 225000, China; (J.-X.Z.); (M.-H.C.); (L.G.); (C.-J.Z.); (Y.S.); (J.Q.); (M.-L.H.)
| | - Chuan-Jie Zhang
- College of Animal Science and Technology, Yangzhou University, Yangzhou 225000, China; (J.-X.Z.); (M.-H.C.); (L.G.); (C.-J.Z.); (Y.S.); (J.Q.); (M.-L.H.)
| | - Yu Shen
- College of Animal Science and Technology, Yangzhou University, Yangzhou 225000, China; (J.-X.Z.); (M.-H.C.); (L.G.); (C.-J.Z.); (Y.S.); (J.Q.); (M.-L.H.)
| | - Jin Qian
- College of Animal Science and Technology, Yangzhou University, Yangzhou 225000, China; (J.-X.Z.); (M.-H.C.); (L.G.); (C.-J.Z.); (Y.S.); (J.Q.); (M.-L.H.)
| | - Meng-Li Han
- College of Animal Science and Technology, Yangzhou University, Yangzhou 225000, China; (J.-X.Z.); (M.-H.C.); (L.G.); (C.-J.Z.); (Y.S.); (J.Q.); (M.-L.H.)
| | - Yu-Xia Guo
- College of Animal and Veterinary Science, Henan Agricultural University, Zhengzhou 450002, China
| | - Xue-Bing Yan
- College of Animal Science and Technology, Yangzhou University, Yangzhou 225000, China; (J.-X.Z.); (M.-H.C.); (L.G.); (C.-J.Z.); (Y.S.); (J.Q.); (M.-L.H.)
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Gubaev R, Gorlova L, Boldyrev S, Goryunova S, Goruynov D, Mazin P, Chernova A, Martynova E, Demurin Y, Khaitovich P. Genetic Characterization of Russian Rapeseed Collection and Association Mapping of Novel Loci Affecting Glucosinolate Content. Genes (Basel) 2020; 11:genes11080926. [PMID: 32806588 PMCID: PMC7465703 DOI: 10.3390/genes11080926] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2020] [Revised: 08/02/2020] [Accepted: 08/10/2020] [Indexed: 01/17/2023] Open
Abstract
Rapeseed is the second most common oilseed crop worldwide. While the start of rapeseed breeding in Russia dates back to the middle of the 20th century, its widespread cultivation began only recently. In contrast to the world’s rapeseed genetic variation, the genetic composition of Russian rapeseed lines remained unexplored. We have addressed this question by performing genome-wide genotyping of 90 advanced rapeseed accessions provided by the All-Russian Research Institute of Oil Crops (VNIIMK). Genome-wide genetic analysis demonstrated a clear difference between Russian rapeseed varieties and the rapeseed varieties from the rest of the world, including the European ones, indicating that rapeseed breeding in Russia proceeded in its own independent direction. Hence, genetic determinants of agronomical traits might also be different in Russian rapeseed lines. To assess it, we collected the glucosinolate content data for the same 90 genotyped accessions obtained during three years and performed an association mapping of this trait. We indeed found that the loci significantly associated with glucosinolate content variation in the Russian rapeseed collection differ from those previously reported for the non-Russian rapeseed lines.
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Affiliation(s)
- Rim Gubaev
- Skolkovo Institute of Science and Technology, Moscow 121205, Russia; (R.G.); (S.B.); (S.G.); (D.G.); (P.M.); (A.C.); (E.M.)
| | - Lyudmila Gorlova
- Pustovoit All-Russia Research Institute of Oil Crops, Krasnodar 350038, Russia; (L.G.); (Y.D.)
| | - Stepan Boldyrev
- Skolkovo Institute of Science and Technology, Moscow 121205, Russia; (R.G.); (S.B.); (S.G.); (D.G.); (P.M.); (A.C.); (E.M.)
| | - Svetlana Goryunova
- Skolkovo Institute of Science and Technology, Moscow 121205, Russia; (R.G.); (S.B.); (S.G.); (D.G.); (P.M.); (A.C.); (E.M.)
- Institute of General Genetics, Russian Academy of Science, Moscow 119333, Russia
- FSBSI Lorch Potato Research Institute, Kraskovo 140051, Russia
| | - Denis Goruynov
- Skolkovo Institute of Science and Technology, Moscow 121205, Russia; (R.G.); (S.B.); (S.G.); (D.G.); (P.M.); (A.C.); (E.M.)
- Belozersky Institute of Physico-Chemical Biology, Lomonosov Moscow State University, Moscow 119992, Russia
| | - Pavel Mazin
- Skolkovo Institute of Science and Technology, Moscow 121205, Russia; (R.G.); (S.B.); (S.G.); (D.G.); (P.M.); (A.C.); (E.M.)
| | - Alina Chernova
- Skolkovo Institute of Science and Technology, Moscow 121205, Russia; (R.G.); (S.B.); (S.G.); (D.G.); (P.M.); (A.C.); (E.M.)
| | - Elena Martynova
- Skolkovo Institute of Science and Technology, Moscow 121205, Russia; (R.G.); (S.B.); (S.G.); (D.G.); (P.M.); (A.C.); (E.M.)
| | - Yakov Demurin
- Pustovoit All-Russia Research Institute of Oil Crops, Krasnodar 350038, Russia; (L.G.); (Y.D.)
| | - Philipp Khaitovich
- Skolkovo Institute of Science and Technology, Moscow 121205, Russia; (R.G.); (S.B.); (S.G.); (D.G.); (P.M.); (A.C.); (E.M.)
- Correspondence: ; Tel.: +7-916-690-6088
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Khedikar Y, Clarke WE, Chen L, Higgins EE, Kagale S, Koh CS, Bennett R, Parkin IAP. Narrow genetic base shapes population structure and linkage disequilibrium in an industrial oilseed crop, Brassica carinata A. Braun. Sci Rep 2020; 10:12629. [PMID: 32724070 PMCID: PMC7387349 DOI: 10.1038/s41598-020-69255-w] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2020] [Accepted: 07/09/2020] [Indexed: 12/16/2022] Open
Abstract
Ethiopian mustard (Brassica carinata A. Braun) is an emerging sustainable source of vegetable oil, in particular for the biofuel industry. The present study exploited genome assemblies of the Brassica diploids, Brassica nigra and Brassica oleracea, to discover over 10,000 genome-wide SNPs using genotype by sequencing of 620 B. carinata lines. The analyses revealed a SNP frequency of one every 91.7 kb, a heterozygosity level of 0.30, nucleotide diversity levels of 1.31 × 10-05, and the first five principal components captured only 13% molecular variation, indicating low levels of genetic diversity among the B. carinata collection. Genome bias was observed, with greater SNP density found on the B subgenome. The 620 lines clustered into two distinct sub-populations (SP1 and SP2) with the majority of accessions (88%) clustered in SP1 with those from Ethiopia, the presumed centre of origin. SP2 was distinguished by a collection of breeding lines, implicating targeted selection in creating population structure. Two selective sweep regions on B3 and B8 were detected, which harbour genes involved in fatty acid and aliphatic glucosinolate biosynthesis, respectively. The assessment of genetic diversity, population structure, and LD in the global B. carinata collection provides critical information to assist future crop improvement.
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Affiliation(s)
- Yogendra Khedikar
- Agriculture and Agri-Food Canada, 107 Science Place, Saskatoon, SK, Canada
| | - Wayne E Clarke
- Agriculture and Agri-Food Canada, 107 Science Place, Saskatoon, SK, Canada
| | - Lifeng Chen
- Agrisoma Biosciences Inc., 110 Gymnasium Place, Saskatoon, SK, Canada
| | - Erin E Higgins
- Agriculture and Agri-Food Canada, 107 Science Place, Saskatoon, SK, Canada
| | - Sateesh Kagale
- National Research Council Canada, 110 Gymnasium Place, Saskatoon, SK, Canada
| | - Chu Shin Koh
- Global Institute of Food Security, Saskatoon, SK, Canada
| | - Rick Bennett
- Agrisoma Biosciences Inc., 110 Gymnasium Place, Saskatoon, SK, Canada
| | - Isobel A P Parkin
- Agriculture and Agri-Food Canada, 107 Science Place, Saskatoon, SK, Canada.
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10
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Jiménez‐Mena B, Le Moan A, Christensen A, van Deurs M, Mosegaard H, Hemmer‐Hansen J, Bekkevold D. Weak genetic structure despite strong genomic signal in lesser sandeel in the North Sea. Evol Appl 2020; 13:376-387. [PMID: 31993083 PMCID: PMC6976957 DOI: 10.1111/eva.12875] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2019] [Revised: 09/08/2019] [Accepted: 09/09/2019] [Indexed: 02/06/2023] Open
Abstract
Sandeels are an ecologically important group of fishes; they are a key part of the food chain serving as food for marine mammals, seabirds and fish. Sandeels are further targeted by a large industrial fishery, which has led to concern about ecosystem effects. In the North Sea, the lesser sandeel Ammodytes marinus is by far the most prevalent species of sandeel in the fishery. Management of sandeel in the North Sea plus the Kattegat is currently divided into seven geographical areas, based on subtle differences in demography, population dynamics and results from simulations of larval dispersal. However, little is known about the underlying genetic population structure. In this study, we used 2,522 SNPs derived from restriction site-associated DNA sequencing (RADseq) typed in 429 fish representing four main sandeel management areas. Our main results showed (a) a lack of a clear spatially defined genetic structure across the majority of genetic markers and (b) the existence of a group of at least 13 SNPs under strong linkage disequilibrium which together separate North Sea sandeel into three haplotype clusters, suggestive of one or more structural variants in the genome. Analyses of the spatial distribution of these putative structural variants suggest at least partial reproductive isolation of sandeel in the western management area along the Scottish coast, supporting a separate management. Our results highlight the importance of the application of a large number of markers to be able to detect weak patterns of differentiation. This study contributes to increasing the genetic knowledge of this important exploited species, and results can be used to improve our understanding of population dynamics and stock structure.
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Affiliation(s)
- Belén Jiménez‐Mena
- Section for Marine Living ResourcesNational Institute of Aquatic ResourcesTechnical University of DenmarkSilkeborgDenmark
| | - Alan Le Moan
- Section for Marine Living ResourcesNational Institute of Aquatic ResourcesTechnical University of DenmarkSilkeborgDenmark
| | - Asbjørn Christensen
- Section for Marine Living ResourcesNational Institute of Aquatic ResourcesTechnical University of DenmarkSilkeborgDenmark
| | - Mikael van Deurs
- Section for Marine Living ResourcesNational Institute of Aquatic ResourcesTechnical University of DenmarkSilkeborgDenmark
| | - Henrik Mosegaard
- Section for Marine Living ResourcesNational Institute of Aquatic ResourcesTechnical University of DenmarkSilkeborgDenmark
| | - Jakob Hemmer‐Hansen
- Section for Marine Living ResourcesNational Institute of Aquatic ResourcesTechnical University of DenmarkSilkeborgDenmark
| | - Dorte Bekkevold
- Section for Marine Living ResourcesNational Institute of Aquatic ResourcesTechnical University of DenmarkSilkeborgDenmark
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11
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Lee H, Chawla HS, Obermeier C, Dreyer F, Abbadi A, Snowdon R. Chromosome-Scale Assembly of Winter Oilseed Rape Brassica napus. FRONTIERS IN PLANT SCIENCE 2020; 11:496. [PMID: 32411167 PMCID: PMC7202327 DOI: 10.3389/fpls.2020.00496] [Citation(s) in RCA: 36] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/22/2019] [Accepted: 04/01/2020] [Indexed: 05/19/2023]
Abstract
Rapeseed (Brassica napus), the second most important oilseed crop globally, originated from an interspecific hybridization between B. rapa and B. oleracea. After this genome collision, B. napus underwent extensive genome restructuring, via homoeologous chromosome exchanges, resulting in widespread segmental deletions and duplications. Illicit pairing among genetically similar homoeologous chromosomes during meiosis is common in recent allopolyploids like B. napus, and post-polyploidization restructuring compounds the difficulties of assembling a complex polyploid plant genome. Specifically, genomic rearrangements between highly similar chromosomes are challenging to detect due to the limitation of sequencing read length and ambiguous alignment of reads. Recent advances in long read sequencing technologies provide promising new opportunities to unravel the genome complexities of B. napus by encompassing breakpoints of genomic rearrangements with high specificity. Moreover, recent evidence revealed ongoing genomic exchanges in natural B. napus, highlighting the need for multiple reference genomes to capture structural variants between accessions. Here we report the first long-read genome assembly of a winter B. napus cultivar. We sequenced the German winter oilseed rape accession 'Express 617' using 54.5x of long reads. Short reads, linked reads, optical map data and high-density genetic maps were used to further correct and scaffold the assembly to form pseudochromosomes. The assembled Express 617 genome provides another valuable resource for Brassica genomics in understanding the genetic consequences of polyploidization, crop domestication, and breeding of recently-formed crop species.
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Affiliation(s)
- HueyTyng Lee
- Department of Plant Breeding, Justus Liebig University Giessen, Giessen, Germany
| | - Harmeet Singh Chawla
- Department of Plant Breeding, Justus Liebig University Giessen, Giessen, Germany
| | - Christian Obermeier
- Department of Plant Breeding, Justus Liebig University Giessen, Giessen, Germany
| | | | | | - Rod Snowdon
- Department of Plant Breeding, Justus Liebig University Giessen, Giessen, Germany
- *Correspondence: Rod Snowdon,
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12
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Boutte J, Maillet L, Chaussepied T, Letort S, Aury JM, Belser C, Boideau F, Brunet A, Coriton O, Deniot G, Falentin C, Huteau V, Lodé-Taburel M, Morice J, Trotoux G, Chèvre AM, Rousseau-Gueutin M, Ferreira de Carvalho J. Genome Size Variation and Comparative Genomics Reveal Intraspecific Diversity in Brassica rapa. FRONTIERS IN PLANT SCIENCE 2020; 11:577536. [PMID: 33281844 PMCID: PMC7689015 DOI: 10.3389/fpls.2020.577536] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/29/2020] [Accepted: 09/24/2020] [Indexed: 05/07/2023]
Abstract
Traditionally, reference genomes in crop species rely on the assembly of one accession, thus occulting most of intraspecific diversity. However, rearrangements, gene duplications, and transposable element content may have a large impact on the genomic structure, which could generate new phenotypic traits. Comparing two Brassica rapa genomes recently sequenced and assembled using long-read technology and optical mapping, we investigated structural variants and repetitive content between the two accessions and genome size variation among a core collection. We explored the structural consequences of the presence of large repeated sequences in B. rapa 'Z1' genome vs. the B. rapa 'Chiifu' genome, using comparative genomics and cytogenetic approaches. First, we showed that large genomic variants on chromosomes A05, A06, A09, and A10 are due to large insertions and inversions when comparing B. rapa 'Z1' and B. rapa 'Chiifu' at the origin of important length differences in some chromosomes. For instance, lengths of 'Z1' and 'Chiifu' A06 chromosomes were estimated in silico to be 55 and 29 Mb, respectively. To validate these observations, we compared using fluorescent in situ hybridization (FISH) the two A06 chromosomes present in an F1 hybrid produced by crossing these two varieties. We confirmed a length difference of 17.6% between the A06 chromosomes of 'Z1' compared to 'Chiifu.' Alternatively, using a copy number variation approach, we were able to quantify the presence of a higher number of rDNA and gypsy elements in 'Z1' genome compared to 'Chiifu' on different chromosomes including A06. Using flow cytometry, the total genome size of 12 Brassica accessions corresponding to a B. rapa available core collection was estimated and revealed a genome size variation of up to 16% between these accessions as well as some shared inversions. This study revealed the contribution of long-read sequencing of new accessions belonging to different cultigroups of B. rapa and highlighted the potential impact of differential insertion of repeat elements and inversions of large genomic regions in genome size intraspecific variability.
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Affiliation(s)
- Julien Boutte
- IGEPP, INRAE, Institut Agro, Univ Rennes, Le Rheu, France
- *Correspondence: Julien Boutte,
| | - Loeiz Maillet
- IGEPP, INRAE, Institut Agro, Univ Rennes, Le Rheu, France
| | | | | | - Jean-Marc Aury
- Génomique Métabolique, Genoscope, Institut de biologie François-Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, Evry, France
| | - Caroline Belser
- Génomique Métabolique, Genoscope, Institut de biologie François-Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, Evry, France
| | - Franz Boideau
- IGEPP, INRAE, Institut Agro, Univ Rennes, Le Rheu, France
| | - Anael Brunet
- IGEPP, INRAE, Institut Agro, Univ Rennes, Le Rheu, France
| | | | | | - Cyril Falentin
- IGEPP, INRAE, Institut Agro, Univ Rennes, Le Rheu, France
| | | | | | - Jérôme Morice
- IGEPP, INRAE, Institut Agro, Univ Rennes, Le Rheu, France
| | - Gwenn Trotoux
- IGEPP, INRAE, Institut Agro, Univ Rennes, Le Rheu, France
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13
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Lee H, Chawla HS, Obermeier C, Dreyer F, Abbadi A, Snowdon R. Chromosome-Scale Assembly of Winter Oilseed Rape Brassica napus. FRONTIERS IN PLANT SCIENCE 2020; 11:496. [PMID: 32411167 DOI: 10.3389/fpls.2020.00496/full] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Received: 11/22/2019] [Accepted: 04/01/2020] [Indexed: 05/21/2023]
Abstract
Rapeseed (Brassica napus), the second most important oilseed crop globally, originated from an interspecific hybridization between B. rapa and B. oleracea. After this genome collision, B. napus underwent extensive genome restructuring, via homoeologous chromosome exchanges, resulting in widespread segmental deletions and duplications. Illicit pairing among genetically similar homoeologous chromosomes during meiosis is common in recent allopolyploids like B. napus, and post-polyploidization restructuring compounds the difficulties of assembling a complex polyploid plant genome. Specifically, genomic rearrangements between highly similar chromosomes are challenging to detect due to the limitation of sequencing read length and ambiguous alignment of reads. Recent advances in long read sequencing technologies provide promising new opportunities to unravel the genome complexities of B. napus by encompassing breakpoints of genomic rearrangements with high specificity. Moreover, recent evidence revealed ongoing genomic exchanges in natural B. napus, highlighting the need for multiple reference genomes to capture structural variants between accessions. Here we report the first long-read genome assembly of a winter B. napus cultivar. We sequenced the German winter oilseed rape accession 'Express 617' using 54.5x of long reads. Short reads, linked reads, optical map data and high-density genetic maps were used to further correct and scaffold the assembly to form pseudochromosomes. The assembled Express 617 genome provides another valuable resource for Brassica genomics in understanding the genetic consequences of polyploidization, crop domestication, and breeding of recently-formed crop species.
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Affiliation(s)
- HueyTyng Lee
- Department of Plant Breeding, Justus Liebig University Giessen, Giessen, Germany
| | - Harmeet Singh Chawla
- Department of Plant Breeding, Justus Liebig University Giessen, Giessen, Germany
| | - Christian Obermeier
- Department of Plant Breeding, Justus Liebig University Giessen, Giessen, Germany
| | | | | | - Rod Snowdon
- Department of Plant Breeding, Justus Liebig University Giessen, Giessen, Germany
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14
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An H, Qi X, Gaynor ML, Hao Y, Gebken SC, Mabry ME, McAlvay AC, Teakle GR, Conant GC, Barker MS, Fu T, Yi B, Pires JC. Transcriptome and organellar sequencing highlights the complex origin and diversification of allotetraploid Brassica napus. Nat Commun 2019; 10:2878. [PMID: 31253789 PMCID: PMC6599199 DOI: 10.1038/s41467-019-10757-1] [Citation(s) in RCA: 52] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2018] [Accepted: 05/31/2019] [Indexed: 12/19/2022] Open
Abstract
Brassica napus, an allotetraploid crop, is hypothesized to be a hybrid from unknown varieties of Brassica rapa and Brassica oleracea. Despite the economic importance of B. napus, much is unresolved regarding its phylogenomic relationships, genetic structure, and diversification. Here we conduct a comprehensive study among diverse accessions from 183 B. napus (including rapeseed, rutabaga, and Siberian kale), 112 B. rapa, and 62 B. oleracea and its wild relatives. Using RNA-seq of B. napus accessions, we define the genetic diversity and sub-genome variance of six genetic clusters. Nuclear and organellar phylogenies for B. napus and its progenitors reveal varying patterns of inheritance and post-formation introgression. We discern regions with signatures of selective sweeps and detect 8,187 differentially expressed genes with implications for B. napus diversification. This study highlights the complex origin and evolution of B. napus providing insights that can further facilitate B. napus breeding and germplasm preservation.
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Affiliation(s)
- Hong An
- Division of Biological Sciences, University of Missouri, Columbia, MO, 65211, USA
- National Key Lab of Crop Genetic Improvement, Huazhong Agricultural University, 430070, Wuhan, Hubei, P. R. China
| | - Xinshuai Qi
- Department of Ecology & Evolutionary Biology, University of Arizona, Tucson, AZ, 85721, USA
| | - Michelle L Gaynor
- Department of Biology, University of Central Florida, Orlando, FL, 32816, USA
| | - Yue Hao
- Bioinformatics Research Center, North Carolina State University, Raleigh, NC, 27695, USA
| | - Sarah C Gebken
- Division of Biological Sciences, University of Missouri, Columbia, MO, 65211, USA
| | - Makenzie E Mabry
- Division of Biological Sciences, University of Missouri, Columbia, MO, 65211, USA
| | - Alex C McAlvay
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY, 14850, USA
| | - Graham R Teakle
- School of Life Sciences, University of Warwick, Coventry, CV4 7AL, UK
| | - Gavin C Conant
- Bioinformatics Research Center, North Carolina State University, Raleigh, NC, 27695, USA
| | - Michael S Barker
- Department of Ecology & Evolutionary Biology, University of Arizona, Tucson, AZ, 85721, USA
| | - Tingdong Fu
- National Key Lab of Crop Genetic Improvement, Huazhong Agricultural University, 430070, Wuhan, Hubei, P. R. China
| | - Bin Yi
- National Key Lab of Crop Genetic Improvement, Huazhong Agricultural University, 430070, Wuhan, Hubei, P. R. China.
| | - J Chris Pires
- Division of Biological Sciences, University of Missouri, Columbia, MO, 65211, USA.
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15
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Malmberg MM, Spangenberg GC, Daetwyler HD, Cogan NOI. Assessment of low-coverage nanopore long read sequencing for SNP genotyping in doubled haploid canola (Brassica napus L.). Sci Rep 2019; 9:8688. [PMID: 31213642 PMCID: PMC6582154 DOI: 10.1038/s41598-019-45131-0] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2019] [Accepted: 05/28/2019] [Indexed: 11/16/2022] Open
Abstract
Despite the high accuracy of short read sequencing (SRS), there are still issues with attaining accurate single nucleotide polymorphism (SNP) genotypes at low sequencing coverage and in highly duplicated genomes due to misalignment. Long read sequencing (LRS) systems, including the Oxford Nanopore Technologies (ONT) minION, have become popular options for de novo genome assembly and structural variant characterisation. The current high error rate often requires substantial post-sequencing correction and would appear to prevent the adoption of this system for SNP genotyping, but nanopore sequencing errors are largely random. Using low coverage ONT minION sequencing for genotyping of pre-validated SNP loci was examined in 9 canola doubled haploids. The minION genotypes were compared to the Illumina sequences to determine the extent and nature of genotype discrepancies between the two systems. The significant increase in read length improved alignment to the genome and the absence of classical SRS biases results in a more even representation of the genome. Sequencing errors are present, primarily in the form of heterozygous genotypes, which can be removed in completely homozygous backgrounds but requires more advanced bioinformatics in heterozygous genomes. Developments in this technology are promising for routine genotyping in the future.
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Affiliation(s)
- M M Malmberg
- Agriculture Victoria, AgriBio, Centre for AgriBioscience, 5 Ring Road, Bundoora, Victoria, 3083, Australia.,School of Applied Systems Biology, La Trobe University, Bundoora, Victoria, 3086, Australia
| | - G C Spangenberg
- Agriculture Victoria, AgriBio, Centre for AgriBioscience, 5 Ring Road, Bundoora, Victoria, 3083, Australia.,School of Applied Systems Biology, La Trobe University, Bundoora, Victoria, 3086, Australia
| | - H D Daetwyler
- Agriculture Victoria, AgriBio, Centre for AgriBioscience, 5 Ring Road, Bundoora, Victoria, 3083, Australia.,School of Applied Systems Biology, La Trobe University, Bundoora, Victoria, 3086, Australia
| | - N O I Cogan
- Agriculture Victoria, AgriBio, Centre for AgriBioscience, 5 Ring Road, Bundoora, Victoria, 3083, Australia. .,School of Applied Systems Biology, La Trobe University, Bundoora, Victoria, 3086, Australia.
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16
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Schmidt DJ, Fallon S, Roberts DT, Espinoza T, McDougall A, Brooks SG, Kind PK, Bond NR, Kennard MJ, Hughes JM. Monitoring age-related trends in genomic diversity of Australian lungfish. Mol Ecol 2018; 27:3231-3241. [PMID: 29989297 DOI: 10.1111/mec.14791] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2018] [Revised: 06/28/2018] [Accepted: 07/01/2018] [Indexed: 11/28/2022]
Abstract
An important challenge for conservation science is to detect declines in intraspecific diversity so that management action can be guided towards populations or species at risk. The lifespan of Australian lungfish (Neoceratodus forsteri) exceeds 80 years, and human impacts on breeding habitat over the last half century may have impeded recruitment, leaving populations dominated by old postreproductive individuals, potentially resulting in a small and declining breeding population. Here, we conduct a "single-sample" evaluation of genetic erosion within contemporary populations of the Australian lungfish. Genetic erosion is a temporal decline in intraspecific diversity due to factors such as reduced population size and inbreeding. We examined whether young individuals showed signs of reduced genetic diversity and/or inbreeding using a novel bomb radiocarbon dating method to age lungfish nonlethally, based on 14 C ratios of scales. A total of 15,201 single nucleotide polymorphic (SNP) loci were genotyped in 92 individuals ranging in age from 2 to 77 years old. Standardized individual heterozygosity and individual inbreeding coefficients varied widely within and between riverine populations, but neither was associated with age, so perceived problems with recruitment have not translated into genetic erosion that could be considered a proximate threat to lungfish populations. Conservation concern has surrounded Australian lungfish for over a century. However, our results suggest that long-lived threatened species can maintain stable levels of intraspecific variability when sufficient reproductive opportunities exist over the course of a long lifespan.
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Affiliation(s)
- Daniel J Schmidt
- Australian Rivers Institute, Griffith University, Nathan, Qld, Australia
| | - Stewart Fallon
- Radiocarbon Facility, Research School of Earth Sciences, The Australian National University, Canberra, ACT, Australia
| | | | - Thomas Espinoza
- Department of Natural Resources and Mines, Bundaberg, Qld, Australia
| | - Andrew McDougall
- Department of Natural Resources and Mines, Bundaberg, Qld, Australia
| | - Steven G Brooks
- Queensland Department of Agriculture, Fisheries and Forestry, Brisbane, Qld, Australia
| | - Peter K Kind
- Queensland Department of Agriculture, Fisheries and Forestry, Brisbane, Qld, Australia
| | - Nick R Bond
- Australian Rivers Institute, Griffith University, Nathan, Qld, Australia
- The Murray-Darling Basin Freshwater Research Centre, Latrobe University, Albury-Wodonga, Vic, Australia
| | - Mark J Kennard
- Australian Rivers Institute, Griffith University, Nathan, Qld, Australia
| | - Jane M Hughes
- Australian Rivers Institute, Griffith University, Nathan, Qld, Australia
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17
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Lloyd A, Blary A, Charif D, Charpentier C, Tran J, Balzergue S, Delannoy E, Rigaill G, Jenczewski E. Homoeologous exchanges cause extensive dosage-dependent gene expression changes in an allopolyploid crop. THE NEW PHYTOLOGIST 2018; 217:367-377. [PMID: 29034956 DOI: 10.1111/nph.14836] [Citation(s) in RCA: 47] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/01/2017] [Accepted: 08/02/2017] [Indexed: 05/22/2023]
Abstract
Structural variation is a major source of genetic diversity and an important substrate for selection. In allopolyploids, homoeologous exchanges (i.e. between the constituent subgenomes) are a very frequent type of structural variant. However, their direct impact on gene content and gene expression had not been determined. Here, we used a tissue-specific mRNA-Seq dataset to measure the consequences of homoeologous exchanges (HE) on gene expression in Brassica napus, a representative allotetraploid crop. We demonstrate that expression changes are proportional to the change in gene copy number triggered by the HEs. Thus, when homoeologous gene pairs have unbalanced transcriptional contributions before the HE, duplication of one copy does not accurately compensate for loss of the other and combined homoeologue expression also changes. These effects are, however, mitigated over time. This study sheds light on the origins, timing and functional consequences of homeologous exchanges in allopolyploids. It demonstrates that the interplay between new structural variation and the resulting impacts on gene expression, influences allopolyploid genome evolution.
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Affiliation(s)
- Andrew Lloyd
- Institut Jean-Pierre Bourgin, INRA, AgroParisTech, CNRS, Université Paris-Saclay, Versailles Cedex, 78000, France
| | - Aurélien Blary
- Institut Jean-Pierre Bourgin, INRA, AgroParisTech, CNRS, Université Paris-Saclay, Versailles Cedex, 78000, France
| | - Delphine Charif
- Institut Jean-Pierre Bourgin, INRA, AgroParisTech, CNRS, Université Paris-Saclay, Versailles Cedex, 78000, France
| | - Catherine Charpentier
- Institut Jean-Pierre Bourgin, INRA, AgroParisTech, CNRS, Université Paris-Saclay, Versailles Cedex, 78000, France
| | - Joseph Tran
- Institut Jean-Pierre Bourgin, INRA, AgroParisTech, CNRS, Université Paris-Saclay, Versailles Cedex, 78000, France
- Institute of Plant Sciences Paris Saclay IPS2, CNRS, INRA, Université Paris-Sud, Université Evry, Université Paris-Saclay, Bâtiment 630, Orsay, 91405, France
- Institute of Plant Sciences Paris-Saclay IPS2, Paris Diderot, Sorbonne Paris-Cité, Bâtiment 630, Orsay, 91405, France
| | - Sandrine Balzergue
- Institute of Plant Sciences Paris Saclay IPS2, CNRS, INRA, Université Paris-Sud, Université Evry, Université Paris-Saclay, Bâtiment 630, Orsay, 91405, France
- Institute of Plant Sciences Paris-Saclay IPS2, Paris Diderot, Sorbonne Paris-Cité, Bâtiment 630, Orsay, 91405, France
- IRHS, INRA, AGROCAMPUS-Ouest, Université d'Angers, SFR 4207 QUASAV, 42 rue Georges Morel, Beaucouzé cedex, 49071, France
| | - Etienne Delannoy
- Institute of Plant Sciences Paris Saclay IPS2, CNRS, INRA, Université Paris-Sud, Université Evry, Université Paris-Saclay, Bâtiment 630, Orsay, 91405, France
- Institute of Plant Sciences Paris-Saclay IPS2, Paris Diderot, Sorbonne Paris-Cité, Bâtiment 630, Orsay, 91405, France
| | - Guillem Rigaill
- Institute of Plant Sciences Paris Saclay IPS2, CNRS, INRA, Université Paris-Sud, Université Evry, Université Paris-Saclay, Bâtiment 630, Orsay, 91405, France
- Institute of Plant Sciences Paris-Saclay IPS2, Paris Diderot, Sorbonne Paris-Cité, Bâtiment 630, Orsay, 91405, France
- Laboratoire de Mathématiques et Modélisation d'Evry (LaMME), Université d'Evry Val d'Essonne, UMR CNRS 8071, ENSIIE, USC INRA, Évry Cedex, France
| | - Eric Jenczewski
- Institut Jean-Pierre Bourgin, INRA, AgroParisTech, CNRS, Université Paris-Saclay, Versailles Cedex, 78000, France
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18
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Sun F, Fan G, Hu Q, Zhou Y, Guan M, Tong C, Li J, Du D, Qi C, Jiang L, Liu W, Huang S, Chen W, Yu J, Mei D, Meng J, Zeng P, Shi J, Liu K, Wang X, Wang X, Long Y, Liang X, Hu Z, Huang G, Dong C, Zhang H, Li J, Zhang Y, Li L, Shi C, Wang J, Lee SMY, Guan C, Xu X, Liu S, Liu X, Chalhoub B, Hua W, Wang H. The high-quality genome of Brassica napus cultivar 'ZS11' reveals the introgression history in semi-winter morphotype. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2017; 92:452-468. [PMID: 28849613 DOI: 10.1111/tpj.13669] [Citation(s) in RCA: 154] [Impact Index Per Article: 22.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/21/2017] [Revised: 08/05/2017] [Accepted: 08/11/2017] [Indexed: 05/04/2023]
Abstract
Allotetraploid oilseed rape (Brassica napus L.) is an agriculturally important crop. Cultivation and breeding of B. napus by humans has resulted in numerous genetically diverse morphotypes with optimized agronomic traits and ecophysiological adaptation. To further understand the genetic basis of diversification and adaptation, we report a draft genome of an Asian semi-winter oilseed rape cultivar 'ZS11' and its comprehensive genomic comparison with the genomes of the winter-type cultivar 'Darmor-bzh' as well as two progenitors. The integrated BAC-to-BAC and whole-genome shotgun sequencing strategies were effective in the assembly of repetitive regions (especially young long terminal repeats) and resulted in a high-quality genome assembly of B. napus 'ZS11'. Within a short evolutionary period (~6700 years ago), semi-winter-type 'ZS11' and the winter-type 'Darmor-bzh' maintained highly genomic collinearity. Even so, certain genetic differences were also detected in two morphotypes. Relative to 'Darmor-bzh', both two subgenomes of 'ZS11' are closely related to its progenitors, and the 'ZS11' genome harbored several specific segmental homoeologous exchanges (HEs). Furthermore, the semi-winter-type 'ZS11' underwent potential genomic introgressions with B. rapa (Ar ). Some of these genetic differences were associated with key agronomic traits. A key gene of A03.FLC3 regulating vernalization-responsive flowering time in 'ZS11' was first experienced HE, and then underwent genomic introgression event with Ar , which potentially has led to genetic differences in controlling vernalization in the semi-winter types. Our observations improved our understanding of the genetic diversity of different B. napus morphotypes and the cultivation history of semi-winter oilseed rape in Asia.
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Affiliation(s)
- Fengming Sun
- The Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture of the PRC, Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, 430062, China
| | - Guangyi Fan
- Beijing Genome Institute-Shenzhen, Shenzhen, 518083, China
- BGI-Qingdao, Qingdao, 266555, China
- State Key Laboratory of Quality Research in Chinese Medicine and Institute of Chinese Medical Sciences, Macao, China
| | - Qiong Hu
- The Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture of the PRC, Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, 430062, China
| | - Yongming Zhou
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, China
| | - Mei Guan
- College of Agronomy, Hunan Agricultural University, Changsha, 410128, China
| | - Chaobo Tong
- The Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture of the PRC, Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, 430062, China
| | - Jiana Li
- College of Agronomy and Biotechnology, Southwest University, BeiBei District, Chongqing, 400715, China
| | - Dezhi Du
- Qinghai Academy of Agricultural and Forestry, National Key Laboratory Breeding Base for Innovation and Utilization of Plateau Crop Germplasm, Xining, 810016, China
| | - Cunkou Qi
- Jiangsu Academy of Agricultural Sciences, Nanjing, 210014, China
| | - Liangcai Jiang
- Shichun Academy of Agricultural Sciences, Chengdu, 610066, China
| | - Weiqing Liu
- Beijing Genome Institute-Shenzhen, Shenzhen, 518083, China
| | - Shunmou Huang
- The Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture of the PRC, Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, 430062, China
| | - Wenbin Chen
- Beijing Genome Institute-Shenzhen, Shenzhen, 518083, China
| | - Jingyin Yu
- The Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture of the PRC, Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, 430062, China
| | - Desheng Mei
- The Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture of the PRC, Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, 430062, China
| | - Jinling Meng
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, China
| | - Peng Zeng
- Beijing Genome Institute-Shenzhen, Shenzhen, 518083, China
| | - Jiaqin Shi
- The Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture of the PRC, Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, 430062, China
| | - Kede Liu
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, China
| | - Xi Wang
- Beijing Genome Institute-Shenzhen, Shenzhen, 518083, China
| | - Xinfa Wang
- The Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture of the PRC, Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, 430062, China
| | - Yan Long
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, China
| | - Xinming Liang
- Beijing Genome Institute-Shenzhen, Shenzhen, 518083, China
| | - Zhiyong Hu
- The Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture of the PRC, Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, 430062, China
| | - Guodong Huang
- Beijing Genome Institute-Shenzhen, Shenzhen, 518083, China
| | - Caihua Dong
- The Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture of the PRC, Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, 430062, China
| | - He Zhang
- Beijing Genome Institute-Shenzhen, Shenzhen, 518083, China
| | - Jun Li
- The Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture of the PRC, Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, 430062, China
| | - Yaolei Zhang
- Beijing Genome Institute-Shenzhen, Shenzhen, 518083, China
| | - Liangwei Li
- Beijing Genome Institute-Shenzhen, Shenzhen, 518083, China
| | - Chengcheng Shi
- Beijing Genome Institute-Shenzhen, Shenzhen, 518083, China
| | - Jiahao Wang
- Beijing Genome Institute-Shenzhen, Shenzhen, 518083, China
| | - Simon Ming-Yuen Lee
- State Key Laboratory of Quality Research in Chinese Medicine and Institute of Chinese Medical Sciences, Macao, China
| | - Chunyun Guan
- College of Agronomy, Hunan Agricultural University, Changsha, 410128, China
| | - Xun Xu
- Beijing Genome Institute-Shenzhen, Shenzhen, 518083, China
| | - Shengyi Liu
- The Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture of the PRC, Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, 430062, China
| | - Xin Liu
- Beijing Genome Institute-Shenzhen, Shenzhen, 518083, China
- BGI-Qingdao, Qingdao, 266555, China
| | - Boulos Chalhoub
- Institut National de Recherche Agronomique (INRA), Unité de Recherche en Génomique Végétale (URGV), UMR1165, Organization and Evolution of Plant Genomes (OEPG), 2 rue Gaston Crémieux, 91057, Evry, France
| | - Wei Hua
- The Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture of the PRC, Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, 430062, China
| | - Hanzhong Wang
- The Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture of the PRC, Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, 430062, China
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19
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Qi X, An H, Ragsdale AP, Hall TE, Gutenkunst RN, Chris Pires J, Barker MS. Genomic inferences of domestication events are corroborated by written records in Brassica rapa. Mol Ecol 2017; 26:3373-3388. [PMID: 28371014 DOI: 10.1111/mec.14131] [Citation(s) in RCA: 47] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2016] [Revised: 03/15/2017] [Accepted: 03/17/2017] [Indexed: 12/26/2022]
Abstract
Demographic modelling is often used with population genomic data to infer the relationships and ages among populations. However, relatively few analyses are able to validate these inferences with independent data. Here, we leverage written records that describe distinct Brassica rapa crops to corroborate demographic models of domestication. Brassica rapa crops are renowned for their outstanding morphological diversity, but the relationships and order of domestication remain unclear. We generated genomewide SNPs from 126 accessions collected globally using high-throughput transcriptome data. Analyses of more than 31,000 SNPs across the B. rapa genome revealed evidence for five distinct genetic groups and supported a European-Central Asian origin of B. rapa crops. Our results supported the traditionally recognized South Asian and East Asian B. rapa groups with evidence that pak choi, Chinese cabbage and yellow sarson are likely monophyletic groups. In contrast, the oil-type B. rapa subsp. oleifera and brown sarson were polyphyletic. We also found no evidence to support the contention that rapini is the wild type or the earliest domesticated subspecies of B. rapa. Demographic analyses suggested that B. rapa was introduced to Asia 2,400-4,100 years ago, and that Chinese cabbage originated 1,200-2,100 years ago via admixture of pak choi and European-Central Asian B. rapa. We also inferred significantly different levels of founder effect among the B. rapa subspecies. Written records from antiquity that document these crops are consistent with these inferences. The concordance between our age estimates of domestication events with historical records provides unique support for our demographic inferences.
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Affiliation(s)
- Xinshuai Qi
- Department of Ecology & Evolutionary Biology, University of Arizona, Tucson, AZ, USA
| | - Hong An
- Division of Biological Sciences, University of Missouri, Columbia, MI, USA.,National Key Lab of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, China
| | - Aaron P Ragsdale
- Program in Applied Mathematics, University of Arizona, Tucson, AZ, USA
| | - Tara E Hall
- Department of Ecology & Evolutionary Biology, University of Arizona, Tucson, AZ, USA
| | - Ryan N Gutenkunst
- Department of Molecular and Cellular Biology, University of Arizona, Tucson, AZ, USA
| | - J Chris Pires
- Division of Biological Sciences, University of Missouri, Columbia, MI, USA
| | - Michael S Barker
- Department of Ecology & Evolutionary Biology, University of Arizona, Tucson, AZ, USA
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20
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Zhou Q, Zhou C, Zheng W, Mason AS, Fan S, Wu C, Fu D, Huang Y. Genome-Wide SNP Markers Based on SLAF-Seq Uncover Breeding Traces in Rapeseed ( Brassica napus L.). FRONTIERS IN PLANT SCIENCE 2017; 8:648. [PMID: 28503182 DOI: 10.3389/fpls.2015.0648] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Received: 02/06/2017] [Accepted: 04/10/2017] [Indexed: 05/26/2023]
Abstract
Single Nucleotide Polymorphisms (SNPs) are the most abundant and richest form of genomic polymorphism, and hence make highly favorable markers for genetic map construction and genome-wide association studies. In this study, a total of 300 rapeseed accessions (278 representative of Chinese germplasm, plus 22 outgroup accessions of different origins and ecotypes) were collected and sequenced using Specific-Locus Amplified Fragment Sequencing (SLAF-seq) technology, obtaining 660.25M reads with an average sequencing depth of 6.27 × and a mean Q30 of 85.96%. Based on the 238,711 polymorphic SLAF tags a total of 1,197,282 SNPs were discovered, and a subset of 201,817 SNPs with minor allele frequency >0.05 and integrity >0.8 were selected. Of these, 30,877 were designated SNP "hotspots," and 41 SNP-rich genomic regions could be delineated, with 100 genes associated with plant resistance, vernalization response, and signal transduction detected in these regions. Subsequent analysis of genetic diversity, linkage disequilibrium (LD), and population structure in the 300 accessions was carried out based on the 201,817 SNPs. Nine subpopulations were observed based on the population structure analysis. Hierarchical clustering and principal component analysis divided the 300 varieties roughly in accordance with their ecotype origins. However, spring-type varieties were intermingled with semi-winter type varieties, indicating frequent hybridization between spring and semi-winter ecotypes in China. In addition, LD decay across the whole genome averaged 299 kb when r2 = 0.1, but the LD decay in the A genome (43 kb) was much shorter than in the C genome (1,455 kb), supporting the targeted introgression of the A genome from progenitor species B. rapa into Chinese rapeseed. This study also lays the foundation for genetic analysis of important agronomic traits using this rapeseed population.
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Affiliation(s)
- Qinghong Zhou
- Key Laboratory of Crop Physiology, Ecology and Genetic Breeding, Ministry of Education, Agronomy College, Jiangxi Agricultural UniversityNanchang, China
| | - Can Zhou
- Key Laboratory of Crop Physiology, Ecology and Genetic Breeding, Ministry of Education, Agronomy College, Jiangxi Agricultural UniversityNanchang, China
| | - Wei Zheng
- Jiangxi Institute of Red SoilJinxian, China
| | - Annaliese S Mason
- Plant Breeding Department, iFZ Research Centre for Biosystems, Land Use and Nutrition, Justus Liebig UniversityGiessen, Germany
| | - Shuying Fan
- Key Laboratory of Crop Physiology, Ecology and Genetic Breeding, Ministry of Education, Agronomy College, Jiangxi Agricultural UniversityNanchang, China
| | - Caijun Wu
- Key Laboratory of Crop Physiology, Ecology and Genetic Breeding, Ministry of Education, Agronomy College, Jiangxi Agricultural UniversityNanchang, China
| | - Donghui Fu
- Key Laboratory of Crop Physiology, Ecology and Genetic Breeding, Ministry of Education, Agronomy College, Jiangxi Agricultural UniversityNanchang, China
| | - Yingjin Huang
- Key Laboratory of Crop Physiology, Ecology and Genetic Breeding, Ministry of Education, Agronomy College, Jiangxi Agricultural UniversityNanchang, China
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21
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Laperche A, Aigu Y, Jubault M, Ollier M, Guichard S, Glory P, Strelkov SE, Gravot A, Manzanares-Dauleux MJ. Clubroot resistance QTL are modulated by nitrogen input in Brassica napus. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2017; 130:669-684. [PMID: 28050618 DOI: 10.1007/s00122-016-2842-8] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/07/2016] [Accepted: 12/10/2016] [Indexed: 05/25/2023]
Abstract
Nitrogen levels can modulate the effectiveness of clubroot resistance in an isolate- and host-specific manner. While the same QTL were detected under high and low nitrogen, their effects were altered. Clubroot, caused by Plasmodiophora brassicae, is one of the most damaging diseases of oilseed rape and is known to be affected by nitrogen fertilization. However, the genetic factors involved in clubroot resistance have not been characterized under nitrogen-limiting conditions. This study aimed to assess the variability of clubroot resistance under different nitrogen levels and to characterize the impact of nitrogen supply on genetic resistance factors. Linkage analyses and a genome-wide association study were conducted to detect QTL for clubroot resistance and evaluate their sensitivity to nitrogen. The clubroot response of a set of 92 diverse oilseed rape accessions and 108 lines derived from a cross between 'Darmor-bzh' (resistant) and 'Yudal' (susceptible) was studied in the greenhouse under high- and low-nitrogen conditions, following inoculation with the P. brassicae isolates eH and K92-16. Resistance to each isolate was controlled by a major QTL and a few small-effects QTL. While the same QTL were detected under both high and low nitrogen, their effects were altered. Clubroot resistance to isolate eH, but not K92-16, was greater under a low-N supply versus a high-N supply. New sources of resistance were found among the oilseed rape accessions under both low and high-N conditions. The results are discussed relative to the literature and from a crop improvement perspective.
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Affiliation(s)
- A Laperche
- IGEPP, AGROCAMPUS OUEST, INRA, Université de Rennes 1, 35650, Le Rheu, France
| | - Y Aigu
- IGEPP, AGROCAMPUS OUEST, INRA, Université de Rennes 1, 35650, Le Rheu, France
| | - M Jubault
- IGEPP, AGROCAMPUS OUEST, INRA, Université de Rennes 1, 35650, Le Rheu, France
| | - M Ollier
- IGEPP, AGROCAMPUS OUEST, INRA, Université de Rennes 1, 35650, Le Rheu, France
| | - S Guichard
- IGEPP, AGROCAMPUS OUEST, INRA, Université de Rennes 1, 35650, Le Rheu, France
| | - P Glory
- IGEPP, AGROCAMPUS OUEST, INRA, Université de Rennes 1, 35650, Le Rheu, France
| | - S E Strelkov
- Department of Agricultural, Food and Nutritional Science, University of Alberta, Edmonton, AB, T6G 2P5, Canada
| | - A Gravot
- IGEPP, AGROCAMPUS OUEST, INRA, Université de Rennes 1, 35650, Le Rheu, France
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22
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Zhou Q, Zhou C, Zheng W, Mason AS, Fan S, Wu C, Fu D, Huang Y. Genome-Wide SNP Markers Based on SLAF-Seq Uncover Breeding Traces in Rapeseed ( Brassica napus L.). FRONTIERS IN PLANT SCIENCE 2017; 8:648. [PMID: 28503182 PMCID: PMC5409215 DOI: 10.3389/fpls.2017.00648] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/06/2017] [Accepted: 04/10/2017] [Indexed: 05/18/2023]
Abstract
Single Nucleotide Polymorphisms (SNPs) are the most abundant and richest form of genomic polymorphism, and hence make highly favorable markers for genetic map construction and genome-wide association studies. In this study, a total of 300 rapeseed accessions (278 representative of Chinese germplasm, plus 22 outgroup accessions of different origins and ecotypes) were collected and sequenced using Specific-Locus Amplified Fragment Sequencing (SLAF-seq) technology, obtaining 660.25M reads with an average sequencing depth of 6.27 × and a mean Q30 of 85.96%. Based on the 238,711 polymorphic SLAF tags a total of 1,197,282 SNPs were discovered, and a subset of 201,817 SNPs with minor allele frequency >0.05 and integrity >0.8 were selected. Of these, 30,877 were designated SNP "hotspots," and 41 SNP-rich genomic regions could be delineated, with 100 genes associated with plant resistance, vernalization response, and signal transduction detected in these regions. Subsequent analysis of genetic diversity, linkage disequilibrium (LD), and population structure in the 300 accessions was carried out based on the 201,817 SNPs. Nine subpopulations were observed based on the population structure analysis. Hierarchical clustering and principal component analysis divided the 300 varieties roughly in accordance with their ecotype origins. However, spring-type varieties were intermingled with semi-winter type varieties, indicating frequent hybridization between spring and semi-winter ecotypes in China. In addition, LD decay across the whole genome averaged 299 kb when r2 = 0.1, but the LD decay in the A genome (43 kb) was much shorter than in the C genome (1,455 kb), supporting the targeted introgression of the A genome from progenitor species B. rapa into Chinese rapeseed. This study also lays the foundation for genetic analysis of important agronomic traits using this rapeseed population.
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Affiliation(s)
- Qinghong Zhou
- Key Laboratory of Crop Physiology, Ecology and Genetic Breeding, Ministry of Education, Agronomy College, Jiangxi Agricultural UniversityNanchang, China
| | - Can Zhou
- Key Laboratory of Crop Physiology, Ecology and Genetic Breeding, Ministry of Education, Agronomy College, Jiangxi Agricultural UniversityNanchang, China
| | - Wei Zheng
- Jiangxi Institute of Red SoilJinxian, China
| | - Annaliese S. Mason
- Plant Breeding Department, iFZ Research Centre for Biosystems, Land Use and Nutrition, Justus Liebig UniversityGiessen, Germany
| | - Shuying Fan
- Key Laboratory of Crop Physiology, Ecology and Genetic Breeding, Ministry of Education, Agronomy College, Jiangxi Agricultural UniversityNanchang, China
| | - Caijun Wu
- Key Laboratory of Crop Physiology, Ecology and Genetic Breeding, Ministry of Education, Agronomy College, Jiangxi Agricultural UniversityNanchang, China
| | - Donghui Fu
- Key Laboratory of Crop Physiology, Ecology and Genetic Breeding, Ministry of Education, Agronomy College, Jiangxi Agricultural UniversityNanchang, China
- *Correspondence: Donghui Fu
| | - Yingjin Huang
- Key Laboratory of Crop Physiology, Ecology and Genetic Breeding, Ministry of Education, Agronomy College, Jiangxi Agricultural UniversityNanchang, China
- Yingjin Huang
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