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Madsen MD, Kristensen PS, Mahmood K, Thach T, Mohlfeld M, Orabi J, Sarup P, Jahoor A, Hovmøller MS, Rodriguez-Algaba J, Jensen J. Scald resistance in hybrid rye ( Secale cereale): genomic prediction and GWAS. FRONTIERS IN PLANT SCIENCE 2024; 15:1306591. [PMID: 38304738 PMCID: PMC10830712 DOI: 10.3389/fpls.2024.1306591] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/04/2023] [Accepted: 01/02/2024] [Indexed: 02/03/2024]
Abstract
Rye (Secale cereale L.) is an important cereal crop used for food, beverages, and feed, especially in North-Eastern Europe. While rye is generally more tolerant to biotic and abiotic stresses than other cereals, it still can be infected by several diseases, including scald caused by Rhynchosporium secalis. The aims of this study were to investigate the genetic architecture of scald resistance, to identify genetic markers associated with scald resistance, which could be used in breeding of hybrid rye and to develop a model for genomic prediction for scald resistance. Four datasets with records of scald resistance on a population of 251 hybrid winter rye lines grown in 2 years and at 3 locations were used for this study. Four genomic models were used to obtain variance components and heritabilities of scald resistance. All genomic models included additive genetic effects of the parental components of the hybrids and three of the models included additive-by-additive epistasis and/or dominance effects. All models showed moderate to high broad sense heritabilities in the range of 0.31 (SE 0.05) to 0.76 (0.02). The model without non-additive genetic effects and the model with dominance effects had moderate narrow sense heritabilities ranging from 0.24 (0.06) to 0.55 (0.08). None of the models detected significant non-additive genomic variances, likely due to a limited data size. A genome wide association study was conducted to identify markers associated with scald resistance in hybrid winter rye. In three datasets, the study identified a total of twelve markers as being significantly associated with scald resistance. Only one marker was associated with a major quantitative trait locus (QTL) influencing scald resistance. This marker explained 11-12% of the phenotypic variance in two locations. Evidence of genotype-by-environment interactions was found for scald resistance between one location and the other two locations, which suggested that scald resistance was influenced by different QTLs in different environments. Based on the results of the genomic prediction models and GWAS, scald resistance seems to be a quantitative trait controlled by many minor QTL and one major QTL, and to be influenced by genotype-by-environment interactions.
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Affiliation(s)
- Mette Dam Madsen
- Centre for Quantitative Genetic and Genomics, Faculty of Science and Technology, Arhus University, Aarhus, Denmark
| | - Peter Skov Kristensen
- Centre for Quantitative Genetic and Genomics, Faculty of Science and Technology, Arhus University, Aarhus, Denmark
| | - Khalid Mahmood
- Research and Development Department, Nordic Seed A/S, Dyngby, Denmark
| | - Tine Thach
- Department of Agroecology, Faculty of Technical Sciences, Aarhus University, Slagelse, Denmark
| | | | - Jihad Orabi
- Research and Development Department, Nordic Seed A/S, Dyngby, Denmark
| | - Pernille Sarup
- Research and Development Department, Nordic Seed A/S, Dyngby, Denmark
| | - Ahmed Jahoor
- Research and Development Department, Nordic Seed A/S, Dyngby, Denmark
| | | | - Julian Rodriguez-Algaba
- Department of Agroecology, Faculty of Technical Sciences, Aarhus University, Slagelse, Denmark
| | - Just Jensen
- Centre for Quantitative Genetic and Genomics, Faculty of Science and Technology, Arhus University, Aarhus, Denmark
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Kristensen PS, Sarup P, Fé D, Orabi J, Snell P, Ripa L, Mohlfeld M, Chu TT, Herrström J, Jahoor A, Jensen J. Prediction of additive, epistatic, and dominance effects using models accounting for incomplete inbreeding in parental lines of hybrid rye and sugar beet. FRONTIERS IN PLANT SCIENCE 2023; 14:1193433. [PMID: 38162304 PMCID: PMC10756082 DOI: 10.3389/fpls.2023.1193433] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/24/2023] [Accepted: 10/16/2023] [Indexed: 01/03/2024]
Abstract
Genomic models for prediction of additive and non-additive effects within and across different heterotic groups are lacking for breeding of hybrid crops. In this study, genomic prediction models accounting for incomplete inbreeding in parental lines from two different heterotic groups were developed and evaluated. The models can be used for prediction of general combining ability (GCA) of parental lines from each heterotic group as well as specific combining ability (SCA) of all realized and potential crosses. Here, GCA was estimated as the sum of additive genetic effects and within-group epistasis due to high degree of inbreeding in parental lines. SCA was estimated as the sum of across-group epistasis and dominance effects. Three models were compared. In model 1, it was assumed that each hybrid was produced from two completely inbred parental lines. Model 1 was extended to include three-way hybrids from parental lines with arbitrary levels of inbreeding: In model 2, parents of the three-way hybrids could have any levels of inbreeding, while the grandparents of the maternal parent were assumed completely inbred. In model 3, all parental components could have any levels of inbreeding. Data from commercial breeding programs for hybrid rye and sugar beet was used to evaluate the models. The traits grain yield and root yield were analyzed for rye and sugar beet, respectively. Additive genetic variances were larger than epistatic and dominance variances. The models' predictive abilities for total genetic value, for GCA of each parental line and for SCA were evaluated based on different cross-validation strategies. Predictive abilities were highest for total genetic values and lowest for SCA. Predictive abilities for SCA and for GCA of maternal lines were higher for model 2 and model 3 than for model 1. The implementation of the genomic prediction models in hybrid breeding programs can potentially lead to increased genetic gain in two different ways: I) by facilitating the selection of crossing parents with high GCA within heterotic groups and II) by prediction of SCA of all realized and potential combinations of parental lines to produce hybrids with high total genetic values.
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Affiliation(s)
| | - Pernille Sarup
- Research and Development, Nordic Seed A/S, Odder, Denmark
| | - Dario Fé
- Research Division, DLF Seeds A/S, Store Heddinge, Denmark
| | - Jihad Orabi
- Research and Development, Nordic Seed A/S, Odder, Denmark
| | - Per Snell
- Research and Development, DLF Beet Seed AB, Landskrona, Sweden
| | - Linda Ripa
- Research and Development, DLF Beet Seed AB, Landskrona, Sweden
| | | | - Thinh Tuan Chu
- Center for Quantitative Genetics and Genomics, Aarhus University, Aarhus, Denmark
| | | | - Ahmed Jahoor
- Research and Development, Nordic Seed A/S, Odder, Denmark
- Breeding, Nordic Seed Germany GmbH, Nienstädt, Germany
- Department of Plant Breeding, Swedish University of Agricultural Sciences, Alnarp, Sweden
| | - Just Jensen
- Center for Quantitative Genetics and Genomics, Aarhus University, Aarhus, Denmark
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Che Y, Yang Y, Yang Y, Wei L, Guo J, Yang X, Li X, Liu W, Li L. Construction of a high-density genetic map and mapping of a spike length locus for rye. PLoS One 2023; 18:e0293604. [PMID: 37903124 PMCID: PMC10615298 DOI: 10.1371/journal.pone.0293604] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2023] [Accepted: 10/16/2023] [Indexed: 11/01/2023] Open
Abstract
Genetic maps provide the foundation for QTL mapping of important traits of crops. As a valuable food and forage crop, rye (Secale cereale L., RR) is also one of the tertiary gene sources of wheat, especially wild rye, Secale cereale subsp. segetale, possessing remarkable stress tolerance, tillering capacity and numerous valuable traits. In this study, based on the technique of specific-locus amplified fragment sequencing (SLAF-seq), a high-density single nucleotide polymorphism (SNP) linkage map of the cross-pollinated (CP) hybrid population crossed by S. cereale L (female parent) and S. cereale subsp. segetale (male parent) was successfully constructed. Following preprocessing, the number of 1035.11 M reads were collected and 2425800 SNP were obtained, of which 409134 SNP were polymorphic. According to the screening process, 9811 SNP markers suitable for constructing linkage groups (LGs) were selected. Subsequently, all of the markers with MLOD values lower than 3 were filtered out. Finally, an integrated map was constructed with 4443 markers, including 1931 female mapping markers and 3006 male mapping markers. A major quantitative trait locus (QTL) linked with spike length (SL) was discovered at 73.882 cM on LG4, which explained 25.29% of phenotypic variation. Meanwhile two candidate genes for SL, ScWN4R01G329300 and ScWN4R01G329600, were detected. This research presents the first high-quality genetic map of rye, providing a substantial number of SNP marker loci that can be applied to marker-assisted breeding. Additionally, the finding could help to use SLAF marker mapping to identify certain QTL contributing to important agronomic traits. The QTL and the candidate genes identified through the high-density genetic map above may provide diverse potential gene resources for the genetic improvement of rye.
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Affiliation(s)
- Yonghe Che
- Hebei Key Laboratory of Crop Stress Biology, Qinhuangdao, Hebei, China
- College of Agronomy and Biotechnology, Hebei Normal University of Science and Technology, Qinhuangdao, Hebei, China
| | - Yunjie Yang
- Hebei Key Laboratory of Crop Stress Biology, Qinhuangdao, Hebei, China
- College of Agronomy and Biotechnology, Hebei Normal University of Science and Technology, Qinhuangdao, Hebei, China
| | - Yanping Yang
- Hebei Key Laboratory of Crop Stress Biology, Qinhuangdao, Hebei, China
- College of Agronomy and Biotechnology, Hebei Normal University of Science and Technology, Qinhuangdao, Hebei, China
| | - Lai Wei
- Hebei Key Laboratory of Crop Stress Biology, Qinhuangdao, Hebei, China
- College of Agronomy and Biotechnology, Hebei Normal University of Science and Technology, Qinhuangdao, Hebei, China
| | - Juan Guo
- Hebei Key Laboratory of Crop Stress Biology, Qinhuangdao, Hebei, China
- College of Agronomy and Biotechnology, Hebei Normal University of Science and Technology, Qinhuangdao, Hebei, China
| | - Xinming Yang
- Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Xiuquan Li
- Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Weihua Liu
- Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Lihui Li
- Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing, China
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Zhou Y, Zhao C, Du T, Li A, Qin Z, Zhang L, Dong S, Wang Q, Hou F. Overexpression of 9- cis-Epoxycarotenoid Dioxygenase Gene, IbNCED1, Negatively Regulates Plant Height in Transgenic Sweet Potato. Int J Mol Sci 2023; 24:10421. [PMID: 37445599 DOI: 10.3390/ijms241310421] [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: 04/03/2023] [Revised: 06/08/2023] [Accepted: 06/16/2023] [Indexed: 07/15/2023] Open
Abstract
Plant height is one of the key agronomic traits for improving the yield of sweet potato. Phytohormones, especially gibberellins (GAs), are crucial to regulate plant height. The enzyme 9-cis-epoxycarotenoid dioxygenase (NCED) is the key enzyme for abscisic acid (ABA) biosynthesis signalling in higher plants. However, its role in regulating plant height has not been reported to date. Here, we cloned a new NCED gene, IbNCED1, from the sweet potato cultivar Jishu26. This gene encoded the 587-amino acid polypeptide containing an NCED superfamily domain. The expression level of IbNCED1 was highest in the stem and the old tissues in the in vitro-grown and field-grown Jishu26, respectively. The expression of IbNCED1 was induced by ABA and GA3. Overexpression of IbNCED1 promoted the accumulation of ABA and inhibited the content of active GA3 and plant height and affected the expression levels of genes involved in the GA metabolic pathway. Exogenous application of GA3 could rescue the dwarf phenotype. In conclusion, we suggest that IbNCED1 regulates plant height and development by controlling the ABA and GA signalling pathways in transgenic sweet potato.
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Affiliation(s)
- Yuanyuan Zhou
- Crop Research Institute, Shandong Academy of Agricultural Sciences, Jinan 250100, China
| | - Chunling Zhao
- Crop Research Institute, Shandong Academy of Agricultural Sciences, Jinan 250100, China
| | - Taifeng Du
- Crop Research Institute, Shandong Academy of Agricultural Sciences, Jinan 250100, China
| | - Aixian Li
- Crop Research Institute, Shandong Academy of Agricultural Sciences, Jinan 250100, China
| | - Zhen Qin
- Crop Research Institute, Shandong Academy of Agricultural Sciences, Jinan 250100, China
| | - Liming Zhang
- Crop Research Institute, Shandong Academy of Agricultural Sciences, Jinan 250100, China
| | - Shunxu Dong
- Crop Research Institute, Shandong Academy of Agricultural Sciences, Jinan 250100, China
| | - Qingmei Wang
- Crop Research Institute, Shandong Academy of Agricultural Sciences, Jinan 250100, China
| | - Fuyun Hou
- Crop Research Institute, Shandong Academy of Agricultural Sciences, Jinan 250100, China
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Hawliczek A, Borzęcka E, Tofil K, Alachiotis N, Bolibok L, Gawroński P, Siekmann D, Hackauf B, Dušinský R, Švec M, Bolibok-Brągoszewska H. Selective sweeps identification in distinct groups of cultivated rye (Secale cereale L.) germplasm provides potential candidate genes for crop improvement. BMC PLANT BIOLOGY 2023; 23:323. [PMID: 37328739 PMCID: PMC10273710 DOI: 10.1186/s12870-023-04337-1] [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: 01/22/2023] [Accepted: 06/07/2023] [Indexed: 06/18/2023]
Abstract
BACKGROUND During domestication and subsequent improvement plants were subjected to intensive positive selection for desirable traits. Identification of selection targets is important with respect to the future targeted broadening of diversity in breeding programmes. Rye (Secale cereale L.) is a cereal that is closely related to wheat, and it is an important crop in Central, Eastern and Northern Europe. The aim of the study was (i) to identify diverse groups of rye accessions based on high-density, genome-wide analysis of genetic diversity within a set of 478 rye accessions, covering a full spectrum of diversity within the genus, from wild accessions to inbred lines used in hybrid breeding, and (ii) to identify selective sweeps in the established groups of cultivated rye germplasm and putative candidate genes targeted by selection. RESULTS Population structure and genetic diversity analyses based on high-quality SNP (DArTseq) markers revealed the presence of three complexes in the Secale genus: S. sylvestre, S. strictum and S. cereale/vavilovii, a relatively narrow diversity of S. sylvestre, very high diversity of S. strictum, and signatures of strong positive selection in S. vavilovii. Within cultivated ryes we detected the presence of genetic clusters and the influence of improvement status on the clustering. Rye landraces represent a reservoir of variation for breeding, and especially a distinct group of landraces from Turkey should be of special interest as a source of untapped variation. Selective sweep detection in cultivated accessions identified 133 outlier positions within 13 sweep regions and 170 putative candidate genes related, among others, to response to various environmental stimuli (such as pathogens, drought, cold), plant fertility and reproduction (pollen sperm cell differentiation, pollen maturation, pollen tube growth), and plant growth and biomass production. CONCLUSIONS Our study provides valuable information for efficient management of rye germplasm collections, which can help to ensure proper safeguarding of their genetic potential and provides numerous novel candidate genes targeted by selection in cultivated rye for further functional characterisation and allelic diversity studies.
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Affiliation(s)
- Anna Hawliczek
- Department of Plant Genetics, Breeding and Biotechnology, Institute of Biology, Warsaw, University of Life Sciences-SGGW, Warsaw, Poland
| | - Ewa Borzęcka
- Department of Plant Genetics, Breeding and Biotechnology, Institute of Biology, Warsaw, University of Life Sciences-SGGW, Warsaw, Poland
| | - Katarzyna Tofil
- Department of Plant Genetics, Breeding and Biotechnology, Institute of Biology, Warsaw, University of Life Sciences-SGGW, Warsaw, Poland
| | - Nikolaos Alachiotis
- Faculty of Electrical Engineering, Mathematics and Computer Science, University of Twente, Enschede, The Netherlands
| | - Leszek Bolibok
- Department of Silviculture, Institute of Forest Sciences, Warsaw University of Life Sciences-SGGW, Warsaw, Poland
| | - Piotr Gawroński
- Department of Plant Genetics, Breeding and Biotechnology, Institute of Biology, Warsaw, University of Life Sciences-SGGW, Warsaw, Poland
| | | | | | - Roman Dušinský
- Department of Botany, Faculty of Natural Sciences, Comenius University in Bratislava, Bratislava, Slovakia
| | - Miroslav Švec
- Department of Botany, Faculty of Natural Sciences, Comenius University in Bratislava, Bratislava, Slovakia
| | - Hanna Bolibok-Brągoszewska
- Department of Plant Genetics, Breeding and Biotechnology, Institute of Biology, Warsaw, University of Life Sciences-SGGW, Warsaw, Poland.
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Piro MC, Muylle H, Haesaert G. Exploiting Rye in Wheat Quality Breeding: The Case of Arabinoxylan Content. PLANTS (BASEL, SWITZERLAND) 2023; 12:737. [PMID: 36840085 PMCID: PMC9965444 DOI: 10.3390/plants12040737] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/10/2023] [Revised: 02/02/2023] [Accepted: 02/02/2023] [Indexed: 06/18/2023]
Abstract
Rye (Secale cereale subsp. cereale L.) has long been exploited as a valuable alternative genetic resource in wheat (Triticum aestivum L.) breeding. Indeed, the introgression of rye genetic material led to significant breakthroughs in the improvement of disease and pest resistance of wheat, as well as a few agronomic traits. While such traits remain a high priority in cereal breeding, nutritional aspects of grain crops are coming under the spotlight as consumers become more conscious about their dietary choices and the food industry strives to offer food options that meet their demands. To address this new challenge, wheat breeding can once again turn to rye to look for additional genetic variation. A nutritional aspect that can potentially greatly benefit from the introgression of rye genetic material is the dietary fibre content of flour. In fact, rye is richer in dietary fibre than wheat, especially in terms of arabinoxylan content. Arabinoxylan is a major dietary fibre component in wheat and rye endosperm flours, and it is associated with a variety of health benefits, including normalisation of glycaemic levels and promotion of the gut microbiota. Thus, it is a valuable addition to the human diet, and it can represent a novel target for wheat-rye introgression breeding.
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Affiliation(s)
- Maria Chiara Piro
- Department of Plants and Crops, Faculty of Bioscience Engineering, Ghent University, Valentin Vaerwyckweg 1, 9000 Ghent, Belgium
- Plant Sciences Unit, Flanders Research Institute for Agriculture, Fisheries and Food (ILVO), Caritasstraat 39, 9090 Melle, Belgium
| | - Hilde Muylle
- Plant Sciences Unit, Flanders Research Institute for Agriculture, Fisheries and Food (ILVO), Caritasstraat 39, 9090 Melle, Belgium
| | - Geert Haesaert
- Department of Plants and Crops, Faculty of Bioscience Engineering, Ghent University, Valentin Vaerwyckweg 1, 9000 Ghent, Belgium
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Ogrodowicz P, Mikołajczak K, Kempa M, Mokrzycka M, Krajewski P, Kuczyńska A. Genome-wide association study of agronomical and root-related traits in spring barley collection grown under field conditions. FRONTIERS IN PLANT SCIENCE 2023; 14:1077631. [PMID: 36760640 PMCID: PMC9902773 DOI: 10.3389/fpls.2023.1077631] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/24/2022] [Accepted: 01/06/2023] [Indexed: 06/18/2023]
Abstract
The root system is a key component for plant survival and productivity. In particular, under stress conditions, developing plants with a better root architecture can ensure productivity. The objectives of this study were to investigate the phenotypic variation of selected root- and yield-related traits in a diverse panel of spring barley genotypes. By performing a genome-wide association study (GWAS), we identified several associations underlying the variations occurring in root- and yield-related traits in response to natural variations in soil moisture. Here, we report the results of the GWAS based on both individual single-nucleotide polymorphism markers and linkage disequilibrium (LD) blocks of markers for 11 phenotypic traits related to plant morphology, grain quality, and root system in a group of spring barley accessions grown under field conditions. We also evaluated the root structure of these accessions by using a nondestructive method based on electrical capacitance. The results showed the importance of two LD-based blocks on chromosomes 2H and 7H in the expression of root architecture and yield-related traits. Our results revealed the importance of the region on the short arm of chromosome 2H in the expression of root- and yield-related traits. This study emphasized the pleiotropic effect of this region with respect to heading time and other important agronomic traits, including root architecture. Furthermore, this investigation provides new insights into the roles played by root traits in the yield performance of barley plants grown under natural conditions with daily variations in soil moisture content.
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Hackauf B, Siekmann D, Fromme FJ. Improving Yield and Yield Stability in Winter Rye by Hybrid Breeding. PLANTS (BASEL, SWITZERLAND) 2022; 11:2666. [PMID: 36235531 PMCID: PMC9571156 DOI: 10.3390/plants11192666] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/06/2022] [Revised: 09/27/2022] [Accepted: 10/04/2022] [Indexed: 06/16/2023]
Abstract
Rye is the only cross-pollinating small-grain cereal. The unique reproduction biology results in an exceptional complexity concerning genetic improvement of rye by breeding. Rye is a close relative of wheat and has a strong adaptation potential that refers to its mating system, making this overlooked cereal readily adjustable to a changing environment. Rye breeding addresses the emerging challenges of food security associated with climate change. The systematic identification, management, and use of its valuable natural diversity became a feasible option in outbreeding rye only following the establishment of hybrid breeding late in the 20th century. In this article, we review the most recent technological advances to improve yield and yield stability in winter rye. Based on recently released reference genome sequences, SMART breeding approaches are described to counterbalance undesired linkage drag effects of major restorer genes on grain yield. We present the development of gibberellin-sensitive semidwarf hybrids as a novel plant breeding innovation based on an approach that is different from current methods of increasing productivity in rye and wheat. Breeding of new rye cultivars with improved performance and resilience is indispensable for a renaissance of this healthy minor cereal as a homogeneous commodity with cultural relevance in Europe that allows for comparatively smooth but substantial complementation of wheat with rye-based diets, supporting the necessary restoration of the balance between human action and nature.
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Affiliation(s)
- Bernd Hackauf
- Julius Kühn Institute, Institute for Breeding Research on Agricultural Crops, Rudolf-Schick-Platz 3a, 18190 Sanitz, Germany
| | - Dörthe Siekmann
- Hybro Saatzucht GmbH & Co. KG, Langlinger Straße 3, 29565 Wriedel, Germany
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Vu TTH, Kilian A, Carling J, Lawn RJ. Consensus genetic map and QTLs for morphological and agronomical traits in mungbean using DArT markers. PHYSIOLOGY AND MOLECULAR BIOLOGY OF PLANTS : AN INTERNATIONAL JOURNAL OF FUNCTIONAL PLANT BIOLOGY 2022; 28:1277-1295. [PMID: 35910434 PMCID: PMC9334499 DOI: 10.1007/s12298-022-01201-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/02/2021] [Revised: 06/02/2022] [Accepted: 06/20/2022] [Indexed: 06/03/2023]
Abstract
Mungbean is an important but understudied food legume compared with other major grain crops. Genetic studies through development of high-through put markers, linkage map construction and QTL analysis can accelerate and improve the efficiency of mining for genes for breeding in this crop. This study used four mungbean F5 recombinant inbred lines (RILs) from crosses of two wild types (ACC 1, ACC 87) and two cultivars (Berken, Kiloga) and DArT markers to construct individual and consensus linkage maps and to identify QTLs associated with 54 traits in mungbean. The number of polymorphic DArT markers identified among the four RIL populations varied from 1062 to 2013. The individual maps covered the lengths of 629.7-883.5 cM, comprising 672-981 DArT markers and 15-19 linkage groups (LG) with average distance between markers of 0.9-1.2 cM. The consensus map had the total length of 795.3 cM, comprising 1539 DArT markers and resolved 11 LGs with an average inter-marker distance of 0.65 cM. Sixty-two QTLs were identified for 39 traits across 10 LGs of the consensus map. Major QTLs were identified for two special traits, late flowering inherited from ACC 1 (6 QTLs, PVE of 11.2-29.9%) and perenniality inherited from ACC 87 (3 QTLs, PVE of 17.4-22.6%) in separate population analysis. Number of congruent QTLs across four mungbean populations and the consensus map was 18 for 13 traits. These results illustrated the high efficiency of DArT marker application in mungbean genetic dissection and suggested the future potential employment of identified QTLs for mungbean improvement.
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Affiliation(s)
- Thi Thuy Hang Vu
- College of Science and Engineering, James Cook University, Townsville, Qld 4811 Australia
- Faculty of Agronomy, Vietnam National University of Agriculture, Hanoi, Vietnam
| | - Adrzeij Kilian
- Diversity Array Technology Pty. Ltd., Monana St., Bruce, ACT, 2617 Australia
| | - Jason Carling
- Diversity Array Technology Pty. Ltd., Monana St., Bruce, ACT, 2617 Australia
| | - Robert John Lawn
- College of Science and Engineering, James Cook University, Townsville, Qld 4811 Australia
- CSIRO Agriculture, ATSIP, James Cook University, Townsville, Qld 4811 Australia
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