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Red clover ( L.) is a well-appreciated grassland crop in temperate climates but suffers from increasingly frequent and severe drought periods. Molecular markers for drought resilience (DR) would benefit breeding initiatives for red clover, as would a better understanding of the genes involved in DR. Two previous studies, as follows, have: (1) identified phenotypic DR traits in a diverse set of red clover accessions; and (2) produced genotypic data using a pooled genotyping-by-sequencing (GBS) approach in the same collection. In the present study, we performed genome-wide association studies (GWAS) for DR using the available phenotypic and genotypic data. Single nucleotide polymorphism (SNP) calling was performed using GBS data and the following two red clover genome assemblies: the recent HEN-17 assembly and the Milvus assembly. SNP positions with significant associations were used to delineate flanking regions in both genome assemblies, while functional annotations were retrieved from orthologs. GWAS revealed 19 significant SNPs in the HEN-17-derived SNP set, explaining between 5.3 and 23.2% of the phenotypic variation per SNP-trait combination for DR traits. Among the genes in the SNP-flanking regions, we identified candidate genes related to cell wall structuring, genes encoding sugar-modifying proteins, an ureide permease gene, and other genes linked to stress metabolism pathways. GWAS revealed 29 SNPs in the Milvus-derived SNP set that explained substantially more phenotypic variation for DR traits, between 5.3 and 42.3% per SNP-trait combination. Candidate genes included a DEAD-box ATP-dependent RNA helicase gene, a P-loop nucleoside triphosphate hydrolase gene, a Myb/SANT-like DNA-binding domain protein, and an ubiquitin-protein ligase gene. Most accessions in this study are genetically more closely related to the Milvus genotype than to HEN-17, possibly explaining how the Milvus-derived SNP set yielded more robust associations. The Milvus-derived SNP set pinpointed 10 genomic regions that explained more than 25% of the phenotypic variation for DR traits. A possible next step could be the implementation of these SNP markers in practical breeding programs, which would help to improve DR in red clover. Candidate genes could be further characterized in future research to unravel drought stress resilience in red clover in more detail.
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http://dx.doi.org/10.3390/genes15101347 | DOI Listing |
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Department of Energy and Technology, SLU - Swedish University of Agricultural Sciences, Almas Allé 8, 750 07 Uppsala, Sweden.
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State Key Laboratory of Animal Nutrition and Feeding, Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China.
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Fertility and Infertility Research Center, Health Technology Research Institute, Kermanshah University of Medical Sciences, Kermanshah, Iran.
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Centro de Ciências Agroveterinárias, Departamento de Produção Animal e Alimentos, Universidade do Estado de Santa Catarina, Lages 88520-000, SC, Brazil.
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Moscow State Academy of Veterinary Medicine and Biotechnology - MVA Named After K. I. Skryabin, Moscow, Russia. Electronic address:
Although some studies have investigated the accumulation of radionuclides in honey, other bee products such as wax and bee bread remain insufficiently studied, particularly in terms of seasonal and intra-seasonal dynamics. Spatial patterns of contamination within the foraging area of honey bees, as well as the role of botanical composition of nectar sources, also remain poorly understood. This study examines the dynamics of Cs and K accumulation along the pathway plant-bee-bee product on radioactively contaminated territories in the Bryansk Region during different periods of the honey flow.
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