ArticleBMC genomics2013
Genome-wide association mapping of frost tolerance in barley (Hordeum vulgare L.).
Article in BMC genomics, 2013. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 47 papers.
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Who cites it
47 citing papers in PubMed.
- Genome-Wide Association Study (GWAS) for Freezing and De-Acclimation Tolerance in Polish Winter Barley.International journal of molecular sciences · 2026Article
- Evaluating barley genotypes for yield stability using integrated model- and rank-based stability statistics.BMC plant biology · 2025Article
- TheCells · 2023Review
- Genetic Databases and Gene Editing Tools for Enhancing Crop Resistance against Abiotic Stress.Biology · 2023Review
- Association mapping reveals novel genes and genomic regions controlling grain size architecture in mini core accessions of Indian National Genebank wheat germplasm collection.Frontiers in plant science · 2023Article
- Genome-Wide Association Studies of Root-Related Traits inPlants (Basel, Switzerland) · 2022Article
- Genome wide association study of frost tolerance in wheat.Scientific reports · 2022Article
- Extensive allele mining discovers novel genetic diversity in the loci controlling frost tolerance in barley.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2022Article
- Genome-Wide Association Study of Healthful Flavonoids among Diverse Mandarin Accessions.Plants (Basel, Switzerland) · 2022Article
- Advances and Challenges for QTL Analysis and GWAS in the Plant-Breeding of High-Yielding: A Focus on Rapeseed.Biomolecules · 2021Review
- Association analysis, genetic diversity and population structure of barley (Hordeum vulgare L.) under heat stress conditions using SSR and ISSR markers linked to primary and secondary metabolites.Molecular biology reports · 2021Article
- The Breeding of Winter-Hardy Malting Barley.Plants (Basel, Switzerland) · 2021Review
- Genotyping-by-Sequencing-Based Genome-Wide Association Studies of Fusarium Wilt Resistance in Radishes (Genes · 2021Article
- Association analysis of physiological traits in spring barley (Food science & nutrition · 2021Article
- A Multi-Environment Trial Analysis of Frost Susceptibility in Wheat and Barley Under Australian Frost-Prone Field Conditions.Frontiers in plant science · 2021Article
- Cold Conditioned: Discovery of Novel Alleles for Low-Temperature Tolerance in the Vavilov Barley Collection.Frontiers in plant science · 2021Article
- European landrace diversity for common bean biofortification: a genome-wide association study.Scientific reports · 2020Article
- Genome-wide association study identifies favorable SNP alleles and candidate genes for frost tolerance in pea.BMC genomics · 2020Article
- Introgression Breeding in Barley: Perspectives and Case Studies.Frontiers in plant science · 2020Review
- Genome-Wide Association Study and Identification of Candidate Genes for Nitrogen Use Efficiency in Barley (Frontiers in plant science · 2020Article
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11 authors.
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Abstract
backgroundFrost tolerance is a key trait with economic and agronomic importance in barley because it is a major component of winter hardiness, and therefore limits the geographical distribution of the crop and the effective transfer of quality traits between spring and winter crop types. Three main frost tolerance QTL (Fr-H1, Fr-H2 and Fr-H3) have been identified from bi-parental genetic mapping but it can be argued that those mapping populations only capture a portion of the genetic diversity of the species. A genetically broad dataset consisting of 184 genotypes, representative of the barley gene pool cultivated in the Mediterranean basin over an extended time period, was genotyped with 1536 SNP markers. Frost tolerance phenotype scores were collected from two trial sites, Foradada (Spain) and Fiorenzuola (Italy) and combined with the genotypic data in genome wide association analyses (GWAS) using Eigenstrat and kinship approaches to account for population structure.
resultsGWAS analyses identified twelve and seven positive SNP associations at Foradada and Fiorenzuola, respectively, using Eigenstrat and six and four, respectively, using kinship. Linkage disequilibrium analyses of the significant SNP associations showed they are genetically independent. In the kinship analysis, two of the significant SNP associations were tightly linked to the Fr-H2 and HvBmy loci on chromosomes 5H and 4HL, respectively. The other significant kinship associations were located in genomic regions that have not previously been associated with cold stress.
conclusionsHaplotype analysis revealed that most of the significant SNP loci are fixed in the winter or facultative types, while they are freely segregating within the un-adapted spring barley genepool. Although there is a major interest in detecting new variation to improve frost tolerance of available winter and facultative types, from a GWAS perspective, working within the un-adapted spring germplasm pool is an attractive alternative strategy which would minimize statistical issues, simplify the interpretation of the data and identify phenology independent genetic determinants of frost tolerance.
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