ArticleScientific reports2022
Genome wide association study of frost tolerance in wheat.
Article in Scientific reports, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers.
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Who cites it
20 citing papers in PubMed, 32 citations in OpenAlex.
- OptimGS: a dual integrative genomic prediction framework for improving cold stress tolerance in wheat.Briefings in bioinformatics · 2026Article
- Genetic dissection of cold stress tolerance and yield potential under cold stress in nested synthetic wheat (Triticum aestivum L.) introgression libraries using multi-locus genome-wide association and haplotype analysis.Functional & integrative genomics · 2026Article
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- Article
- Genetic Dissection of Frost Tolerance in Winter Durum Wheat: Three Validated KASP Markers for Marker-Assisted Selection.Plants (Basel, Switzerland) · 2025Article
- Genome-wide association mapping and candidate genes analysis of high-throughput image descriptors for wheat frost tolerance.Stress biology · 2025Article
- Genome-wide association analysis of winter survival in a diverse Canadian winter wheat population.The plant genome · 2025Article
- FreezeNet: A Lightweight Model for Enhancing Freeze Tolerance Assessment and Genetic Analysis in Wheat.Plant phenomics (Washington, D.C.) · 2025Article
- A comprehensive map of DNA-segment copy number variation in 491 genomes of common wheat uncovers genes associated with multiple agronomic traits.Plant communications · 2025Article
- Effect of geographical origin, regional adaptation, genotype, and release year on winter hardiness of wheat and triticale accessions evaluated for six decades in trials.Scientific reports · 2025Article
- Dissecting the genetic architecture of sunflower disc diameter using genome-wide association study.Plant direct · 2024Article
- Advances and opportunities in unraveling cold-tolerance mechanisms in the world's primary staple food crops.The plant genome · 2024Review
- Identification of genetic loci and candidate genes underlying freezing tolerance in wheat seedlings.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2024Article
- Genetic architecture of kernel-related traits in sweet and waxy maize revealed by genome-wide association analysis.Frontiers in genetics · 2024Article
- Current status for utilization of cold resistance genes and strategies in wheat breeding program.Frontiers in genetics · 2024Review
- Molecular mapping of two novel cold resistance genes in common wheat by 660K SNP array.Molecular breeding : new strategies in plant improvement · 2023Article
- Genome-Wide Association Analysis of Freezing Tolerance and Winter Hardiness in Winter Wheat of Nordic Origin.Plants (Basel, Switzerland) · 2023Article
- Molecular and genetic perspectives of cold tolerance in wheat.Molecular biology reports · 2023Review
- Identification of Novel QTLs Associated with Frost Tolerance in Winter Wheat (Plants (Basel, Switzerland) · 2023Article
- Physiology and Molecular Breeding in Sustaining Wheat Grain Setting and Quality under Spring Cold Stress.International journal of molecular sciences · 2022Review
Corrections and comments
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Authors and funding
12 authors at 7 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Winter wheat growing areas in the Northern hemisphere are regularly exposed to heavy frost. Due to the negative impact on yield, the identification of genetic factors controlling frost tolerance (FroT) and development of tools for breeding is of prime importance. Here, we detected QTL associated with FroT by genome wide association studies (GWAS) using a diverse panel of 276 winter wheat genotypes that was phenotyped at five locations in Germany and Russia in three years. The panel was genotyped using the 90 K iSelect array and SNPs in FroT candidate genes. In total, 17,566 SNPs were used for GWAS resulting in the identification of 53 markers significantly associated (LOD ≥ 4) to FroT, corresponding to 23 QTL regions located on 11 chromosomes (1A, 1B, 2A, 2B, 2D, 3A, 3D, 4A, 5A, 5B and 7D). The strongest QTL effect confirmed the importance of chromosome 5A for FroT. In addition, to our best knowledge, eight FroT QTLs were discovered for the first time in this study comprising one QTL on chromosomes 3A, 3D, 4A, 7D and two on chromosomes 1B and 2D. Identification of novel FroT candidate genes will help to better understand the FroT mechanism in wheat and to develop more effective combating strategies.
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