ArticleBMC plant biology2016
Genome-wide association study on stem rust resistance in Kazakh spring barley lines.
Article in BMC plant biology, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers.
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Who cites it
24 citing papers in PubMed, 63 citations in OpenAlex.
- Development and validation of a high-density 'Amahysnp' genotyping array in grain amaranth (Amaranthus hypochondriacus).BMC plant biology · 2025Article
- Dissecting adult plant resistance to stem rust through multi-model GWAS in a diverse barley germplasm panel.Frontiers in plant science · 2025Article
- Genome wide association study of seedling and adult plant leaf rust resistance in two subsets of barley genetic resources.Scientific reports · 2024Article
- Identification of Quantitative Trait Loci Associated with Powdery Mildew Resistance in Spring Barley under Conditions of Southeastern Kazakhstan.Plants (Basel, Switzerland) · 2023Article
- Characterization of Leaf Rust Resistance in International Barley Germplasm Using Genome-Wide Association Studies.Plants (Basel, Switzerland) · 2023Article
- Novel genomic regions on chromosome 5B controlling wheat powdery mildew seedling resistance under Egyptian conditions.Frontiers in plant science · 2023Article
- Article
- Genome-Wide Screening of Broad-Spectrum Resistance to Leaf Rust (Frontiers in plant science · 2022Article
- Population Structure and Genetic Diversity of Two-Rowed Barley Accessions from Kazakhstan Based on SNP Genotyping Data.Plants (Basel, Switzerland) · 2021Article
- The wheat Sr22, Sr33, Sr35 and Sr45 genes confer resistance against stem rust in barley.Plant biotechnology journal · 2021Article
- Genomic regions associated with stripe rust resistance against the Egyptian race revealed by genome-wide association study.BMC plant biology · 2021Article
- Dissection of novel candidate genes for grain texture in Russian wheat varieties.Plant molecular biology · 2020Article
- GWAS: Fast-forwarding gene identification and characterization in temperate Cereals: lessons from Barley - A review.Journal of advanced research · 2020Review
- Characterization of genetic diversity and population structure in wheat using array based SNP markers.Molecular biology reports · 2020Article
- Genome wide association study reveals novel QTL for barley yellow dwarf virus resistance in wheat.BMC genomics · 2019Article
- Imputation accuracy of wheat genotyping-by-sequencing (GBS) data using barley and wheat genome references.PloS one · 2019Article
- Association mapping for agronomic traits in six-rowed spring barley from the USA harvested in Kazakhstan.PloS one · 2019Article
- Mapping adult plant stem rust resistance in barley accessions Hietpas-5 and GAW-79.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2018Article
- Genome-wide association study of stem rust resistance in a world collection of cultivated barley.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2018Article
- Marker-trait associations in two-rowed spring barley accessions from Kazakhstan and the USA.PloS one · 2018Article
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4 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundStem rust (SR) is one of the most economically devastating barley diseases in Kazakhstan, and in some years it causes up to 50 % of yield losses. Routine conventional breeding for resistance to stem rust is almost always in progress in all Kazakhstan breeding stations. However, molecular marker based approach towards new SR resistance genes identification and relevant marker-assisted selection had never been employed in Kazakhstan yet. In this study, as a preliminary step the GWAS (genome-wide association study) mapping was applied in attempt to identify reliable SNP markers and quantitative trait loci (QTL) associated with resistance to SR.
resultsBarley collection of 92 commercial cultivars and promising lines was genotyped using a high-throughput single nucleotide polymorphism (9,000 SNP) Illumina iSelect array. 6,970 SNPs out of 9,000 total were polymorphic and scorable. 5,050 SNPs out of 6,970 passed filtering threshold and were used for association mapping (AM). All 92 accessions were phenotyped for resistance to SR by observing adult plants in artificially infected plots at the Research Institute for Biological Safety Problems in Dzhambul region of Kazakhstan. GLM analysis allowed the identification of 15 SNPs associated with the resistance at the heading time (HA) phase, and 2 SNPs at the seed's milky-waxy maturity (SM) phase. However, after application of 5 % Bonferroni multiple test correction, only 2 SNPs at the HA stage on the same position of chromosome 6H can be claimed as reliable markers for SR resistance. The MLM analysis after the Bonferroni correction did not reveal any associations in this study, although distribution lines in the quantile-quantile (QQ) plot indicates that overcorrection in the test due to both Q and K matrices usage.
conclusionsObtained data suggest that genome wide genotyping of 92 spring barley accessions from Kazakhstan with 9 K Illumina SNP array was highly efficient. Linkage disequilibrium based mapping approach allowed the identification of highly significant QTL for the SR resistance at the HA phase of growth on chromosome 6H. On the other hand, no significant QTL was detected at the SM phase, assuming that for a successful GWASmapping experiment a larger size population with more diverse genetic background should be tested. Obtained results provide additional information towards better understanding of SR resistance in barley.
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