The Crop Journal · 2023 · 15 citations · 40 references
AgricultureAgronomyCrop SciencesCrop ImprovementPlant GeneticsPlant GenomicsCereal GeneticsCrop GenomicsQuantitative Trait LociGenome-wide Association Study DesignMarker-trait Association AnalysisNitrogen Efficiency TraitsSingle Nucleotide Polymorphism ArraysSingle-nucleotide Polymorphism AnalysisSingle-nucleotide Polymorphism VariationStress Tolerance Qtl MappingWheat Breeding
Nitrogen (N) fertilizer application is essential for crop-plant growth and development. Identifying genetic loci associated with N-use efficiency (NUE) could increase wheat yields and reduce environmental pollution caused by overfertilization. We subjected a panel of 389 wheat accessions to N and chlorate (a nitrate analog) treatments to identify quantitative trait loci (QTL) controlling NUE-associated traits at the wheat seedling stage. Genotyping the panel with a 660K single-nucleotide polymorphism (SNP) array, we identified 397 SNPs associated with N-sensitivity index and chlorate inhibition rate. These SNPs were merged into 49 QTL, of which eight were multi-environment stable QTL and 27 were located near previously reported QTL. A set of 135 candidate genes near the 49 QTL included TaBOX (F-box family protein) and TaERF (ethylene-responsive transcription factor). A Tabox mutant was more sensitive to low-N stress than the wild-type plant. We developed two functional markers for Hap 1, the favorable allele of TaBOX.
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GCTA: A Tool for Genome-wide Complex Trait Analysis
Jian Yang, Sang Lee, Michael E. Goddard et al. · The American Journal of Human Genetics · 2010 · 9.3K citations · Full text
GAPIT: genome association and prediction integrated tool
Alexander E. Lipka, Feng Tian, Qishan Wang et al. · Bioinformatics · 2012 · 2.4K citations · Full text