ArticleAnnals of botany2019
Genome-wide association study reveals genomic regions controlling root and shoot traits at late growth stages in wheat.
Article in Annals of botany, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 46 papers.
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Who cites it
46 citing papers in PubMed.
- Multi-environment genome-wide association study reveals genetic loci associated with drought tolerance during wheat germination.Plant cell reports · 2026Article
- Identifying heat shock-responsive lncRNAs in wheat during grain filling.BMC plant biology · 2026Article
- An introduction to the fundamentals of root systems research in cultivated plants.Annals of botany · 2026Review
- Article
- An integrated multiple analysis reveals the genetic information associated with root-related traits in wheat (Triticum aestivum L.).TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2026Article
- Genetic dissection of the root system architecture QTLome and its relationship with early shoot development, breeding and adaptation in durum wheat.The plant genome · 2025Article
- Optimized High-Input Practice Enhances Wheat Productivity and Water Use Efficiency by Improving Root Distribution and Canopy Photosynthesis.Plants (Basel, Switzerland) · 2025Article
- Proteomic profiling reveals important regulators of photosynthate accumulation in wheat leaves during grain development.BMC plant biology · 2025Article
- Wheat Drought Tolerance: Unveiling a Synergistic Future with Conventional and Molecular Breeding Strategies.Plants (Basel, Switzerland) · 2025Review
- Genetic dissection of flag leaf morphology traits and fine mapping of a novel QTL (Qflw.sxau-6BL) in bread wheat (Triticum aestivum L.).TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2025Article
- Watkins wheat landraces decode nitrogen-driven biomass trade-offs: GWAS exposes root-shoot dialectics and elite landraces for resilient agriculture.Frontiers in plant science · 2025Article
- Integrative GWAS and transcriptomic analyses reveal regulatory genes controlling shoot branching in sunflower.Frontiers in plant science · 2025Article
- Genotypic Variability in Root Morphology in a Diverse Wheat Genotypes Under Drought and Low Phosphorus Stress.Plants (Basel, Switzerland) · 2024Article
- Article
- Genetic control of root architectural traits under drought stress in spring barley (Hordeum vulgare L.).The plant genome · 2024Article
- Novel Alleles fromInternational journal of molecular sciences · 2024Article
- Genetic dissection of root architectural plasticity and identification of candidate loci in response to drought stress in bread wheat.BMC genomic data · 2023Article
- Identification of novel putative alleles related to important agronomic traits of wheat using robust strategies in GWAS.Scientific reports · 2023Article
- Variations in phenological, physiological, plant architectural and yield-related traits, their associations with grain yield and genetic basis.Annals of botany · 2023Article
- Genome-Wide Association Studies of Seven Root Traits in Soybean (International journal of molecular sciences · 2023Article
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7 authors.
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Abstract
BACKGROUND AND
aimsRoot system morphology is important for sustainable agriculture, but the genetic basis of root traits and their relationship to shoot traits remain to be elucidated. The aim of the present study was to dissect the genetic basis of root traits at late growth stages and its implications on shoot traits in wheat.
methodsAmong 323 wheat accessions, we investigated phenotypic differences in root traits at booting and mid-grain fill stages in PVC tubes, shoot traits including plant height (PH), canopy temperature (CT) and grain yield per plant (YPP) in a field experiment, and performed a genome-wide association study with a Wheat 660K SNP Array. KEY
resultsDeep-rooted accessions had lower CT and higher YPP than those with shallow roots, but no significant relationship was identified between root dry weight and shoot traits. Ninety-three significantly associated loci (SALs) were detected by the mixed linear model, among which three were hub SALs (Co-6A, Co-6B and Co-6D) associated with root depth at both booting and mid-grain fill stages, as well as CT and YPP. Minirhizotron system scanning results suggested that the causal genes in the three SALs may regulate root elongation in the field. The heritable independence between root depth and PH was demonstrated by linkage disequilibrium analysis. The YPP was significantly higher in genotypes which combined favourable marker alleles (FMAs) for root depth and PH, suggesting that a deep root and shorter plant height are suitable traits for pyramiding target alleles by molecular marker-assisted breeding.
conclusionsThese results uncovered promising genomic regions for functional gene discovery of root traits in the late growth period, enhanced understanding of correlation between root and shoot traits, and will facilitate intensive study on root morphology and breeding through molecular design.
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