ArticleMolecular genetics and genomics : MGG2019
Shovelomics for phenotyping root architectural traits of rapeseed/canola (Brassica napus L.) and genome-wide association mapping.
Article in Molecular genetics and genomics : MGG, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers.
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Who cites it
19 citing papers in PubMed.
- Origin and Evolution of Ammonium Transporters (AMTs) in Plants and Systematic Expression Studies inPlants (Basel, Switzerland) · 2026Article
- Unraveling the complexity of the oilseed rape genome: from sequencing to gene discovery for trait improvement.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2026Review
- ClearDepth Method for Evaluations of Root Depth in Soil-Filled Pots.Bio-protocol · 2025Article
- The Root Development Genes (RDGs) Network inPlants (Basel, Switzerland) · 2025Article
- Tetraspanin 5 orchestrates resilience to salt stress through the regulation of ion and reactive oxygen species homeostasis in rice.Plant biotechnology journal · 2025Article
- Association mapping unravels the genetic basis for drought related traits in different developmental stages of barley.Scientific reports · 2024Article
- Genome-wide association study reveals candidate genes controlling root system architecture under low phosphorus supply at seedling stage inMolecular breeding : new strategies in plant improvement · 2023Article
- Genotypic variation of tocopherol content in a representative genetic population and genome-wide association study on tocopherol in rapeseed (Molecular breeding : new strategies in plant improvement · 2023Article
- Identification of loci associated with water use efficiency and symbiotic nitrogen fixation in soybean.Frontiers in plant science · 2023Article
- Abiotic Stress and Belowground Microbiome: The Potential of Omics Approaches.International journal of molecular sciences · 2022Review
- Objective Phenotyping of Root System Architecture Using Image Augmentation and Machine Learning in Alfalfa (Medicago sativa L.).Plant phenomics (Washington, D.C.) · 2022Article
- Genome-wide association mapping and genomic prediction for adult stage sclerotinia stem rot resistance in Brassica napus (L) under field environments.Scientific reports · 2021Article
- Advances and Challenges for QTL Analysis and GWAS in the Plant-Breeding of High-Yielding: A Focus on Rapeseed.Biomolecules · 2021Review
- DIRT/3D: 3D root phenotyping for field-grown maize (Zea mays).Plant physiology · 2021Article
- Genome-wide association study reveals a patatin-like lipase relating to the reduction of seed oil content in Brassica napus.BMC plant biology · 2021Article
- Omics: The way forward to enhance abiotic stress tolerance inGM crops & food · 2021Review
- Genetic Dissection of Root Angle ofFrontiers in plant science · 2021Article
- Intricate genetic variation networks control the adventitious root growth angle in apple.BMC genomics · 2020Article
- High-throughput three-dimensional visualization of root system architecture of rice using X-ray computed tomography.Plant methods · 2020Article
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4 authors.
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No grant is acknowledged in the PubMed record.
Abstract
Root system in plants plays an important role in mining moisture and nutrients from the soil and is positively correlated to yield in many crops including rapeseed/canola (Brassica napus L.). Substantial phenotypic diversity in root architectural traits among the B. napus growth types leads to a scope of root system improvement in breeding populations. In this study, 216 diverse genotypes were phenotyped for five different root architectural traits following shovelomics approach in the field condition during 2015 and 2016. A single nucleotide polymorphism (SNP) marker panel consisting of 30,262 SNPs was used to conduct genome-wide association study to detect marker/trait association. A total of 31 significant marker loci were identified at 0.01 percentile tail P value cutoff for different root traits. Six marker loci for soil-level taproot diameter (R
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