ArticleTAG. Theoretical and applied genetics. Theoretische und angewandte Genetik2018
Genome-wide association study dissects yield components associated with low-phosphorus stress tolerance in maize.
Article in TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 30 papers.
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Who cites it
30 citing papers in PubMed.
- Candidate genes for kernel ratio in maize identified via combined GWAS and QTL mapping across multiple environments.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2025Article
- Identification and Analysis of Resistance to Northern Corn Leaf Blight in Maize Germplasm Resources.Plants (Basel, Switzerland) · 2025Article
- Identification of Candidate Genes for Low Phosphorus Tolerance in Maize Seedling Stage Based on GWAS and Transcriptome.Plants (Basel, Switzerland) · 2025Article
- Article
- Genome-wide association studies on leaf midrib architecture in maize.Frontiers in plant science · 2025Article
- Mining for QTL controlling maize low-phosphorus response genes combined with deep resequencing of RIL parental genomes and in silico GWAS analysis.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2024Article
- Genome-wide association studies dissect low-phosphorus stress response genes underling field and seedling traits in maize.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2024Article
- Genetic diversity, relationships among traits and selection of tropical maize inbred lines for low-P tolerance based on root and shoot traits at seedling stage.Frontiers in plant science · 2024Article
- Genome-wide identification and expression analysis ofFrontiers in plant science · 2024Article
- Multi-locus genome-wide association study for phosphorus use efficiency in a tropical maize germplasm.Frontiers in plant science · 2024Article
- Integrating genome-wide association studies with selective sweep reveals genetic loci associated with tolerance to low phosphate availability inMolecular breeding : new strategies in plant improvement · 2023Article
- Genome-wide association study of ear tip barrenness in waxy maize.Breeding science · 2023Article
- Genome-Wide Association Study for Root Morphology and Phosphorus Acquisition Efficiency in Diverse Maize Panels.International journal of molecular sciences · 2023Article
- Transcriptome analysis provides insights into the response ofFrontiers in plant science · 2023Article
- Genetic Dissection of Phosphorus Use Efficiency and Genotype-by-Environment Interaction in Maize.International journal of molecular sciences · 2022Article
- Combining datasets for maize root seedling traits increases the power of GWAS and genomic prediction accuracies.Journal of experimental botany · 2022Article
- Transcriptome and Metabolome Analyses Revealed the Response Mechanism of Quinoa Seedlings to Different Phosphorus Stresses.International journal of molecular sciences · 2022Article
- Genome-wide association study dissects the genetic control of plant height and branch number in response to low-phosphorus stress in Brassica napus.Annals of botany · 2021Article
- Genetic Dissection of Phosphorus Use Efficiency in a Maize Association Population under Two P Levels in the Field.International journal of molecular sciences · 2021Article
- Genome-wide association mapping in maize: status and prospects.3 Biotech · 2021Review
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Authors and funding
14 authors.
Funding
Abstract
key messagePhosphorus deficiency in soil is a worldwide constraint threatening maize production. Through a genome-wide association study, we identified molecular markers and associated candidate genes and molecular pathways for low-phosphorus stress tolerance. Phosphorus deficiency in soils will severely affect maize (Zea mays L.) growth and development, thus decreasing the final yield. Deciphering the genetic basis of yield-related traits can benefit our understanding of maize tolerance to low-phosphorus stress. However, considering that yield-related traits should be evaluated under field condition with large populations rather than under hydroponic condition at a single-plant level, searching for appropriate field experimental sites and target traits for low-phosphorus stress tolerance is still very challenging. In this study, a genome-wide association analysis using two natural populations was performed to detect candidate genes in response to low-phosphorus stress at two experimental sites representative of different climate and soil types. In total, 259 candidate genes were identified and these candidate genes are mainly involved in four major pathways: transcriptional regulation, reactive oxygen scavenging, hormone regulation, and remodeling of cell wall. Among these candidate genes, 98 showed differential expression by transcriptome data. Based on a haplotype analysis of grain number under phosphorus deficiency condition, the positive haplotypes with favorable alleles across five loci increased grain number by 42% than those without favorable alleles. For further verifying the feasibility of genomic selection for improving maize low-phosphorus tolerance, we also validated the predictive ability of five genomic selection methods and suggested that moderate-density SNPs were sufficient to make accurate predictions for low-phosphorus tolerance traits. All these results will facilitate elucidating genetic basis of maize tolerance to low-phosphorus stress and improving marker-assisted selection efficiency in breeding process.
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