ArticleTAG. Theoretical and applied genetics. Theoretische und angewandte Genetik2022
Haplotype mapping uncovers unexplored variation in wild and domesticated soybean at the major protein locus cqProt-003.
Article in TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers.
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17 citing papers in PubMed, 28 citations in OpenAlex.
- Dissection of local haplotype diversity at soybean rust loci reveals resistance-associated and context-dependent variation patterns in diverse germplasm.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2026Article
- Metabolic engineering of soybean for improving grain quality for animal consumption.Frontiers in plant science · 2026Review
- Local Haplotyping Analysis for Flowering Time in Soybean Using Crosshap.Methods in molecular biology (Clifton, N.J.) · 2026Article
- Genome-Wide Association Study: A Soybean Example.Methods in molecular biology (Clifton, N.J.) · 2026Article
- Identification of new genomic loci for seed protein and oil content in the soybean pangenome using genome-wide association and haplotype analyses.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2025Article
- Evaluation of soybean germplasms for resistance to stay-green syndrome.Scientific reports · 2025Article
- Local haplotyping reveals insights into the genetic control of flowering time variation in wild and domesticated soybean.The plant genome · 2024Article
- Soybean genetics, genomics, and breeding for improving nutritional value and reducing antinutritional traits in food and feed.The plant genome · 2023Review
- Genomic analysis and characterization of new loci associated with seed protein and oil content in soybeans.The plant genome · 2023Article
- QTLs and Candidate Genes for Seed Protein Content in Two Recombinant Inbred Line Populations of Soybean.Plants (Basel, Switzerland) · 2023Article
- crosshap: R package for local haplotype visualization for trait association analysis.Bioinformatics (Oxford, England) · 2023Review
- Natural allelic variation of GmST05 controlling seed size and quality in soybean.Plant biotechnology journal · 2022Article
- Ensuring Global Food Security by Improving Protein Content in Major Grain Legumes Using Breeding and 'Omics' Tools.International journal of molecular sciences · 2022Review
- Machine learning models outperform deep learning models, provide interpretation and facilitate feature selection for soybean trait prediction.BMC plant biology · 2022Article
- Transgressive Potential Prediction and Optimal Cross Design of Seed Protein Content in the Northeast China Soybean Population Based on Full Exploration of the QTL-Allele System.Frontiers in plant science · 2022Article
- Genetic manipulation of anti-nutritional factors in major crops for a sustainable diet in future.Frontiers in plant science · 2022Review
- Discovery and Validation of Grain Shape Loci in U.S. Rice Germplasm Through Haplotype Characterization.Frontiers in genetics · 2022Article
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8 authors at 3 institutions in 2 countries.
Funding
Abstract
key messageThe major soy protein QTL, cqProt-003, was analysed for haplotype diversity and global distribution, and results indicate 304 bp deletion and variable tandem repeats in protein coding regions are likely causal candidates. Here, we present association and linkage analysis of 985 wild, landrace and cultivar soybean accessions in a pan genomic dataset to characterize the major high-protein/low-oil associated locus cqProt-003 located on chromosome 20. A significant trait-associated region within a 173 kb linkage block was identified, and variants in the region were characterized, identifying 34 high confidence SNPs, 4 insertions, 1 deletion and a larger 304 bp structural variant in the high-protein haplotype. Trinucleotide tandem repeats of variable length present in the second exon of gene Glyma.20G085100 are strongly correlated with the high-protein phenotype and likely represent causal variation. Structural variation has previously been found in the same gene, for which we report the global distribution of the 304 bp deletion and have identified additional nested variation present in high-protein individuals. Mapping variation at the cqProt-003 locus across demographic groups suggests that the high-protein haplotype is common in wild accessions (94.7%), rare in landraces (10.6%) and near absent in cultivated breeding pools (4.1%), suggesting its decrease in frequency primarily correlates with domestication and continued during subsequent improvement. However, the variation that has persisted in under-utilized wild and landrace populations holds high breeding potential for breeders willing to forego seed oil to maximize protein content. The results of this study include the identification of distinct haplotype structures within the high-protein population, and a broad characterization of the genomic context and linkage patterns of cqProt-003 across global populations, supporting future functional characterization and modification.
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