Identification of quantitative trait nucleotides for grain quality in bread wheat under heat stress
Heat stress is a critical factor affecting global wheat production and productivity. In this study, out of 500 studied germplasm lines, a diverse panel of 126 wheat genotypes grown under twelve distinct environmental conditions was analyzed. Using 35 K single-nucleotide polymorphism (SNP) genotyping assays and trait data on five biochemical parameters, including grain protein content (GPC), grain amylose content (GAC), grain total soluble sugars (TSS), grain iron (Fe), and zinc (Zn) content, six multi-locus GWAS (ML-GWAS) models were employed for association analysis. This revealed 67 stable quantitative trait nucleotides (QTNs) linked to grain quality parameters, explaining phenotypic variations ranging from 3 to 44.5% under heat stress conditions. By considering the results in consensus to at least three GWAS models and three locations, the final QTNs were reduced to 16, with 12 being novel findings. Notably, two novel markers, AX-94461119 (chromosome 2A) and AX-95220192 (chromosome 7D), associated with grain Fe and Zn, respectively, were validated through Kompetitive Allele Specific Polymerase Chain Reaction (KASP) approach. Candidate genes, including the P-loop-containing nucleoside triphosphate hydrolases (NTPases), Bowman-Birk type proteinase inhibitors (BBI), and the NPSN13 protein, were identified within associated genomic regions. These genes could serve as potential targets for enhancing quality traits and heat tolerance in future wheat improvement programs.
Authors
- Gyanendra Pratap Singh (ORCID: https://orcid.org/0000-0002-8507-9138)
- Sherry Rachel Jacob
- Abhishek Pandey (ORCID: https://orcid.org/0000-0001-7301-9798)
- Pradeep Kumar Bhati (ORCID: https://orcid.org/0000-0002-5355-6825)
- Rakesh Bhardwaj (ORCID: https://orcid.org/0000-0002-0264-7057)
- Satinder Kaur (ORCID: https://orcid.org/0000-0003-3704-3074)
- Dwijesh Chandra Mishra (ORCID: https://orcid.org/0000-0002-3327-6156)
- Neeraj Budhlakoti (ORCID: https://orcid.org/0000-0003-3380-7831)
- RAKESH DEOSHARAN SINGH (ORCID: https://orcid.org/0000-0001-7269-6420)
- Kiran B. Gaikwad (ORCID: https://orcid.org/0000-0002-9076-8640)
- Vishal Kondal
- Latief Bashir (ORCID: https://orcid.org/0009-0004-1436-3731)
- Sundeep Kumar (ORCID: https://orcid.org/0000-0003-1229-2891)
- Anjan Kumar Pradhan
- Divya Sharma (ORCID: https://orcid.org/0009-0009-4830-0989)
- Antil Jain
- Saman Saim Rehman
Institutions
- Indian Agricultural Statistics Research Institute (IN)
- Louisiana State University (US)
- ICAR-National Bureau Of Plant Genetic Resources (IN)
- Borlaug Institute for South Asia (IN)
- International Maize and Wheat Improvement Center (IN)
- Indian Agricultural Research Institute (IN)
- Punjab Agricultural University (IN)
Publication Details
- Journal
- Scientific Reports
- Published
- 2025-02-24
- DOI
- https://doi.org/10.1038/s41598-025-91199-2
- Citations
- 2
- Primary Topic
- Wheat and Barley Genetics and Pathology
- Type
- article
- Field-Weighted Citation Impact
- 3.50