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...

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Autores principales: Bashir, Latief, Budhlakoti, Neeraj, Pradhan, Anjan Kumar, Sharma, Divya, Jain, Antil, Rehman, Saman Saim, Kondal, Vishal, Jacob, Sherry R., Bhardwaj, Vakesh, Gaikwad, Kiran, Mishra, Dwijesh Chandra, Pandey, Vbhishek, Kaur, Satinder, Bhati, Pradeep Kumar, Singh, Rakesh, Singh, Gyanendra Pratap, Kumar, Sundeep
Formato: Journal Article
Lenguaje:Inglés
Publicado: Nature Publishing Group 2025
Materias:
Acceso en línea:https://hdl.handle.net/10568/179132
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author Bashir, Latief
Budhlakoti, Neeraj
Pradhan, Anjan Kumar
Sharma, Divya
Jain, Antil
Rehman, Saman Saim
Kondal, Vishal
Jacob, Sherry R.
Bhardwaj, Vakesh
Gaikwad, Kiran
Mishra, Dwijesh Chandra
Pandey, Vbhishek
Kaur, Satinder
Bhati, Pradeep Kumar
Singh, Rakesh
Singh, Gyanendra Pratap
Kumar, Sundeep
author_browse Bashir, Latief
Bhardwaj, Vakesh
Bhati, Pradeep Kumar
Budhlakoti, Neeraj
Gaikwad, Kiran
Jacob, Sherry R.
Jain, Antil
Kaur, Satinder
Kondal, Vishal
Kumar, Sundeep
Mishra, Dwijesh Chandra
Pandey, Vbhishek
Pradhan, Anjan Kumar
Rehman, Saman Saim
Sharma, Divya
Singh, Gyanendra Pratap
Singh, Rakesh
author_facet Bashir, Latief
Budhlakoti, Neeraj
Pradhan, Anjan Kumar
Sharma, Divya
Jain, Antil
Rehman, Saman Saim
Kondal, Vishal
Jacob, Sherry R.
Bhardwaj, Vakesh
Gaikwad, Kiran
Mishra, Dwijesh Chandra
Pandey, Vbhishek
Kaur, Satinder
Bhati, Pradeep Kumar
Singh, Rakesh
Singh, Gyanendra Pratap
Kumar, Sundeep
author_sort Bashir, Latief
collection Repository of Agricultural Research Outputs (CGSpace)
description 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.
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spelling CGSpace1791322025-12-22T02:11:59Z Identification of quantitative trait nucleotides for grain quality in bread wheat under heat stress Bashir, Latief Budhlakoti, Neeraj Pradhan, Anjan Kumar Sharma, Divya Jain, Antil Rehman, Saman Saim Kondal, Vishal Jacob, Sherry R. Bhardwaj, Vakesh Gaikwad, Kiran Mishra, Dwijesh Chandra Pandey, Vbhishek Kaur, Satinder Bhati, Pradeep Kumar Singh, Rakesh Singh, Gyanendra Pratap Kumar, Sundeep heat stress wheat genome-wide association studies grain quality 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. 2025-02 2025-12-21T20:29:48Z 2025-12-21T20:29:48Z Journal Article https://hdl.handle.net/10568/179132 en Open Access application/pdf Nature Publishing Group Bashir, L., Budhlakoti, N., Pradhan, A. K., Sharma, D., Jain, A., Rehman, S. S., Kondal, V., Jacob, S. R., Bhardwaj, R., Gaikwad, K., Mishra, D. C., Pandey, A., Kaur, S., Bhati, P. K., Singh, R., Singh, G. P., & Kumar, S. (2025). Identification of quantitative trait nucleotides for grain quality in bread wheat under heat stress. Scientific Reports, 15(1), 6641. https://doi.org/10.1038/s41598-025-91199-2
spellingShingle heat stress
wheat
genome-wide association studies
grain
quality
Bashir, Latief
Budhlakoti, Neeraj
Pradhan, Anjan Kumar
Sharma, Divya
Jain, Antil
Rehman, Saman Saim
Kondal, Vishal
Jacob, Sherry R.
Bhardwaj, Vakesh
Gaikwad, Kiran
Mishra, Dwijesh Chandra
Pandey, Vbhishek
Kaur, Satinder
Bhati, Pradeep Kumar
Singh, Rakesh
Singh, Gyanendra Pratap
Kumar, Sundeep
Identification of quantitative trait nucleotides for grain quality in bread wheat under heat stress
title Identification of quantitative trait nucleotides for grain quality in bread wheat under heat stress
title_full Identification of quantitative trait nucleotides for grain quality in bread wheat under heat stress
title_fullStr Identification of quantitative trait nucleotides for grain quality in bread wheat under heat stress
title_full_unstemmed Identification of quantitative trait nucleotides for grain quality in bread wheat under heat stress
title_short Identification of quantitative trait nucleotides for grain quality in bread wheat under heat stress
title_sort identification of quantitative trait nucleotides for grain quality in bread wheat under heat stress
topic heat stress
wheat
genome-wide association studies
grain
quality
url https://hdl.handle.net/10568/179132
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