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Genome-wide association mapping of bread wheat genotypes using yield and grain morphology-related traits under different environments
Depleting water resources and increasing global temperature due to climate change are major challenges to agriculture and food security worldwide. Deciphering the underlying mechanisms of traits contributing to grain development and yield is essential for the development of climate-resilient cultiva...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9887163/ https://www.ncbi.nlm.nih.gov/pubmed/36733942 http://dx.doi.org/10.3389/fgene.2022.1008024 |
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author | Ahmed, Hafiz Ghulam Muhu-Din Zeng, Yawen Khan, Muhammad Ahsan Rashid, Muhammad Abdul Rehman Ameen, Muhammad Akrem, Ahmed Saeed, Amjad |
author_facet | Ahmed, Hafiz Ghulam Muhu-Din Zeng, Yawen Khan, Muhammad Ahsan Rashid, Muhammad Abdul Rehman Ameen, Muhammad Akrem, Ahmed Saeed, Amjad |
author_sort | Ahmed, Hafiz Ghulam Muhu-Din |
collection | PubMed |
description | Depleting water resources and increasing global temperature due to climate change are major challenges to agriculture and food security worldwide. Deciphering the underlying mechanisms of traits contributing to grain development and yield is essential for the development of climate-resilient cultivars. Therefore, this study assessed 105 bread wheat genotypes grown under control, drought, and heat-stress conditions for two crop seasons and performed a genome-wide association study (GWAS) using a 90k SNP array. The genotypes showed significant trait differences under all environmental conditions. Highly significant variation was observed, with moderate (50.09%) to high (76.19%) heritability in the studied germplasms. The studied traits were all also significantly positively correlated. A total of 541 significant associations (p ≤ 10(−3)) between marker and trait (MTAs) were observed after crossing the FDR <0.05 threshold for all traits. Among these, 195, 179, and 167 significant MTAs were detected under control, drought, and heat-stress conditions, respectively. Under the control and drought conditions, pleiotropic loci BS00010616_51 and BS00010868_51 were observed on chromosomes 7B and 1B situated at 186.24 cM and 35.47 cM, respectively. Pleiotropic loci BS00010868_51, Kukri_c11154_1723, and Ex_c10068_1509 were identified on chromosomes 1B, 5B, and 2A, respectively, under control and heat stress conditions. A stable and consistent locus (Excalibur_c20796_395) on chromosome 7A, located at 372.34 cM, was also linked to grain morphology and yield-related attributes in control, drought, and heat-stress conditions. The results of the current study confirmed several previously reported MTAs for the traits under consideration and identified new MTAs under harsh climatic conditions. These SNPs will aid in the discovery of novel genes in wheat. SNPs showing significant associations may be used in marker-assisted selection and allow the development of drought- and heat-tolerant genotypes with high yields to address global food security concerns. |
format | Online Article Text |
id | pubmed-9887163 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-98871632023-02-01 Genome-wide association mapping of bread wheat genotypes using yield and grain morphology-related traits under different environments Ahmed, Hafiz Ghulam Muhu-Din Zeng, Yawen Khan, Muhammad Ahsan Rashid, Muhammad Abdul Rehman Ameen, Muhammad Akrem, Ahmed Saeed, Amjad Front Genet Genetics Depleting water resources and increasing global temperature due to climate change are major challenges to agriculture and food security worldwide. Deciphering the underlying mechanisms of traits contributing to grain development and yield is essential for the development of climate-resilient cultivars. Therefore, this study assessed 105 bread wheat genotypes grown under control, drought, and heat-stress conditions for two crop seasons and performed a genome-wide association study (GWAS) using a 90k SNP array. The genotypes showed significant trait differences under all environmental conditions. Highly significant variation was observed, with moderate (50.09%) to high (76.19%) heritability in the studied germplasms. The studied traits were all also significantly positively correlated. A total of 541 significant associations (p ≤ 10(−3)) between marker and trait (MTAs) were observed after crossing the FDR <0.05 threshold for all traits. Among these, 195, 179, and 167 significant MTAs were detected under control, drought, and heat-stress conditions, respectively. Under the control and drought conditions, pleiotropic loci BS00010616_51 and BS00010868_51 were observed on chromosomes 7B and 1B situated at 186.24 cM and 35.47 cM, respectively. Pleiotropic loci BS00010868_51, Kukri_c11154_1723, and Ex_c10068_1509 were identified on chromosomes 1B, 5B, and 2A, respectively, under control and heat stress conditions. A stable and consistent locus (Excalibur_c20796_395) on chromosome 7A, located at 372.34 cM, was also linked to grain morphology and yield-related attributes in control, drought, and heat-stress conditions. The results of the current study confirmed several previously reported MTAs for the traits under consideration and identified new MTAs under harsh climatic conditions. These SNPs will aid in the discovery of novel genes in wheat. SNPs showing significant associations may be used in marker-assisted selection and allow the development of drought- and heat-tolerant genotypes with high yields to address global food security concerns. Frontiers Media S.A. 2023-01-17 /pmc/articles/PMC9887163/ /pubmed/36733942 http://dx.doi.org/10.3389/fgene.2022.1008024 Text en Copyright © 2023 Ahmed, Zeng, Khan, Rashid, Ameen, Akrem and Saeed. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Genetics Ahmed, Hafiz Ghulam Muhu-Din Zeng, Yawen Khan, Muhammad Ahsan Rashid, Muhammad Abdul Rehman Ameen, Muhammad Akrem, Ahmed Saeed, Amjad Genome-wide association mapping of bread wheat genotypes using yield and grain morphology-related traits under different environments |
title | Genome-wide association mapping of bread wheat genotypes using yield and grain morphology-related traits under different environments |
title_full | Genome-wide association mapping of bread wheat genotypes using yield and grain morphology-related traits under different environments |
title_fullStr | Genome-wide association mapping of bread wheat genotypes using yield and grain morphology-related traits under different environments |
title_full_unstemmed | Genome-wide association mapping of bread wheat genotypes using yield and grain morphology-related traits under different environments |
title_short | Genome-wide association mapping of bread wheat genotypes using yield and grain morphology-related traits under different environments |
title_sort | genome-wide association mapping of bread wheat genotypes using yield and grain morphology-related traits under different environments |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9887163/ https://www.ncbi.nlm.nih.gov/pubmed/36733942 http://dx.doi.org/10.3389/fgene.2022.1008024 |
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