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Genetics of spot blotch resistance in bread wheat (Triticum aestivum L.) using five models for GWAS
Genetic architecture of resistance to spot blotch in wheat was examined using a Genome-Wide Association Study (GWAS) involving an association panel comprising 303 diverse genotypes. The association panel was evaluated at two different locations in India including Banaras Hindu University (BHU), Vara...
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/PMC9891466/ https://www.ncbi.nlm.nih.gov/pubmed/36743576 http://dx.doi.org/10.3389/fpls.2022.1036064 |
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author | Singh, Sahadev Gaurav, Shailendra Singh Vasistha, Neeraj Kumar Kumar, Uttam Joshi, Arun Kumar Mishra, Vinod Kumar Chand, Ramesh Gupta, Pushpendra Kumar |
author_facet | Singh, Sahadev Gaurav, Shailendra Singh Vasistha, Neeraj Kumar Kumar, Uttam Joshi, Arun Kumar Mishra, Vinod Kumar Chand, Ramesh Gupta, Pushpendra Kumar |
author_sort | Singh, Sahadev |
collection | PubMed |
description | Genetic architecture of resistance to spot blotch in wheat was examined using a Genome-Wide Association Study (GWAS) involving an association panel comprising 303 diverse genotypes. The association panel was evaluated at two different locations in India including Banaras Hindu University (BHU), Varanasi (Uttar Pradesh), and Borlaug Institute for South Asia (BISA), Pusa, Samastipur (Bihar) for two consecutive years (2017-2018 and 2018-2019), thus making four environments (E1, BHU 2017-18; E2, BHU 2018-19; E3, PUSA, 2017-18; E4, PUSA, 2018-19). The panel was genotyped for 12,196 SNPs based on DArT-seq (outsourced to DArT Ltd by CIMMYT); these SNPs included 5,400 SNPs, which could not be assigned to individual chromosomes and were therefore, described as unassigned by the vendor. Phenotypic data was recorded on the following three disease-related traits: (i) Area Under Disease Progress Curve (AUDPC), (ii) Incubation Period (IP), and (iii) Lesion Number (LN). GWAS was conducted using each of five different models, which included two single-locus models (CMLM and SUPER) and three multi-locus models (MLMM, FarmCPU, and BLINK). This exercise gave 306 MTAs, but only 89 MTAs (33 for AUDPC, 30 for IP and 26 for LN) including a solitary MTA detected using all the five models and 88 identified using four of the five models (barring SUPER) were considered to be important. These were used for further analysis, which included identification of candidate genes (CGs) and their annotation. A majority of these MTAs were novel. Only 70 of the 89 MTAs were assigned to individual chromosomes; the remaining 19 MTAs belonged to unassigned SNPs, for which chromosomes were not known. Seven MTAs were selected on the basis of minimum P value, number of models, number of environments and location on chromosomes with respect to QTLs reported earlier. These 7 MTAs, which included five main effect MTAs and two for epistatic interactions, were considered to be important for marker-assisted selection (MAS). The present study thus improved our understanding of the genetics of resistance against spot blotch in wheat and provided seven MTAs, which may be used for MAS after due validation. |
format | Online Article Text |
id | pubmed-9891466 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-98914662023-02-02 Genetics of spot blotch resistance in bread wheat (Triticum aestivum L.) using five models for GWAS Singh, Sahadev Gaurav, Shailendra Singh Vasistha, Neeraj Kumar Kumar, Uttam Joshi, Arun Kumar Mishra, Vinod Kumar Chand, Ramesh Gupta, Pushpendra Kumar Front Plant Sci Plant Science Genetic architecture of resistance to spot blotch in wheat was examined using a Genome-Wide Association Study (GWAS) involving an association panel comprising 303 diverse genotypes. The association panel was evaluated at two different locations in India including Banaras Hindu University (BHU), Varanasi (Uttar Pradesh), and Borlaug Institute for South Asia (BISA), Pusa, Samastipur (Bihar) for two consecutive years (2017-2018 and 2018-2019), thus making four environments (E1, BHU 2017-18; E2, BHU 2018-19; E3, PUSA, 2017-18; E4, PUSA, 2018-19). The panel was genotyped for 12,196 SNPs based on DArT-seq (outsourced to DArT Ltd by CIMMYT); these SNPs included 5,400 SNPs, which could not be assigned to individual chromosomes and were therefore, described as unassigned by the vendor. Phenotypic data was recorded on the following three disease-related traits: (i) Area Under Disease Progress Curve (AUDPC), (ii) Incubation Period (IP), and (iii) Lesion Number (LN). GWAS was conducted using each of five different models, which included two single-locus models (CMLM and SUPER) and three multi-locus models (MLMM, FarmCPU, and BLINK). This exercise gave 306 MTAs, but only 89 MTAs (33 for AUDPC, 30 for IP and 26 for LN) including a solitary MTA detected using all the five models and 88 identified using four of the five models (barring SUPER) were considered to be important. These were used for further analysis, which included identification of candidate genes (CGs) and their annotation. A majority of these MTAs were novel. Only 70 of the 89 MTAs were assigned to individual chromosomes; the remaining 19 MTAs belonged to unassigned SNPs, for which chromosomes were not known. Seven MTAs were selected on the basis of minimum P value, number of models, number of environments and location on chromosomes with respect to QTLs reported earlier. These 7 MTAs, which included five main effect MTAs and two for epistatic interactions, were considered to be important for marker-assisted selection (MAS). The present study thus improved our understanding of the genetics of resistance against spot blotch in wheat and provided seven MTAs, which may be used for MAS after due validation. Frontiers Media S.A. 2023-01-18 /pmc/articles/PMC9891466/ /pubmed/36743576 http://dx.doi.org/10.3389/fpls.2022.1036064 Text en Copyright © 2023 Singh, Gaurav, Vasistha, Kumar, Joshi, Mishra, Chand and Gupta 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 | Plant Science Singh, Sahadev Gaurav, Shailendra Singh Vasistha, Neeraj Kumar Kumar, Uttam Joshi, Arun Kumar Mishra, Vinod Kumar Chand, Ramesh Gupta, Pushpendra Kumar Genetics of spot blotch resistance in bread wheat (Triticum aestivum L.) using five models for GWAS |
title | Genetics of spot blotch resistance in bread wheat (Triticum aestivum L.) using five models for GWAS |
title_full | Genetics of spot blotch resistance in bread wheat (Triticum aestivum L.) using five models for GWAS |
title_fullStr | Genetics of spot blotch resistance in bread wheat (Triticum aestivum L.) using five models for GWAS |
title_full_unstemmed | Genetics of spot blotch resistance in bread wheat (Triticum aestivum L.) using five models for GWAS |
title_short | Genetics of spot blotch resistance in bread wheat (Triticum aestivum L.) using five models for GWAS |
title_sort | genetics of spot blotch resistance in bread wheat (triticum aestivum l.) using five models for gwas |
topic | Plant Science |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9891466/ https://www.ncbi.nlm.nih.gov/pubmed/36743576 http://dx.doi.org/10.3389/fpls.2022.1036064 |
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