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Genetic Dissection of Drought and Heat Tolerance in Chickpea through Genome-Wide and Candidate Gene-Based Association Mapping Approaches
To understand the genetic basis of tolerance to drought and heat stresses in chickpea, a comprehensive association mapping approach has been undertaken. Phenotypic data were generated on the reference set (300 accessions, including 211 mini-core collection accessions) for drought tolerance related r...
Autores principales: | , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4011848/ https://www.ncbi.nlm.nih.gov/pubmed/24801366 http://dx.doi.org/10.1371/journal.pone.0096758 |
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author | Thudi, Mahendar Upadhyaya, Hari D. Rathore, Abhishek Gaur, Pooran Mal Krishnamurthy, Lakshmanan Roorkiwal, Manish Nayak, Spurthi N. Chaturvedi, Sushil Kumar Basu, Partha Sarathi Gangarao, N. V. P. R. Fikre, Asnake Kimurto, Paul Sharma, Prakash C. Sheshashayee, M. S. Tobita, Satoshi Kashiwagi, Junichi Ito, Osamu Killian, Andrzej Varshney, Rajeev Kumar |
author_facet | Thudi, Mahendar Upadhyaya, Hari D. Rathore, Abhishek Gaur, Pooran Mal Krishnamurthy, Lakshmanan Roorkiwal, Manish Nayak, Spurthi N. Chaturvedi, Sushil Kumar Basu, Partha Sarathi Gangarao, N. V. P. R. Fikre, Asnake Kimurto, Paul Sharma, Prakash C. Sheshashayee, M. S. Tobita, Satoshi Kashiwagi, Junichi Ito, Osamu Killian, Andrzej Varshney, Rajeev Kumar |
author_sort | Thudi, Mahendar |
collection | PubMed |
description | To understand the genetic basis of tolerance to drought and heat stresses in chickpea, a comprehensive association mapping approach has been undertaken. Phenotypic data were generated on the reference set (300 accessions, including 211 mini-core collection accessions) for drought tolerance related root traits, heat tolerance, yield and yield component traits from 1–7 seasons and 1–3 locations in India (Patancheru, Kanpur, Bangalore) and three locations in Africa (Nairobi, Egerton in Kenya and Debre Zeit in Ethiopia). Diversity Array Technology (DArT) markers equally distributed across chickpea genome were used to determine population structure and three sub-populations were identified using admixture model in STRUCTURE. The pairwise linkage disequilibrium (LD) estimated using the squared-allele frequency correlations (r(2); when r(2)<0.20) was found to decay rapidly with the genetic distance of 5 cM. For establishing marker-trait associations (MTAs), both genome-wide and candidate gene-sequencing based association mapping approaches were conducted using 1,872 markers (1,072 DArTs, 651 single nucleotide polymorphisms [SNPs], 113 gene-based SNPs and 36 simple sequence repeats [SSRs]) and phenotyping data mentioned above employing mixed linear model (MLM) analysis with optimum compression with P3D method and kinship matrix. As a result, 312 significant MTAs were identified and a maximum number of MTAs (70) was identified for 100-seed weight. A total of 18 SNPs from 5 genes (ERECTA, 11 SNPs; ASR, 4 SNPs; DREB, 1 SNP; CAP2 promoter, 1 SNP and AMDH, 1SNP) were significantly associated with different traits. This study provides significant MTAs for drought and heat tolerance in chickpea that can be used, after validation, in molecular breeding for developing superior varieties with enhanced drought and heat tolerance. |
format | Online Article Text |
id | pubmed-4011848 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-40118482014-05-09 Genetic Dissection of Drought and Heat Tolerance in Chickpea through Genome-Wide and Candidate Gene-Based Association Mapping Approaches Thudi, Mahendar Upadhyaya, Hari D. Rathore, Abhishek Gaur, Pooran Mal Krishnamurthy, Lakshmanan Roorkiwal, Manish Nayak, Spurthi N. Chaturvedi, Sushil Kumar Basu, Partha Sarathi Gangarao, N. V. P. R. Fikre, Asnake Kimurto, Paul Sharma, Prakash C. Sheshashayee, M. S. Tobita, Satoshi Kashiwagi, Junichi Ito, Osamu Killian, Andrzej Varshney, Rajeev Kumar PLoS One Research Article To understand the genetic basis of tolerance to drought and heat stresses in chickpea, a comprehensive association mapping approach has been undertaken. Phenotypic data were generated on the reference set (300 accessions, including 211 mini-core collection accessions) for drought tolerance related root traits, heat tolerance, yield and yield component traits from 1–7 seasons and 1–3 locations in India (Patancheru, Kanpur, Bangalore) and three locations in Africa (Nairobi, Egerton in Kenya and Debre Zeit in Ethiopia). Diversity Array Technology (DArT) markers equally distributed across chickpea genome were used to determine population structure and three sub-populations were identified using admixture model in STRUCTURE. The pairwise linkage disequilibrium (LD) estimated using the squared-allele frequency correlations (r(2); when r(2)<0.20) was found to decay rapidly with the genetic distance of 5 cM. For establishing marker-trait associations (MTAs), both genome-wide and candidate gene-sequencing based association mapping approaches were conducted using 1,872 markers (1,072 DArTs, 651 single nucleotide polymorphisms [SNPs], 113 gene-based SNPs and 36 simple sequence repeats [SSRs]) and phenotyping data mentioned above employing mixed linear model (MLM) analysis with optimum compression with P3D method and kinship matrix. As a result, 312 significant MTAs were identified and a maximum number of MTAs (70) was identified for 100-seed weight. A total of 18 SNPs from 5 genes (ERECTA, 11 SNPs; ASR, 4 SNPs; DREB, 1 SNP; CAP2 promoter, 1 SNP and AMDH, 1SNP) were significantly associated with different traits. This study provides significant MTAs for drought and heat tolerance in chickpea that can be used, after validation, in molecular breeding for developing superior varieties with enhanced drought and heat tolerance. Public Library of Science 2014-05-06 /pmc/articles/PMC4011848/ /pubmed/24801366 http://dx.doi.org/10.1371/journal.pone.0096758 Text en © 2014 Thudi et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Thudi, Mahendar Upadhyaya, Hari D. Rathore, Abhishek Gaur, Pooran Mal Krishnamurthy, Lakshmanan Roorkiwal, Manish Nayak, Spurthi N. Chaturvedi, Sushil Kumar Basu, Partha Sarathi Gangarao, N. V. P. R. Fikre, Asnake Kimurto, Paul Sharma, Prakash C. Sheshashayee, M. S. Tobita, Satoshi Kashiwagi, Junichi Ito, Osamu Killian, Andrzej Varshney, Rajeev Kumar Genetic Dissection of Drought and Heat Tolerance in Chickpea through Genome-Wide and Candidate Gene-Based Association Mapping Approaches |
title | Genetic Dissection of Drought and Heat Tolerance in Chickpea through Genome-Wide and Candidate Gene-Based Association Mapping Approaches |
title_full | Genetic Dissection of Drought and Heat Tolerance in Chickpea through Genome-Wide and Candidate Gene-Based Association Mapping Approaches |
title_fullStr | Genetic Dissection of Drought and Heat Tolerance in Chickpea through Genome-Wide and Candidate Gene-Based Association Mapping Approaches |
title_full_unstemmed | Genetic Dissection of Drought and Heat Tolerance in Chickpea through Genome-Wide and Candidate Gene-Based Association Mapping Approaches |
title_short | Genetic Dissection of Drought and Heat Tolerance in Chickpea through Genome-Wide and Candidate Gene-Based Association Mapping Approaches |
title_sort | genetic dissection of drought and heat tolerance in chickpea through genome-wide and candidate gene-based association mapping approaches |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4011848/ https://www.ncbi.nlm.nih.gov/pubmed/24801366 http://dx.doi.org/10.1371/journal.pone.0096758 |
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