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Genome-wide association study uncovers genomic regions associated with grain iron, zinc and protein content in pearl millet
Pearl millet hybrids biofortified with iron (Fe) and zinc (Zn) promise to be part of a long-term strategy to combat micronutrient malnutrition in the arid and semi-arid tropical (SAT) regions of the world. Biofortification through molecular breeding is the way forward to achieving a rapid trait-base...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7655845/ https://www.ncbi.nlm.nih.gov/pubmed/33173120 http://dx.doi.org/10.1038/s41598-020-76230-y |
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author | Pujar, Mahesh Gangaprasad, S. Govindaraj, Mahalingam Gangurde, Sunil S. Kanatti, A. Kudapa, Himabindu |
author_facet | Pujar, Mahesh Gangaprasad, S. Govindaraj, Mahalingam Gangurde, Sunil S. Kanatti, A. Kudapa, Himabindu |
author_sort | Pujar, Mahesh |
collection | PubMed |
description | Pearl millet hybrids biofortified with iron (Fe) and zinc (Zn) promise to be part of a long-term strategy to combat micronutrient malnutrition in the arid and semi-arid tropical (SAT) regions of the world. Biofortification through molecular breeding is the way forward to achieving a rapid trait-based breeding strategy. This genome-wide association study (GWAS) was conducted to identify significant marker-trait associations (MTAs) for Fe, Zn, and protein content (PC) for enhanced biofortification breeding. A diverse panel of 281 advanced inbred lines was evaluated for Fe, Zn, and PC over two seasons. Phenotypic evaluation revealed high variability (Fe: 32–120 mg kg(−1), Zn: 19–87 mg kg(−1), PC: 8–16%), heritability (h(bs)(2) ≥ 90%) and significantly positive correlation among Fe, Zn and PC (P = 0.01), implying concurrent improvement. Based on the Diversity Arrays Technology (DArT) seq assay, 58,719 highly informative SNPs were filtered for association mapping. Population structure analysis showed six major genetic groups (K = 6). A total of 78 MTAs were identified, of which 18 were associated with Fe, 43 with Zn, and 17 with PC. Four SNPs viz., Pgl04_64673688, Pgl05_135500493, Pgl05_144482656, and Pgl07_101483782 located on chromosomes Pgl04 (1), Pgl05 (2) and Pgl07 (1), respectively were co-segregated for Fe and Zn. Promising genes, ‘Late embryogenesis abundant protein’, ‘Myb domain’, ‘pentatricopeptide repeat’, and ‘iron ion binding’ coded by 8 SNPs were identified. The SNPs/genes identified in the present study presents prospects for genomics assisted biofortification breeding in pearl millet. |
format | Online Article Text |
id | pubmed-7655845 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-76558452020-11-12 Genome-wide association study uncovers genomic regions associated with grain iron, zinc and protein content in pearl millet Pujar, Mahesh Gangaprasad, S. Govindaraj, Mahalingam Gangurde, Sunil S. Kanatti, A. Kudapa, Himabindu Sci Rep Article Pearl millet hybrids biofortified with iron (Fe) and zinc (Zn) promise to be part of a long-term strategy to combat micronutrient malnutrition in the arid and semi-arid tropical (SAT) regions of the world. Biofortification through molecular breeding is the way forward to achieving a rapid trait-based breeding strategy. This genome-wide association study (GWAS) was conducted to identify significant marker-trait associations (MTAs) for Fe, Zn, and protein content (PC) for enhanced biofortification breeding. A diverse panel of 281 advanced inbred lines was evaluated for Fe, Zn, and PC over two seasons. Phenotypic evaluation revealed high variability (Fe: 32–120 mg kg(−1), Zn: 19–87 mg kg(−1), PC: 8–16%), heritability (h(bs)(2) ≥ 90%) and significantly positive correlation among Fe, Zn and PC (P = 0.01), implying concurrent improvement. Based on the Diversity Arrays Technology (DArT) seq assay, 58,719 highly informative SNPs were filtered for association mapping. Population structure analysis showed six major genetic groups (K = 6). A total of 78 MTAs were identified, of which 18 were associated with Fe, 43 with Zn, and 17 with PC. Four SNPs viz., Pgl04_64673688, Pgl05_135500493, Pgl05_144482656, and Pgl07_101483782 located on chromosomes Pgl04 (1), Pgl05 (2) and Pgl07 (1), respectively were co-segregated for Fe and Zn. Promising genes, ‘Late embryogenesis abundant protein’, ‘Myb domain’, ‘pentatricopeptide repeat’, and ‘iron ion binding’ coded by 8 SNPs were identified. The SNPs/genes identified in the present study presents prospects for genomics assisted biofortification breeding in pearl millet. Nature Publishing Group UK 2020-11-10 /pmc/articles/PMC7655845/ /pubmed/33173120 http://dx.doi.org/10.1038/s41598-020-76230-y Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Pujar, Mahesh Gangaprasad, S. Govindaraj, Mahalingam Gangurde, Sunil S. Kanatti, A. Kudapa, Himabindu Genome-wide association study uncovers genomic regions associated with grain iron, zinc and protein content in pearl millet |
title | Genome-wide association study uncovers genomic regions associated with grain iron, zinc and protein content in pearl millet |
title_full | Genome-wide association study uncovers genomic regions associated with grain iron, zinc and protein content in pearl millet |
title_fullStr | Genome-wide association study uncovers genomic regions associated with grain iron, zinc and protein content in pearl millet |
title_full_unstemmed | Genome-wide association study uncovers genomic regions associated with grain iron, zinc and protein content in pearl millet |
title_short | Genome-wide association study uncovers genomic regions associated with grain iron, zinc and protein content in pearl millet |
title_sort | genome-wide association study uncovers genomic regions associated with grain iron, zinc and protein content in pearl millet |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7655845/ https://www.ncbi.nlm.nih.gov/pubmed/33173120 http://dx.doi.org/10.1038/s41598-020-76230-y |
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