Cargando…
Genome-Wide Association Study Reveals Novel Marker-Trait Associations (MTAs) Governing the Localization of Fe and Zn in the Rice Grain
Micronutrient malnutrition due to Fe and Zn, affects around two billion people globally particularly in the developing countries. More than 90% of the Asian population is dependent on rice-based diets, which is low in these micronutrients. In the present study, a set of 192 Indian rice germplasm acc...
Autores principales: | , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7188789/ https://www.ncbi.nlm.nih.gov/pubmed/32391041 http://dx.doi.org/10.3389/fgene.2020.00213 |
_version_ | 1783527368304885760 |
---|---|
author | Bollinedi, Haritha Yadav, Ashutosh Kumar Vinod, K. K. Gopala Krishnan, S. Bhowmick, Prolay Kumar Nagarajan, M. Neeraja, C. N. Ellur, Ranjith Kumar Singh, Ashok Kumar |
author_facet | Bollinedi, Haritha Yadav, Ashutosh Kumar Vinod, K. K. Gopala Krishnan, S. Bhowmick, Prolay Kumar Nagarajan, M. Neeraja, C. N. Ellur, Ranjith Kumar Singh, Ashok Kumar |
author_sort | Bollinedi, Haritha |
collection | PubMed |
description | Micronutrient malnutrition due to Fe and Zn, affects around two billion people globally particularly in the developing countries. More than 90% of the Asian population is dependent on rice-based diets, which is low in these micronutrients. In the present study, a set of 192 Indian rice germplasm accessions, grown at two locations, were evaluated for Fe and Zn in brown rice (BR) and milled rice (MR). A significant variation was observed in the rice germplasm for these micronutrients. The grain Fe concentration was in the range of 6.2–23.1 ppm in BR and 0.8–12.3 ppm in MR, while grain Zn concentration was found to be in the range of 11.0–47.0 ppm and 8.2–40.8 ppm in the BR and MR, respectively. Grain Fe exhibited maximum loss upon milling with a mean retention of 24.9% in MR, while Zn showed a greater mean retention of 74.2% in MR. A genome-wide association study (GWAS) was carried out implementing the FarmCPU model to control the population structure and kinship, and resulted in the identification of 29 marker-trait associations (MTAs) with significant associations for traits viz. FeBR (6 MTAs), FeMR (7 MTAs), ZnBR (11 MTAs), and ZnMR (5 MTAs), which could explain the phenotypic variance from 2.1 to as high as 53.3%. The MTAs governing the correlated traits showed co-localization, signifying the possibility of their simultaneous improvement. The robust MTAs identified in the study could be valuable resource for enhancing Fe and Zn concentration in the rice grain and addressing the problem of Fe and Zn malnutrition among rice consumers. |
format | Online Article Text |
id | pubmed-7188789 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-71887892020-05-08 Genome-Wide Association Study Reveals Novel Marker-Trait Associations (MTAs) Governing the Localization of Fe and Zn in the Rice Grain Bollinedi, Haritha Yadav, Ashutosh Kumar Vinod, K. K. Gopala Krishnan, S. Bhowmick, Prolay Kumar Nagarajan, M. Neeraja, C. N. Ellur, Ranjith Kumar Singh, Ashok Kumar Front Genet Genetics Micronutrient malnutrition due to Fe and Zn, affects around two billion people globally particularly in the developing countries. More than 90% of the Asian population is dependent on rice-based diets, which is low in these micronutrients. In the present study, a set of 192 Indian rice germplasm accessions, grown at two locations, were evaluated for Fe and Zn in brown rice (BR) and milled rice (MR). A significant variation was observed in the rice germplasm for these micronutrients. The grain Fe concentration was in the range of 6.2–23.1 ppm in BR and 0.8–12.3 ppm in MR, while grain Zn concentration was found to be in the range of 11.0–47.0 ppm and 8.2–40.8 ppm in the BR and MR, respectively. Grain Fe exhibited maximum loss upon milling with a mean retention of 24.9% in MR, while Zn showed a greater mean retention of 74.2% in MR. A genome-wide association study (GWAS) was carried out implementing the FarmCPU model to control the population structure and kinship, and resulted in the identification of 29 marker-trait associations (MTAs) with significant associations for traits viz. FeBR (6 MTAs), FeMR (7 MTAs), ZnBR (11 MTAs), and ZnMR (5 MTAs), which could explain the phenotypic variance from 2.1 to as high as 53.3%. The MTAs governing the correlated traits showed co-localization, signifying the possibility of their simultaneous improvement. The robust MTAs identified in the study could be valuable resource for enhancing Fe and Zn concentration in the rice grain and addressing the problem of Fe and Zn malnutrition among rice consumers. Frontiers Media S.A. 2020-04-22 /pmc/articles/PMC7188789/ /pubmed/32391041 http://dx.doi.org/10.3389/fgene.2020.00213 Text en Copyright © 2020 Bollinedi, Yadav, Vinod, Gopala Krishnan, Bhowmick, Nagarajan, Neeraja, Ellur and Singh http://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 Bollinedi, Haritha Yadav, Ashutosh Kumar Vinod, K. K. Gopala Krishnan, S. Bhowmick, Prolay Kumar Nagarajan, M. Neeraja, C. N. Ellur, Ranjith Kumar Singh, Ashok Kumar Genome-Wide Association Study Reveals Novel Marker-Trait Associations (MTAs) Governing the Localization of Fe and Zn in the Rice Grain |
title | Genome-Wide Association Study Reveals Novel Marker-Trait Associations (MTAs) Governing the Localization of Fe and Zn in the Rice Grain |
title_full | Genome-Wide Association Study Reveals Novel Marker-Trait Associations (MTAs) Governing the Localization of Fe and Zn in the Rice Grain |
title_fullStr | Genome-Wide Association Study Reveals Novel Marker-Trait Associations (MTAs) Governing the Localization of Fe and Zn in the Rice Grain |
title_full_unstemmed | Genome-Wide Association Study Reveals Novel Marker-Trait Associations (MTAs) Governing the Localization of Fe and Zn in the Rice Grain |
title_short | Genome-Wide Association Study Reveals Novel Marker-Trait Associations (MTAs) Governing the Localization of Fe and Zn in the Rice Grain |
title_sort | genome-wide association study reveals novel marker-trait associations (mtas) governing the localization of fe and zn in the rice grain |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7188789/ https://www.ncbi.nlm.nih.gov/pubmed/32391041 http://dx.doi.org/10.3389/fgene.2020.00213 |
work_keys_str_mv | AT bollinediharitha genomewideassociationstudyrevealsnovelmarkertraitassociationsmtasgoverningthelocalizationoffeandzninthericegrain AT yadavashutoshkumar genomewideassociationstudyrevealsnovelmarkertraitassociationsmtasgoverningthelocalizationoffeandzninthericegrain AT vinodkk genomewideassociationstudyrevealsnovelmarkertraitassociationsmtasgoverningthelocalizationoffeandzninthericegrain AT gopalakrishnans genomewideassociationstudyrevealsnovelmarkertraitassociationsmtasgoverningthelocalizationoffeandzninthericegrain AT bhowmickprolaykumar genomewideassociationstudyrevealsnovelmarkertraitassociationsmtasgoverningthelocalizationoffeandzninthericegrain AT nagarajanm genomewideassociationstudyrevealsnovelmarkertraitassociationsmtasgoverningthelocalizationoffeandzninthericegrain AT neerajacn genomewideassociationstudyrevealsnovelmarkertraitassociationsmtasgoverningthelocalizationoffeandzninthericegrain AT ellurranjithkumar genomewideassociationstudyrevealsnovelmarkertraitassociationsmtasgoverningthelocalizationoffeandzninthericegrain AT singhashokkumar genomewideassociationstudyrevealsnovelmarkertraitassociationsmtasgoverningthelocalizationoffeandzninthericegrain |