Genome-wide association analysis of grain iron and zinc in rice grown under agroclimatic sites with contrasting soil iron status

IntroductionIron (Fe) content in soil can influence rice cultivation, inciting responses ranging from deficiency to toxicity. Fe toxicity is a major constraint, particularly in areas where acidic soils predominate. Grain Fe content along with Zn is a major contemporary breeding objective in rice in...

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Main Authors: Sonu, Amit Kumar, Vikram Jeet Singh, Prolay Kumar Bhowmick, Shekharappa Nandakumar, Sunaina Yadav, Subbaiyan Gopala Krishnan, Ranjith Kumar Ellur, Haritha Bollinedi, Ashok Kumar Singh, Kunnummal Kurungara Vinod
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-07-01
Series:Frontiers in Plant Science
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Online Access:https://www.frontiersin.org/articles/10.3389/fpls.2025.1501878/full
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author Sonu
Amit Kumar
Vikram Jeet Singh
Prolay Kumar Bhowmick
Shekharappa Nandakumar
Sunaina Yadav
Subbaiyan Gopala Krishnan
Ranjith Kumar Ellur
Haritha Bollinedi
Ashok Kumar Singh
Kunnummal Kurungara Vinod
author_facet Sonu
Amit Kumar
Vikram Jeet Singh
Prolay Kumar Bhowmick
Shekharappa Nandakumar
Sunaina Yadav
Subbaiyan Gopala Krishnan
Ranjith Kumar Ellur
Haritha Bollinedi
Ashok Kumar Singh
Kunnummal Kurungara Vinod
author_sort Sonu
collection DOAJ
description IntroductionIron (Fe) content in soil can influence rice cultivation, inciting responses ranging from deficiency to toxicity. Fe toxicity is a major constraint, particularly in areas where acidic soils predominate. Grain Fe content along with Zn is a major contemporary breeding objective in rice in order to tackle micronutrient deficiency. There is no information available on the influence of soil Fe levels, normal and excess, can influence grain micronutrient contents, particularly in rice genotypes that are tolerant to excess soil Fe.MethodsIn this study, a subset of 170 rice germplasm lines from the 3K panel were evaluated for grain Fe and Zn concentrations in brown rice across three different locations. Additionally, the response of these lines to Fe toxicity was assessed at one location.ResultsSignificant phenotypic variation for both traits was observed. Fe toxicity led to increased grain Fe content but decreased Fe uptake efficiency (IAE), suggesting an adaptive mechanism to limit excess Fe absorption in the rhizosphere. Five significant single-nucleotide polymorphisms (SNPs) associated with grain Fe (qGFe1.1ADT, qGFe2.1BPN-S, qGFe8.1ADT, qGFe12.1ADT, and qGFe12.2BPN-N) were identified on chromosomes 1, 2, 8, and 12, while one SNP associated with grain Zn (qGZn12.1BPN-N) was detected on chromosome 12. These SNPs co-localized with major genes and QTLs involved in heavy-metal homeostasis and transport, including OsMT2D and Os12g0435000. Superior haplotypes for two candidate genes were identified, with the analysis revealing their frequencies and allelic effects in different subgroups. Two marker-trait associations (MTAs), qGFe12.1ADT and qGZn12.1BPN-N, were validated in an F2:3 population using linked SSR markers.DiscussionThese validated MTAs provide valuable genetic resources for biofortification breeding programs aimed at increasing Fe and Zn concentrations in rice grains, addressing micronutrient deficiencies among rice-dependent populations.
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spelling doaj-art-92f7302cf271404a9fa6de8e3f0aa3e72025-08-20T02:44:16ZengFrontiers Media S.A.Frontiers in Plant Science1664-462X2025-07-011610.3389/fpls.2025.15018781501878Genome-wide association analysis of grain iron and zinc in rice grown under agroclimatic sites with contrasting soil iron status Sonu0Amit Kumar1Vikram Jeet Singh2Prolay Kumar Bhowmick3Shekharappa Nandakumar4Sunaina Yadav5Subbaiyan Gopala Krishnan6Ranjith Kumar Ellur7Haritha Bollinedi8Ashok Kumar Singh9Kunnummal Kurungara Vinod10Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, IndiaDivision of Crop Sciences, ICAR Research Complex for North Eastern Hill (NEH) Region, Meghalaya, Umiam, IndiaDepartment of Seed Science and Technology, Acharya Narendra Deva University of Agriculture and Technology, Ayodhya, IndiaDivision of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, IndiaDivision of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, IndiaDivision of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, IndiaDivision of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, IndiaDivision of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, IndiaDivision of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, IndiaDivision of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, IndiaDivision of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, IndiaIntroductionIron (Fe) content in soil can influence rice cultivation, inciting responses ranging from deficiency to toxicity. Fe toxicity is a major constraint, particularly in areas where acidic soils predominate. Grain Fe content along with Zn is a major contemporary breeding objective in rice in order to tackle micronutrient deficiency. There is no information available on the influence of soil Fe levels, normal and excess, can influence grain micronutrient contents, particularly in rice genotypes that are tolerant to excess soil Fe.MethodsIn this study, a subset of 170 rice germplasm lines from the 3K panel were evaluated for grain Fe and Zn concentrations in brown rice across three different locations. Additionally, the response of these lines to Fe toxicity was assessed at one location.ResultsSignificant phenotypic variation for both traits was observed. Fe toxicity led to increased grain Fe content but decreased Fe uptake efficiency (IAE), suggesting an adaptive mechanism to limit excess Fe absorption in the rhizosphere. Five significant single-nucleotide polymorphisms (SNPs) associated with grain Fe (qGFe1.1ADT, qGFe2.1BPN-S, qGFe8.1ADT, qGFe12.1ADT, and qGFe12.2BPN-N) were identified on chromosomes 1, 2, 8, and 12, while one SNP associated with grain Zn (qGZn12.1BPN-N) was detected on chromosome 12. These SNPs co-localized with major genes and QTLs involved in heavy-metal homeostasis and transport, including OsMT2D and Os12g0435000. Superior haplotypes for two candidate genes were identified, with the analysis revealing their frequencies and allelic effects in different subgroups. Two marker-trait associations (MTAs), qGFe12.1ADT and qGZn12.1BPN-N, were validated in an F2:3 population using linked SSR markers.DiscussionThese validated MTAs provide valuable genetic resources for biofortification breeding programs aimed at increasing Fe and Zn concentrations in rice grains, addressing micronutrient deficiencies among rice-dependent populations.https://www.frontiersin.org/articles/10.3389/fpls.2025.1501878/fullgrain ironiron toxicitybiofortificationGWAShaplotype analysis
spellingShingle Sonu
Amit Kumar
Vikram Jeet Singh
Prolay Kumar Bhowmick
Shekharappa Nandakumar
Sunaina Yadav
Subbaiyan Gopala Krishnan
Ranjith Kumar Ellur
Haritha Bollinedi
Ashok Kumar Singh
Kunnummal Kurungara Vinod
Genome-wide association analysis of grain iron and zinc in rice grown under agroclimatic sites with contrasting soil iron status
Frontiers in Plant Science
grain iron
iron toxicity
biofortification
GWAS
haplotype analysis
title Genome-wide association analysis of grain iron and zinc in rice grown under agroclimatic sites with contrasting soil iron status
title_full Genome-wide association analysis of grain iron and zinc in rice grown under agroclimatic sites with contrasting soil iron status
title_fullStr Genome-wide association analysis of grain iron and zinc in rice grown under agroclimatic sites with contrasting soil iron status
title_full_unstemmed Genome-wide association analysis of grain iron and zinc in rice grown under agroclimatic sites with contrasting soil iron status
title_short Genome-wide association analysis of grain iron and zinc in rice grown under agroclimatic sites with contrasting soil iron status
title_sort genome wide association analysis of grain iron and zinc in rice grown under agroclimatic sites with contrasting soil iron status
topic grain iron
iron toxicity
biofortification
GWAS
haplotype analysis
url https://www.frontiersin.org/articles/10.3389/fpls.2025.1501878/full
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