A Genome‑wide Association Study of the Grain Ionome in Rice Oryza Sativa Ssp. Japonica under Two Diverse Water Management Systems

Rice is an important human staple food providing calories and useful elements, even though vulnerable to heavy metal contamination. Breeding tools for improving the concentration of nutrient and reduce levels of toxic compounds can improve the nutritional value and safety of rice grains. This work presents a comprehensive analysis of the genetic bases controlling variation in the rice ionome employing genome-wide association studies (GWAS) with a diversity panel of 294 temperate and tropical japonica accessions, each genotyped with 36,830 SNP loci. GWAS was performed for brown rice content of 13 elements: As, Ca, Cd, Cu, Fe, K, Mg, Mn, Mo, Na, Ni, P, Zn for rice plants grown under two diverse water management regimes, permanent flooding and limited watering. GWAS identified 232 significant marker-traits associations (MTAs); 87 of which had high R<sup>2</sup> and low p-values and were selected for further analysis. Among them, 32 MTAs were consistently identified under both environments. These can represent valuable candidates for marker-assisted selection to improve the composition of essential mineral nutrients and reduce the concentration of toxic elements in the rice grain. Furthermore, co-localization regions for 60 MTAs were highlighted for two or more traits. Potential candidate genes were identified for 14 MTAs with -log<sub>10</sub>(p) value < 5 and R<sup>2</sup> > 6; among them, gene functions that were related to transport/uptake, accumulation, detoxification, metal binding and root architecture, coherent with the traits of interest, were highlighted. The study provides relevant insights into the genetic basis of ionomic variations in rice and may serve as an important foundation for improvement in breeding, as well as for further studies on the genetic bases and molecular mechanisms controlling the rice grain ionome.

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Publication Details

Journal
Rice
Published
2025-10-03
DOI
https://doi.org/10.1186/s12284-025-00847-8
Primary Topic
Plant Micronutrient Interactions and Effects
Type
article
Field-Weighted Citation Impact
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article

A Genome‑wide Association Study of the Grain Ionome in Rice Oryza Sativa Ssp. Japonica under Two Diverse Water Management Systems

Erica Mica, Alessandro Tondelli, F.F. Nocito, Gian Attilio Sacchi et al.
Rice
Plant Micronutrient Interactions and Effects
article

A Genome‑wide Association Study of the Grain Ionome in Rice Oryza Sativa Ssp. Japonica under Two Diverse Water Management Systems

Erica Mica, Alessandro Tondelli, F.F. Nocito, Gian Attilio Sacchi, Giampiero Valè, Elena Baldoni, Gabriele Orasen, N. Negrini, Giorgio Lucchini
article en

Abstract

Rice is an important human staple food providing calories and useful elements, even though vulnerable to heavy metal contamination. Breeding tools for improving the concentration of nutrient and reduce levels of toxic compounds can improve the nutritional value and safety of rice grains. This work presents a comprehensive analysis of the genetic bases controlling variation in the rice ionome employing genome-wide association studies (GWAS) with a diversity panel of 294 temperate and tropical japonica accessions, each genotyped with 36,830 SNP loci. GWAS was performed for brown rice content of 13 elements: As, Ca, Cd, Cu, Fe, K, Mg, Mn, Mo, Na, Ni, P, Zn for rice plants grown under two diverse water management regimes, permanent flooding and limited watering. GWAS identified 232 significant marker-traits associations (MTAs); 87 of which had high R<sup>2</sup> and low p-values and were selected for further analysis. Among them, 32 MTAs were consistently identified under both environments. These can represent valuable candidates for marker-assisted selection to improve the composition of essential mineral nutrients and reduce the concentration of toxic elements in the rice grain. Furthermore, co-localization regions for 60 MTAs were highlighted for two or more traits. Potential candidate genes were identified for 14 MTAs with -log<sub>10</sub>(p) value < 5 and R<sup>2</sup> > 6; among them, gene functions that were related to transport/uptake, accumulation, detoxification, metal binding and root architecture, coherent with the traits of interest, were highlighted. The study provides relevant insights into the genetic basis of ionomic variations in rice and may serve as an important foundation for improvement in breeding, as well as for further studies on the genetic bases and molecular mechanisms controlling the rice grain ionome.

RiceVol. 18(1)
Teradata (United Kingdom) (GB), Università degli Studi del Piemonte Orientale “Amedeo Avogadro” (IT), University of Milan (IT), Institute of Agricultural Biology and Biotechnology (IT), Consiglio per la ricerca in agricoltura e l’analisi dell’economia agraria (IT)
Consiglio per la ricerca in agricoltura e l’analisi dell’economia agraria
Openalex Percentile: Top 80%
Plant Micronutrient Interactions and Effects
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