TY - JOUR
T1 - A Genome‑wide Association Study of the Grain Ionome in Rice Oryza Sativa Ssp. Japonica under Two Diverse Water Management Systems
AU - Orasen, Gabriele
AU - MICA, ERICA
AU - Lucchini, Giorgio
AU - Negrini, Noemi
AU - Nocito, Fabio Francesco
AU - Baldoni, Elena
AU - Tondelli, Alessandro
AU - VALE', Giampiero
AU - Sacchi, Gian Attilio
PY - 2025
Y1 - 2025
N2 - 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-2 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(10)(p) value < 5 and R-2 > 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.
AB - 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-2 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(10)(p) value < 5 and R-2 > 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.
KW - GWAS
KW - Ionomic traits
KW - Rice
KW - Water management
KW - GWAS
KW - Ionomic traits
KW - Rice
KW - Water management
UR - https://iris.uniupo.it/handle/11579/217212
U2 - 10.1186/s12284-025-00847-8
DO - 10.1186/s12284-025-00847-8
M3 - Article
SN - 1939-8425
VL - 18
JO - Rice
JF - Rice
IS - 1
ER -