Gabriele Orasen, Erica Mica, Giorgio Lucchini, Noemi Negrini, Fabio Francesco Nocito, Elena Baldoni, Alessandro Tondelli, Giampiero Valè, Gian Attilio Sacchi
{"title":"水稻籽粒电离体的全基因组关联研究。两种不同水管理制度下的粳稻。","authors":"Gabriele Orasen, Erica Mica, Giorgio Lucchini, Noemi Negrini, Fabio Francesco Nocito, Elena Baldoni, Alessandro Tondelli, Giampiero Valè, Gian Attilio Sacchi","doi":"10.1186/s12284-025-00847-8","DOIUrl":null,"url":null,"abstract":"<p><p>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.</p>","PeriodicalId":21408,"journal":{"name":"Rice","volume":"18 1","pages":"89"},"PeriodicalIF":5.0000,"publicationDate":"2025-10-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12494520/pdf/","citationCount":"0","resultStr":"{\"title\":\"A Genome‑wide Association Study of the Grain Ionome in Rice Oryza Sativa Ssp. 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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. 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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 R2 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 -log10(p) value < 5 and R2 > 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.
期刊介绍:
Rice aims to fill a glaring void in basic and applied plant science journal publishing. This journal is the world''s only high-quality serial publication for reporting current advances in rice genetics, structural and functional genomics, comparative genomics, molecular biology and physiology, molecular breeding and comparative biology. Rice welcomes review articles and original papers in all of the aforementioned areas and serves as the primary source of newly published information for researchers and students in rice and related research.