College of Science and Engineering, Flinders University, Bedford Park, SA, 5042, Australia.
Centre for Cancer Biology and ACRF Cancer Genomics Facility, SA Pathology and University of South Australia, Adelaide, SA, 5000, Australia.
Sci Rep. 2021 Sep 28;11(1):19230. doi: 10.1038/s41598-021-98573-w.
This study presents a comprehensive study of the genetic bases controlling variation in the rice ionome employing genome-wide association studies (GWAS) with a diverse panel of indica accessions, each genotyped with 5.2 million markers. GWAS was performed for twelve elements including B, Ca, Co, Cu, Fe, K, Mg, Mn, Mo, Na, P, and Zn and four agronomic traits including days to 50% flowering, grain yield, plant height and thousand grain weight. GWAS identified 128 loci associated with the grain elements and 57 associated with the agronomic traits. There were sixteen co-localization regions containing QTL for two or more traits. Fourteen grain element quantitative trait loci were stable across growing environments, which can be strong candidates to be used in marker-assisted selection to improve the concentrations of nutritive elements in rice grain. Potential candidate genes were revealed including OsNAS3 linked to the locus that controls the variation of Zn and Co concentrations. The effects of starch synthesis and grain filling on multiple grain elements were elucidated through the likely involvement of OsSUS1 and OsGSSB1 genes. Overall, our study provides crucial insights into the genetic basis of ionomic variations in rice and will facilitate improvement in breeding for trace mineral content.
本研究利用全基因组关联研究(GWAS),对来自不同籼稻品种的多样化群体进行了 520 万个标记的基因型分析,对控制水稻离子组变异的遗传基础进行了全面研究。对包括 B、Ca、Co、Cu、Fe、K、Mg、Mn、Mo、Na、P 和 Zn 在内的 12 种元素以及包括开花至 50%的天数、籽粒产量、株高和千粒重在内的 4 种农艺性状进行了 GWAS 分析。GWAS 鉴定出 128 个与籽粒元素相关的位点和 57 个与农艺性状相关的位点。有 16 个共定位区域包含两个或更多性状的 QTL。14 个籽粒元素数量性状位点在不同的生长环境中是稳定的,这些位点可以作为标记辅助选择的有力候选基因,以提高水稻籽粒中营养元素的浓度。揭示了一些潜在的候选基因,包括与 Zn 和 Co 浓度变化相关的 OsNAS3 基因。通过 OsSUS1 和 OsGSSB1 基因的可能参与,阐明了淀粉合成和灌浆对多种谷物元素的影响。总的来说,本研究为水稻离子组变异的遗传基础提供了重要的见解,并将有助于改善微量元素含量的育种。