College of Agronomy, Key Laboratory of Sustainable Dryland Agriculture (Co-construction by Ministry and Province), Ministry of Agriculture and Rural Affairs, Shanxi Agricultural University, Jinzhong, 030801, China.
Millet Research Institute, Shanxi Agricultural University, Changzhi, 046000, China.
Theor Appl Genet. 2024 Jul 17;137(8):186. doi: 10.1007/s00122-024-04690-1.
One hundred and fifty-five QTL for trace element concentrations in foxtail millet were identified using a genome-wide association study, and a candidate gene associated with Ni-Co-Cr concentrations was detected. Foxtail millet (Setaria italica) is an important regional crop known for its rich mineral nutrient content, which has beneficial effects on human health. We assessed the concentrations of ten trace elements (Ba, Co, Cr, Cu, Fe, Mn, Ni, Pb, Sr, and Zn) in the grain of 408 foxtail millet accessions. Significant differences in the concentrations of five elements (Ba, Co, Ni, Sr, and Zn) were observed between two subpopulations of spring- and summer-sown foxtail millet varieties. Moreover, 84.4% of the element pairs exhibited significant correlations. To identify the genetic factors influencing trace element accumulation, a comprehensive genome-wide association study was conducted, identifying 155 quantitative trait locus (QTL) for the ten trace elements across three different environments. Among them, ten QTL were consistently detected in multiple environments, including qZn2.1, qZn4.4, qCr4.1, qFe6.3, qFe6.5, qCo6.1, qPb7.3, qPb7.5, qBa9.1, and qNi9.1. Thirteen QTL clusters were detected for multiple elements, which partially explained the correlations between elements. Additionally, the different concentrations of five elements between foxtail millet subpopulations were caused by the different frequencies of high-concentration alleles associated with important marker-trait associations. Haplotype analysis identified a candidate gene SETIT_036676mg associated with Ni accumulation, with the GG haplotype significantly increasing Ni-Co-Cr concentrations in foxtail millet. A cleaved amplified polymorphic sequence marker (cNi6676) based on the two haplotypes of SETIT_036676mg was developed and validated. Results of this study provide valuable reference information for the genetic research and improvement of trace element content in foxtail millet.
利用全基因组关联研究鉴定了 155 个谷子微量元素浓度的 QTL,检测到一个与 Ni-Co-Cr 浓度相关的候选基因。谷子(Setaria italica)是一种重要的地方作物,以其丰富的矿物质营养含量而闻名,对人体健康有益。我们评估了 408 个谷子品种的谷物中 10 种微量元素(Ba、Co、Cr、Cu、Fe、Mn、Ni、Pb、Sr 和 Zn)的浓度。春播和夏播谷子品种的两个亚种群之间,五种元素(Ba、Co、Ni、Sr 和 Zn)的浓度存在显著差异。此外,84.4%的元素对表现出显著的相关性。为了鉴定影响微量元素积累的遗传因素,我们进行了全面的全基因组关联研究,在三个不同的环境中鉴定了 10 个微量元素的 155 个数量性状位点(QTL)。其中,10 个 QTL 在多个环境中一致检测到,包括 qZn2.1、qZn4.4、qCr4.1、qFe6.3、qFe6.5、qCo6.1、qPb7.3、qPb7.5、qBa9.1 和 qNi9.1。检测到 13 个多个元素的 QTL 簇,部分解释了元素之间的相关性。此外,谷子亚种群之间五种元素浓度的差异是由于与重要标记-性状关联相关的高浓度等位基因的不同频率引起的。单倍型分析鉴定出一个与 Ni 积累相关的候选基因 SETIT_036676mg,具有 GG 单倍型的谷子 Ni-Co-Cr 浓度显著增加。基于 SETIT_036676mg 的两个单倍型开发并验证了一个 cleaved amplified polymorphic sequence marker(cNi6676)。本研究结果为谷子微量元素含量的遗传研究和改良提供了有价值的参考信息。