Division of Genetics and Plant Breeding, Faculty of Agriculture (FoA), Sher-e-Kashmir University of Agricultural Sciences & Technology (SKUAST)-Kashmir, Wadura Campus, Sopore, India.
Cytogenetics and Reproductive Biology Laboratory, Department of Botany, University of Kashmir, Srinagar, India.
Sci Rep. 2022 Sep 5;12(1):11357. doi: 10.1038/s41598-022-14487-1.
Chickpea is the most important nutrient-rich grain legume crop in the world. A diverse core set of 147 chickpea genotypes was genotyped with a Axiom(®)50K CicerSNP array and trait phenotyped in two different environments for four seed micronutrients (Zn, Cu, Fe and Mn). The trait data and high-throughput 50K SNP genotypic data were used for the genome-wide association study (GWAS). The study led to the discovery of genes/QTLs for seed Zn, Cu, Fe and Mn, concentrations in chickpea. The analysis of seed micronutrient data revealed significant differences for all four micronutrient concentrations (P ≤ 0.05). The mean concentrations of seed Zn, Cu, Fe and Mn pooled over the 2 years were 45.9 ppm, 63.8 ppm 146.1 ppm, and 27.0 ppm, respectively. The analysis of results led to the identification of 35 SNPs significantly associated with seed Zn, Cu, Fe and Mn concentrations. Among these 35 marker-trait associations (MTAs), 5 were stable (consistently identified in different environments), 6 were major (explaining more than 15% of the phenotypic variation for an individual trait) and 3 were both major and stable MTAs. A set of 6 MTAs, MTAs (3 for Mn, 2 for Fe, and 1 for Cu) reported by us during the present study have been also reported in the same/almost same genomic regions in earlier studies and therefore declared as validated MTAs. The stable, major and validated MTAs identified during the present study will prove useful in future chickpea molecular breeding programs aimed at enhancing the seed nutrient density of chickpea.
鹰嘴豆是世界上最重要的营养丰富的谷物豆类作物。对 147 个鹰嘴豆基因型的核心多样化群体进行了基因型分析,这些基因型使用 Axiom(®)50K CicerSNP 芯片进行了分析,并在两个不同环境中对四个种子微量营养素(Zn、Cu、Fe 和 Mn)进行了表型分析。使用性状数据和高通量 50K SNP 基因型数据进行了全基因组关联研究(GWAS)。该研究发现了与鹰嘴豆种子 Zn、Cu、Fe 和 Mn 浓度相关的基因/QTL。种子微量营养素数据的分析显示,所有四种微量营养素浓度均存在显著差异(P≤0.05)。两年间汇总的种子 Zn、Cu、Fe 和 Mn 的平均浓度分别为 45.9 ppm、63.8 ppm、146.1 ppm 和 27.0 ppm。结果分析导致鉴定出 35 个与种子 Zn、Cu、Fe 和 Mn 浓度显著相关的 SNP。在这 35 个标记-性状关联(MTA)中,有 5 个是稳定的(在不同环境中一致鉴定),6 个是主要的(解释单个性状的表型变异超过 15%),3 个是主要的和稳定的 MTA。在本研究中报道的一组 6 个 MTA(3 个用于 Mn,2 个用于 Fe,1 个用于 Cu)也在早期研究的相同/几乎相同的基因组区域中被报道,因此被宣布为有效的 MTA。在本研究中鉴定的稳定、主要和有效的 MTA 将有助于未来的鹰嘴豆分子育种计划,旨在提高鹰嘴豆的种子营养密度。