Department of Agronomy, College of Agriculture and Biotechnology, Zijingang Campus, Zhejiang University, Hangzhou 310058, China.
Institute of Applied Biology, Shanxi University, Taiyuan 030006, China.
Int J Mol Sci. 2019 Feb 12;20(3):791. doi: 10.3390/ijms20030791.
Tibetan wild barley has been identified to show large genetic variation and stress tolerance. A genome-wide association (GWA) analysis was performed to detect quantitative trait loci (QTLs) for drought tolerance using 777 Diversity Array Technology (DArT) markers and morphological and physiological traits of 166 Tibetan wild barley accessions in both hydroponic and pot experiments. Large genotypic variation for these traits was found; and population structure and kinship analysis identified three subpopulations among these barley genotypes. The average LD (linkage disequilibrium) decay distance was 5.16 cM, with the minimum on 6H (0.03 cM) and the maximum on 4H (23.48 cM). A total of 91 DArT markers were identified to be associated with drought tolerance-related traits, with 33, 26, 16, 1, 3, and 12 associations for morphological traits, H⁺K⁺-ATPase activity, antioxidant enzyme activities, malondialdehyde (MDA) content, soluble protein content, and potassium concentration, respectively. Furthermore, 7 and 24 putative candidate genes were identified based on the reference Meta-QTL map and by searching the Barleymap. The present study implicated that Tibetan annual wild barley from Qinghai⁻Tibet Plateau is rich in genetic variation for drought stress. The QTLs detected by genome-wide association analysis could be used in marker-assisting breeding for drought-tolerant barley genotypes and provide useful information for discovery and functional analysis of key genes in the future.
已鉴定出西藏野生大麦具有较大的遗传变异和抗胁迫能力。本研究利用 777 个多样性阵列技术(DArT)标记和 166 个西藏野生大麦水培和盆栽实验的形态和生理性状,对 166 个西藏野生大麦进行了全基因组关联(GWA)分析,以检测耐旱性的数量性状位点(QTLs)。这些性状存在较大的基因型变异;群体结构和亲缘关系分析在这些大麦基因型中识别出了三个亚群。平均 LD(连锁不平衡)衰减距离为 5.16cM,最小为 6H(0.03cM),最大为 4H(23.48cM)。共鉴定出 91 个 DArT 标记与耐旱相关性状相关联,其中 33、26、16、1、3 和 12 个标记分别与形态性状、H⁺K⁺-ATPase 活性、抗氧化酶活性、丙二醛(MDA)含量、可溶性蛋白含量和钾浓度相关。此外,根据参考 Meta-QTL 图谱和 Barleymap 搜索,分别鉴定出 7 个和 24 个假定候选基因。本研究表明,来自青藏高原的西藏一年生野生大麦具有丰富的耐旱性遗传变异。全基因组关联分析检测到的 QTL 可用于耐旱大麦基因型的分子标记辅助选择,并为未来关键基因的发现和功能分析提供有用信息。