Tasmanian Institute of Agriculture, University of Tasmania, Launceston, TAS 7250, Australia.
International Research Centre for Environmental Membrane Biology, Foshan University, Foshan 528000, China.
Int J Mol Sci. 2022 Mar 19;23(6):3341. doi: 10.3390/ijms23063341.
Waterlogging is an environmental stress, which severely affects barley growth and development. Limited availability of oxygen in the root zone negatively affects the metabolism of the whole plant. Adventitious roots (AR) and root cortical aerenchyma (RCA) formation are the most important adaptive traits that contribute to a plant's ability to survive in waterlogged soil conditions. This study used a genome-wide association (GWAS) approach using 18,132 single nucleotide polymorphisms (SNPs) in a panel of 697 barley genotypes to reveal marker trait associations (MTA) conferring the above adaptive traits. Experiments were conducted over two consecutive years in tanks filled with soil and then validated in field experiments. GWAS analysis was conducted using general linear models (GLM), mixed linear models (MLM), and fixed and random model circulating probability unification models (FarmCPU model), with the FarmCPU showing to be the best suited model. Six and five significant (approximately -log () ≥ 5.5) MTA were identified for AR and RCA formation under waterlogged conditions, respectively. The highest -log () MTA for adventitious root and aerenchyma formation were approximately 9 and 8 on chromosome 2H and 4H, respectively. The combination of different MTA showed to be more effective in forming RCA and producing more AR under waterlogging stress. Genes from major facilitator superfamily () transporter and leucine-rich repeat () families for AR formation, and ethylene responsive factor () family genes and potassium transporter family genes for RCA formation were the potential candidate genes involved under waterlogging conditions. Several genotypes, which performed consistently well under different conditions, can be used in breeding programs to develop waterlogging-tolerant varieties.
水渍是一种环境胁迫,严重影响大麦的生长和发育。根区氧气有限会对整个植物的新陈代谢产生负面影响。不定根 (AR) 和根皮层通气组织 (RCA) 的形成是最重要的适应特性,有助于植物在水淹土壤条件下生存。本研究使用全基因组关联 (GWAS) 方法,利用 697 个大麦基因型群体中的 18132 个单核苷酸多态性 (SNP),揭示赋予上述适应特性的标记-性状关联 (MTA)。实验在两年内连续进行,在装满土壤的水箱中进行,然后在田间实验中进行验证。使用一般线性模型 (GLM)、混合线性模型 (MLM) 和固定和随机模型循环概率统一模型 (FarmCPU 模型) 进行 GWAS 分析,结果表明 FarmCPU 模型是最合适的模型。在水淹条件下,AR 和 RCA 形成分别鉴定出 6 个和 5 个显著 (约 -log () ≥ 5.5) 的 MTA。不定根和通气组织形成的最高 -log () MTA 分别约为 2H 和 4H 染色体上的 9 和 8。不同 MTA 的组合在水淹胁迫下形成 RCA 和产生更多 AR 更为有效。AR 形成的主要易化剂超家族 () 转运蛋白和富含亮氨酸重复 () 家族基因,以及 RCA 形成的乙烯响应因子 () 家族基因和钾转运蛋白家族基因是水淹条件下涉及的潜在候选基因。一些在不同条件下表现一致的基因型可用于育成计划,以开发耐水淹品种。