College of Agriculture and Veterinary Medicine, Jimma University, P.O. Box 307, Jimma, Ethiopia.
Queensland Alliance for Agriculture and Food Innovation (QAAFI), Hermitage Research Facility, University of Queensland, Warwick, QLD, 4370, Australia.
Theor Appl Genet. 2021 Feb;134(2):731-742. doi: 10.1007/s00122-020-03727-5. Epub 2020 Dec 19.
A large collection of Ethiopian sorghum landraces, characterized by agro-ecology and racial-group, was found to contain high levels of diversity and admixture, with significant SNP associations identified for environmental adaptation. Sorghum [Sorghum bicolor L. (Moench)] is a major staple food crop in Ethiopia, exhibiting extensive genetic diversity with adaptations to diverse agroecologies. The environmental and climatic drivers, as well as the genomic basis of adaptation, are poorly understood in Ethiopian sorghum and are critical elements for the development of climate-resilient crops. Exploration of the genome-environment association (GEA) is important for identifying adaptive loci and predicting phenotypic variation. The current study aimed to better understand the GEA of a large collection of Ethiopian sorghum landraces (n = 940), characterized with genome-wide SNP markers, to investigate key traits related to adaptation to temperature, precipitation and altitude. The Ethiopian sorghum landrace collection was found to consist of 12 subpopulations with high levels of admixture (47%), representing all the major racial groups of cultivated sorghum with the exception of kafir. Redundancy analysis indicated that agroecology explained up to 10% of the total SNP variation, and geographical location up to 6%. GEA identified 18 significant SNP markers for environmental variables. These SNPs were found to be significantly enriched (P < 0.05) for a priori QTL for drought and cold adaptation. The findings from this study improve our understanding of the genetic control of adaptive traits in Ethiopian sorghum. Further, the Ethiopian sorghum germplasm collection provides sources of adaptation to harsh environments (cold and/or drought) that could be deployed in breeding programs globally for abiotic stress adaptation.
大量埃塞俄比亚高粱地方品种,具有农业生态和种族群体特征,被发现具有高水平的多样性和混合,并且确定了与环境适应性相关的显著 SNP 关联。高粱[Sorghum bicolor L. (Moench)]是埃塞俄比亚的主要主食作物,表现出广泛的遗传多样性,适应多种农业生态。埃塞俄比亚高粱的环境和气候驱动因素以及适应的基因组基础了解甚少,这对于开发抗气候作物至关重要。探索基因组-环境关联(GEA)对于鉴定适应性基因座和预测表型变异非常重要。本研究旨在更好地了解埃塞俄比亚高粱地方品种(n=940)的 GEA,这些品种具有全基因组 SNP 标记,以研究与温度、降水和海拔适应相关的关键性状。埃塞俄比亚高粱地方品种群体被发现由 12 个子群体组成,具有高水平的混合(47%),代表了除卡菲尔之外的所有主要栽培高粱种族群体。冗余分析表明,农业生态解释了高达 10%的总 SNP 变异,地理位置解释了高达 6%。GEA 确定了 18 个与环境变量显著相关的 SNP 标记。这些 SNP 被发现显著富集(P<0.05)与干旱和寒冷适应的先验 QTL。这项研究的结果提高了我们对埃塞俄比亚高粱适应性状遗传控制的理解。此外,埃塞俄比亚高粱种质资源提供了适应恶劣环境(寒冷和/或干旱)的来源,这些来源可以在全球范围内的育种计划中用于适应非生物胁迫。