Dhanapal Arun Prabhu, Ray Jeffery D, Singh Shardendu K, Hoyos-Villegas Valerio, Smith James R, Purcell Larry C, Andy King C, Cregan Perry B, Song Qijian, Fritschi Felix B
Division of Plant Sciences, University of Missouri, Columbia, MO, 65211, USA.
Theor Appl Genet. 2015 Jan;128(1):73-91. doi: 10.1007/s00122-014-2413-9. Epub 2014 Nov 4.
Using genome-wide association studies, 39 SNP markers likely tagging 21 different loci for carbon isotope ratio (δ (13) C) were identified in soybean. Water deficit stress is a major factor limiting soybean [Glycine max (L.) Merr.] yield. Soybean genotypes with improved water use efficiency (WUE) may be used to develop cultivars with increased yield under drought. A collection of 373 diverse soybean genotypes was grown in four environments (2 years and two locations) and characterized for carbon isotope ratio (δ(13)C) as a surrogate measure of WUE. Population structure was assessed based on 12,347 single nucleotide polymorphisms (SNPs), and genome-wide association studies (GWAS) were conducted to identify SNPs associated with δ(13)C. Across all four environments, δ(13)C ranged from a minimum of -30.55‰ to a maximum of -27.74‰. Although δ(13)C values were significantly different between the two locations in both years, results were consistent among genotypes across years and locations. Diversity analysis indicated that eight subpopulations could contain all individuals and revealed that within-subpopulation diversity, rather than among-subpopulation diversity, explained most (80%) of the diversity among the 373 genotypes. A total of 39 SNPs that showed a significant association with δ(13)C in at least two environments or for the average across all environments were identified by GWAS. Fifteen of these SNPs were located within a gene. The 39 SNPs likely tagged 21 different loci and demonstrated that markers for δ(13)C can be identified in soybean using GWAS. Further research is necessary to confirm the marker associations identified and to evaluate their usefulness for selecting genotypes with increased WUE.
通过全基因组关联研究,在大豆中鉴定出39个单核苷酸多态性(SNP)标记,这些标记可能标记了21个不同的碳同位素比率(δ(13)C)位点。水分亏缺胁迫是限制大豆[Glycine max (L.) Merr.]产量的主要因素。水分利用效率(WUE)提高的大豆基因型可用于培育在干旱条件下产量增加的品种。收集了373份不同的大豆基因型,在四个环境(2年和两个地点)中种植,并将碳同位素比率(δ(13)C)作为WUE的替代指标进行表征。基于12347个单核苷酸多态性(SNP)评估群体结构,并进行全基因组关联研究(GWAS)以鉴定与δ(13)C相关的SNP。在所有四个环境中,δ(13)C的范围从最低-30.55‰到最高-27.74‰。尽管在两年中两个地点的δ(13)C值存在显著差异,但各基因型在不同年份和地点的结果是一致的。多样性分析表明,八个亚群可以包含所有个体,并揭示亚群内多样性而非亚群间多样性解释了373个基因型中大部分(80%)的多样性。通过GWAS共鉴定出39个在至少两个环境中或在所有环境的平均值上与δ(13)C显著相关的SNP。其中15个SNP位于一个基因内。这39个SNP可能标记了21个不同的位点,并证明使用GWAS可以在大豆中鉴定出δ(13)C的标记。有必要进行进一步研究以确认所鉴定的标记关联,并评估它们在选择WUE增加的基因型方面的有用性。