Genome-wide association mapping of canopy wilting in diverse soybean genotypes

被引:67
|
作者
Kaler, Avjinder S. [1 ]
Ray, Jeffery D. [2 ]
Schapaugh, William T. [3 ]
King, C. Andy [1 ]
Purcell, Larry C. [1 ]
机构
[1] Univ Arkansas, Dept Crop Soil & Environm Sci, Fayetteville, AR 72704 USA
[2] ARS, Crop Genet Res Unit, USDA, 141 Expt Stn Rd, Stoneville, MS 38776 USA
[3] Kansas State Univ, Dept Agron, Manhattan, KS 66506 USA
关键词
QUANTITATIVE TRAIT LOCI; VAPOR-PRESSURE DEFICIT; MAX L. MERR; DROUGHT TOLERANCE; COMPLEX TRAITS; RESISTANCE; YIELD; POPULATIONS; CULTIVARS; FIELD;
D O I
10.1007/s00122-017-2951-z
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
Genome-wide association analysis identified 61 SNP markers for canopy wilting, which likely tagged 51 different loci. Based on the allelic effects of the significant SNPs, the slowest and fastest wilting genotypes were identified. Drought stress is a major global constraint for crop production, and slow canopy wilting is a promising trait for improving drought tolerance. The objective of this study was to identify genetic loci associated with canopy wilting and to confirm those loci with previously reported canopy wilting QTLs. A panel of 373 maturity group (MG) IV soybean genotypes was grown in four environments to evaluate canopy wilting. Statistical analysis of phenotype indicated wide variation for the trait, with significant effects of genotype (G), environment (E), and G x E interaction. Over 42,000 SNP markers were obtained from the Illumina Infinium SoySNP50K iSelect SNP Beadchip. After filtration for quality control, 31,260 SNPs with a minor allele frequency (MAF) ae<yen>5% were used for association mapping using the Fixed and random model Circulating Probability Unification (FarmCPU) model. There were 61 environment-specific significant SNP-canopy wilting associations, and 21 SNPs that associated with canopy wilting in more than one environment. There were 34 significant SNPs associated with canopy wilting when averaged across environments. Together, these SNPs tagged 23 putative loci associated with canopy wilting. Six of the putative loci were located within previously reported chromosomal regions that were associated with canopy wilting through bi-parental mapping. Several significant SNPs were located within a gene or very close to genes that had a reported biological connection to transpiration or water transport. Favorable alleles from significant SNPs may be an important resource for pyramiding genes to improve drought tolerance and for identifying parental genotypes for use in breeding programs.
引用
收藏
页码:2203 / 2217
页数:15
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