Genome-wide associations and epistatic interactions for internode number, plant height, seed weight and seed yield in soybean

被引:60
作者
Assefa, Teshale [1 ]
Otyama, Paul I. [2 ]
Brown, Anne V. [1 ]
Kalberer, Scott R. [1 ]
Kulkarni, Roshan S. [2 ]
Cannon, Steven B. [1 ]
机构
[1] USDA ARS, Corn Insects & Crop Genet Res Unit, Ames, IA USA
[2] Iowa State Univ, Agron Dept, Ames, IA USA
基金
美国农业部;
关键词
GWAS; GWES; Epistasis; Internode number; Plant height; Seed weight; Seed yield per plant; QTL; Soybean; QUANTITATIVE TRAIT LOCI; RECOMBINANT INBRED LINES; AGRONOMIC TRAITS; GENETIC ARCHITECTURE; GROWTH HABIT; IDENTIFICATION; PREDICTION; LINKAGE; STEM; POPULATIONS;
D O I
10.1186/s12864-019-5907-7
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
BackgroundBreeding programs benefit from information about marker-trait associations for many traits, whether the goal is to place those traits under active selection or to maintain them through background selection. Association studies are also important for identifying accessions bearing potentially useful alleles by characterizing marker-trait associations and allelic states across germplasm collections. This study reports the results of a genome-wide association study and evaluation of epistatic interactions for four agronomic and seed-related traits in soybean.ResultsUsing 419 diverse soybean accessions, together with genotyping data from the SoySNP50K Illumina Infinium BeadChip, we identified marker-trait associations for internode number (IN), plant height (PH), seed weight (SW), and seed yield per plant (SYP). We conducted a genome-wide epistatic study (GWES), identifying candidate genes that show evidence of SNP-SNP interactions. Although these candidate genes will require further experimental validation, several appear to be involved in developmental processes related to the respective traits. For IN and PH, these include the Dt1 determinacy locus (a soybean meristematic transcription factor), as well as a pectinesterase gene and a squamosa promoter binding gene that in other plants are involved in cell elongation and the vegetative-to-reproductive transition, respectively. For SW, candidate genes include an ortholog of the AP2 gene, which in other species is involved in maintaining seed size, embryo size, seed weight and seed yield. Another SW candidate gene is a histidine phosphotransfer protein - orthologs of which are involved in cytokinin-mediated seed weight regulating pathways. The SYP association loci overlap with regions reported in previous QTL studies to be involved in seed yield.ConclusionsThis study further confirms the utility of GWAS and GWES approaches for identifying marker-trait associations and interactions within a diverse germplasm collection.
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页数:12
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