Genotyping-by-sequencing targets genic regions and improves resolution of genome-wide association studies in autotetraploid potato

被引:3
|
作者
Sharma, Sanjeev Kumar [1 ]
McLean, Karen [1 ]
Hedley, Peter E. [1 ]
Dale, Finlay [1 ]
Daniels, Steve [2 ]
Bryan, Glenn J. [1 ]
机构
[1] James Hutton Inst, Cell & Mol Sci, Dundee DD2 5DA, Scotland
[2] Cygnet PB Ltd, Cambridge CB21 6AS, England
关键词
QUANTITATIVE TRAIT LOCI; DIPLOID POTATO; QTL ANALYSIS; TUBER DORMANCY; LATE BLIGHT; STREPTOMYCES-SCABIES; RHIZOCTONIA-SOLANI; MOLECULAR MARKERS; AGRONOMIC TRAITS; GENETIC-ANALYSIS;
D O I
10.1007/s00122-024-04651-8
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
This study deploys recent advancements in polyploid analytical approaches to perform complex trait analyses in cultivated tetraploid potato. The study employs a 'fixed' SNP Infinium array platform and a 'flexible and open' genome complexity reduction-based sequencing method (GBS, genotyping-by-sequencing) to perform genome-wide association studies (GWAS) for several key potato traits including the assessment of population structure and linkage disequilibrium (LD) in the studied population. GBS SNPs discovered here were largely confined (similar to 90%) to genic or gene-associated regions of the genome demonstrating the utility of using a methylation-sensitive restriction enzyme (PstI) for library construction. As compared to Infinium array SNPs, GBS SNPs displayed enhanced effectiveness in estimating LD decay rates and discriminating population subgroups. GWAS using a combined set of 30,363 SNPs identified 189 unique QTL marker-trait associations (QTL-MTAs) covering all studied traits. The majority of the QTL-MTAs were from GBS SNPs potentially illustrating the effectiveness of marker-dense de novo genotyping platforms in overcoming ascertainment bias and providing a more accurate correction for different levels of relatedness in GWAS models. GWAS also detected QTL 'hotspots' for several traits at previously known as well as newly identified genomic locations. Due to the current study exploiting genome-wide genotyping and de novo SNP discovery simultaneously on a large tetraploid panel representing a greater diversity of the cultivated potato gene pool, the reported sequence-tagged MTAs are likely to have higher transferability across a wider range of potato germplasm and increased utility for expediting genomics-assisted breeding for the several complex traits studied.
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页数:32
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