通过测序进行基因分型锁定基因区域,提高自交系马铃薯全基因组关联研究的分辨率。

IF 4.4 1区 农林科学 Q1 AGRONOMY Theoretical and Applied Genetics Pub Date : 2024-07-09 DOI:10.1007/s00122-024-04651-8
Sanjeev Kumar Sharma, Karen McLean, Peter E Hedley, Finlay Dale, Steve Daniels, Glenn J Bryan
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引用次数: 0

摘要

关键信息:与 "固定 "SNP基因分型平台相比,利用甲基化敏感的GBS对马铃薯进行全新基因分型可发现主要局限于基因或基因相关区域的SNP,并在估计LD衰减率、种群结构和检测GWAS关联方面显示出更高的有效性。该研究还报告了遗传结构,包括十六个重要马铃薯性状的稳健序列标记-性状关联,这些性状在更广泛的种质中可能具有更高的可转移性。这项研究利用多倍体分析方法的最新进展,对栽培四倍体马铃薯进行复杂的性状分析。该研究采用了 "固定的 "SNP Infinium 阵列平台和 "灵活开放的 "基于基因组复杂性还原的测序方法(GBS,genotyping-by-sequencing),对马铃薯的几个关键性状进行了全基因组关联研究(GWAS),包括对所研究群体的种群结构和连锁不平衡(LD)进行评估。在此发现的 GBS SNPs 大部分(约 90%)局限于基因组的基因或基因相关区域,这证明了使用甲基化敏感限制酶(PstI)构建文库的实用性。与 Infinium 阵列 SNP 相比,GBS SNP 在估计 LD 衰退率和区分人群亚群方面显示出更强的有效性。使用 30,363 个 SNPs 组合的 GWAS 发现了 189 个独特的 QTL 标记-性状关联(QTL-MTAs),涵盖了所有研究的性状。大多数 QTL-MTAs 都来自 GBS SNPs,这可能说明了标记密集的从头基因分型平台在克服确定偏差方面的有效性,并为 GWAS 模型中不同程度的亲缘关系提供了更准确的校正。GWAS 还在先前已知和新发现的基因组位置检测到了几个性状的 QTL "热点"。由于目前的研究同时利用了代表马铃薯栽培基因库更大多样性的大型四倍体面板上的全基因组基因分型和全新SNP发现,所报告的序列标记MTAs可能在更广泛的马铃薯种质中具有更高的可转移性,并在加快所研究的几个复杂性状的基因组辅助育种方面具有更大的效用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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

Key message: De novo genotyping in potato using methylation-sensitive GBS discovers SNPs largely confined to genic or gene-associated regions and displays enhanced effectiveness in estimating LD decay rates, population structure and detecting GWAS associations over 'fixed' SNP genotyping platform. Study also reports the genetic architectures including robust sequence-tagged marker-trait associations for sixteen important potato traits potentially carrying higher transferability across a wider range of germplasm. 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 (~ 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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来源期刊
CiteScore
9.60
自引率
7.40%
发文量
241
审稿时长
2.3 months
期刊介绍: Theoretical and Applied Genetics publishes original research and review articles in all key areas of modern plant genetics, plant genomics and plant biotechnology. All work needs to have a clear genetic component and significant impact on plant breeding. Theoretical considerations are only accepted in combination with new experimental data and/or if they indicate a relevant application in plant genetics or breeding. Emphasizing the practical, the journal focuses on research into leading crop plants and articles presenting innovative approaches.
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