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红三叶草耐旱性状的全基因组关联分析

GWAS for Drought Resilience Traits in Red Clover ( L.).

机构信息

Plant Sciences Unit, ILVO (Flanders Research Institute for Agriculture, Fisheries and Food), Caritasstraat 39, 9090 Melle, Belgium.

Department of Plant Biotechnology and Bioinformatics, Faculty of Sciences, Ghent University, Technologiepark 71, 9052 Ghent, Belgium.

出版信息

Genes (Basel). 2024 Oct 21;15(10):1347. doi: 10.3390/genes15101347.

Abstract

Red clover ( L.) is a well-appreciated grassland crop in temperate climates but suffers from increasingly frequent and severe drought periods. Molecular markers for drought resilience (DR) would benefit breeding initiatives for red clover, as would a better understanding of the genes involved in DR. Two previous studies, as follows, have: (1) identified phenotypic DR traits in a diverse set of red clover accessions; and (2) produced genotypic data using a pooled genotyping-by-sequencing (GBS) approach in the same collection. In the present study, we performed genome-wide association studies (GWAS) for DR using the available phenotypic and genotypic data. Single nucleotide polymorphism (SNP) calling was performed using GBS data and the following two red clover genome assemblies: the recent HEN-17 assembly and the Milvus assembly. SNP positions with significant associations were used to delineate flanking regions in both genome assemblies, while functional annotations were retrieved from orthologs. GWAS revealed 19 significant SNPs in the HEN-17-derived SNP set, explaining between 5.3 and 23.2% of the phenotypic variation per SNP-trait combination for DR traits. Among the genes in the SNP-flanking regions, we identified candidate genes related to cell wall structuring, genes encoding sugar-modifying proteins, an ureide permease gene, and other genes linked to stress metabolism pathways. GWAS revealed 29 SNPs in the Milvus-derived SNP set that explained substantially more phenotypic variation for DR traits, between 5.3 and 42.3% per SNP-trait combination. Candidate genes included a DEAD-box ATP-dependent RNA helicase gene, a P-loop nucleoside triphosphate hydrolase gene, a Myb/SANT-like DNA-binding domain protein, and an ubiquitin-protein ligase gene. Most accessions in this study are genetically more closely related to the Milvus genotype than to HEN-17, possibly explaining how the Milvus-derived SNP set yielded more robust associations. The Milvus-derived SNP set pinpointed 10 genomic regions that explained more than 25% of the phenotypic variation for DR traits. A possible next step could be the implementation of these SNP markers in practical breeding programs, which would help to improve DR in red clover. Candidate genes could be further characterized in future research to unravel drought stress resilience in red clover in more detail.

摘要

红车轴草(L.)是温带气候中一种深受欢迎的草原作物,但越来越频繁和严重的干旱期使其受到影响。具有抗旱性(DR)的分子标记将有利于红车轴草的育种计划,同时也有助于更好地了解与 DR 相关的基因。之前的两项研究如下:(1)在一组多样化的红车轴草品种中鉴定出具有抗旱性的表型特征;(2)在同一集合中使用 pooled genotyping-by-sequencing (GBS) 方法生成基因型数据。在本研究中,我们使用现有的表型和基因型数据进行了 DR 的全基因组关联研究(GWAS)。单核苷酸多态性(SNP)的检测是使用 GBS 数据和以下两种红车轴草基因组组装完成的:最近的 HEN-17 组装和 Milvus 组装。使用与 DR 性状显著相关的 SNP 位置在两个基因组组装中划定侧翼区域,同时从同源物中检索功能注释。GWAS 在 HEN-17 衍生的 SNP 集中发现了 19 个显著 SNP,每个 SNP-性状组合解释了 5.3%至 23.2%的 DR 性状表型变异。在 SNP 侧翼区域的基因中,我们鉴定了与细胞壁结构、糖修饰蛋白编码基因、尿素通透酶基因和其他与应激代谢途径相关的候选基因。GWAS 在 Milvus 衍生的 SNP 集中发现了 29 个 SNP,每个 SNP-性状组合解释了更多的 DR 性状表型变异,介于 5.3%至 42.3%之间。候选基因包括 DEAD-box ATP 依赖性 RNA 解旋酶基因、P-loop 核苷三磷酸水解酶基因、Myb/SANT 样 DNA 结合域蛋白和泛素蛋白连接酶基因。本研究中的大多数品种在遗传上与 Milvus 基因型比与 HEN-17 更接近,这可能解释了为什么 Milvus 衍生的 SNP 集产生了更稳健的关联。Milvus 衍生的 SNP 集确定了 10 个基因组区域,这些区域解释了超过 25%的 DR 性状表型变异。下一步可能是在实际的育种计划中实施这些 SNP 标记,这将有助于提高红车轴草的 DR。在未来的研究中,可以进一步对候选基因进行表征,以更详细地揭示红车轴草的抗旱性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5cc0/11507065/b705cc589f6f/genes-15-01347-g001.jpg

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