BioEcoAgro, INRAE, Univ. Liège, Univ. Lille, Univ. Picardie Jules Verne, 2, Chaussée Brunehaut, F-80203, Estrées-Mons, France.
GCIE-Picardie, INRAE, F-80203, Estrées-Mons, France.
BMC Genomics. 2020 Aug 4;21(1):536. doi: 10.1186/s12864-020-06928-w.
Frost is a limiting abiotic stress for the winter pea crop (Pisum sativum L.) and identifying the genetic determinants of frost tolerance is a major issue to breed varieties for cold northern areas. Quantitative trait loci (QTLs) have previously been detected from bi-parental mapping populations, giving an overview of the genome regions governing this trait. The recent development of high-throughput genotyping tools for pea brings the opportunity to undertake genetic association studies in order to capture a higher allelic diversity within large collections of genetic resources as well as to refine the localization of the causal polymorphisms thanks to the high marker density. In this study, a genome-wide association study (GWAS) was performed using a set of 365 pea accessions. Phenotyping was carried out by scoring frost damages in the field and in controlled conditions. The association mapping collection was also genotyped using an Illumina Infinium® BeadChip, which allowed to collect data for 11,366 single nucleotide polymorphism (SNP) markers.
GWAS identified 62 SNPs significantly associated with frost tolerance and distributed over six of the seven pea linkage groups (LGs). These results confirmed 3 QTLs that were already mapped in multiple environments on LG III, V and VI with bi-parental populations. They also allowed to identify one locus, on LG II, which has not been detected yet and two loci, on LGs I and VII, which have formerly been detected in only one environment. Fifty candidate genes corresponding to annotated significant SNPs, or SNPs in strong linkage disequilibrium with the formers, were found to underlie the frost damage (FD)-related loci detected by GWAS. Additionally, the analyses allowed to define favorable haplotypes of markers for the FD-related loci and their corresponding accessions within the association mapping collection.
This study led to identify FD-related loci as well as corresponding favorable haplotypes of markers and representative pea accessions that might to be used in winter pea breeding programs. Among the candidate genes highlighted at the identified FD-related loci, the results also encourage further attention to the presence of C-repeat Binding Factors (CBF) as potential genetic determinants of the frost tolerance locus on LG VI.
霜是冬季豌豆作物(Pisum sativum L.)的一种限制非生物胁迫,鉴定耐霜性的遗传决定因素是培育适合寒冷北方地区品种的主要问题。先前已经从双亲图谱群体中检测到数量性状位点(QTL),概述了控制该性状的基因组区域。豌豆高通量基因分型工具的最新发展为开展遗传关联研究提供了机会,以便在大型遗传资源集合中捕获更高的等位基因多样性,并由于标记密度高而对因果多态性进行精确定位。在这项研究中,使用 365 个豌豆种质进行了全基因组关联研究(GWAS)。表型分析通过在田间和对照条件下对霜害进行评分来进行。关联图谱集也使用 Illumina Infinium®BeadChip 进行了基因分型,该芯片允许收集 11366 个单核苷酸多态性(SNP)标记的数据。
GWAS 鉴定出 62 个与耐霜性显著相关的 SNP,分布在豌豆的 7 个连锁群(LG)中的 6 个。这些结果证实了已经在多个环境中用双亲群体映射到 LG III、V 和 VI 上的 3 个 QTL。它们还允许鉴定一个位于 LG II 上的位点,该位点尚未被检测到,以及两个位于 LG I 和 VII 上的位点,这些位点以前仅在一个环境中被检测到。对应于注释显著 SNP 或与前者紧密连锁的 SNP 的 50 个候选基因被发现是 GWAS 检测到的霜害(FD)相关位点的基础。此外,分析还允许定义与 FD 相关位点及其在关联图谱集中的相应有利标记的单倍型。
这项研究导致鉴定了 FD 相关位点以及相应的有利标记和代表性豌豆种质,这些种质可能用于冬季豌豆的育种计划。在所鉴定的 FD 相关位点的候选基因中,结果还鼓励进一步关注 C-重复结合因子(CBF)作为 LG VI 上耐霜性位点的潜在遗传决定因素的存在。