Alemu Admas, Brantestam Agnese Kolodinska, Chawade Aakash
Department of Plant Breeding, Swedish University of Agricultural Sciences, Alnarp, Sweden.
Nomad Foods Ltd., Findus Sverige AB, Bjuv, Sweden.
Front Plant Sci. 2022 Mar 14;13:844450. doi: 10.3389/fpls.2022.844450. eCollection 2022.
Estimating the allelic variation and exploring the genetic basis of quantitatively inherited complex traits are the two foremost breeding scenarios for sustainable crop production. The current study utilized 188 wrinkled vining pea genotypes comprising historical varieties and breeding lines to evaluate the existing genetic diversity and to detect molecular markers associated with traits relevant to vining pea production, such as wrinkled vining pea yield (YTM100), plant height (PH), earliness (ERL), adult plant resistance to downy mildew (DM), pod length (PDL), numbers of pods per plant (PDP), number of peas per pod (PPD), and percent of small wrinkled vining peas (PSP). Marker-trait associations (MTAs) were conducted using 6902 quality single nucleotide polymorphism (SNP) markers generated from the diversity arrays technology sequencing (DArTseq) and Genotyping-by-sequencing (GBS) sequencing methods. The best linear unbiased prediction (BLUP) values were estimated from the two-decades-long (1999-2020) unbalanced phenotypic data sets recorded from two private breeding programs, the Findus and the Birds eye, now owned by Nomad Foods. Analysis of variance revealed a highly significant variation between genotypes and genotype-by-environment interactions for the ten traits. The genetic diversity and population structure analyses estimated an intermediate level of genetic variation with two optimal sub-groups within the current panel. A total of 48 significant ( < 0.0001) MTAs were identified for eight different traits, including five for wrinkled vining pea yield on chr2LG1, chr4LG4, chr7LG7, and scaffolds (two), and six for adult plant resistance to downy mildew on chr1LG6, chr3LG5 (two), chr6LG2, and chr7LG7 (two). We reported several novel MTAs for different crucial traits with agronomic importance in wrinkled vining pea production for the first time, and these candidate markers could be easily validated and integrated into the active breeding programs for marker-assisted selection.
估计等位基因变异并探索数量遗传复杂性状的遗传基础是可持续作物生产的两个首要育种方案。本研究利用188份皱粒蔓生豌豆基因型材料,包括历史品种和育种系,来评估现有的遗传多样性,并检测与蔓生豌豆生产相关性状的分子标记,如皱粒蔓生豌豆产量(YTM100)、株高(PH)、早熟性(ERL)、成株对霜霉病的抗性(DM)、豆荚长度(PDL)、单株豆荚数(PDP)、每荚豌豆数(PPD)以及小皱粒蔓生豌豆的比例(PSP)。利用从多样性阵列技术测序(DArTseq)和简化基因组测序(GBS)方法产生的6902个高质量单核苷酸多态性(SNP)标记进行标记性状关联(MTA)分析。从两个私人育种项目(现已归诺玛德食品公司所有的芬达斯和鸟眼)记录的长达二十年(1999 - 2020年)的不平衡表型数据集中估计最佳线性无偏预测(BLUP)值。方差分析显示,这十个性状在基因型间以及基因型与环境互作间存在极显著差异。遗传多样性和群体结构分析估计当前群体内遗传变异处于中等水平,有两个最优亚群。共鉴定出48个与八个不同性状显著相关(<0.0001)的MTA,其中包括位于chr2LG1、chr4LG4、chr7LG7和两个支架上的五个与皱粒蔓生豌豆产量相关的MTA,以及位于chr1LG6、chr3LG5(两个)、chr6LG2和chr7LG7(两个)上的六个与成株对霜霉病抗性相关的MTA。我们首次报道了在皱粒蔓生豌豆生产中对不同关键农艺性状具有重要意义的几个新的MTA,这些候选标记可轻松验证并整合到用于标记辅助选择的现行育种计划中。