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通过全基因组关联图谱研究对田野水芹种子特性进行遗传剖析。

Genetic dissection of seed characteristics in field pennycress via genome-wide association mapping studies.

作者信息

Tandukar Zenith, Chopra Ratan, Frels Katherine, Heim Brett, Marks M David, Anderson James A

机构信息

Dep. of Agronomy and Plant Genetics, Univ. of Minnesota, Saint Paul, MN, USA.

Dep. of Plant and Microbial Biology, Univ. of Minnesota, Saint Paul, MN, USA.

出版信息

Plant Genome. 2022 Jun;15(2):e20211. doi: 10.1002/tpg2.20211. Epub 2022 Apr 29.

Abstract

Field pennycress (Thlaspi arvense L.) is a new winter annual cash cover crop with high oil content and seed yield, excellent winter hardiness, early maturation, and resistance to most pests and diseases. It provides living cover on fallow croplands between summer seasons, and in doing so reduces nutrient leaching into water sources, mitigates soil erosion, and suppresses weed growth. The first ever genome-wide association study (GWAS) was conducted on a pennycress diversity panel to identify marker trait associations with important seed size and composition related traits. The entire population was phenotyped in three total environments over 2 yr, and seed area, length, width, thousand grain weight, total oil, and total protein were measured post-harvest with specialized high-throughput imaging and near-infrared spectroscopy. Basic unbiased linear prediction values were calculated for each trait. Seed size traits tended to have higher entry mean reliabilities (0.76-0.79) compared with oil content (0.51) and protein content (0.37). Genotyping-by-sequencing identified 33,606 high quality genome-wide single nucleotide polymorphism (SNPs) that were coupled with phenotypic data to perform GWAS for seed area, length, width, thousand grain weight, total oil, and total protein content. Fifty-nine total marker-trait associations were identified revealing genomic regions controlling each trait. The significant SNPs explained 0.06-0.18% of the total variance for that trait in our population. A list of candidate genes was identified based on their functional annotations and characterization in other species. Our results confirm that GWAS is an efficient strategy to identify significant marker-trait associations that can be incorporated into marker-assisted selection pipelines to accelerate pennycress breeding progress.

摘要

田野水芹(遏蓝菜)是一种新型冬季一年生经济覆盖作物,含油量和种子产量高,具有出色的抗寒性、早熟性,且对大多数病虫害具有抗性。它在夏季休耕农田上提供植被覆盖,从而减少养分渗入水源,减轻土壤侵蚀,并抑制杂草生长。有史以来首次对田野水芹多样性群体进行全基因组关联研究(GWAS),以确定与重要种子大小和成分相关性状的标记-性状关联。在两年内的三个环境中对整个群体进行表型分析,收获后使用专门的高通量成像和近红外光谱法测量种子面积、长度、宽度、千粒重、总油含量和总蛋白含量。计算每个性状的基本无偏线性预测值。与油含量(0.51)和蛋白质含量(0.37)相比,种子大小性状的条目平均可靠性往往更高(0.76 - 0.79)。简化基因组测序鉴定出33,606个高质量全基因组单核苷酸多态性(SNP),将其与表型数据相结合,对种子面积、长度、宽度、千粒重、总油含量和总蛋白含量进行GWAS分析。共鉴定出59个标记-性状关联,揭示了控制每个性状的基因组区域。显著的SNP解释了该性状在我们群体中总变异的0.06 - 0.18%。根据其在其他物种中的功能注释和特征鉴定出候选基因列表。我们的结果证实,GWAS是一种有效的策略,可用于鉴定显著的标记-性状关联,这些关联可纳入标记辅助选择流程,以加速田野水芹的育种进程。

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