Australian Grains Genebank, Agriculture Victoria, Grains Innovation Park, Horsham, Victoria, Australia.
Agriculture Victoria, Grains Innovation Park, Horsham, Victoria, Australia.
PLoS One. 2018 Nov 19;13(11):e0207788. doi: 10.1371/journal.pone.0207788. eCollection 2018.
Early vigour of seedlings is a beneficial trait of field pea (Pisum sativum L.) that contributes to weed control, water use efficiency and is likely to contribute to yield under certain environments. Although breeding is considered the most effective approach to improve early vigour of field pea, the absence of a robust and high-throughput phenotyping tool to dissect this complex trait is currently a major obstacle of genetic improvement programs to address this issue. To develop this tool, separate trials on 44 genetically diverse field pea genotypes were conducted in the automated plant phenotyping platform of Plant Phenomics Victoria, Horsham and in the field, respectively. High correlation between estimated plant parameters derived from the automated phenotyping platform and important early vigour traits such as shoot biomass, leaf area and plant height indicated that the derived plant parameters can be used to predict vigour traits in field pea seedlings. Plant growth analysis demonstrated that the "broken-stick" model fitted well with the growth pattern of all field pea genotypes and can be used to determine the linear growth phase. Further analysis suggested that the estimated plant parameters collected at the linear growth phase can effectively differentiate early vigour across field pea genotypes. High correlation between normalised difference vegetation indices captured from the field trial and estimated shoot biomass and top-view area confirmed the consistent performance of early vigour field pea genotypes under controlled and field environments. Overall, our results demonstrated that this robust screening tool is highly applicable and will enable breeding programs to rapidly identify early vigour traits and utilise germplasm to contribute to the genetic improvement of field peas.
幼苗早期活力是田间豌豆(Pisum sativum L.)的有益特性,有助于控制杂草、提高水分利用效率,并可能在某些环境下有助于提高产量。尽管选育被认为是提高田间豌豆早期活力最有效的方法,但缺乏强大的高通量表型分析工具来剖析这一复杂特性,目前是遗传改良计划解决这一问题的主要障碍。为了开发这一工具,在 Horsham 的维多利亚植物表型分析平台(Plant Phenomics Victoria)的自动化植物表型平台和田间,分别对 44 个遗传多样化的田间豌豆基因型进行了单独的试验。从自动化表型平台估计的植物参数与重要的早期活力特性(如地上部生物量、叶面积和株高)之间高度相关,表明衍生的植物参数可用于预测田间豌豆幼苗的活力特性。植物生长分析表明,“折断棒”模型很好地拟合了所有田间豌豆基因型的生长模式,可以用于确定线性生长阶段。进一步的分析表明,在线性生长阶段收集的估计植物参数可以有效地区分田间豌豆基因型的早期活力。田间试验中捕获的归一化差异植被指数与估计的地上部生物量和顶视图面积之间的高度相关证实了早期活力田间豌豆基因型在受控和田间环境下的一致表现。总体而言,我们的结果表明,这种强大的筛选工具具有高度的适用性,将使选育计划能够快速识别早期活力特性,并利用种质资源为田间豌豆的遗传改良做出贡献。