Turner Sarah D, Maurizio Paul L, Valdar William, Yandell Brian S, Simon Philipp W
Department of Horticulture, University of Wisconsin-Madison, Wisconsin 53706.
Curriculum in Bioinformatics and Computational Biology, University of North Carolina, Chapel Hill, North Carolina 27599.
G3 (Bethesda). 2018 Feb 2;8(2):411-426. doi: 10.1534/g3.117.300235.
Crop establishment in carrot ( L.) is limited by slow seedling growth and delayed canopy closure, resulting in high management costs for weed control. Varieties with improved growth habit (, larger canopy and increased shoot biomass) may help mitigate weed control, but the underlying genetics of these traits in carrot is unknown. This project used a diallel mating design coupled with recent Bayesian analytical methods to determine the genetic basis of carrot shoot growth. Six diverse carrot inbred lines with variable shoot size were crossed in WI in 2014. F1 hybrids, reciprocal crosses, and parental selfs were grown in a randomized complete block design with two blocks in WI (2015) and CA (2015, 2016). Measurements included canopy height, canopy width, shoot biomass, and root biomass. General and specific combining abilities were estimated using Griffing's Model I, which is a common analysis for plant breeding experiments. In parallel, additive, inbred, cross-specific, and maternal effects were estimated from a Bayesian mixed model, which is robust to dealing with data imbalance and outliers. Both additive and nonadditive effects significantly influenced shoot traits, with nonadditive effects playing a larger role early in the growing season, when weed control is most critical. Results suggest the presence of heritable variation and thus potential for improvement of these phenotypes in carrot. In addition, results present evidence of heterosis for root biomass, which is a major component of carrot yield.
胡萝卜(L.)的作物定植受到幼苗生长缓慢和冠层闭合延迟的限制,导致杂草控制的管理成本高昂。生长习性改善(如更大的冠层和增加的地上部生物量)的品种可能有助于减轻杂草控制,但胡萝卜这些性状的潜在遗传学尚不清楚。本项目采用双列杂交设计并结合最新的贝叶斯分析方法来确定胡萝卜地上部生长的遗传基础。2014年在威斯康星州,将6个地上部大小各异的不同胡萝卜自交系进行杂交。F1杂种、正反交组合和亲本自交系在威斯康星州(2015年)和加利福尼亚州(2015年、2016年)以随机完全区组设计种植,设两个区组。测量指标包括冠层高度、冠层宽度、地上部生物量和根部生物量。使用格里芬模型I估计一般配合力和特殊配合力,这是植物育种实验的常用分析方法。同时,从贝叶斯混合模型估计加性、近交、杂交特异性和母体效应,该模型在处理数据不平衡和异常值方面具有稳健性。加性效应和非加性效应均对地上部性状有显著影响,在生长季节早期杂草控制最为关键时,非加性效应起更大作用。结果表明存在可遗传变异,因此胡萝卜这些表型具有改良潜力。此外,结果提供了根部生物量杂种优势的证据,根部生物量是胡萝卜产量的主要组成部分。