Institute of Agronomy and Plant Breeding II, Justus Liebig University, Heinrich-Buff-Ring 26-32, 35392 Giessen, Germany.
PLoS One. 2017 Dec 4;12(12):e0188839. doi: 10.1371/journal.pone.0188839. eCollection 2017.
In a line or a hybrid breeding program superior lines are selected from a breeding pool as parental lines for the next breeding cycle. From a cross of two parental lines, new lines are derived by single-seed descent (SSD) or doubled haploid (DH) technology. However, not all possible crosses between the parental lines can be carried out due to limited resources. Our objectives were to present formulas to characterize a cross by the mean and variance of the genotypic values of the lines derived from the cross, and to apply the formulas to predict means and variances of flowering time traits in recombinant inbred line families of a publicly available data set in maize. We derived formulas which are based on the expected linkage disequilibrium (LD) between two loci and which can be used for arbitrary mating systems. Results were worked out for SSD and DH lines derived from a cross after an arbitrary number of intermating generations. The means and variances were highly correlated with results obtained by the simulation software PopVar. Compared with these simulations, computation time for our closed formulas was about ten times faster. The means and variances for flowering time traits observed in the recombinant inbred line families of the investigated data set showed correlations of around 0.9 for the means and of 0.46 and 0.65 for the standard deviations with the estimated values. We conclude that our results provide a framework that can be exploited to increase the efficiency of hybrid and line breeding programs by extending genomic selection approaches to the selection of crossing partners.
在一个品系或杂种选育计划中,从选育群体中选择优良品系作为下一个选育周期的亲本系。通过两个亲本系的杂交,通过单粒传代(SSD)或加倍单倍体(DH)技术从杂交后代中衍生出新的系。然而,由于资源有限,并非所有亲本系之间的可能杂交都能进行。我们的目标是提出通过杂交后代的基因型值的均值和方差来描述杂交的公式,并将这些公式应用于预测玉米公开可用数据集的重组自交系群体中开花时间性状的均值和方差。我们推导出了基于两个基因座之间预期连锁不平衡(LD)的公式,这些公式可用于任意交配系统。结果适用于经过任意数量的互交世代后从杂交中衍生的 SSD 和 DH 系。均值和方差与使用 PopVar 模拟软件获得的结果高度相关。与这些模拟相比,我们的封闭公式的计算时间大约快了十倍。在所研究数据集的重组自交系群体中观察到的开花时间性状的均值和方差与估计值的相关性约为 0.9,与标准偏差的相关性分别为 0.46 和 0.65。我们得出结论,我们的结果提供了一个框架,可以通过将基因组选择方法扩展到杂交伙伴的选择,来提高杂种和系选育计划的效率。