Gonzalo Martin, Vyn Tony J, Holland James B, McIntyre Lauren M
Department of Agronomy, Purdue University, West Lafayette, Indiana 47907, USA.
Genetics. 2006 May;173(1):331-48. doi: 10.1534/genetics.105.045757. Epub 2006 Feb 19.
Maize yield improvement has been strongly linked to improvements in stress tolerance, particularly to increased interplant competition. As a result, modern hybrids are able to produce kernels at high plant population densities. Identification of the genetic factors responsible for density response in maize requires direct testing of interactions between genetic effects and density and evaluation of that response in multiple traits. In this article we take a broad view of the problem and use a general approach based upon mixed models to analyze data from eight segmental inbred lines in a B73 background and their crosses to the unrelated parent Mo17 (hybrids). We directly test for the interaction between treatment effects and genetic effects instead of the commonly used overlaying of results on a common map. Additionally, we demonstrate one way to handle heteroscedasticity of variances common in stress responses. We find that some SILs are consistently different from the recurrent parent regardless of the density, while others differ from the recurrent parent in one density level but not in the other. Thus, we find positive evidence for both main effects and interaction between genetic loci and density in cases where the approach of overlapping results fails to find significant results. Furthermore, our study clearly identifies segments that respond differently to density depending upon the inbreeding level (inbred/hybrid).
玉米产量的提高与胁迫耐受性的改善密切相关,特别是与种间竞争的增强有关。因此,现代杂交种能够在高种植密度下产生籽粒。鉴定玉米中负责密度响应的遗传因素需要直接测试遗传效应与密度之间的相互作用,并评估多个性状中的这种响应。在本文中,我们从广义上看待这个问题,并使用基于混合模型的一般方法来分析来自B73背景下的八个片段近交系及其与无关亲本Mo17(杂交种)杂交的数据。我们直接测试处理效应与遗传效应之间的相互作用,而不是通常在共同图谱上叠加结果的方法。此外,我们展示了一种处理胁迫响应中常见的方差异质性的方法。我们发现,一些片段近交系无论密度如何都始终与轮回亲本不同,而其他一些则在一个密度水平上与轮回亲本不同,而在另一个密度水平上则没有差异。因此,在结果重叠方法未能找到显著结果的情况下,我们找到了基因座与密度之间主效应和相互作用的积极证据。此外,我们的研究清楚地确定了根据近交水平(近交系/杂交种)对密度有不同反应的片段。