Divilov Konstantin, Barba Paola, Cadle-Davidson Lance, Reisch Bruce I
Plant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY, USA.
Instituto de Investigaciones Agropecuarias, INIA La Platina, Santiago, Chile.
Theor Appl Genet. 2018 May;131(5):1133-1143. doi: 10.1007/s00122-018-3065-y. Epub 2018 Feb 7.
Downy mildew resistance across days post-inoculation, experiments, and years in two interspecific grapevine F families was investigated using linear mixed models and Bayesian networks, and five new QTL were identified. Breeding grapevines for downy mildew disease resistance has traditionally relied on qualitative gene resistance, which can be overcome by pathogen evolution. Analyzing two interspecific F families, both having ancestry derived from Vitis vinifera and wild North American Vitis species, across 2 years and multiple experiments, we found multiple loci associated with downy mildew sporulation and hypersensitive response in both families using a single phenotype model. The loci explained between 7 and 17% of the variance for either phenotype, suggesting a complex genetic architecture for these traits in the two families studied. For two loci, we used RNA-Seq to detect differentially transcribed genes and found that the candidate genes at these loci were likely not NBS-LRR genes. Additionally, using a multiple phenotype Bayesian network analysis, we found effects between the leaf trichome density, hypersensitive response, and sporulation phenotypes. Moderate-high heritabilities were found for all three phenotypes, suggesting that selection for downy mildew resistance is an achievable goal by breeding for either physical- or non-physical-based resistance mechanisms, with the combination of the two possibly providing durable resistance.
利用线性混合模型和贝叶斯网络,研究了两个种间葡萄F家族在接种后不同天数、不同实验和不同年份的霜霉病抗性,并鉴定出5个新的数量性状基因座(QTL)。传统上,培育抗霜霉病的葡萄依赖于定性基因抗性,但这种抗性可能会因病原体的进化而被克服。分析两个种间F家族,它们的祖先都来自欧亚葡萄和北美野生葡萄种,跨越2年并进行多次实验,我们使用单一表型模型在两个家族中发现了多个与霜霉病孢子形成和过敏反应相关的基因座。这些基因座解释了任一表型7%至17%的变异,表明在所研究的两个家族中,这些性状具有复杂的遗传结构。对于两个基因座,我们使用RNA测序来检测差异转录基因,发现这些基因座上的候选基因可能不是NBS-LRR基因。此外,通过多表型贝叶斯网络分析,我们发现了叶片毛状体密度、过敏反应和孢子形成表型之间的影响。所有三种表型都具有中高遗传力,这表明通过培育基于物理或非物理的抗性机制来选择抗霜霉病是一个可以实现的目标,两者结合可能提供持久的抗性。