Université Paris-Saclay, INRAE, CNRS, AgroParisTech, GQE - Le Moulon, 91190, Gif-sur-Yvette, France.
LEPSE, INRAE, Université Montpellier, SupAgro, F34060 Montpellier, France.
Genome Res. 2020 Nov;30(11):1593-1604. doi: 10.1101/gr.255224.119. Epub 2020 Oct 15.
The effect of drought on maize yield is of particular concern in the context of climate change and human population growth. However, the complexity of drought-response mechanisms makes the design of new drought-tolerant varieties a difficult task that would greatly benefit from a better understanding of the genotype-phenotype relationship. To provide novel insight into this relationship, we applied a systems genetics approach integrating high-throughput phenotypic, proteomic, and genomic data acquired from 254 maize hybrids grown under two watering conditions. Using association genetics and protein coexpression analysis, we detected more than 22,000 pQTLs across the two conditions and confidently identified 15 loci with potential pleiotropic effects on the proteome. We showed that even mild water deficit induced a profound remodeling of the proteome, which affected the structure of the protein coexpression network, and a reprogramming of the genetic control of the abundance of many proteins, including those involved in stress response. Colocalizations between pQTLs and QTLs for ecophysiological traits, found mostly in the water deficit condition, indicated that this reprogramming may also affect the phenotypic level. Finally, we identified several candidate genes that are potentially responsible for both the coexpression of stress response proteins and the variations of ecophysiological traits under water deficit. Taken together, our findings provide novel insights into the molecular mechanisms of drought tolerance and suggest some pathways for further research and breeding.
干旱对玉米产量的影响在气候变化和人口增长的背景下尤为令人关注。然而,干旱响应机制的复杂性使得设计新的耐旱品种成为一项艰巨的任务,如果能更好地了解基因型-表型关系,将极大地受益于此。为了提供对这种关系的新见解,我们应用了一种系统遗传学方法,该方法整合了从 254 个在两种浇水条件下生长的玉米杂种中获得的高通量表型、蛋白质组和基因组数据。通过关联遗传学和蛋白质共表达分析,我们在两种条件下检测到了超过 22000 个 pQTL,并自信地鉴定了 15 个可能对蛋白质组具有潜在多效性影响的位点。我们表明,即使轻度缺水也会引起蛋白质组的深刻重塑,这会影响蛋白质共表达网络的结构,并重新编程许多蛋白质丰度的遗传控制,包括那些参与应激反应的蛋白质。在 pQTL 和与生态生理性状相关的 QTL 之间的共定位,主要在水分亏缺条件下发现,表明这种重编程可能也会影响表型水平。最后,我们鉴定了一些候选基因,这些基因可能同时负责应激反应蛋白的共表达以及水分亏缺下生态生理性状的变异。总之,我们的研究结果为耐旱的分子机制提供了新的见解,并为进一步的研究和培育提出了一些途径。