School of Biosciences, University of Birmingham, Birmingham, B15 2TT, UK
Department of Crop Genetics, John Innes Centre, Norwich Research Park, NR4 7UH, UK.
Plant Physiol. 2019 Jul;180(3):1740-1755. doi: 10.1104/pp.19.00380. Epub 2019 May 7.
Senescence is a tightly regulated developmental program coordinated by transcription factors. Identifying these transcription factors in crops will provide opportunities to tailor the senescence process to different environmental conditions and regulate the balance between yield and grain nutrient content. Here, we use ten time points of gene expression data along with gene network modeling to identify transcription factors regulating senescence in polyploid wheat (). We observe two main phases of transcriptional changes during senescence: early down-regulation of housekeeping functions and metabolic processes followed by up-regulation of transport and hormone-related genes. These two phases are largely conserved with Arabidopsis (), although the individual genes underlying these changes are often not orthologous. We have identified transcription factor families associated with these early and later waves of differential expression. Using gene regulatory network modeling, we identified candidate transcription factors that may control senescence. Using independent, publicly available datasets, we found that the most highly ranked candidate genes in the network were enriched for senescence-related functions compared with all genes in the network. We validated the function of one of these candidate transcription factors in senescence using wheat chemically induced mutants. This study lays the groundwork to understand the transcription factors that regulate senescence in polyploid wheat and exemplifies the integration of time-series data with publicly available expression atlases and networks to identify candidate regulatory genes.
衰老(Senescence)是一个受转录因子(Transcription factors)严格调控的发育程序。在作物中鉴定这些转录因子将为适应不同环境条件和调节产量与谷物营养成分之间的平衡提供机会。在这里,我们使用十个时间点的基因表达数据以及基因网络建模,来鉴定调节多倍体小麦衰老的转录因子(Transcription factors)。我们观察到衰老过程中有两个主要的转录变化阶段:管家功能和代谢过程的早期下调,随后是运输和激素相关基因的上调。这些两个阶段在拟南芥中很大程度上是保守的(Arabidopsis),尽管这些变化背后的个别基因通常不是同源的。我们已经鉴定出与这些早期和晚期差异表达波相关的转录因子家族。使用基因调控网络建模,我们确定了可能控制衰老的候选转录因子。使用独立的、公开可用的数据集,我们发现网络中排名最高的候选基因与网络中的所有基因相比,富集了与衰老相关的功能。我们使用小麦化学诱导突变体验证了网络中一个候选转录因子在衰老过程中的功能。这项研究为理解多倍体小麦中调节衰老的转录因子奠定了基础,并说明了将时间序列数据与公开可用的表达图谱和网络相结合,以鉴定候选调节基因的方法。