Zinkgraf Matthew, Liu Lijun, Groover Andrew, Filkov Vladimir
USDA Forest Service, Pacific Southwest Research Station, Davis, CA, 95618, USA.
Department of Computer Science, University of California, Davis, CA, 95618, USA.
New Phytol. 2017 Jun;214(4):1464-1478. doi: 10.1111/nph.14492. Epub 2017 Mar 1.
Trees modify wood formation through integration of environmental and developmental signals in complex but poorly defined transcriptional networks, allowing trees to produce woody tissues appropriate to diverse environmental conditions. In order to identify relationships among genes expressed during wood formation, we integrated data from new and publically available datasets in Populus. These datasets were generated from woody tissue and include transcriptome profiling, transcription factor binding, DNA accessibility and genome-wide association mapping experiments. Coexpression modules were calculated, each of which contains genes showing similar expression patterns across experimental conditions, genotypes and treatments. Conserved gene coexpression modules (four modules totaling 8398 genes) were identified that were highly preserved across diverse environmental conditions and genetic backgrounds. Functional annotations as well as correlations with specific experimental treatments associated individual conserved modules with distinct biological processes underlying wood formation, such as cell-wall biosynthesis, meristem development and epigenetic pathways. Module genes were also enriched for DNase I hypersensitivity footprints and binding from four transcription factors associated with wood formation. The conserved modules are excellent candidates for modeling core developmental pathways common to wood formation in diverse environments and genotypes, and serve as testbeds for hypothesis generation and testing for future studies.
树木通过在复杂但定义不清的转录网络中整合环境和发育信号来调节木材形成,使树木能够产生适合不同环境条件的木质组织。为了确定木材形成过程中表达的基因之间的关系,我们整合了来自杨树新的和公开可用数据集的数据。这些数据集来自木质组织,包括转录组分析、转录因子结合、DNA可及性和全基因组关联图谱实验。计算了共表达模块,每个模块都包含在不同实验条件、基因型和处理下表现出相似表达模式的基因。鉴定出了保守的基因共表达模块(四个模块,共8398个基因),这些模块在不同环境条件和遗传背景下高度保守。功能注释以及与特定实验处理的相关性将各个保守模块与木材形成背后不同的生物学过程联系起来,如细胞壁生物合成、分生组织发育和表观遗传途径。模块基因还富集了DNase I超敏反应足迹以及与木材形成相关的四种转录因子的结合。这些保守模块是模拟不同环境和基因型中木材形成共有的核心发育途径的极佳候选者,并作为未来研究中假设生成和测试的试验台。