Department of Botany, University of Wisconsin-Madison, Madison, Wisconsin 53706, USA.
Department of Plant Biology, Michigan State University, East Lansing, Michigan 48824, USA.
Plant Cell. 2022 Feb 3;34(2):867-888. doi: 10.1093/plcell/koab287.
Plants respond to wounding stress by changing gene expression patterns and inducing the production of hormones including jasmonic acid. This wounding transcriptional response activates specialized metabolism pathways such as the glucosinolate pathways in Arabidopsis thaliana. While the regulatory factors and sequences controlling a subset of wound-response genes are known, it remains unclear how wound response is regulated globally. Here, we how these responses are regulated by incorporating putative cis-regulatory elements, known transcription factor binding sites, in vitro DNA affinity purification sequencing, and DNase I hypersensitive sites to predict genes with different wound-response patterns using machine learning. We observed that regulatory sites and regions of open chromatin differed between genes upregulated at early and late wounding time-points as well as between genes induced by jasmonic acid and those not induced. Expanding on what we currently know, we identified cis-elements that improved model predictions of expression clusters over known binding sites. Using a combination of genome editing, in vitro DNA-binding assays, and transient expression assays using native and mutated cis-regulatory elements, we experimentally validated four of the predicted elements, three of which were not previously known to function in wound-response regulation. Our study provides a global model predictive of wound response and identifies new regulatory sequences important for wounding without requiring prior knowledge of the transcriptional regulators.
植物通过改变基因表达模式并诱导包括茉莉酸在内的激素的产生来应对创伤应激。这种创伤转录反应激活了特定的代谢途径,如拟南芥中的硫代葡萄糖苷途径。虽然已知控制一部分创伤反应基因的调控因子和序列,但仍不清楚如何全面调控创伤反应。在这里,我们通过整合假定的顺式调控元件、已知的转录因子结合位点、体外 DNA 亲和纯化测序和 DNA 酶 I 超敏位点,使用机器学习来预测具有不同创伤反应模式的基因,从而了解这些反应是如何被调控的。我们观察到,在早期和晚期创伤时间点上调的基因以及被茉莉酸诱导和未被诱导的基因之间,调节位点和开放染色质区域存在差异。在我们目前所知的基础上,我们确定了顺式元件,这些元件提高了表达群集的模型预测能力,超过了已知的结合位点。我们使用基因组编辑、体外 DNA 结合测定以及使用天然和突变的顺式调控元件的瞬时表达测定,实验验证了四个预测的元件,其中三个以前不知道在创伤反应调控中起作用。我们的研究提供了一个可预测创伤反应的全局模型,并确定了新的调控序列,这些序列对创伤反应很重要,而无需事先了解转录调控因子。