Wang Shichen, Yang Shuo, Yin Yuejia, Guo Xiaosen, Wang Shan, Hao Dongyun
College of Animal Science and Veterinary Medicine, Jilin University, Changchun 130062, People's Republic of China.
Plant Mol Biol. 2009 Jan;69(1-2):167-78. doi: 10.1007/s11103-008-9414-5. Epub 2008 Oct 18.
Identification of downstream target genes of stress-relating transcription factors (TFs) is desirable in understanding cellular responses to various environmental stimuli. However, this has long been a difficult work for both experimental and computational practices. In this research, we presented a novel computational strategy which combined the analysis of the transcription factor binding site (TFBS) contexts and machine learning approach. Using this strategy, we conducted a genome-wide investigation into novel direct target genes of dehydration responsive element binding proteins (DREBs), the members of AP2-EREBPs transcription factor super family which is reported to be responsive to various abiotic stresses in Arabidopsis. The genome-wide searching yielded in total 474 target gene candidates. With reference to the microarray data for abiotic stresses-inducible gene expression profile, 268 target gene candidates out of the total 474 genes predicted, were induced during the 24-h exposure to abiotic stresses. This takes about 57% of total predicted targets. Furthermore, GO annotations revealed that these target genes are likely involved in protein amino acid phosphorylation, protein binding and Endomembrane sorting system. The results suggested that the predicted target gene candidates were adequate to meet the essential biological principle of stress-resistance in plants.
识别与胁迫相关的转录因子(TFs)的下游靶基因,对于理解细胞对各种环境刺激的反应至关重要。然而,长期以来,这无论是在实验还是计算实践中都是一项艰巨的工作。在本研究中,我们提出了一种新颖的计算策略,该策略结合了转录因子结合位点(TFBS)上下文分析和机器学习方法。利用这一策略,我们对脱水响应元件结合蛋白(DREBs)的新型直接靶基因进行了全基因组研究,DREBs是AP2-EREBPs转录因子超家族的成员,据报道在拟南芥中对各种非生物胁迫有响应。全基因组搜索总共产生了474个候选靶基因。参照非生物胁迫诱导基因表达谱的微阵列数据,在预测的474个基因中,有268个候选靶基因在24小时非生物胁迫处理期间被诱导。这约占预测靶标的57%。此外,基因本体(GO)注释显示,这些靶基因可能参与蛋白质氨基酸磷酸化、蛋白质结合和内膜分选系统。结果表明,预测的候选靶基因足以满足植物抗逆性的基本生物学原理。