Top Institute Food and Nutrition and Kluyver Centre for Genomics of Industrial Fermentation, PO Box 557, 6700 AN Wageningen, The Netherlands.
Microb Biotechnol. 2011 May;4(3):333-44. doi: 10.1111/j.1751-7915.2010.00217.x. Epub 2010 Oct 26.
Gene regulatory networks can be reconstructed by combining transcriptome data from many different experiments to elucidate relations between the activity of certain transcription factors and the genes they control. To obtain insight in the regulatory network of Lactobacillus plantarum, microarray transcriptome data from more than 70 different experimental conditions were combined and the expression profiles of the transcriptional units (TUs) were compared. The TUs that displayed correlated expression were used to identify putative cis-regulatory elements by searching the upstream regions of the TUs for conserved motifs. Predicted motifs were extended and refined by searching for motifs in the upstream regions of additional TUs with correlated expression. In this way, cis-acting elements were identified for 41 regulons consisting of at least four TUs (correlation > 0.7). This set of regulons included the known regulons of CtsR and LexA, but also several novel ones encompassing genes with coherent biological functions. Visualization of the regulons and their connections revealed a highly interconnected regulatory network. This network contains several subnetworks that encompass genes of correlated biological function, such as sugar and energy metabolism, nitrogen metabolism and stress response.
基因调控网络可以通过结合来自许多不同实验的转录组数据来重建,以阐明特定转录因子的活性与它们所控制的基因之间的关系。为了深入了解植物乳杆菌的调控网络,我们结合了 70 多种不同实验条件下的微阵列转录组数据,并比较了转录单元(TU)的表达谱。通过在 TU 的上游区域搜索保守基序,将表现出相关表达的 TU 用于识别可能的顺式调控元件。通过在具有相关表达的其他 TU 的上游区域搜索基序,对预测的基序进行扩展和细化。通过这种方式,确定了至少包含四个 TU(相关性> 0.7)的 41 个调控子的顺式作用元件。这组调控子包括 CtsR 和 LexA 的已知调控子,但也包括几个新的调控子,其中包含具有一致生物学功能的基因。调控子及其连接的可视化显示了一个高度互联的调控网络。该网络包含几个子网,包含具有相关生物学功能的基因,如糖和能量代谢、氮代谢和应激反应。