Laboratory of Immunology, Vaccinology, and Molecular Genetics, Institut Pasteur de Tunis, 13 place Pasteur BP 74, Tunis, Tunisia.
Infect Genet Evol. 2011 Jun;11(4):769-77. doi: 10.1016/j.meegid.2010.10.015. Epub 2010 Nov 18.
The present study describes the in silico prediction of the regulatory network of Leishmania infected human macrophages. The construction of the gene regulatory network requires the identification of Transcription Factor Binding Sites (TFBSs) in the regulatory regions (promoters, enhancers) of genes that are regulated upon Leishmania infection. The promoters of human, mouse, rat, dog and chimpanzee genes were first identified in the whole genomes using available experimental data on full length cDNA sequences or deep CAGE tag data (DBTSS, FANTOM3, FANTOM4), mRNA models (ENSEMBL), or using hand annotated data (EPD, TRANSFAC). A phylogenetic footprinting analysis and a MATCH analysis of the promoter sequences were then performed to predict TFBS. Then, an SQL database that integrates all results of promoter analysis as well as other genome annotation information obtained from ENSEMBL, TRANSFAC, TRED (Transcription Regulatory Element Database), ORegAnno and the ENCODE project, was established. Finally publicly available expression data from human Leishmania infected macrophages were analyzed using the genome-wide information on predicted TFBS with the computer system ExPlain™. The gene regulatory network was constructed and activated signal transduction pathways were revealed. The Irak1 pathway was identified as a key pathway regulating gene expression changes in Leishmania infected macrophages.
本研究描述了利什曼原虫感染人巨噬细胞的调控网络的计算机预测。基因调控网络的构建需要识别在利什曼原虫感染时受到调控的基因的调控区(启动子、增强子)中的转录因子结合位点(TFBS)。首先,使用全长 cDNA 序列或深度 CAGE 标记数据(DBTSS、FANTOM3、FANTOM4)、mRNA 模型(ENSEMBL)或使用手动注释数据(EPD、TRANSFAC),在整个基因组中鉴定人类、小鼠、大鼠、狗和黑猩猩基因的启动子。然后,对启动子序列进行系统发育足迹分析和 MATCH 分析,以预测 TFBS。然后,建立了一个 SQL 数据库,该数据库整合了启动子分析的所有结果以及从 ENSEMBL、TRANSFAC、TRED(转录调控元件数据库)、ORegAnno 和 ENCODE 项目获得的其他基因组注释信息。最后,使用计算机系统 ExPlain™分析了来自人利什曼原虫感染巨噬细胞的公开表达数据,该系统使用预测 TFBS 的全基因组信息。构建了基因调控网络,并揭示了激活的信号转导途径。Irak1 途径被确定为调节利什曼原虫感染巨噬细胞中基因表达变化的关键途径。