Biozentrum of the University of Basel and Swiss Institute of Bioinformatics, CH 4056 Basel, Switzerland.
Genome Res. 2013 Jan;23(1):60-73. doi: 10.1101/gr.142661.112. Epub 2012 Sep 10.
Although changes in chromatin are integral to transcriptional reprogramming during cellular differentiation, it is currently unclear how chromatin modifications are targeted to specific loci. To systematically identify transcription factors (TFs) that can direct chromatin changes during cell fate decisions, we model the relationship between genome-wide dynamics of chromatin marks and the local occurrence of computationally predicted TF binding sites. By applying this computational approach to a time course of Polycomb-mediated H3K27me3 marks during neuronal differentiation of murine stem cells, we identify several motifs that likely regulate the dynamics of this chromatin mark. Among these, the sites bound by REST and by the SNAIL family of TFs are predicted to transiently recruit H3K27me3 in neuronal progenitors. We validate these predictions experimentally and show that absence of REST indeed causes loss of H3K27me3 at target promoters in trans, specifically at the neuronal progenitor state. Moreover, using targeted transgenic insertion, we show that promoter fragments containing REST or SNAIL binding sites are sufficient to recruit H3K27me3 in cis, while deletion of these sites results in loss of H3K27me3. These findings illustrate that the occurrence of TF binding sites can determine chromatin dynamics. Local determination of Polycomb activity by REST and SNAIL motifs exemplifies such TF based regulation of chromatin. Furthermore, our results show that key TFs can be identified ab initio through computational modeling of epigenome data sets using a modeling approach that we make readily accessible.
尽管染色质的变化是细胞分化过程中转录重编程的重要组成部分,但目前尚不清楚染色质修饰如何靶向特定基因座。为了系统地鉴定可在细胞命运决定过程中指导染色质变化的转录因子 (TFs),我们将基因组范围内染色质标记的动态变化与计算预测的 TF 结合位点的局部出现之间的关系建模。通过将这种计算方法应用于小鼠干细胞神经元分化过程中多梳介导的 H3K27me3 标记的时间过程,我们鉴定出了几个可能调节这种染色质标记动态变化的基序。其中,REST 和 SNAIL 家族 TFs 结合的位点被预测在神经元祖细胞中短暂地招募 H3K27me3。我们通过实验验证了这些预测,并表明 REST 的缺失确实会导致靶启动子在转染过程中失去 H3K27me3,特别是在神经元祖细胞状态下。此外,使用靶向转基因插入,我们表明包含 REST 或 SNAIL 结合位点的启动子片段足以在顺式募集 H3K27me3,而这些位点的缺失会导致 H3K27me3 的丢失。这些发现表明 TF 结合位点的出现可以决定染色质动力学。REST 和 SNAIL 基序对多梳活性的局部决定说明了这种基于 TF 的染色质调控。此外,我们的结果表明,可以通过使用我们易于访问的建模方法对表观基因组数据集进行计算建模,从初始阶段就可以识别关键的 TFs。