Max Planck Institute for Molecular Genetics, Ihnestr 73, 14195 Berlin, Germany.
BMC Genomics. 2012;13 Suppl 1(Suppl 1):S2. doi: 10.1186/1471-2164-13-S1-S2. Epub 2012 Jan 17.
Tissue-specific gene expression is generally regulated by combinatorial interactions among transcription factors (TFs) which bind to the DNA. Despite this known fact, previous discoveries of the mechanism that controls gene expression usually consider only a single TF.
We provide a prediction of interacting TFs in 22 human tissues based on their DNA-binding affinity in promoter regions. We analyze all possible pairs of 130 vertebrate TFs from the JASPAR database. First, all human promoter regions are scanned for single TF-DNA binding affinities with TRAP and for each TF a ranked list of all promoters ordered by the binding affinity is created. We then study the similarity of the ranked lists and detect candidates for TF-TF interaction by applying a partial independence test for multiway contingency tables. Our candidates are validated by both known protein-protein interactions (PPIs) and known gene regulation mechanisms in the selected tissue. We find that the known PPIs are significantly enriched in the groups of our predicted TF-TF interactions (2 and 7 times more common than expected by chance). In addition, the predicted interacting TFs for studied tissues (liver, muscle, hematopoietic stem cell) are supported in literature to be active regulators or to be expressed in the corresponding tissue.
The findings from this study indicate that tissue-specific gene expression is regulated by one or two central regulators and a large number of TFs interacting with these central hubs. Our results are in agreement with recent experimental studies.
组织特异性基因表达通常是由转录因子(TFs)的组合相互作用调节的,这些转录因子结合到 DNA 上。尽管有这一已知事实,但以前发现的控制基因表达的机制通常只考虑单个 TF。
我们根据 22 个人类组织中 TF 在启动子区域的 DNA 结合亲和力,对相互作用的 TF 进行了预测。我们分析了 JASPAR 数据库中所有 130 种脊椎动物 TF 的所有可能的对。首先,使用 TRAP 扫描所有人类启动子区域以获得单个 TF-DNA 结合亲和力,并且为每个 TF 创建了一个按结合亲和力排序的所有启动子的排名列表。然后,我们通过应用多向列联表的部分独立性检验来研究排名列表的相似性,并检测 TF-TF 相互作用的候选者。我们的候选者通过所选组织中的已知蛋白质-蛋白质相互作用(PPIs)和已知基因调控机制进行验证。我们发现,已知的 PPIs 在我们预测的 TF-TF 相互作用的组中显著富集(比预期的机会多 2 倍和 7 倍)。此外,对于研究组织(肝脏、肌肉、造血干细胞),预测的相互作用 TF 在文献中被支持为活性调节剂或在相应组织中表达。
这项研究的结果表明,组织特异性基因表达是由一个或两个中心调节剂和大量与这些中心枢纽相互作用的 TFs 调节的。我们的结果与最近的实验研究一致。