Department of Biology, Technion - Israel Institute of Technology, Haifa, Israel.
Nucleic Acids Res. 2013 Feb 1;41(4):2191-201. doi: 10.1093/nar/gks1360. Epub 2013 Jan 8.
While it has been long recognized that genes are not randomly positioned along the genome, the degree to which its 3D structure influences the arrangement of genes has remained elusive. In particular, several lines of evidence suggest that actively transcribed genes are spatially co-localized, forming transcription factories; however, a generalized systematic test has hitherto not been described. Here we reveal transcription factories using a rigorous definition of genomic structure based on Saccharomyces cerevisiae chromosome conformation capture data, coupled with an experimental design controlling for the primary gene order. We develop a data-driven method for the interpolation and the embedding of such datasets and introduce statistics that enable the comparison of the spatial and genomic densities of genes. Combining these, we report evidence that co-regulated genes are clustered in space, beyond their observed clustering in the context of gene order along the genome and show this phenomenon is significant for 64 out of 117 transcription factors. Furthermore, we show that those transcription factors with high spatially co-localized targets are expressed higher than those whose targets are not spatially clustered. Collectively, our results support the notion that, at a given time, the physical density of genes is intimately related to regulatory activity.
尽管人们早就认识到基因并非随机排列在基因组中,但 3D 结构对基因排列的影响程度仍然难以捉摸。特别是,有几条证据表明,活跃转录的基因在空间上是共定位的,形成转录工厂;然而,迄今为止尚未描述一般性的系统测试。在这里,我们使用基于酿酒酵母染色体构象捕获数据的严格基因组结构定义,以及控制主要基因顺序的实验设计,揭示了转录工厂。我们开发了一种数据驱动的方法来插值和嵌入此类数据集,并引入了统计学方法,以比较基因的空间和基因组密度。通过结合这些方法,我们报告了证据表明,在空间上,受调控基因簇集在一起,超出了它们在基因组中基因顺序背景下观察到的聚类,并且这一现象对 117 个转录因子中的 64 个具有显著意义。此外,我们还表明,那些在空间上具有高度共定位靶基因的转录因子的表达水平高于那些靶基因没有空间聚类的转录因子。总的来说,我们的结果支持了这样一种观点,即在给定的时间内,基因的物理密度与调节活性密切相关。