School of Computer Science, Tel-Aviv University, Tel-Aviv, 6997801, Israel.
Department of Computer Science, Interdisciplinary Center, Herzliya, 4610101, Israel.
Sci Rep. 2019 Sep 4;9(1):12734. doi: 10.1038/s41598-019-48798-7.
Genome conformation capture techniques permit a systematic investigation into the functional spatial organization of genomes, including functional aspects like assessing the co-localization of sets of genomic elements. For example, the co-localization of genes targeted by a transcription factor (TF) within a transcription factory. We quantify spatial co-localization using a rigorous statistical model that measures the enrichment of a subset of elements in neighbourhoods inferred from Hi-C data. We also control for co-localization that can be attributed to genomic order. We systematically apply our open-sourced framework, spatial-mHG, to search for spatial co-localization phenomena in multiple unicellular Hi-C datasets with corresponding genomic annotations. Our biological findings shed new light on the functional spatial organization of genomes, including: In C. crescentus, DNA replication genes reside in two genomic clusters that are spatially co-localized. Furthermore, these clusters contain similar gene copies and lay in genomic vicinity to the ori and ter sequences. In S. cerevisae, Ty5 retrotransposon family element spatially co-localize at a spatially adjacent subset of telomeres. In N. crassa, both Proteasome lid subcomplex genes and protein refolding genes jointly spatially co-localize at a shared location. An implementation of our algorithms is available online.
基因组构象捕获技术允许系统地研究基因组的功能空间组织,包括评估基因组元件集合的共定位等功能方面。例如,转录因子 (TF) 靶向的基因在转录工厂内的共定位。我们使用严格的统计模型来量化空间共定位,该模型测量从 Hi-C 数据推断的邻域中元素子集的富集程度。我们还控制了可以归因于基因组顺序的共定位。我们系统地将我们的开源框架 spatial-mHG 应用于多个单细胞 Hi-C 数据集,这些数据集具有相应的基因组注释,以搜索空间共定位现象。我们的生物学发现为基因组的功能空间组织提供了新的视角,包括:在 C. crescentus 中,DNA 复制基因位于两个空间共定位的基因组簇中。此外,这些簇包含相似的基因拷贝,并位于 ori 和 ter 序列的基因组附近。在 S. cerevisae 中,Ty5 反转录转座子家族元件在空间上与端粒的一个空间相邻子集共定位。在 N. crassa 中,蛋白酶体盖亚复合物基因和蛋白质重折叠基因共同在一个共享位置空间共定位。我们的算法实现可在线获取。