Mapping the spectrum of 3D communities in human chromosome conformation capture data

被引:8
|
作者
Lee, Sang Hoon [1 ]
Kim, Yeonghoon [2 ]
Lee, Sungmin [3 ]
Durang, Xavier [4 ]
Stenberg, Per [5 ]
Jeon, Jae-Hyung [2 ]
Lizana, Ludvig [6 ]
机构
[1] Gyeongnam Natl Univ Sci & Technol, Dept Liberal Arts, Jinju 52725, South Korea
[2] Pohang Univ Sci & Technol, Dept Phys, Pohang 37673, South Korea
[3] Korea Univ, Dept Phys, Seoul 02841, South Korea
[4] Univ Seoul, Dept Phys, Seoul 02504, South Korea
[5] Umea Univ, Dept Ecol & Environm Sci EMG, S-90187 Umea, Sweden
[6] Umea Univ, Dept Phys, Integrated Sci Lab, S-90187 Umea, Sweden
基金
新加坡国家研究基金会;
关键词
CHROMATIN ARCHITECTURE; GENOME; REORGANIZATION; ORGANIZATION; PRINCIPLES; DISCOVERY;
D O I
10.1038/s41598-019-42212-y
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Several experiments show that the three dimensional (3D) organization of chromosomes affects genetic processes such as transcription and gene regulation. To better understand this connection, researchers developed the Hi-C method that is able to detect the pairwise physical contacts of all chromosomal loci. The Hi-C data show that chromosomes are composed of 3D compartments that range over a variety of scales. However, it is challenging to systematically detect these cross-scale structures. Most studies have therefore designed methods for specific scales to study foremost topologically associated domains (TADs) and A/B compartments. To go beyond this limitation, we tailor a network community detection method that finds communities in compact fractal globule polymer systems. Our method allows us to continuously scan through all scales with a single resolution parameter. We found: (i) polymer segments belonging to the same 3D community do not have to be in consecutive order along the polymer chain. In other words, several TADs may belong to the same 3D community. (ii) CTCF proteins-a loop-stabilizing protein that is ascribed a big role in TAD formation-are well correlated with community borders only at one level of organization. (iii) TADs and A/B compartments are traditionally treated as two weakly related 3D structures and detected with different algorithms. With our method, we detect both by simply adjusting the resolution parameter. We therefore argue that they represent two specific levels of a continuous spectrum 3D communities, rather than seeing them as different structural entities.
引用
收藏
页数:7
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