Si-C is a method for inferring super-resolution intact genome structure from single-cell Hi-C data

被引:13
作者
Meng, Luming [1 ,2 ]
Wang, Chenxi [3 ]
Shi, Yi [4 ]
Luo, Qiong [3 ]
机构
[1] South China Normal Univ, Coll Biophoton, MOE Key Lab Laser Life Sci, Guangzhou, Peoples R China
[2] South China Normal Univ, Coll Biophoton, Guangdong Prov Key Lab Laser Life Sci, Guangzhou, Peoples R China
[3] South China Normal Univ, Ctr Computat Quantum Chem, Sch Chem, Guangzhou, Peoples R China
[4] Shanghai Jiao Tong Univ, Bio X Inst, Key Lab Genet Dev & Neuropsychiat Disorders, Shanghai, Peoples R China
基金
上海市自然科学基金;
关键词
CHROMOSOME CONFORMATION CAPTURE; SPATIAL-ORGANIZATION; NUCLEI; REORGANIZATION; DOMAINS; MAPS;
D O I
10.1038/s41467-021-24662-z
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
There is a strong demand for methods that can efficiently reconstruct valid super-resolution intact genome 3D structures from sparse and noise single-cell Hi-C data. Here, we develop Single-Cell Chromosome Conformation Calculator (Si-C) within the Bayesian theory framework and apply this approach to reconstruct intact genome 3D structures from single-cell Hi-C data of eight G1-phase haploid mouse ES cells. The inferred 100-kb and 10-kb structures consistently reproduce the known conserved features of chromatin organization revealed by independent imaging experiments. The analysis of the 10-kb resolution 3D structures reveals cell-to-cell varying domain structures in individual cells and hyperfine structures in domains, such as loops. An average of 0.2 contact reads per divided bin is sufficient for Si-C to obtain reliable structures. The valid super-resolution structures constructed by Si-C demonstrate the potential for visualizing and investigating interactions between all chromatin loci at the genome scale in individual cells. Constructing valid super-resolution intact genome 3D structures from single-cell Hi-C data is essential in investigating chromosome folding. Here the authors develop a method that makes it possible to visualize and investigate chromosome folding in individual cells at the genome scale
引用
收藏
页数:11
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