De novo deciphering three-dimensional chromatin interaction and topological domains by wavelet transformation of epigenetic profiles

被引:28
作者
Chen, Yong [1 ]
Wang, Yunfei [1 ]
Xuan, Zhenyu [1 ]
Chen, Min [2 ]
Zhang, Michael Q. [1 ,3 ,4 ]
机构
[1] Univ Texas Dallas, Ctr Syst Biol, Dept Biol Sci, Richardson, TX 75080 USA
[2] Univ Texas Dallas, Dept Math Sci, Richardson, TX 75080 USA
[3] Tsinghua Univ, MOE Key Lab Bioinformat, Beijing 100084, Peoples R China
[4] Tsinghua Univ, Bioinformat Div, Ctr Synthet & Syst Biol, TNLIST Dept Automat, Beijing 100084, Peoples R China
关键词
SYSTEMATIC ANNOTATION; HI-C; GENOME; ORGANIZATION; ARCHITECTURE; PRINCIPLES; STATE; BIOINFORMATICS; IDENTIFICATION; METHYLATIONS;
D O I
10.1093/nar/gkw225
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
070307 [化学生物学]; 071010 [生物化学与分子生物学];
摘要
Defining chromatin interaction frequencies and topological domains is a great challenge for the annotations of genome structures. Although the chromosome conformation capture (3C) and its derivative methods have been developed for exploring the global interactome, they are limited by high experimental complexity and costs. Here we describe a novel computationalmethod, called CITD, for de novo prediction of the chromatin interaction map by integrating histone modification data. We used the public epigenomic data from human fibroblast IMR90 cell and embryonic stem cell (H1) to develop and test CITD, which can not only successfully reconstruct the chromatin interaction frequencies discovered by the Hi-C technology, but also provide additional novel details of chromosomal organizations. We predicted the chromatin interaction frequencies, topological domains and their states (e.g. active or repressive) for 98 additional cell types from Roadmap Epigenomics and ENCODE projects. A total of 131 protein-coding genes located near 78 preserved boundaries among 100 cell types are found to be significantly enriched in functional categories of the nucleosome organization and chromatin assembly. CITD and its predicted results can be used for complementing the topological domains derived from limited Hi-C data and facilitating the understanding of spatial principles underlying the chromosomal organization.
引用
收藏
页数:12
相关论文
共 55 条
[1]
A Switch Between Topological Domains Underlies HoxD Genes Collinearity in Mouse Limbs [J].
Andrey, Guillaume ;
Montavon, Thomas ;
Mascrez, Benedicte ;
Gonzalez, Federico ;
Noordermeer, Daan ;
Leleu, Marion ;
Trono, Didier ;
Spitz, Francois ;
Duboule, Denis .
SCIENCE, 2013, 340 (6137) :1195-+
[2]
[Anonymous], 2010, DATABASE, DOI DOI 10.1093/DATABASE/BAQ020
[3]
Chromatin dynamics during cellular reprogramming [J].
Apostolou, Effie ;
Hochedlinger, Konrad .
NATURE, 2013, 502 (7472) :462-471
[4]
High-resolution profiling of histone methylations in the human genome [J].
Barski, Artern ;
Cuddapah, Suresh ;
Cui, Kairong ;
Roh, Tae-Young ;
Schones, Dustin E. ;
Wang, Zhibin ;
Wei, Gang ;
Chepelev, Iouri ;
Zhao, Keji .
CELL, 2007, 129 (04) :823-837
[5]
The NIH Roadmap Epigenomics Mapping Consortium [J].
Bernstein, Bradley E. ;
Stamatoyannopoulos, John A. ;
Costello, Joseph F. ;
Ren, Bing ;
Milosavljevic, Aleksandar ;
Meissner, Alexander ;
Kellis, Manolis ;
Marra, Marco A. ;
Beaudet, Arthur L. ;
Ecker, Joseph R. ;
Farnham, Peggy J. ;
Hirst, Martin ;
Lander, Eric S. ;
Mikkelsen, Tarjei S. ;
Thomson, James A. .
NATURE BIOTECHNOLOGY, 2010, 28 (10) :1045-1048
[6]
Avoiding model selection bias in small-sample genomic datasets [J].
Berrar, D ;
Bradbury, I ;
Dubitzky, W .
BIOINFORMATICS, 2006, 22 (10) :1245-1250
[7]
Functional implications of genome topology [J].
Cavalli, Giacomo ;
Misteli, Tom .
NATURE STRUCTURAL & MOLECULAR BIOLOGY, 2013, 20 (03) :290-299
[8]
Chromatin modifiers and remodellers: regulators of cellular differentiation [J].
Chen, Taiping ;
Dent, Sharon Y. R. .
NATURE REVIEWS GENETICS, 2014, 15 (02) :93-106
[9]
Characterization of genome-wide enhancer-promoter interactions reveals co-expression of interacting genes and modes of higher order chromatin organization [J].
Chepelev, Iouri ;
Wei, Gang ;
Wangsa, Dara ;
Tang, Qingsong ;
Zhao, Keji .
CELL RESEARCH, 2012, 22 (03) :490-503
[10]
Exploring the three-dimensional organization of genomes: interpreting chromatin interaction data [J].
Dekker, Job ;
Marti-Renom, Marc A. ;
Mirny, Leonid A. .
NATURE REVIEWS GENETICS, 2013, 14 (06) :390-403