Determinants of transcription factor regulatory range

被引:33
作者
Chen, Chen-Hao [1 ,2 ,3 ]
Zheng, Rongbin [4 ]
Tokheim, Collin [1 ,3 ]
Dong, Xin [4 ]
Fan, Jingyu [4 ]
Wan, Changxin [4 ]
Tang, Qin [3 ,5 ]
Brown, Myles [3 ,5 ]
Liu, Jun S. [6 ]
Meyer, Clifford A. [1 ,3 ]
Liu, X. Shirley [1 ,3 ,6 ]
机构
[1] Dana Farber Canc Inst, Harvard TH Chan Sch Publ Hlth, Dept Data Sci, Boston, MA 02115 USA
[2] Harvard Med Sch, Biol & Biomed Sci Program, Boston, MA 02115 USA
[3] Dana Farber Canc Inst, Ctr Funct Canc Epigenet, Boston, MA 02115 USA
[4] Tongji Univ, Sch Life Sci & Technol, Shanghai Pulm Hosp, Clin Translat Res Ctr, Shanghai 200092, Peoples R China
[5] Harvard Med Sch, Dana Farber Canc Inst, Dept Med Oncol, Boston, MA 02115 USA
[6] Harvard Univ, Dept Stat, Cambridge, MA 02138 USA
关键词
GENE-EXPRESSION; CHIP-SEQ; DOWNSTREAM ENHANCERS; CELL-TYPES; CHROMATIN; DOMAINS; ARCHITECTURE; CANCER; ASSOCIATION; PROFILES;
D O I
10.1038/s41467-020-16106-x
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
Characterization of the genomic distances over which transcription factor (TF) binding influences gene expression is important for inferring target genes from TF chromatin immunoprecipitation followed by sequencing (ChIP-seq) data. Here we systematically examine the relationship between thousands of TF and histone modification ChIP-seq data sets with thousands of gene expression profiles. We develop a model for integrating these data, which reveals two classes of TFs with distinct ranges of regulatory influence, chromatin-binding preferences, and auto-regulatory properties. We find that the regulatory range of the same TF bound within different topologically associating domains (TADs) depend on intrinsic TAD properties such as local gene density and G/C content, but also on the TAD chromatin states. Our results suggest that considering TF type, binding distance to gene locus, as well as chromatin context is important in identifying implicated TFs from GWAS SNPs. Characterization of the distance over which TF binding influences gene expression is important for inferring target genes. Here the authors study this relationship using thousands of genomic data sets, finding two classes of TFs with distinct ranges of regulatory influence modulated by chromatin states of topologically associated domains.
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页数:15
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