Patterns of regulatory activity across diverse human cell types predict tissue identity, transcription factor binding, and long-range interactions

被引:155
作者
Sheffield, Nathan C. [1 ,2 ]
Thurman, Robert E. [3 ]
Song, Lingyun [2 ]
Safi, Alexias [2 ]
Stamatoyannopoulos, John A. [3 ]
Lenhard, Boris [4 ,5 ,6 ]
Crawford, Gregory E. [2 ,7 ]
Furey, Terrence S. [8 ,9 ]
机构
[1] Duke Univ, Program Computat Biol & Bioinformat, Durham, NC 27710 USA
[2] Duke Univ, Inst Genome Sci & Policy, Durham, NC 27710 USA
[3] Univ Washington, Dept Genome Sci, Seattle, WA 98195 USA
[4] Univ Bergen, Bergen Ctr Computat Sci, N-5008 Bergen, Norway
[5] Univ London Imperial Coll Sci Technol & Med, Fac Med, Inst Clin Sci, Dept Mol Sci, London, England
[6] MRC Clin Sci Ctr, London W12 0NN, England
[7] Duke Univ, Div Med Genet, Dept Pediat, Durham, NC 27710 USA
[8] Univ N Carolina, Carolina Ctr Genome Sci, Linberger Comprehens Canc Ctr, Dept Genet, Chapel Hill, NC 27599 USA
[9] Univ N Carolina, Carolina Ctr Genome Sci, Linberger Comprehens Canc Ctr, Dept Biol, Chapel Hill, NC 27599 USA
基金
美国国家科学基金会;
关键词
GENE-EXPRESSION; IN-VIVO; CHROMATIN; ELEMENTS; FAMILY; REGION; PU.1; TEL2; MYC;
D O I
10.1101/gr.152140.112
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Regulatory elements recruit transcription factors that modulate gene expression distinctly across cell types, but the relationships among these remains elusive. To address this, we analyzed matched DNase-seq and gene expression data for 112 human samples representing 72 cell types. We first defined more than 1800 clusters of DNase I hypersensitive sites (DHSs) with similar tissue specificity of DNase-seq signal patterns. We then used these to uncover distinct associations between DHSs and promoters, CpG islands, conserved elements, and transcription factor motif enrichment. Motif analysis within clusters identified known and novel motifs in cell-type-specific and ubiquitous regulatory elements and supports a role for AP-1 regulating open chromatin. We developed a classifier that accurately predicts cell-type lineage based on only 43 DHSs and evaluated the tissue of origin for cancer cell types. A similar classifier identified three sex-specific loci on the X chromosome, including the XIST lincRNA locus. By correlating DNase I signal and gene expression, we predicted regulated genes for more than 500K DHSs. Finally, we introduce a web resource to enable researchers to use these results to explore these regulatory patterns and better understand how expression is modulated within and across human cell types.
引用
收藏
页码:777 / 788
页数:12
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