Bivariate Genomic Footprinting Detects Changes in Transcription Factor Activity

被引:69
作者
Baek, Songjoon [1 ]
Goldstein, Ido [1 ]
Hager, Gordon L. [1 ]
机构
[1] NCI, Lab Receptor Biol & Gene Express, NIH, Bethesda, MD 20892 USA
来源
CELL REPORTS | 2017年 / 19卷 / 08期
关键词
CHROMATIN ACCESSIBILITY; DNASE I; DYNAMICS; ESTABLISHMENT; SEQUENCE; RECEPTOR; CELLS; SCALE; SHAPE; BIAS;
D O I
10.1016/j.celrep.2017.05.003
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
In response to activating signals, transcription factors (TFs) bind DNA and regulate gene expression. TF binding can be measured by protection of the bound sequence from DNase digestion (i.e., footprint). Here, we report that 80% of TF binding motifs do not show a measurable footprint, partly because of a variable cleavage pattern within the motif sequence. To more faithfully portray the effect of TFs on chromatin, we developed an algorithm that captures two TF-dependent effects on chromatin accessibility: footprinting and motif-flanking accessibility. The algorithm, termed bivariate genomic footprinting (BaGFoot), efficiently detects TF activity. BaGFoot is robust to different accessibility assays (DNase-seq, ATAC-seq), all examined peak-calling programs, and a variety of cut bias correction approaches. BaGFoot reliably predicts TF binding and provides valuable information regarding the TFs affecting chromatin accessibility in various biological systems and following various biological events, including in cases where an absolute footprint cannot be determined.
引用
收藏
页码:1710 / 1722
页数:13
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