TY - JOUR
T1 - Bivariate Genomic Footprinting Detects Changes in Transcription Factor Activity
AU - Baek, Songjoon
AU - Goldstein, Ido
AU - Hager, Gordon L.
N1 - Publisher Copyright:
© 2017
PY - 2017/5/23
Y1 - 2017/5/23
N2 - 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.
AB - 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.
KW - chromatin accessibility
KW - footprinting
KW - transcription factors
UR - http://www.scopus.com/inward/record.url?scp=85019719572&partnerID=8YFLogxK
U2 - 10.1016/j.celrep.2017.05.003
DO - 10.1016/j.celrep.2017.05.003
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C2 - 28538187
AN - SCOPUS:85019719572
SN - 2211-1247
VL - 19
SP - 1710
EP - 1722
JO - Cell Reports
JF - Cell Reports
IS - 8
ER -