Wellington-bootstrap: differential DNase-seq footprinting identifies cell-type determining transcription factors

BMC Genomics. 2015 Nov 25:16:1000. doi: 10.1186/s12864-015-2081-4.

Abstract

Background: The analysis of differential gene expression is a fundamental tool to relate gene regulation with specific biological processes. Differential binding of transcription factors (TFs) can drive differential gene expression. While DNase-seq data can provide global snapshots of TF binding, tools for detecting differential binding from pairs of DNase-seq data sets are lacking.

Results: In order to link expression changes with changes in TF binding we introduce the concept of differential footprinting alongside a computational tool. We demonstrate that differential footprinting is associated with differential gene expression and can be used to define cell types by their specific TF occupancy patterns.

Conclusions: Our new tool, Wellington-bootstrap, will enable the detection of differential TF binding facilitating the study of gene regulatory systems.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Antigens, CD19 / metabolism
  • B-Lymphocyte Subsets / metabolism
  • Binding Sites*
  • CD8-Positive T-Lymphocytes / metabolism
  • Cluster Analysis
  • Computational Biology / methods*
  • DNA Footprinting* / methods
  • Deoxyribonucleases / metabolism*
  • Gene Expression Regulation
  • High-Throughput Nucleotide Sequencing*
  • Humans
  • Organ Specificity / genetics
  • Protein Binding
  • Transcription Factors / metabolism*

Substances

  • Antigens, CD19
  • Transcription Factors
  • Deoxyribonucleases