Abstract

One goal of human genetics is to understand how the information for precise and dynamic gene expression programs is encoded in the genome. The interactions of transcription factors (TFs) with DNA regulatory elements clearly play an important role in determining gene expression outputs, yet the regulatory logic underlying functional transcription factor binding is poorly understood. Many studies have focused on characterizing the genomic locations of TF binding, yet it is unclear to what extent TF binding at any specific locus has functional consequences with respect to gene expression output. To evaluate the context of functional TF binding we knocked down 59 TFs and chromatin modifiers in one HapMap lymphoblastoid cell line. We then identified genes whose expression was affected by the knockdowns. We intersected the gene expression data with transcription factor binding data (based on ChIP-seq and DNase-seq) within 10 kb of the transcription start sites of expressed genes. This combination of data allowed us to infer functional TF binding. Using this approach, we found that only a small subset of genes bound by a factor were differentially expressed following the knockdown of that factor, suggesting that most interactions between TF and chromatin do not result in measurable changes in gene expression levels of putative target genes. We found that functional TF binding is enriched in regulatory elements that harbor a large number of TF binding sites, at sites with predicted higher binding affinity, and at sites that are enriched in genomic regions annotated as “active enhancers.”

Highlights

  • Understanding the regulatory logic of the genome is critical to understanding human biology

  • One major approach to this problem is to study where these transcription factors bind in the genome, but this does not tell us about the effect of that binding on gene expression levels and it is generally accepted that much of the binding does not strongly influence gene expression

  • We artificially reduced the concentration of 59 different transcription factors in the cell and examined which genes were impacted by the reduced transcription factor level

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Summary

Introduction

Understanding the regulatory logic of the genome is critical to understanding human biology. On the one hand are studies aimed at collecting transcription factor binding maps using techniques such as ChIPseq and DNase-seq [3,4,5,6] These studies are mainly focused on identifying the specific genomic locations and DNA sequences associated with transcription factor binding and histone modifications. On the other hand are studies aimed at mapping various quantitative trait loci (QTL), such as gene expression levels (eQTLs) [7], DNA methylation (meQTLs) [8] and chromatin accessibility (dsQTLs) [9]. These studies are mainly focused on identifying specific genetic variants that functionally impact gene regulation. Binding map studies and QTL map studies have led to many insights into the principles and mechanisms of gene regulation [7,10,11,12]

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