Sign in
BioinformaticsCommunications Biology
Peer-reviewed journal article

Transcription factor enrichment analysis (TFEA): Quantifying the activity of hundreds of transcription factors from a single experiment

Jonathan D. RubiniD, Jacob T. StanleyiD, Rutendo F. SigaukeiD, Cecilia Blair LevandowskiiD, Zachary L. MaasiD, Jessica Westfall, Dylan J. TaatjesiD, Robin D. DowelliD

Abstract

1Detecting differential activation of transcription factors (TFs) in response to perturbation provides insight into cellular processes. Transcription Factor Enrichment Analysis (TFEA) is a robust and reliable computational method that detects differential activity of hundreds of TFs given any set of perturbation data. TFEA draws inspiration from GSEA and detects positional motif enrichment within a list of ranked regions of interest (ROIs). As ROIs are typically inferred from the data, we also introduce muMerge, a statistically principled method of generating a consensus list of ROIs from multiple replicates and conditions. TFEA is broadly applicable to data that informs on transcriptional regulation including nascent (eg. PRO-Seq), CAGE, ChIP-Seq, and accessibility (e.g. ATAC-Seq). TFEA not only identifies the key regulators responding to a perturbation, but also temporally unravels regulatory networks with time series data. Consequently, TFEA serves as a hypothesis-generating tool that provides an easy, rigorous, and cost-effective means to broadly assess TF activity yielding new biological insights.

PDFDOI

02 /Specification & Classification

Click any tag to browse matching papers

Reproducibility ledger

Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.

Sign in to file a reproducibility report.

Similarity Map
SelectedSame fieldCross-field
THISPuente-Sant '19Berrouayel '26Amin '19Gerbaldo '24Jones '24Townsend '26
71% semantic matchBioinformatics
Laura Puente-Santamaría, Wyeth W. Wasserman, Luis del Peso·Bioinformatics·Jul 24, 2019· 55 citations