ChEA3: transcription factor enrichment analysis by orthogonal omics integration

Alexandra B. Keenan, Denis Torre, Alexander Lachmann, Ariel K. Leong, Megan L. Wojciechowicz, Vivian Utti, Kathleen M. Jagodnik, Eryk Kropiwnicki, Zichen Wang, Avi Ma'ayan

Research output: Contribution to journalArticlepeer-review

589 Scopus citations

Abstract

Identifying the transcription factors (TFs) responsible for observed changes in gene expression is an important step in understanding gene regulatory networks. ChIP-X Enrichment Analysis 3 (ChEA3) is a transcription factor enrichment analysis tool that ranks TFs associated with user-submitted gene sets. The ChEA3 background database contains a collection of gene set libraries generated from multiple sources including TF-gene co-expression from RNA-seq studies, TF-target associations from ChIP-seq experiments, and TF-gene co-occurrence computed from crowd-submitted gene lists. Enrichment results from these distinct sources are integrated to generate a composite rank that improves the prediction of the correct upstream TF compared to ranks produced by individual libraries. We compare ChEA3 with existing TF prediction tools and show that ChEA3 performs better. By integrating the ChEA3 libraries, we illuminate general transcription factor properties such as whether the TF behaves as an activator or a repressor. The ChEA3 web-server is available from https://amp.pharm.mssm.edu/ChEA3.

Original languageEnglish
Pages (from-to)W212-W224
JournalNucleic Acids Research
Volume47
Issue numberW1
DOIs
StatePublished - 2 Jul 2019
Externally publishedYes

Bibliographical note

Publisher Copyright:
© 2019 The Author(s).

Funding

NIH [U54-HL127624 (LINCS-DCIC), U24-CA224260 (IDG-KMC), T32-GM062754 (Pharmacological Sciences Training Program), and OT3-OD025467 (NIH Data Commons)]. Funding for open access charge: NIH [U54-HL127624 (LINCS-DCIC)]. Conflict of interest statement. None declared. NIH [U54-HL127624 (LINCS-DCIC), U24-CA224260 (IDG-KMC), T32-GM062754 (Pharmacological Sciences Training Program), and OT3-OD025467 (NIH Data Commons)]. Funding for open access charge: NIH [U54- HL127624 (LINCS-DCIC)].

FundersFunder number
IDG-KMCU54- HL127624, OT3-OD025467, T32-GM062754
National Institutes of HealthU54-HL127624, U24-CA224260
National Heart, Lung, and Blood InstituteT32HL007824

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