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 language | English |
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Pages (from-to) | W212-W224 |
Journal | Nucleic Acids Research |
Volume | 47 |
Issue number | W1 |
DOIs | |
State | Published - 2 Jul 2019 |
Externally published | Yes |
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)].
Funders | Funder number |
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IDG-KMC | U54- HL127624, OT3-OD025467, T32-GM062754 |
National Institutes of Health | U54-HL127624, U24-CA224260 |
National Heart, Lung, and Blood Institute | T32HL007824 |