NYU Dataset

Genome-Wide Aryl Hydrocarbon Receptor-DNA Binding Reveal Tissue-Specific Binding Determinants

UID: 10660
* Corresponding Author
Description

Aryl hydrocarbon receptor (AhR) is a ligand-activated transcription factor whose ligands include the environmental contaminant 2,3,7,8-tetrachlorodibenzo-p-dioxin (TCDD). Ligand-activated AhR binds to DNA at dioxin response elements (DREs). Most DREs in accessible chromatin are not bound by TCDD-activated AhR, and DREs accessible in multiple tissues can be bound in some and unbound in others. This study developed interpretable machine learning models predicting the AhR binding status of DREs in MCF-7, GM17212, and HepG2 cells, as well as primary hepatocytes. The dataset includes ChIP sequencing data, which indicate that AhR binding is driven by a complex interaction of tissue-agnostic DRE flanking DNA sequence and tissue-specific local chromatin context.

Subject of Study
Subject Domain
Keywords

Access

Restrictions
Free to All
Instructions
ChIP sequencing of primary hepatocytes generated in this study has been deposited to Gene Expression Omnibus (GEO). All other datasets used for the creation of input features are available on GEO and ENCODE. The code used to download, prepare, and preprocess the data, as well as to create, optimize, and evaluate the machine learning models is available at GitHub.
Access via GEO

ChIP sequencing data
Accession #: GSE205502

Access via GEO

MCF-7 ChIP-seq
Accession #: GSE41820

Access via GEO

MCF-7 ChIP-seq
Accession #: GSE90550

Access via GEO

GM17212 ChIP-seq
Accession #: GSE116632

Access via ENCODE

HepG2 ChIP-seq
Accession #: ENCSR412ZDC

Associated Publications
Data Type
Equipment Used
Dounce Homogenizer
Illumina HiSeq 2000
Misonix Sonicator 3000
Thermo Scientific NanoDrop
Software Used
BWA
deepTools v3.5.1
MACS v1.4.2
SciPy v1.8.0
XGBoost
Grant Support
Institute for Cyber-Enabled Research/Michigan State University
AgBioResearch/Michigan State University
National Institute of Food and Agriculture/United States Department of Agriculture