» Articles » PMID: 32014034

From Reads to Insight: a Hitchhiker's Guide to ATAC-seq Data Analysis

Overview
Journal Genome Biol
Specialties Biology
Genetics
Date 2020 Feb 5
PMID 32014034
Citations 198
Authors
Affiliations
Soon will be listed here.
Abstract

Assay of Transposase Accessible Chromatin sequencing (ATAC-seq) is widely used in studying chromatin biology, but a comprehensive review of the analysis tools has not been completed yet. Here, we discuss the major steps in ATAC-seq data analysis, including pre-analysis (quality check and alignment), core analysis (peak calling), and advanced analysis (peak differential analysis and annotation, motif enrichment, footprinting, and nucleosome position analysis). We also review the reconstruction of transcriptional regulatory networks with multiomics data and highlight the current challenges of each step. Finally, we describe the potential of single-cell ATAC-seq and highlight the necessity of developing ATAC-seq specific analysis tools to obtain biologically meaningful insights.

Citing Articles

Beyond Blacklists: A Critical Assessment of Exclusion Set Generation Strategies and Alternative Approaches.

Wall B, Ogata J, Nguyen M, McClay J, Harrell J, Dozmorov M bioRxiv. 2025; .

PMID: 39975128 PMC: 11839099. DOI: 10.1101/2025.02.06.636968.


Refining the cis-regulatory grammar learned by sequence-to-activity models by increasing model resolution.

Chandra N, Hu Y, Buenrostro J, Mostafavi S, Sasse A bioRxiv. 2025; .

PMID: 39975126 PMC: 11838202. DOI: 10.1101/2025.01.24.634804.


Topological identification and interpretation for single-cell epigenetic regulation elucidation in multi-tasks using scAGDE.

Hao G, Fan Y, Yu Z, Su Y, Zhu H, Wang F Nat Commun. 2025; 16(1):1691.

PMID: 39956806 PMC: 11830825. DOI: 10.1038/s41467-025-57027-x.


Epigenomic landscape of the human dorsal root ganglion: sex differences and transcriptional regulation of nociceptive genes.

Franco-Enzastiga U, Inturi N, Natarajan K, Mwirigi J, Mazhar K, Schlachetzki J Pain. 2025; 166(3):614-630.

PMID: 39928726 PMC: 11819886. DOI: 10.1097/j.pain.0000000000003508.


Comparative epigenetics of domestic animals: focusing on DNA accessibility and its impact on gene regulation and traits.

Lee J, Cho J J Vet Sci. 2025; 26(1):e9.

PMID: 39901471 PMC: 11799094. DOI: 10.4142/jvs.24259.


References
1.
Berest I, Arnold C, Reyes-Palomares A, Palla G, Rasmussen K, Giles H . Quantification of Differential Transcription Factor Activity and Multiomics-Based Classification into Activators and Repressors: diffTF. Cell Rep. 2019; 29(10):3147-3159.e12. DOI: 10.1016/j.celrep.2019.10.106. View

2.
Ambrosini G, Groux R, Bucher P . PWMScan: a fast tool for scanning entire genomes with a position-specific weight matrix. Bioinformatics. 2018; 34(14):2483-2484. PMC: 6041753. DOI: 10.1093/bioinformatics/bty127. View

3.
Pliner H, Packer J, McFaline-Figueroa J, Cusanovich D, Daza R, Aghamirzaie D . Cicero Predicts cis-Regulatory DNA Interactions from Single-Cell Chromatin Accessibility Data. Mol Cell. 2018; 71(5):858-871.e8. PMC: 6582963. DOI: 10.1016/j.molcel.2018.06.044. View

4.
Kouzarides T . Chromatin modifications and their function. Cell. 2007; 128(4):693-705. DOI: 10.1016/j.cell.2007.02.005. View

5.
Sung M, Guertin M, Baek S, Hager G . DNase footprint signatures are dictated by factor dynamics and DNA sequence. Mol Cell. 2014; 56(2):275-285. PMC: 4272573. DOI: 10.1016/j.molcel.2014.08.016. View