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Snapshot: a package for clustering and visualizing epigenetic history during cell differentiation

Authors :
Guanjue Xiang
Belinda Giardine
Lin An
Chen Sun
Cheryl A. Keller
Elisabeth F. Heuston
Stacie M. Anderson
Martha Kirby
David Bodine
Yu Zhang
Ross C. Hardison
Source :
BMC Bioinformatics, Vol 24, Iss 1, Pp 1-19 (2023)
Publication Year :
2023
Publisher :
BMC, 2023.

Abstract

Abstract Background Epigenetic modification of chromatin plays a pivotal role in regulating gene expression during cell differentiation. The scale and complexity of epigenetic data pose significant challenges for biologists to identify the regulatory events controlling cell differentiation. Results To reduce the complexity, we developed a package, called Snapshot, for clustering and visualizing candidate cis-regulatory elements (cCREs) based on their epigenetic signals during cell differentiation. This package first introduces a binarized indexing strategy for clustering the cCREs. It then provides a series of easily interpretable figures for visualizing the signal and epigenetic state patterns of the cCREs clusters during the cell differentiation. It can also use different hierarchies of cell types to highlight the epigenetic history specific to any particular cell lineage. We demonstrate the utility of Snapshot using data from a consortium project for ValIdated Systematic IntegratiON (VISION) of epigenomic data in hematopoiesis. Conclusion The package Snapshot can identify all distinct clusters of genomic locations with unique epigenetic signal patterns during cell differentiation. It outperforms other methods in terms of interpreting and reproducing the identified cCREs clusters. The package of Snapshot is available at GitHub: https://github.com/guanjue/Snapshot .

Details

Language :
English
ISSN :
14712105
Volume :
24
Issue :
1
Database :
Directory of Open Access Journals
Journal :
BMC Bioinformatics
Publication Type :
Academic Journal
Accession number :
edsdoj.5ffe37119b794e6e9a7d5b9bec15d47b
Document Type :
article
Full Text :
https://doi.org/10.1186/s12859-023-05223-1