Nature CommunicationsBioinformaticsPeer-reviewed journal article
Stratification of TAD boundaries identified in reproducible Hi-C contact matrices reveals preferential insulation of super-enhancers by strong boundaries
Yixiao GongiD, Charalampos LazarisiD, Theodore SakellaropoulosiD, Aurelie C. Lozano, Prabhanjan Kambadur, Panagiotis NtziachristosiD, Iannis AifantisiD, Aristotelis TsirigosiD
Abstract
The metazoan genome is compartmentalized in megabase-scale areas of highly interacting chromatin known as topologically associating domains (TADs), typically identified by computational analyses of Hi-C sequencing data. TADs are demarcated by boundaries that are largely conserved across cell types and even across species, although, increasing evidence suggests that the seemingly invariant TAD boundaries may exhibit plasticity and their insulating strength can vary. However, a genome-wide characterization of TAD boundary strength in mammals is still lacking. A systematic classification and characterization of TAD boundaries may generate new insights into their function. In this study, we first use fused two-dimensional lasso as a machine learning method to improve Hi-C contact matrix reproducibility, and, subsequently, we categorize TAD boundaries based on their insulation score. We demonstrate that higher TAD boundary insulation scores are associated with elevated CTCF levels and that they may differ across cell types. Intriguingly, we observe that super-enhancer elements are preferentially insulated by strong boundaries, i.e. boundaries of higher insulation score. Furthermore, we perform a pan-cancer analysis to demonstrate that strong TAD boundaries and super-enhancer elements are frequently co-duplicated in cancer patients. Taken together, our findings suggest that super-enhancers insulated by strong TAD boundaries may be exploited, as a functional unit, by cancer cells to promote oncogenesis.
- organism: human
- assay: Hi-C
- research focus: differential expression
- approach: machine learning (classical)
- Citations
- 143
- FWCI
- 6.13
- Field percentile
- top 2%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Insulation between adjacent TADs is controlled by the width of their boundaries through distinct mechanisms
Andrea Papale, Julie Segueni, … David Holcman·Proceedings of the National Academy of SciencesPeer-reviewed·Mar 10, 2025
- MrTADFinder: A network modularity based approach to identify topologically associating domains in multiple resolutions
Koon‐Kiu Yan, Shaoke Lou, Mark Gerstein·PLoS Computational BiologyPeer-reviewed·Jul 24, 2017
- Hierarchical Domain Structure Reveals the Divergence of Activity among TADs and Boundaries
Lin An, Tao Yang, … Yu Zhang·Genome biologyPeer-reviewed·Dec 1, 2019
- Active enhancers strengthen insulation by RNA-mediated CTCF binding at TAD boundaries
Zubairul Islam, Bharath Saravanan, … Dimple Notani·Genome ResearchPeer-reviewed·Jan 1, 2023
- Deciphering the species-level structure of topologically associating domains
Rohit Singh, Bonnie Berger·bioRxiv·Oct 28, 2021
- DiffDomain-Spectrum identifies structurally reorganized TADs from sparse aggregated single-cell Hi-C contact maps
Jiadi Zhu, Haishan Zhang, … Dechao Tian·bioRxiv·Sep 17, 2026