Abstract
Topologically associating domains (TADs), computationally defined 3D chromatin structures, play pivotal roles in gene expression regulation and genome organization. However, their structural basis and functional implications remain contentious. The interplay between TADs and other multiscale 3D chromatin structures has not been comprehensively computationally characterized. The extent and regulatory scope of TAD-mediated gene expression continue to be debated. Multiscale analyses spanning hierarchical 3D chromatin structures hold promise for establishing unified structural–functional frameworks for TADs. Here, we developed topoHiC—a computational framework enabling simultaneous identification of TADs and chromatin loops from Hi-C contact matrices via persistent homology. Benchmarking analyses demonstrated improved performance of topoHiC compared to four previously published loop callers and six TAD callers. We applied topoHiC to explore multiscale 3D chromatin remodeling and showed that spatial proximity relative to TAD boundaries could modulate differential gene expression probability. We proved the potential capacity of multiscale 3D structures to predict differential gene expression through a generalized regression model. Our findings demonstrated the functional roles of TADs as architectural compartmentalization through establishing structural relationships between TADs and chromatin loops and exploring inside genes and truncated genes respectively.
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Abbreviations
- TADs:
-
Topologically associating domains
- TAD callers:
-
Computational tools that detect TADs
- Loop callers:
-
Computational tools that detect chromatin loops
- H1 loop:
-
A topological term referring to dimension 1 homology group, which are loops with holes
- Genomic bin:
-
A chromatin segment whose length depends on the Hi-C resolution
- cCREs:
-
Candidate cis-regulatory elements
- APA:
-
Aggregate peak analysis
- JI:
-
Jaccard Index
- CDs:
-
Changed domains. TADs with changed boundaries
- non-CDs:
-
Non-changed domains. TADs with non-changed boundaries
- DEGs:
-
Differentially expressed genes
- non-DEGs:
-
Non-differentially expressed genes
- IGs:
-
Inside genes
- TGs:
-
Truncated genes
- OGs:
-
Outside genes
- TSS:
-
Transcription start site
- LLS:
-
Local loop scores. Loop scores of 21 continuous genomic bins centered at the TSS of each gene
Acknowledgements
The computations in this paper were run on the Siyuan-1 cluster supported by the Center for High Performance Computing at Shanghai Jiao Tong University.
Funding
This research was sponsored by (1) Science and Technology Commission of Shanghai Municipality (BI0800044) (2) Fundamental Research Funds for the Central Universities (project number YG2022QN001) (3) Fundamental Research Funds for the Central Universities (project number AF0800084).
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Chiang, Z., Wu, Y. Persistent homology-based multiscale Hi-C analysis uncovers TADs-mediated gene regulation. Sci Rep (2026). https://doi.org/10.1038/s41598-026-52335-8
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DOI: https://doi.org/10.1038/s41598-026-52335-8


