SpectralTAD
"SpectralTAD" is an R package that introduces a novel sliding window-based spectral clustering framework for identifying topologically associated domains (TADs) in Hi-C data. This method utilizes gaps between consecutive eigenvectors for TAD boundary identification, offering advantages such as automatic parameter selection, robustness to data biases, sequencing depth, resolution, and sparsity. SpectralTAD outperforms existing TAD callers in both simulated and experimental scenarios. The tool facilitates the detection of hierarchical, biologically relevant TADs and highlights distinctions in TAD boundaries, providing insights into the dynamic roles of these structures in genome regulation.
Topic
Chromosome conformation capture;Gene regulation;Model organisms
Detail
Operation: Clustering;Splitting;Gene-set enrichment analysis
Software interface: -
Language: R
License: The MIT License
Cost: Free
Version name: 1.18.0
Credit: The PhRMA Foundation Research Informatics Award.
Input: -
Output: -
Contact: Mikhail Dozmorov mikhail.dozmorov@gmail.com
Collection: -
Maturity: Stable
Publications
- SpectralTAD: an R package for defining a hierarchy of topologically associated domains using spectral clustering.
- Cresswell KG, et al. SpectralTAD: an R package for defining a hierarchy of topologically associated domains using spectral clustering. SpectralTAD: an R package for defining a hierarchy of topologically associated domains using spectral clustering. 2020; 21:319. doi: 10.1186/s12859-020-03652-w
- https://doi.org/10.1186/S12859-020-03652-W
- PMID: 32689928
- PMC: PMC7372752
Download and documentation
Source: http://bioconductor.org/packages/src/contrib/SpectralTAD_1.18.0.tar.gz
Documentation: http://bioconductor.org/packages/manuals/SpectralTAD/man/SpectralTAD.pdf
Links: http://bioconductor.org/packages/vignettes/SpectralTAD/inst/doc/SpectralTAD.html
Links: http://bioconductor.org/packages/vignettes/SpectralTAD/inst/doc/SpectralTAD.R
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