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vssHiC

Overview

vssHiC is an extension of the VSS, a signal transformation approach used for variance stabilization of epigenomic signals to support Hi-C modality. Genome-wide chromatin conformation capture assay, Hi-C, allows studying chromatin 3D structural features and their functional implications, but the variance instability of raw read counts hinders the visualization and downstream analysis of this data modality. vssHiC stabilizes the variance of signals across a dynamic range, makes heatmap visualization of contact maps more appealing, and improves the performance of subcompartment callers relying on Gaussian observed variables. vssHiC is compatible with a well-developed R class InteractionSet and file format .cool for Hi-C data. There are also wrapper functions implemented for three TAD callers to support InteractionSet object and output TAD domains as a GRanges object which can be easily visualized on top of the heatmap of Hi-C contact maps by the HiContacts package.

Installation

You can install the development version of vssHiC from Github:

library(devtools)
devtools::install_github("nedashokraneh/vssHiC")

Vignette

A vignette of the vssHiC manual is provided at https://rpubs.com/nshokran/vssHiC.

Citation

Neda Shokraneh Kenari, Faezeh Bayat, Maxwell Libbrecht. VSS-Hi-C: Variance-stabilized signals for chromatin contacts. bioRxiv 2021.10.19.

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