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Pipeline for integrative methylation / expression analysis and eCpG detection

Project description

epi2hit

epi2hit is a Python package for integrative methylation / expression analysis and detection of epigenetically deregulated CpGs (eCpGs)


Features

  • Filtering of probes to open chromatin using ATAC-seq peaks
  • Mapping probes to genes
  • Preliminary QC / filtering of probes
  • Annotation with chromatin state (Pomerantz / chromHMM states)
  • Correlation-based probe selection and duplicate resolution
  • Annotation of probes with 3D chromatin loops
  • Preparation of TCGA-like expression dictionaries
  • Linear regression between methylation and expression
  • Peak-based methylation categorisation and detection of eCpGs

All steps are available as individual functions, but they are designed to run in a simple end-to-end script or notebook.


Installation

pip install epi2hit

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