Peak Calling Analysis
Package Overview
Goal
Identification of peaks for bulk ATAC-seq, ChIP-seq, CUT&RUN and CUT&Tag data
Requirements
- none
Analysis
- Running the nfcore pipelines (look for “Pipeline Summary”)
- nfcore/atacsseq for ATAC-seq data (fork of the original pipeline with a local fix)
- nfcore/chipseq for ChIP-seq data
- nfcore/cutandrun for CUT&RUN and CUT&Tag data
- In brief, the pipelines include (but are not limited to):
- Adapter trimming
- Mapping to reference genome(s)
- Creating bigWig coverage files
- Peak calling
- Creating IGV Genome Browser session
Output
- The nfcore pipelines produce the most important output files (look for “output” documentation in the above links):
- BAM and bigWig files
- Peak bed files
- IGV session file
- MultiQC HTML report
Advanced Analysis
- Transcription factor binding sites (Homer)
- Find enriched TFBSs in peaks
- For TFBSs of interest, find specific instances of binding in peaks
- Differential analysis (at least 3 replicates required)