Comprehensive ChIP-seq QC Pipeline
Overview
This skill performs a full ChIP-seq quality control analysis from aligned BAM files and peak files.
Main steps include:
- •Refer to the Inputs & Outputs section to check inputs and build the output architecture. All the output file should located in
${proj_dir}in Step 0. - •Perform cross-correlation analysis to calculate NSC and RSC.
- •Compute FRiP (Fraction of Reads in Peaks) using peak files and aligned BAMs.
Inputs & Outputs
Inputs
bash
${sample}.bam # filtered bam files
${sample}.narrowPeak # or broadPeak
Outputs
bash
all_chip_qc/
${sample}_spp.txt
${sample}_crosscorr.pdf
${sample}_frip.txt
Step 0: Initialize Project
Call:
- •
mcp__project-init-tools__project_init
with:
- •
sample: all - •
task: atac_qc
The tool will:
- •Create
all_chip_qcdirectory. - •Return the full path of the
all_chip_qcdirectory, which will be used as${proj_dir}.
Step 1: Calculate Cross-Correlation Metrics (NSC, RSC)
Call:
- •mcp__qc-tools__run_phantompeakqualtools with:
- •
bam_file: Path to BAM file - •
output_dir: ${proj_dir}/
Output: ${sample}_spp.txt, ${sample}_crosscorr.pdf
Step 2: Calculate the fraction of reads falling within peak regions.
Call:
- •mcp__qc-tools__calculate_frip with: bam_file: Path to BAM file. peak_file: Path to Peak file (BED/narrowPeak/broadPeak). output_dir: ${proj_dir}/
Output: ${sample}_frip.txt