ATACseq-QC

Performs ATAC-specific biological validation. It calculates metrics unique to chromatin accessibility assays, such as TSS enrichment scores and fragment size distributions (nucleosome banding patterns). Use this skill when you have filtered BAM file and have called peak for the file. Do NOT use t...

diegosouzapw/awesome-omni-skill·0installs62stars

SKILL.md

Full skill instructions

ATAC-seq Quality Control

Overview

This skill performs complete ATAC-seq data quality control from BAM 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.
Always prompt user for genome assembly used. Never decide by yourself.
Generate TSS files according to genome assembly.
Compute TSS enrichment, fragment distribution and FRiP.

Inputs & Outputs

Inputs

${sample}.bam # filtered bam files
${sample}.narrowPeak

Outputs

all_atac_qc/
    ${sample}_qc_results/
        ataqv_metrics.json
        ataqv_report.html/
    temp/

Decision Tree

Step 0: Initialize Project

Call:

mcp__project-init-tools__project_init

with:

sample: all
task: atac_qc
genome: provided by user

The tool will:

Createall_atac_qc directory.
Return the full path of the all_atac_qc directory, which will be used as ${proj_dir}.

Step 1: Detect the name logic of the chromosomes in BAM file (have "chr" as prefix or not)

samtools view <sample>.bam | head -n 10 | cut -f 3

Step 2: Generate reference files

Call:

mcp__qc-tools__generate_reference

with:

genome: Genome name (e.g., hg38), provided by user
temp_dir: ${proj_dir}/temp
bam_uses_chr: True if BAM uses 'chr' prefix (chr1), False if not (1).

Step 3: Peform quality control for the ATAC-seq data

Call:

mcp__qc-tools__run_ataqv_qc
bam_file: Path to filtered BAM file
peak_file: Path to peak file (narrowPeak) corresponding to the BAM file
tss_file: ${proj_dir}/temp/${genome}.tss
species: Species used, choose from (fly, human, mouse, rat, worm, yeast)
bam_uses_chr: True if BAM uses 'chr' prefix (chr1), False if not (1).
output_dir: ${proj_dir}/${sample}_qc_results
autosomal_ref_path: Provided if bam_uses_chr is False, ${proj_dir}/temp/${genome}.autosomal.ref

Install skill

Copy and run in your terminal

npx -y skills add https://github.com/diegosouzapw/awesome-omni-skill --skill atacseq-qc-majiayu000

View on GitHub

skills/data-ai/atacseq-qc-majiayu000/SKILL.md

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