数据与复现生物信息与基因组学FreedomIntelligence/OpenClaw-Medical-Skills数据与复现
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bio-atac-seq-atac-qc

维护者 FreedomIntelligence · 最近更新 2026年4月1日

Quality control metrics for ATAC-seq data including fragment size distribution, TSS enrichment, FRiP, and library complexity. Use when assessing ATAC-seq library quality before or after peak calling to identify problematic samples.

OpenClawNanoClaw分析处理复现实验bio-atac-seq-atac-qc🧬 bioinformatics (gptomics bio-* suite)bioinformatics — epigenomics & chromatinquality

原始来源

FreedomIntelligence/OpenClaw-Medical-Skills

https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-atac-seq-atac-qc

维护者
FreedomIntelligence
许可
MIT
最近更新
2026年4月1日

技能摘要

来自 SKILL.md 的关键信息

2 min

核心说明

  • CLI:deeptools bamPEFragmentSize,picard CollectInsertSizeMetrics。
  • Python:pysam ,用于 custom fragment analysis。
  • Check quality of my ATAC-seq 库" → Evaluate fragment size distribution (nucleosome periodicity),TSS enrichment,FRiP,、 库 complexity to assess chromatin accessibility experiment quality. CLI:deeptools bamPEFragmentSize,picard CollectInsertSizeMetrics Python:pysam ,用于 custom fragment analysis。
  • java -jar picard.jar CollectInsertSizeMetrics \ I=sample.bam \ O=insert_sizes.txt \ H=insert_sizes.pdf \ M=0.5。

原始文档

SKILL.md 摘录

Fragment Size Distribution

Goal: Assess ATAC-seq library quality by visualizing the characteristic nucleosome periodicity in fragment sizes.

Approach: Extract insert sizes from the BAM file using Picard or samtools, producing a distribution that should show NFR (<100 bp) and mono-nucleosome (~200 bp) peaks.


## Using samtools

samtools view -f 66 sample.bam | \
    awk '{print sqrt($9^2)}' | \
    sort | uniq -c | \
    awk '{print $2"\t"$1}' > fragment_sizes.txt

TSS Enrichment Score

Goal: Quantify signal enrichment at transcription start sites as a key ATAC-seq quality metric.

Approach: Create a TSS BED file, compute a signal matrix around TSS positions using deepTools, then plot the enrichment profile.

适用场景

  • 适合在assessing ATAC-seq 库 quality before 或 after peak calling to identify problematic samples时使用。

不适用场景

  • Do not rely on this catalog entry alone ,用于 installation 或 maintenance details。

上游相关技能

  • atac-seq/atac-peak-calling - Peak calling
  • alignment-files/bam-statistics - Alignment QC
  • chip-seq/chipseq-visualization - Visualization approaches

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