Skills DirectorySkills Directory
SkillsLearnSecurityCategoriesDocsBlogPro
Sign InSubmit Skill
Skills Directory

Security-tested agent skills for Claude, coding agents, and AI workflows.

Directory

  • Browse Skills
  • All Skills A–Z
  • Claude Skills
  • Claude Code Skills
  • Agent Skills
  • Categories
  • Authors
  • Submit a Skill

Learn

  • Learn Hub
  • Install Claude Skills
  • Write SKILL.md
  • Skills vs MCP
  • Directories Compared

Security

  • Security
  • Methodology
  • Secure Claude Skills
  • Security Badges
  • Chrome Extension
  • Skill Manager

Company

  • About
  • Community
  • Blog
  • API Docs
  • Advertise

2026 Skills Directory. All rights reserved.

ProTermsPrivacyRefunds
Back to skills

Bio Clip Seq Clip Preprocessing

ASecurity

--> --- name: bio-clip-seq-clip-preprocessing description: Preprocess CLIP-seq data including adapter trimming, UMI extraction, and PCR duplicate removal. Use when preparing raw CLIP, iCLIP, or eCLIP reads for peak calling. tool_type: cli primary_tool: umi_tools measurable_outcome: Execute skill workflow successfully with valid output within 15 minutes. allowed-tools: - read_file - run_shell_command ---

2,984 stars
0 votes
0 copies
1 views
Added 5/29/2026
toolspythonshellbash

Works with

cli

Security Analysis

A100/100

Pro scans all 3 files and shows the line behind each finding

Scanned 5/29/2026

$npx -y skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-clip-seq-clip-preprocessing --agent claude-code

Installs into .claude/skills of the current project.

Are you the author of Bio Clip Seq Clip Preprocessing?

Add the live security badge to your README — it updates automatically with every re-scan.

Security grade badge for Bio Clip Seq Clip Preprocessing
[![Security: A — Skills Directory](https://www.skillsdirectory.com/api/skills/freedomintelligence-bio-clip-seq-clip-preprocessing/badge)](https://www.skillsdirectory.com/skills/freedomintelligence-bio-clip-seq-clip-preprocessing)

More formats (shields.io, HTML) on the badges page. Keep it an A: scan every change in CI with Pro.

Download with Pro
Files
SKILL.md
<!--
# COPYRIGHT NOTICE
# This file is part of the "Universal Biomedical Skills" project.
# Copyright (c) 2026 MD BABU MIA, PhD <md.babu.mia@mssm.edu>
# All Rights Reserved.
#
# This code is proprietary and confidential.
# Unauthorized copying of this file, via any medium is strictly prohibited.
#
# Provenance: Authenticated by MD BABU MIA

-->

---
name: bio-clip-seq-clip-preprocessing
description: Preprocess CLIP-seq data including adapter trimming, UMI extraction, and PCR duplicate removal. Use when preparing raw CLIP, iCLIP, or eCLIP reads for peak calling.
tool_type: cli
primary_tool: umi_tools
measurable_outcome: Execute skill workflow successfully with valid output within 15 minutes.
allowed-tools:
  - read_file
  - run_shell_command
---

# CLIP-seq Preprocessing

## UMI Extraction (eCLIP/iCLIP)

```bash
# Extract UMI from read 1
umi_tools extract \
    --stdin=reads_R1.fastq.gz \
    --read2-in=reads_R2.fastq.gz \
    --bc-pattern=NNNNNNNNNN \
    --stdout=R1_umi.fastq.gz \
    --read2-out=R2_umi.fastq.gz

# bc-pattern: UMI barcode pattern
# N = UMI base
# For eCLIP: typically 10-nt UMI in read 1
```

## Adapter Trimming

```bash
# Trim adapters after UMI extraction
cutadapt \
    -a AGATCGGAAGAGCACACGTCT \
    -A AGATCGGAAGAGCGTCGTGTAGGGAAAGAGTGT \
    -m 18 \
    -o trimmed_R1.fastq.gz \
    -p trimmed_R2.fastq.gz \
    R1_umi.fastq.gz R2_umi.fastq.gz
```

## Two-Pass Trimming (eCLIP)

```bash
# eCLIP protocol has inline adapters
# First pass: trim 3' adapter
cutadapt -a AGATCGGAAGAGC -m 18 -o pass1.fq.gz input.fq.gz

# Second pass: trim 5' adapter (read-through)
cutadapt -g AGATCGGAAGAGC -m 18 -o pass2.fq.gz pass1.fq.gz
```

## PCR Duplicate Removal

```bash
# After alignment, deduplicate using UMIs
umi_tools dedup \
    --stdin=aligned.bam \
    --stdout=deduped.bam \
    --paired \
    --method=unique

# Methods:
# unique: Exact UMI match
# cluster: Allow UMI mismatches (default)
# adjacency: Network-based clustering
```

## Python Preprocessing

```python
from umi_tools import UMIClusterer
import pysam

def count_umis_per_position(bam_path):
    '''Count unique UMIs at each genomic position'''
    from collections import defaultdict

    position_umis = defaultdict(set)

    with pysam.AlignmentFile(bam_path, 'rb') as bam:
        for read in bam:
            if read.is_unmapped:
                continue

            # Extract UMI from read name (added by umi_tools extract)
            umi = read.query_name.split('_')[-1]
            pos = (read.reference_name, read.reference_start)
            position_umis[pos].add(umi)

    return {pos: len(umis) for pos, umis in position_umis.items()}
```

## Quality Control

```python
def clip_qc(bam_path):
    '''CLIP-seq specific QC metrics'''
    import pysam

    total = 0
    unique_positions = set()
    read_lengths = []

    with pysam.AlignmentFile(bam_path, 'rb') as bam:
        for read in bam:
            if read.is_unmapped:
                continue
            total += 1
            unique_positions.add((read.reference_name, read.reference_start))
            read_lengths.append(read.query_length)

    return {
        'total_reads': total,
        'unique_positions': len(unique_positions),
        'mean_read_length': sum(read_lengths) / len(read_lengths),
        'complexity': len(unique_positions) / total
    }
```

## Related Skills

- clip-alignment - Align preprocessed reads
- read-qc/umi-processing - General UMI handling
- clip-peak-calling - Call peaks from aligned reads


<!-- AUTHOR_SIGNATURE: 9a7f3c2e-MD-BABU-MIA-2026-MSSM-SECURE -->

Attribution

FreedomIntelligenceFreedomIntelligence
View sourceSee grades on GitHubMore from FreedomIntelligence →
SSkills DirectorySkills Directory

Ship a skill? Prove it's safe.

Free 120-pattern security scan, letter grade, and an embeddable README badge.

Submit a skill

Is this your skill, or is something wrong with this listing? Request removal or report an issue. Author removals are honored within 72 hours.

Comments (0)

No comments yet. Be the first to comment!

SSkills DirectorySkills Directory

Ship a skill? Prove it's safe.

Free 120-pattern security scan, letter grade, and an embeddable README badge.

Submit a skill

Related Skills

ucoz-landing-skill

Create and edit uCoz homepage landing pages via MCP: custom templates, hero sections, lead forms, navigation menus, SEO, and responsive layout. Includes a visual design system (style selection, layout/grid, section recipes, typography/spacing, color tokens, component states, icons, modern CSS/JS, motion, imagery, social proof, copy/voice, accessibility). Uses ucoz-mcp tools for templates, site file uploads, and site modules.

107 votes

Paperclip

Interact with the Paperclip control plane API for task coordination and governance. Use when checking assignments, updating issue status, posting comments, delegating work, managing routines, or calling Paperclip API endpoints.

953191 votes

Pptx

Presentation toolkit (.pptx). Create/edit slides, layouts, content, speaker notes, comments, for programmatic presentation creation and modification.

471861 votes

Daw Music

Digital Audio Workstation usage, music composition, interactive music systems, and game audio implementation for immersive soundscapes.

761 votes

Instantly Rdsthomas Mission Control

Instantly.ai cold email outreach API - manage campaigns, leads, accounts, and analytics. Use for cold email automation, lead management, campaign creation/monitoring, and email account warmup.

761 votes
View all in tools →