Data & ReproBioinformatics & GenomicsFreedomIntelligence/OpenClaw-Medical-SkillsData & Reproduction
BI

bio-ribo-seq-ribosome-stalling

Maintainer FreedomIntelligence · Last updated April 1, 2026

Detect ribosome pausing and stalling sites from Ribo-seq data at codon resolution. Use when studying translational regulation, identifying pause sites, or analyzing codon-specific translation dynamics.

OpenClawNanoClawAnalysisReproductionbio-ribo-seq-ribosome-stalling🧬 bioinformatics (gptomics bio-* suite)bioinformatics — differential expression & transcriptomicsdetect

Original source

FreedomIntelligence/OpenClaw-Medical-Skills

https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-ribo-seq-ribosome-stalling

Maintainer
FreedomIntelligence
License
MIT
Last updated
April 1, 2026

Skill Snapshot

Key Details From SKILL.md

2 min

Key Notes

  • Python: plastid for codon-resolution density calculation, scipy for statistical scoring.
  • Find ribosome pause sites in my data" → Detect codon-level ribosome stalling and pausing events from Ribo-seq footprint density, identifying positions with abnormally high ribosome occupancy. Python: plastid for codon-resolution density calculation, scipy for statistical scoring.
  • Rare codons (low tRNA availability).
  • Specific amino acid motifs (polyproline).
  • Regulatory pause sites (upstream of stress response genes).

Source Doc

Excerpt From SKILL.md

Calculate Codon-Level Occupancy

Goal: Quantify ribosome occupancy at each codon position across all transcripts.

Approach: Map reads to P-sites using a fixed offset, then bin counts into codons along each CDS.

Identify Pause Sites

Goal: Detect codon positions with significantly elevated ribosome occupancy indicative of translational pausing.

Approach: Z-score normalize occupancy per transcript and flag positions exceeding a threshold (default z > 3).

Codon-Specific Occupancy

Goal: Calculate average ribosome occupancy for each of the 64 codon types across all genes.

Approach: Aggregate read density per codon identity across all CDS positions and compute per-codon mean occupancy.

Use cases

  • Use when studying translational regulation, identifying pause sites, or analyzing codon-specific translation dynamics.

Not for

  • Do not rely on this catalog entry alone for installation or maintenance details.

Upstream Related Skills

  • ribosome-periodicity - Validate data quality
  • orf-detection - Context for pause sites
  • translation-efficiency - Gene-level translation

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