数据与复现生物信息与基因组学FreedomIntelligence/OpenClaw-Medical-Skills数据与复现
BI

bio-ribo-seq-translation-efficiency

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

Calculate translation efficiency (TE) as the ratio of ribosome occupancy to mRNA abundance. Use when comparing translational regulation between conditions or identifying genes with altered translation independent of transcription.

OpenClawNanoClaw分析处理复现实验bio-ribo-seq-translation-efficiency🧬 bioinformatics (gptomics bio-* suite)bioinformatics — differential expression & transcriptomicscalculate

原始来源

FreedomIntelligence/OpenClaw-Medical-Skills

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

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

  • R:riborex ,用于 differential TE ,支持 DESeq2 backend。
  • Python:Ribo-seq/RNA-seq count ratio ,支持 统计检验。
  • Calculate translation efficiency ,面向 my Ribo-seq 、 RNA-seq" → Compute ratio of ribosome occupancy to mRNA abundance per gene to identify translational regulation independent of transcription changes. R:riborex ,用于 differential TE ,支持 DESeq2 backend Python:Ribo-seq/RNA-seq count ratio ,支持 统计检验。
  • ribo_counts <- read.csv('ribo_counts.csv',row.names = 1) rna_counts <- read.csv('rna_counts.csv',row.names = 1)。

原始文档

SKILL.md 摘录

Concept

Translation Efficiency (TE) = Ribo-seq reads / RNA-seq reads

  • TE > 1: Efficiently translated (more ribosomes per mRNA)
  • TE < 1: Poorly translated
  • Changes in TE indicate translational regulation

Sample information

sample_info <- data.frame( sample = colnames(ribo_counts), condition = factor(c('control', 'control', 'treated', 'treated')) )

Run riborex

results <- riborex( rnaCntTable = rna_counts, riboCntTable = ribo_counts, rnaCond = sample_info$condition, riboCond = sample_info$condition )

适用场景

  • 适合在comparing translational regulation between conditions 或 identifying genes ,支持 altered translation independent of transcription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

  • rna-quantification - Get RNA-seq counts
  • differential-expression - Compare expression
  • orf-detection - Identify translated ORFs

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