Data & ReproStatistics & Data AnalysisFreedomIntelligence/OpenClaw-Medical-SkillsData & Reproduction
BI

bio-crispr-screens-jacks-analysis

Maintainer FreedomIntelligence · Last updated April 1, 2026

JACKS (Joint Analysis of CRISPR/Cas9 Knockout Screens) for modeling sgRNA efficacy and gene essentiality. Use when analyzing multiple CRISPR screens simultaneously or when accounting for variable sgRNA efficiency across experiments.

OpenClawNanoClawAnalysisReproductionbio-crispr-screens-jacks-analysis🧬 bioinformatics (gptomics bio-* suite)bioinformatics — epidemiological & causal genomicsjacks

Original source

FreedomIntelligence/OpenClaw-Medical-Skills

https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-crispr-screens-jacks-analysis

Maintainer
FreedomIntelligence
License
MIT
Last updated
April 1, 2026

Skill Snapshot

Key Details From SKILL.md

2 min

Key Notes

  • Python: jacks.infer_JACKS() for joint analysis across experiments.
  • Analyze multiple CRISPR screens jointly with JACKS" → Model sgRNA efficacy and gene essentiality simultaneously across multiple screens, accounting for variable guide efficiency. Python: jacks.infer_JACKS() for joint analysis across experiments.
  • JACKS jointly models sgRNA efficacy and gene essentiality across multiple experiments. It infers both gene-level fitness effects and sgRNA-specific efficiency.
  • git clone https://github.com/felicityallen/JACKS.git cd JACKS && pip install -e.

Source Doc

Excerpt From SKILL.md

counts.txt (tab-separated)

sgRNA Gene Sample1 Sample2 Sample3 Control1 Control2 sgRNA1 GENE_A 100 120 90 80 85 sgRNA2 GENE_A 200 180 210 150 160 sgRNA3 GENE_B 50 45 55 60 58 ...


## replicatemap.txt

Sample1	Experiment1	Day14
Sample2	Experiment1	Day14
Sample3	Experiment2	Day14
Control1	Experiment1	Day0
Control2	Experiment2	Day0

guidemap.txt

sgRNA1 GENE_A sgRNA2 GENE_A sgRNA3 GENE_B sgRNA4 GENE_B ...

Use cases

  • Use when analyzing multiple CRISPR screens simultaneously or when accounting for variable sgRNA efficiency across experiments.

Not for

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

Upstream Related Skills

  • mageck-analysis - Alternative screen analysis method
  • hit-calling - Statistical hit identification
  • screen-qc - Quality control before analysis
  • batch-correction - Handle batch effects in multi-screen data

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