Individual skill
tooluniverse-rnaseq-deseq2
RNA-seq differential expression analysis with DESeq2, edgeR, and limma-voom — DEG lists, fold changes, dispersion estimation, design formulas including covariates, multi-condition contrasts, and Venn-set operations across groups. Routes across DESeq2 (default), edgeR (QL-F / exact test for small replicate counts), and limma-voom (large n / complex designs). Use when you have a count matrix + metadata, want to find DEGs, or need dispersion/PCA/clustering analysis. Includes RULE ZERO precedence (read executed.ipynb if present).
plugin/skills/tooluniverse-rnaseq-deseq2/SKILL.md
Source commit 5598a9fc97e32964fe9b703818e7d0747142f179
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Network or broad shell
- Last checked
- Nov 5, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 1,777
- Repository last updated
- Nov 8, 2026
- License
- Apache-2.0
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- agents Repository topic
- reasoning-agent Repository topic
- reasoning-language-models Repository topic
- tool-use Repository topic
- ai-agents Repository topic
- ai-scientists Repository topic
- automated-science Repository topic
- co-pilot Repository topic
- co-scientist Repository topic
- ai-for-science Repository topic
- design Derived category
- operations Derived category
- testing Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
.env.templateasset · 499 bytesSKILL.mdcore · 36,408 bytesSKILL.mdcore · 36,408 bytesSKILL.mdcore · 36,408 bytesSKILL.mdcore · 36,408 bytesSKILL.mdcore · 36,408 bytesSKILL.mdcore · 36,408 bytesSKILL.mdcore · 36,408 bytesSKILL.mdcore · 36,408 bytesSKILL.mdcore · 36,408 bytesSKILL.mdcore · 36,408 bytesSKILL.mdcore · 36,408 bytesSKILL.mdcore · 36,408 bytesSKILL.mdcore · 36,408 bytesreferences/data_loading.mddoc · 8,221 bytesreferences/dispersion_analysis.mddoc · 9,923 bytesreferences/edger_limma_voom.mddoc · 7,691 bytesreferences/enrichment_analysis.mddoc · 10,079 bytesreferences/output_formatting.mddoc · 6,472 bytesreferences/pydeseq2_workflow.mddoc · 9,142 bytesreferences/question_parsing.mddoc · 4,189 bytesreferences/result_filtering.mddoc · 9,564 bytesreferences/troubleshooting.mddoc · 9,448 bytesreferences/worked_examples.mddoc · 12,034 bytesscripts/convert_rds_to_csv.pyruns · 6,998 bytesscripts/format_deseq2_output.pyruns · 8,926 bytesscripts/gene_length_correlation.pyruns · 8,462 bytesscripts/load_count_matrix.pyruns · 7,605 bytesscripts/multi_strain_venn.pyruns · 7,747 bytesscripts/one_way_anova_f.pyruns · 5,332 bytesscripts/pca_variance.pyruns · 6,369 bytesscripts/r_deseq2_wrapper.pyruns · 18,881 bytesscripts/r_edger_limma_wrapper.pyruns · 17,132 bytes
Read excerpt
# RNA-seq Differential Expression Analysis (DESeq2)
## PRIMARY SCRIPTS — use these FIRST before writing custom code
The four scripts below are deterministic, audited wrappers that handle the
ambiguity in DESeq2 / correlation / PCA / ANOVA questions by emitting
EVERY common interpretation in one call. Reading their output and
matching the variant the published notebook used is more reliable than
re-deriving the answer from scratch.
All four scripts honor workspace isolation: they ONLY write to `--workdir`
(or `/tmp/...` by default). They never touch the input data folder. Always
pass `--workdir /tmp/<run-name>` when you need intermediate files.