Skills for Real Engineers. Straight from my .agents directory.
cibersort-immune-infiltration-analysis
Agent skill fromaipoch/medical-research-skills
Use when estimating relative immune cell infiltration from a bulk expression matrix with a CIBERSORT-style nu-SVR deconvolution workflow based on an LM22 signature matrix, comparing one case group against one control group, and generating structured tables plus immune-fraction plots. NOT for single-cell RNA-seq, spatial data, clinical diagnosis, or workflows that require the original hosted CIBERSORT web service.
How to install cibersort-immune-infiltration-analysis
npx skills add aipoch/medical-research-skills# or add only this skill to Claude Code: copy the folder
awesome-med-research-skills/Data Analysis/cibersort-immune-infiltration-analysis/
# into
~/.claude/skills/cibersort-immune-infiltration-analysis/ (all projects)
.claude/skills/cibersort-immune-infiltration-analysis/ (one project)
awesome-med-research-skills/Data Analysis/cibersort-immune-infiltration-analysis/SKILL.md
MITFull file1> **Source**: [https://github.com/aipoch/medical-research-skills](https://github.com/aipoch/medical-research-skills)23# CIBERSORT Immune Infiltration Analysis45## When to Use67- Estimate relative immune cell fractions from a bulk expression matrix.8- Compare one case group against one control group after deconvolution.9- Generate structured tables, a serialized result object, and optional PDF plots.1011## When Not to Use1213- Single-cell RNA-seq, spatial transcriptomics, or clustering tasks.14- Absolute clinical interpretation or treatment recommendation.15- Workflows that require the original online CIBERSORT service instead of a local R implementation.1617## Workflow18191. Confirm that the expression matrix, group file, and signature matrix are available.202. Run `scripts/main.R` with the case and control groups.213. Review the full result table, derived summary tables, and optional plots.224. Inspect `run_record.txt` and `output_manifest.txt` after each run, including failed validation attempts.2324## When to Read External Files2526| Situation | File to Read | Purpose |27|-----------|--------------|---------|28| Need to run the analysis | `scripts/main.R` | CLI entry point |29| Need algorithm details | `references/algorithm.md` | HQ reference workflow and result interpretation |30| Encounter an error | `references/troubleshooting.md` | Error codes and environment fixes |31| Need CLI examples or the baseline record | `references/cli-guide.md` | Example commands and validation notes |32…
Excerpt shown under the repository's MIT license.
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