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bio-expression-matrix-normalization

85 / 100 · Low risk

Fine to try.

By lilinji/GeneTind-Life-Skills (GitHub) · data · 17 stars · scanned at commit 908229c

Normalizes and transforms RNA-seq count matrices for DE, visualization, clustering, and ML. Covers between-sample (TMM, TMMwsp, RLE/median-of-ratios, upper quartile), within-sample (TPM, FPKM/RPKM), variance-stabilizing (VST, rlog, log-CPM), GC-content correction (cqn, EDASeq), and single-cell (scran deconvolution, scanpy normalize_total). Encodes the composition-bias rationale, the "most genes not DE" assumption and its catastrophic failure modes (MYC amplification, apoptosis, viral host shuto…

Works with any agent that supports SKILL.md skills.

What this skill can do

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'bio-expression-matrix-normalization' ] || [ -L ~/.agents/skills/'bio-expression-matrix-normalization' ]; then echo 'A skill folder named bio-expression-matrix-normalization already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/lilinji/GeneTind-Life-Skills' "$d" && git -C "$d" checkout --quiet '908229c955510a1841b216e8bf58f6b22818d4dc' -- 'skills/bio-expression-matrix-normalization' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/bio-expression-matrix-normalization' ~/.agents/skills/'bio-expression-matrix-normalization' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'bio-expression-matrix-normalization' ~/.claude/skills/'bio-expression-matrix-normalization' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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