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Bio Differential Expression De Visualization

Category: Dev Tools  ·  Sub-category: tools-misc  ·  Last updated:
type:debug
Creates DE-specific diagnostic and result visualizations using DESeq2/edgeR built-in functions and lightweight ggplot2 wrappers. Covers MA plot (with the shrunken-LFC compression effect), volcano (with the apeglm caveat that p-values are unchanged), PCA on VST/rlog (never raw counts), sample distance heatmaps, top-DE-gene heatmaps with the row-scaling trap, dispersion / BCV plot interpretation, p-value histogram diagnostics, plotCounts for individual genes, blind=TRUE vs FALSE rationale, and the n=3 visualization stake. Use when generating DE diagnostic plots, choosing VST vs rlog for visualization, troubleshooting suspicious plot patterns (shifted MA cloud, batch-dominated PCA, anti-conservative p-value histogram), or building a standard QC figure panel.

About this skill (catalog notes)

Bio Differential Expression De Visualization includes worked examples; 10 code blocks for direct copy-paste. At roughly 2,699 words the SKILL.md is on the longer end of the catalog distribution.

Source
bg-szy.github.io/TOP-SKILLS
Original author
bg-szy
Indexed lastmod
Catalog position
Dev Tools · tools-misc
Indexed related skills
10

How Bio Differential Expression De Visualization fits the catalog

Bio Differential Expression De Visualization sits in the Dev Tools category under the tools-misc sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

What this skill does

Bio Differential Expression De Visualization is a community-contributed Claude Code skill in the tools-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/bio-differential-expression-de-visualization/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when generating DE diagnostic plots, choosing VST vs rlog for visualization, troubleshooting suspicious plot patterns (shifted MA cloud, batch-dominated PCA, anti-conservative p-value histogram), or building a standard QC figure panel.

Who uses this skill

The Bio Differential Expression De Visualization Claude Code skill is built for developers, power users, and teams automating repetitive workflows and improving developer experience. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 116,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/bio-differential-expression-de-visualization
curl -L https://claudskills.com/skills/bio-differential-expression-de-visualization/SKILL.md \
  -o ~/.claude/skills/bio-differential-expression-de-visualization/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/bio-differential-expression-de-visualization/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/bio-differential-expression-de-visualization/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\bio-differential-expression-de-visualization\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Frequently asked questions

How do I install the Bio Differential Expression De Visualization Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/bio-differential-expression-de-visualization/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Bio Differential Expression De Visualization skill do?
Creates DE-specific diagnostic and result visualizations using DESeq2/edgeR built-in functions and lightweight ggplot2 wrappers. Covers MA plot (with the shrunken-LFC compression effect), volcano (with the apeglm caveat that p-values are unchanged), PCA on VST/rlog (never raw counts), sample distance heatmaps, top-DE-gene heatmaps with the row-scaling trap, dispersion / BCV plot interpretation, p-value histogram diagnostics, plotCounts for individual genes, blind=TRUE vs FALSE rationale, and the n=3 visualization stake. Use when generating DE diagnostic plots, choosing VST vs rlog for visualization, troubleshooting suspicious plot patterns (shifted MA cloud, batch-dominated PCA, anti-conservative p-value histogram), or building a standard QC figure panel.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Bio Differential Expression De Visualization skill?
Use Bio Differential Expression De Visualization when your Claude Code task falls under the Dev Tools category — specifically in the tools misc area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Bio Differential Expression De Visualization" or describe the task and let Claude pick). Browse related skills at /category/tools/.
What is a Claude Code skill and how does the Bio Differential Expression De Visualization skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Bio Differential Expression De Visualization is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Dev Tools category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
bg-szy. (2026). Bio Differential Expression De Visualization [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/bio-differential-expression-de-visualization/
BibTeX
@misc{bio-differential-expression-de-visualization-2026,
  author    = {bg-szy},
  title     = {Bio Differential Expression De Visualization [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/bio-differential-expression-de-visualization/}
}

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