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Skills/AI & agents/PKU-YuanGroup/OpenAI4S

bio-multi-omics-mofa-integration

PKU-YuanGroup/OpenAI4S
SkillLoads cleanly

Discovers shared and view-specific latent factors across bulk multi-omics blocks (RNA-seq, proteomics, methylation) on a common sample axis with MOFA2's…

Scores
82
out of 100 · grade A

2026-08-22

Works

40% of the score

92/100

  • Frontmatter name `bio-multi-omics-mofa-integration` does not match its directory `bio-multi-omics-integration-mofa-integration`.

Maintained

25% of the score

100/100

  • no commits in the last 12 weeks

Adopted

20% of the score

35/100

  • 335 stars on the source repo.

Documented

15% of the score

90/100

  • 2,387 words with worked examples.
  • Ships 2 bundled files.
Loads cleanly. Every structural check Claude Code needs to register this passed. Last commit today.

Install

npx skills add PKU-YuanGroup/OpenAI4S/bio-multi-omics-mofa-integration

What the check found

Every finding on this listing, and what each one means for whether it loads.
FindingWhat it means
Name mismatchThe frontmatter name and the directory name disagree.

What it says it does

Discovers shared and view-specific latent factors across bulk multi-omics blocks (RNA-seq, proteomics, methylation) on a common sample axis with MOFA2's unsupervised Bayesian group factor model, then attributes per-view variance explained and interprets signed factor weights. Covers why a factor is an unsupervised axis of variance and not a pathway, why a factor that correlates with batch is a batch factor, why the per-view variance-explained table is the primary read-out rather than p-values, why raw counts in a Gaussian view make factor 1 the library-size factor, and why MOFA2 handles missing omics-per-sample natively. Use when integrating two or more bulk omics to find joint axes of variation, choosing factor count, labeling factors against metadata, or running enrichment on factor weights. For supervised discriminant integration see mixomics-analysis; for the method decision see integration-design; for single-cell see single-cell/multimodal-integration; for enrichment see pathway-analysis/gsea.

Every number above came out of reading the file and its repository. Nothing is a judgement call, nothing is a model’s opinion, and nothing can be paid for. The full method is published. Source last committed 2026-08-22.

The record

Type
Skill
Category
AI & agents
Repository
PKU-YuanGroup/OpenAI4S
Last commit
today · 2026-08-22
Repository stars
335
Installs
not in the skills.sh registry
Licence
MIT
Instruction length
2,387 words
Bundled files
2
View the source on GitHub

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