mims-harvard avatar

Tooluniverse Multi Omics Integration

This is the orchestrator for working with multiple omics layers at once. It handles the messy parts of integrating RNA-seq, proteomics, methylation, genomics, and metabolomics data: matching samples across datasets, mapping features to common gene identifiers, running cross-omics correlations (like checking if high mRNA actually translates to high protein), and doing multi-omics clustering with methods like MOFA+ or SNF. You'd reach for this when you have patient data across multiple molecular layers and need to find concordant signals, identify regulatory chains (SNP to methylation to expression), or do patient subtyping with combined evidence. The documentation is unusually honest about discordance being interesting biology rather than just noise.

skills.sh installs
400
GitHub stars
1.8K
last updated
Aug 21, 2026

Install

$ npx -y skills add mims-harvard/tooluniverse --skill tooluniverse-multi-omics-integration --agent claude-code

Installs into .claude/skills of the current project.

Files

Multi-Omics Integration

Coordinate and integrate multiple omics datasets for comprehensive systems biology analysis. Orchestrates specialized ToolUniverse skills to perform cross-omics correlation, multi-omics clustering, pathway-level integration, and unified interpretation.


Domain Reasoning

Multi-omics integration asks whether different molecular layers tell a concordant story. If a gene is upregulated in RNA-seq AND its protein is elevated in proteomics, that is concordant evidence of true biological change. Discordance — high mRNA but low protein, or elevated protein without matching mRNA — may indicate post-transcriptional regulation (miRNA silencing, protein degradation, translational control) and is itself a meaningful finding worth reporting. Not every discordance is noise; some are the most interesting biology.

LOOK UP DON'T GUESS

Sponsors

Details

Repository
github.com/mims-harvard/tooluniverse
Categories
Automation & Workflows, Sales & Marketing
First seen
Jun 3, 2026

More from mims-harvard/tooluniverse

All 68
1mims-harvard avatartooluniverse-sdkmims-harvard/tooluniverseBuild AI scientist systems with the ToolUniverse Python SDK for scientific research. Covers the 3 calling patterns (`tu.run` portable dict API, `tu.tools.X` fun399skills.sh installs
2sanjay3290 avatarmanussanjay3290/ai-skillsDelegate complex, long-running tasks to Manus AI agent for autonomous execution. Use when user says 'use manus', 'delegate to manus', 'send to manus', 'have man398skills.sh installs
3chouheiwa avatarwechat-studiochouheiwa/wechat-studio微信公众号内容创作全流程工具,支持 Markdown 主题排版、Dan Koe 风格写作、AI 去痕、图片上传、图文草稿和小绿书发布。Use this skill when the user asks about WeChat Official Account publishing, converting Markdo397skills.sh installs
4dawiddutoit avatarplaywright-web-scraperdawiddutoit/custom-claudeExtract structured data from multiple web pages using Playwright with built-in ethical crawling practices including rate limiting, robots.txt compliance, and er393skills.sh installs
5mims-harvard avatartooluniverse-metabolomics-analysismims-harvard/tooluniverseAnalyze metabolomics data end-to-end — metabolite identification, quantification (TIC normalization, batch correction), differential analysis, and pathway inter393skills.sh installs
6bobmatnyc avatarscreenshotbobmatnyc/claude-mpm-skillsVisual verification workflow for UI changes to accelerate code review and catch ...389skills.sh installs