Data & ReproClinical MedicineFreedomIntelligence/OpenClaw-Medical-SkillsData & Reproduction
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tooluniverse-expression-data-retrieval

Maintainer FreedomIntelligence · Last updated April 1, 2026

Retrieves gene expression and omics datasets from ArrayExpress and BioStudies with gene disambiguation, experiment quality assessment, and structured reports. Creates comprehensive dataset profiles with metadata, sample information, and download links. Use when users need expression data, omics datasets, or mention ArrayExpress (E-MTAB, E-GEOD) or BioStudies (S-BSST) accessions.

OpenClawNanoClawAnalysisReproductiontooluniverse-expression-data-retrieval🏥 medical & clinicalmedical toolsretrieves

Original source

FreedomIntelligence/OpenClaw-Medical-Skills

https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/tooluniverse-expression-data-retrieval

Maintainer
FreedomIntelligence
License
MIT
Last updated
April 1, 2026

Skill Snapshot

Key Details From SKILL.md

2 min

Key Notes

  • Retrieve gene expression experiments and multi-omics datasets with proper disambiguation and quality assessment.
  • IMPORTANT: Always use English terms in tool calls (gene names, tissue names, condition descriptions), even if the user writes in another language. Only try original-language terms as a fallback if English returns no results. Respond in the user's language.
  • [ ] Official gene symbol identified (HGNC for human, MGI for mouse).
  • [ ] Common aliases noted for search expansion.
  • [ ] Species confirmed.

Source Doc

Excerpt From SKILL.md

Phase 0: Clarification (When Needed)

Ask the user ONLY if:

  • Gene name is ambiguous (e.g., "p53" → TP53 or MDM2 studies?)
  • Tissue/condition unclear for comparative studies
  • Organism not specified for non-human research

Skip clarification for:

  • Specific accession numbers (E-MTAB-, E-GEOD-, S-BSST*)
  • Clear disease/tissue + organism combinations
  • Explicit platform requests (RNA-seq, microarray)

1.1 Gene Name Resolution

If searching by gene, first resolve official identifiers:

from tooluniverse import ToolUniverse
tu = ToolUniverse()
tu.load_tools()

## 1.2 Construct Search Strategy

| User Query Type | Search Strategy |
|-----------------|-----------------|
| Specific accession | Direct retrieval |
| Gene + condition | "[gene] [condition]" + species filter |
| Disease only | "[disease]" + species filter |
| Technology-specific | Add platform keywords (RNA-seq, microarray) |

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Use cases

  • Use when users need expression data, omics datasets, or mention ArrayExpress (E-MTAB, E-GEOD) or BioStudies (S-BSST) accessions.

Not for

  • Do not rely on this catalog entry alone for installation or maintenance details.

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