protein-interaction-network-analysis
Use when analyzing protein interaction networks, confidence scores, functional enrichment, or structural context with STRING, BioGRID, and SASBDB.
- License 许可
- MIT
- 最近更新
- 2026-11-02
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01 前言 Front Matter
- name
- protein-interaction-network-analysis
- description
- Use when analyzing protein interaction networks, confidence scores, functional enrichment, or structural context with STRING, BioGRID, and SASBDB.
03 SKILL.md 正文
Protein Interaction Network Analysis
Comprehensive protein interaction network analysis using ToolUniverse tools. Analyzes protein networks through a 4-phase workflow: identifier mapping, network retrieval, enrichment analysis, and optional structural data.
Domain Reasoning: Interaction Type Clarification
When asked about protein interactions, ask: physical interaction (do they bind?) or functional interaction (do they affect the same pathway)? STRING combines both — a high combined_score does not mean physical binding. For physical binding evidence, check the experimental score (escore) specifically. A high tscore (text mining) or dscore (database) with a low escore suggests co-annotation or co-citation, not direct binding.
LOOK UP DON'T GUESS: protein interaction scores, experimental evidence types, and whether two specific proteins have known co-crystal structures. Use STRING escore and BioGRID experimental data — do not infer binding from pathway co-membership alone.
Databases Used
| Database | Coverage | API Key | Purpose |
|---|---|---|---|
| STRING | 14M+ proteins, 5,000+ organisms | Not required | Primary interaction source |
| BioGRID | 2.3M+ interactions, 80+ organisms | Required | Fallback, curated data |
| SASBDB | 2,000+ SAXS/SANS entries | Not required | Solution structures |
4-Phase Workflow
- Identifier Mapping —
STRING_map_identifiers(): validate protein names, get STRING IDs - Network Retrieval —
STRING_get_network()(primary);BioGRID_get_interactions()(fallback, requires API key)
Parameters
Confidence Score Guidelines
Network Edge Fields (STRING)
Extended Analysis Tools
Tool-Specific Notes
IntAct Interaction Data
BioGRID Chemical Interactions
IntAct protein_name Alias
Domain Reasoning: Multimeric Assemblies & Binding Valency
Calculating Multimer Valency from Binding Data
04 同仓库更多 Skills
clarify-requirements
Resolve genuine pre-execution ambiguity by scanning repo context, generating 1-6 grounded options, and asking 1-3 focused questions via AskUserQuestion. NOT for mid-task use (injection risk); NOT when the goal is already unambiguous; use to disambiguate vague prompts before any file edits.
openmm-md
Run FREE, open-source, Windows-native GPU molecular dynamics via the openmm-md MCP (OpenMM + CUDA on the local NVIDIA GPU). Use for protein / protein-ligand MD when you want a free stack or are on Windows without a Schrodinger license. Covers the full workflow (prepare, solvate, minimize, equilibrate, production, analyze, mmgbsa) AND an honest decision guide vs Schrodinger Desmond, including how to run Desmond legitimately on Linux or a cloud GPU with a real license. This is a deliberately LESSER free alternative and does NOT replace the schrodinger MCP tools. Do NOT use it to pick a free tool when a validated FEP+, WaterMap, IFD-MD, or Prime MM-GBSA result is actually required.
visual-review
Take screenshots of web pages and UI using Playwright for visual review and iteration
status
Diagnostic status report — shows metaswarm installation state, project setup, and potential issues
start
Use when starting work on any task, when the user mentions metaswarm, or when the user wants to begin tracked development work
setup
Interactive project setup — detects your project, configures metaswarm, writes project-local files