qsong-github/drugclaw/drugcomb
Claude Code and agent skill by qsong-github/drugclaw
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Query the DrugComb drug combination database for cancer cell-line synergy and sensitivity data. Use whenever the user asks about drug combinations, synergy scores (ZIP/Bliss/Loewe/HSA), combination sensitivity (CSS), or wants to look up how two drugs interact in a specific cancer cell line.
Install
npx vskill@latest install qsong-github/drugclaw/drugcombSKILL.md
The same SKILL.md was published earlier as gabrielmoreira/agent-skills-mirror/drugcomb.
DrugComb Query Skill
Search DrugComb summary records by any entity. Auto-detects type by pattern:
| Input Pattern | Detected As | Match Logic | |
|---|---|---|---|
5-FU / imatinib | drug name | case-insensitive substring on drug_row OR drug_col | |
A549 / MCF-7 | cell line | case-insensitive substring on cell_line_name | |
12345 (pure digits) | block_id | exact on block_id | |
CID:2244 | PubChem CID | exact on drug_row_cid OR drug_col_cid |
API
| Function | Input | Returns | |
|---|---|---|---|
load_drugcomb(path) | CSV path | list[dict] | |
columns(data) | loaded data | column name list | |
search(data, entity) | single entity string | list[dict] | |
search_batch(data, entities) | list of entity strings | dict[str, list[dict]] | |
summarize(hits, entity) | hit list + label | compact LLM-readable text | |
to_json(hits) | hit list | list[dict] |
Usage
See if __name__ == "__main__" block in example.py for runnable examples covering: drug name search, cell-line search, batch search, and JSON output.
Data
- Source: DrugComb normalized full-package output
- Key columns:
drug_row,drug_col,cell_line_name,synergy_zip,synergy_bliss - Path:
resources_metadata/drug_combination/DrugComb/drugcomb.csv
Citation
Zagidullin B, Aldahdooh J, Zheng S, et al. DrugComb: an integrative cancer drug combination data portal. Nucleic Acids Res. 2019;47(W1):W43–W51. doi:10.1093/nar/gkz337
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Source
- SKILL.md in the repositoryCheckingskills/drug_combination/drugcomb/SKILL.md
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