Individual skill
tooluniverse-immunotherapy-response-prediction
Predict patient response to immune checkpoint inhibitors (ICIs) using multi-biomarker integration. Given a cancer type, somatic mutations, and optional biomarkers (TMB, PD-L1, MSI status), performs systematic analysis across 11 phases covering TMB classification, neoantigen burden estimation, MSI/MMR assessment, PD-L1 evaluation, immune microenvironment profiling, mutation-based resistance/sensitivity prediction, clinical evidence retrieval, and multi-biomarker score integration. Generates a quantitative ICI Response Score (0-100), response likelihood tier, specific ICI drug recommendations with evidence, resistance risk factors, and a monitoring plan. Use when oncologists ask about immunotherapy eligibility, checkpoint inhibitor selection, or biomarker-guided ICI treatment decisions.
skills/tooluniverse-immunotherapy-response-prediction/SKILL.md
Source commit b1f9b6e3306f8d870e23b2023057bf730090036f
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- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
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- Skill scan complete
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- Observed behavior
- Network or broad shell
- Last checked
- Nov 9, 2026
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Repository context
- Repository stars (not skill ratings)
- 3,100
- Repository last updated
- Jul 21, 2026
- License
- Not available
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EXAMPLES.mddoc · 4,807 bytesQUICK_START.mddoc · 2,243 bytesSKILL.mdcore · 33,100 bytesSKILL.mdcore · 33,100 bytesSKILL.mdcore · 33,100 bytesSKILL.mdcore · 33,100 bytesSKILL.mdcore · 33,100 bytesSKILL.mdcore · 33,100 bytesSKILL.mdcore · 33,100 bytesSKILL.mdcore · 33,100 bytesSKILL.mdcore · 33,100 bytesSKILL.mdcore · 33,100 bytesSKILL.mdcore · 33,100 bytesSKILL.mdcore · 33,100 bytesSKILL.mdcore · 33,100 bytesSKILL.mdcore · 33,100 bytesSKILL.mdcore · 33,100 bytesSKILL.mdcore · 33,100 bytesSKILL.mdcore · 33,100 bytesTOOLS_REFERENCE.mddoc · 6,409 bytestest_skill.pyruns · 47,090 bytes
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