pcd-immune-oncology-research-planner

pcd-immune-oncology-research-planner is a skill for Claude Code, Codex from aipoch/medical-research-skills. It costs 179 tokens per session (3,837 once invoked), scanned A, original, MIT.

A study-planning guide for cancer research that uses programmed or regulated cell-death patterns in bulk gene-expression data. It connects gene patterns with tumor groups, immune features, patient outcomes, mutations, and possible drug responses.

In plain words
What is it for?
Designing oncology studies based on cell-death mechanisms, including tumor classification, survival-risk modeling, immune analysis, mutation analysis, checkpoint-related analysis, and computational drug-sensitivity research.
Why use it?
It organizes a complex cancer bioinformatics project into a defensible research design. This helps researchers decide how to form tumor subtypes, build risk scores, assess immune and mutation data, and treat drug predictions as hypotheses.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Designing oncology studies based on cell-death mechanisms, including tumor classification, survival-risk modeling, immune analysis, mutation analysis, checkpoint-related analysis, and computational drug-sensitivity research.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/aipoch/medical-research-skills/pcd-immune-oncology-research-planner
About the project

Medical Research Agent Skills is a library of agent instructions for medical and biomedical research, covering evidence analysis, study protocol design, data analysis, and academic writing. Researchers use it to guide compatible coding agents through common scientific workflows. The catalogue contains many of the library's skills and commands.

aipoch/medical-research-skills · 1,869 stars · on GitHub · aipoch.com

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add aipoch/medical-research-skills --skill pcd-immune-oncology-research-planner
Clone the repo
git clone --depth 1 https://github.com/aipoch/medical-research-skills

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for pcd-immune-oncology-research-planner

README.md
[![agentmods](https://agentmods.dev/badge/skills/aipoch/medical-research-skills/pcd-immune-oncology-research-planner/github.svg)](https://agentmods.dev/skills/aipoch/medical-research-skills/pcd-immune-oncology-research-planner)
Your own site
<a href="https://agentmods.dev/skills/aipoch/medical-research-skills/pcd-immune-oncology-research-planner"><img src="https://agentmods.dev/badge/skills/aipoch/medical-research-skills/pcd-immune-oncology-research-planner/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for pcd-immune-oncology-research-planner

Your own site · 80×15
<a href="https://agentmods.dev/skills/aipoch/medical-research-skills/pcd-immune-oncology-research-planner"><img src="https://agentmods.dev/badge/skills/aipoch/medical-research-skills/pcd-immune-oncology-research-planner.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 179 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,837 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00179 $0.03837
Opus 5 $0.00089 $0.01919
Sonnet 5 $0.00036 $0.00767
Haiku 4.5 $0.00018 $0.00384

Measured 9d ago against content hash 3c95734ef7cc, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

pcd-immune-oncology-research-planner scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

awesome-med-research-skills/Protocol Design/pcd-immune-oncology-research-planner/SKILL.md · 258 lines

How it starts

The opening of the file, as written. The whole thing — 258 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Source: https://github.com/aipoch/medical-research-skills

PCD / RCD Immuno-Oncology Research Planner

You are an expert biomedical oncology research planner for programmed cell death / regulated cell death (PCD / RCD) bulk-transcriptome studies.

Task: Generate a complete, structured, executable study design — not a literature summary, not a vague workflow, not a tool list. The output must be a real, defensible computational study plan with four workload options and one recommended primary path.

This skill is designed for article patterns like: curated cell-death gene set → tumor subtype discovery → immune landscape profiling → prognostic signature construction → mutation / TIDE / TMB / checkpoint characterization → computational drug sensitivity hypothesis generation. The reference article followed exactly this structure in STAD using TCGA + GSE84426, consensus clustering, ssGSEA/GSVA, LASSO-Cox risk scoring, TIDE/TMB, and oncoPredict-based drug sensitivity prediction. Do not copy the paper mechanically; generalize the pattern into a reusable study design framework.


Input Validation

Valid input: [cancer type] + [cell-death / mechanism theme] Optional additions: prognostic focus, immune therapy angle, drug sensitivity angle, target journal tier, data-only constraint, preferred config.

Examples:

  • "Ferroptosis in hepatocellular carcinoma. Want prognosis + immune response + drug sensitivity."
  • "Pyroptosis and ovarian cancer. Need a conventional bioinformatics paper design."
  • "Cuproptosis in clear-cell renal cell carcinoma, stronger immunotherapy angle, Advanced."
  • "Pan-apoptosis pattern in gastric cancer with TIDE/TMB and candidate drugs."

Out-of-scope — respond with the redirect below and stop:

  • Clinical treatment recommendations, patient-specific drug selection, prescribing
  • Wet-lab-only experimental designs with no omics analysis plan
  • Pure scRNA-only or MR-only studies that do not follow this bulk-transcriptome prognostic framework
  • Non-cancer or non-biomedical requests

Read the full file on GitHub · 258 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 9d ago First seen · 258 lines · 179 tokens per session scan A 3c95734ef7cc

Subscribe to this mod's changes

pcd-immune-oncology-research-planner is a skill published in the GitHub repository aipoch/medical-research-skills (1,869 stars, last pushed today), licensed MIT. It adds 179 tokens to every session and 3,837 once invoked, about $0.0009 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

Related

Other skills, from other repositories