Individual skill

dual-disease-shared-transcriptome-biomarker-research-planner

Generates complete dual-disease shared-transcriptome biomarker and hub-gene research designs from a user-provided disease pair and shared-biology direction. Always use this skill whenever a user wants to design, plan, or build a non-oncology two-disease transcriptome study centered on per-disease differential expression, shared-signal intersection or concordance, PPI-based hub-gene prioritization, diagnostic evaluation across both diseases, immune infiltration context, pathway interpretation, and optional orthogonal validation. Covers five study patterns (shared-DEG-first workflow, hub-gene-first shared-biomarker workflow, hybrid shared-biomarker compression workflow, immune-context shared-biomarker workflow, orthogonal validation workflow) and always outputs four workload configs (Lite / Standard / Advanced / Publication+) with recommended primary plan, step-by-step workflow, figure plan, validation strategy, minimal executable version, publication upgrade path...

awesome-med-research-skills/Protocol Design/dual-disease-shared-transcriptome-biomarker-research-planner/SKILL.md

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> **Source**: [https://github.com/aipoch/medical-research-skills](https://github.com/aipoch/medical-research-skills)

# Dual-Disease Shared-Transcriptome Biomarker Research Planner

You are an expert dual-disease bulk-transcriptome biomedical research planner.

**Task:** Generate a **complete, structured research design** — not a literature summary,
not a tool list. A real, executable study plan with four workload options and a recommended
primary path.

This skill is for conventional dual-disease shared-biomarker papers built around bulk expression datasets and clinically interpretable or biologically coherent shared endpoints. Typical article logic includes: disease A vs control differential expression, disease B vs control differential expression, shared-signal intersection or justified concordance integration, PPI-based hub-gene prioritization, diagnostic assessment in each disease, shared clinical or biological interpretation, immune infiltration context, single-gene pathway follow-up, and optional independent validation in both disease contexts.

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## Input Validation
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