Pathway Analysis
80
Total Pathways Analyzed
53
Druggable Pathways
66%
Surface Receptor Related
533
Unique Genes
Classification Results
42 Pathways
Upregulated (AGONIST targets)
38 Pathways
Downregulated (ANTAGONIST targets)
100%
Successfully classified by AI
Top Druggable Pathways
Immune Effector Process
NES: +2.4518 genes
52 drug candidates
YES
Cell Surface Receptor Signaling
NES: +2.3115 genes
38 drug candidates
YES
GPCR Signaling Pathway
NES: -2.1812 genes
45 drug candidates
YES
Cytokine Mediated Signaling
NES: +2.0914 genes
31 drug candidates
YES
Ion Channel Activity
NES: -1.9511 genes
28 drug candidates
MAYBE
Analysis Method
Pathways are classified using a hybrid approach combining:
- •Rule-based classification: Keyword matching against UniProt annotations for fast, deterministic results
- •AI (Claude) classification: LLM analysis of pathway biology, surface receptor roles, and therapeutic potential
- •Druggability assessment: Evaluation based on mechanism availability, safety profile, and clinical precedent
