AI Prediction Only Drugs

TxGNN model predictions without clinical evidence - research hypotheses for exploration


Evidence Standards

Level Definition Clinical Significance
L5 AI prediction only, no clinical evidence Research hypothesis, requires validation
Caution: L5 predictions are based on knowledge graph analysis only. They should NOT be used for clinical decision-making and require rigorous validation before any therapeutic application.

Statistics

Metric Value
Total L5 Predictions 32,368
Unique Drugs 638
Unique Indications 4,570

Highest Confidence Predictions

These L5 predictions have the highest TxGNN scores:

Drug Indication Score
TRAVOPROST visceral calciphylaxis 0.9999
CAPLACIZUMAB primary release disorder of platelets 0.9999
ROMIPLOSTIM primary release disorder of platelets 0.9999
CAPLACIZUMAB pseudo-von Willebrand disease 0.9999
AZATHIOPRINE rheumatoid arthritis 0.9999
TRAVOPROST arterial thoracic outlet syndrome 0.9999
CAPLACIZUMAB Glanzmann thrombasthenia 0.9999
INFLIXIMAB Crohn disease 0.9999
ADALIMUMAB psoriatic arthritis 0.9999
USTEKINUMAB inflammatory bowel disease 0.9999

Research Applications

L5 predictions can be useful for:

  1. Hypothesis Generation: Starting points for research
  2. Literature Review: Prioritize which associations to investigate
  3. Grant Writing: Preliminary data for research proposals
  4. Drug Discovery: Identify candidates for preclinical testing

Validation Pathway

To upgrade from L5 to higher evidence levels:

L5 (AI Prediction)
    ↓ Literature search
L4 (Preclinical/Mechanistic)
    ↓ Observational studies
L3 (Cohort/Case-control)
    ↓ Phase 2 trials
L2 (Single RCT)
    ↓ Multiple Phase 3 trials
L1 (Strong Evidence)

Download L5 Data

All L5 predictions available at:



Copyright © 2026 EuTxGNN Project. For research purposes only. Not medical advice.