Etanercept
| Evidence Level: L5 | Predicted Indications: 50 |
Quick Overview
| Item | Value |
|---|---|
| Drug Name | Etanercept |
| DrugBank ID | DB00005 |
| Brand Names (EU) | Nepexto |
| Evidence Level | L5 |
| Predicted Indications | 50 |
| Top Prediction Score | 99.74% |
Approved Indication (EMA)
Rheumatoid arthritis Nepexto in combination with methotrexate is indicated for the treatment of moderate to severe active rheumatoid arthritis in adults when the response to disease-modifying antirheumatic drugs, including methotrexate (unless contraindicated), has been inadequate. Nepexto can be given as monotherapy in case of intolerance to methotrexate or when continued treatment with methotrexate is inappropriate. Nepexto is also indicated in the treatment of severe, active and progres
Predicted New Indications
TxGNN model predictions for potential drug repurposing:
| Rank | Indication | Score | Source |
|---|---|---|---|
| 1 | ankylosing spondylitis | 99.74% | DL |
| 2 | rheumatoid vasculitis | 99.71% | DL |
| 3 | hypermobility of coccyx | 99.63% | DL |
| 4 | inflammatory spondylopathy | 99.57% | DL |
| 5 | spondyloarthropathy, susceptibility to | 99.55% | DL |
| 6 | Kummell disease | 99.55% | DL |
| 7 | polyarticular juvenile rheumatoid arthritis | 99.50% | DL |
| 8 | vertebral disease | 99.16% | DL |
| 9 | juvenile idiopathic arthritis | 98.65% | DL |
| 10 | rheumatoid factor-positive polyarticular juvenile idiopathic arthritis | 98.26% | DL |
| 11 | rheumatoid arthritis | 98.24% | DL |
| 12 | rheumatoid nodulosis | 98.20% | DL |
| 13 | juvenile chronic polyarthritis | 98.08% | DL |
| 14 | juvenile arthritis due to defect in LACC1 | 97.95% | DL |
| 15 | WHIM syndrome | 97.71% | DL |
| 16 | mendelian susceptibility to mycobacterial diseases due to complete IL12B deficiency | 97.03% | DL |
| 17 | brachydactyly-syndactyly syndrome | 96.76% | DL |
| 18 | colobomatous microphthalmia-rhizomelic dysplasia syndrome | 96.68% | DL |
| 19 | leukoplakia | 95.47% | DL |
| 20 | spondyloarthropathy | 95.16% | DL |
Showing top 20 of 50 predictions.
About TxGNN Predictions
Prediction Sources
| Source | Description |
|---|---|
| KG | Knowledge Graph - Network topology-based associations |
| DL | Deep Learning - Neural network score prediction |
Evidence Levels
| Level | Definition |
|---|---|
| L1 | Multiple Phase 3 RCTs / Systematic Reviews |
| L2 | Single RCT or multiple Phase 2 trials |
| L3 | Observational studies / Large case series |
| L4 | Preclinical / Mechanistic / Case reports |
| L5 | AI prediction only (current) |
Clinical Validation Needed
Research Use Only: These predictions are computational hypotheses that require clinical validation. They should NOT be used for clinical decision-making.
Next Steps for Validation
- Literature Review: Search PubMed for existing evidence
- Clinical Trial Search: Check ClinicalTrials.gov for ongoing studies
- Mechanistic Analysis: Evaluate biological plausibility
- Preclinical Studies: Conduct in vitro/in vivo validation
- Clinical Trials: Design and conduct human studies
Data Access
- FHIR API:
/fhir/ClinicalUseDefinition/ - CSV Download: All Predictions
- GitHub: yao-care/EuTxGNN
Citation
If using this data, please cite:
@article{huang2023txgnn,
title={A foundation model for clinician-centered drug repurposing},
author={Huang, Kexin and others},
journal={Nature Medicine},
year={2023},
doi={10.1038/s41591-023-02233-x}
}
Disclaimer: This report is for research purposes only and does not constitute medical advice. Drug repurposing predictions require rigorous clinical validation before any therapeutic application.