Sirolimus
| Evidence Level: L5 | Predicted Indications: 51 |
Quick Overview
| Item | Value |
|---|---|
| Drug Name | Sirolimus |
| DrugBank ID | DB00877 |
| Brand Names (EU) | Hyftor, Rapamune |
| Evidence Level | L5 |
| Predicted Indications | 51 |
| Top Prediction Score | 99.89% |
Approved Indication (EMA)
Hyftor is indicated for the treatment of facial angiofibroma associated with tuberous sclerosis complex in adults and paediatric patients aged 6 years and older.
Predicted New Indications
TxGNN model predictions for potential drug repurposing:
| Rank | Indication | Score | Source |
|---|---|---|---|
| 1 | liposarcoma | 99.89% | DL |
| 2 | ovarian myxoid liposarcoma | 99.85% | DL |
| 3 | clear cell renal carcinoma | 99.84% | DL |
| 4 | uterine corpus perivascular epithelioid cell tumor | 99.80% | DL |
| 5 | benign PEComa | 99.80% | DL |
| 6 | lymphangiomyoma | 99.79% | DL |
| 7 | lymphangioleiomyomatosis | 99.68% | DL |
| 8 | unclassified renal cell carcinoma | 99.66% | DL |
| 9 | renal cell carcinoma associated with Xp11.2 translocations/TFE3 gene fusions | 99.66% | DL |
| 10 | renal cell carcinoma associated with neuroblastoma | 99.66% | DL |
| 11 | lung PEComa | 99.63% | DL |
| 12 | vulva sarcoma | 99.62% | DL |
| 13 | childhood kidney cell carcinoma | 99.57% | DL |
| 14 | dermatofibrosarcoma protuberans | 99.38% | DL |
| 15 | angiolipoma | 99.33% | DL |
| 16 | renal carcinoma | 99.26% | DL |
| 17 | renal cell carcinoma (disease) | 99.25% | DL |
| 18 | spindle cell liposarcoma | 99.24% | DL |
| 19 | botryoid-type embryonal rhabdomyosarcoma of the vagina | 99.21% | DL |
| 20 | uterine corpus myxoid leiomyosarcoma | 99.21% | DL |
Showing top 20 of 51 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.