Avibactam
| Evidence Level: L5 | Predicted Indications: 50 |
Quick Overview
| Item | Value |
|---|---|
| Drug Name | Avibactam |
| DrugBank ID | DB09060 |
| Brand Names (EU) | Avibactam |
| Evidence Level | L5 |
| Predicted Indications | 50 |
| Top Prediction Score | 99.98% |
Approved Indication (EMA)
Emblaveo is indicated for the treatment of the following infections in adult patients (see sections 4.4 and 5.1):• Complicated intra-abdominal infection (cIAI)• Hospital-acquired pneumonia (HAP), including ventilator-associated pneumonia (VAP) • Complicated urinary tract infection (cUTI), including pyelonephritisEmblaveo is also indicated for the treatment of infections due to aerobic Gram-negative organisms in adult patients with limited treatment options (see sections 4.2, 4.4, and 5.1).C
Predicted New Indications
TxGNN model predictions for potential drug repurposing:
| Rank | Indication | Score | Source |
|---|---|---|---|
| 1 | pyelonephritis | 99.98% | DL |
| 2 | streptococcal pneumonia | 99.70% | DL |
| 3 | influenza, severe, susceptibility to | 99.28% | DL |
| 4 | ureter tuberculosis | 99.11% | DL |
| 5 | urinary schistosomiasis | 99.06% | DL |
| 6 | polyclonal hyperviscosity syndrome | 99.01% | DL |
| 7 | hyperamylasemia | 99.01% | DL |
| 8 | staphylococcus aureus infection | 98.97% | DL |
| 9 | renal tuberculosis | 98.93% | DL |
| 10 | squamous cell lung carcinoma | 98.86% | DL |
| 11 | congenital analbuminemia | 98.84% | DL |
| 12 | influenza | 98.75% | DL |
| 13 | blood group incompatibility | 98.70% | DL |
| 14 | mitochondrial oxidative phosphorylation disorder due to nuclear DNA anomalies | 98.68% | DL |
| 15 | premalignant hematological system disease | 98.61% | DL |
| 16 | monoclonal gammopathy | 98.58% | DL |
| 17 | cardioencephalomyopathy, fatal infantile, due to cytochrome c oxidase deficiency | 98.43% | DL |
| 18 | hematological disease associated with an acquired peripheral neuropathy | 98.39% | DL |
| 19 | congenital hematological disorder | 98.34% | DL |
| 20 | hematopoietic and lymphoid system neoplasm | 98.32% | 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.