Insulin Human

Evidence Level: L5 Predicted Indications: 50

Quick Overview

Item Value
Drug Name Insulin Human
DrugBank ID DB00030
Brand Names (EU) Protaphane
Evidence Level L5
Predicted Indications 50
Top Prediction Score 99.88%

Approved Indication (EMA)

Treatment of diabetes mellitus.


Predicted New Indications

TxGNN model predictions for potential drug repurposing:

Rank Indication Score Source
1 type 1 diabetes mellitus 99.88% DL
2 autoimmune oophoritis 99.84% DL
3 diabetes mellitus (disease) 99.81% DL
4 focal stiff limb syndrome 99.81% DL
5 classic stiff person syndrome 99.81% DL
6 thiamine-responsive dysfunction syndrome 99.80% DL
7 opsismodysplasia 99.79% DL
8 drug-induced localized lipodystrophy 99.72% DL
9 centrifugal lipodystrophy 99.70% DL
10 pressure-induced localized lipoatrophy 99.70% DL
11 pancreatic agenesis 99.70% DL
12 idiopathic localized lipodystrophy 99.68% DL
13 diabetic ketoacidosis 98.40% DL
14 permanent neonatal diabetes mellitus 98.35% DL
15 diabetes mellitus, insulin-dependent, X-linked, susceptibility to 96.16% DL
16 IDDM 1 94.48% DL
17 type 2 diabetes mellitus 75.80% DL
18 pancreatitis 74.15% DL
19 venous insufficiency (disease) 73.85% DL
20 acute kidney failure 70.50% 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

  1. Literature Review: Search PubMed for existing evidence
  2. Clinical Trial Search: Check ClinicalTrials.gov for ongoing studies
  3. Mechanistic Analysis: Evaluate biological plausibility
  4. Preclinical Studies: Conduct in vitro/in vivo validation
  5. Clinical Trials: Design and conduct human studies

Data Access


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.

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