Tasimelteon

Evidence Level: L5 Predicted Indications: 51

Quick Overview

Item Value
Drug Name Tasimelteon
DrugBank ID DB09071
Brand Names (EU) Hetlioz
Evidence Level L5
Predicted Indications 51
Top Prediction Score 99.48%

Approved Indication (EMA)

Hetlioz is indicated for the treatment of Non-24-Hour Sleep-Wake Disorder (Non-24) in totally blind adults.


Predicted New Indications

TxGNN model predictions for potential drug repurposing:

Rank Indication Score Source
1 bilateral parasagittal parieto-occipital polymicrogyria 99.48% DL
2 insomnia (disease) 99.47% DL
3 amyotrophic lateral sclerosis 99.36% DL
4 endogenous depression 99.36% DL
5 axial spondylometaphyseal dysplasia 99.23% DL
6 monomelic amyotrophy 99.22% DL
7 amyotrophic lateral sclerosis, susceptibility to 99.19% DL
8 lower motor neuron syndrome with late-adult onset 99.17% DL
9 Mills syndrome 99.15% DL
10 amyotrohpic lateral sclerosis type 22 99.13% DL
11 trichomegaly-retina pigmentary degeneration-dwarfism syndrome 99.10% DL
12 autosomal dominant mitochondrial myopathy with exercise intolerance 99.06% DL
13 lethal arthrogryposis-anterior horn cell disease syndrome 99.05% DL
14 anxiety disorder 98.74% DL
15 sleep disorder, initiating and maintaining sleep 98.60% DL
16 benign paroxysmal torticollis of infancy 98.57% DL
17 childhood apraxia of speech 98.55% DL
18 polymicrogyria, perisylvian, with cerebellar hypoplasia and arthrogryposis 98.40% DL
19 rhabdoid tumor 98.39% DL
20 familial generalized lentiginosis 98.36% 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

  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.