Update README.md
Browse files
README.md
CHANGED
|
@@ -1,3 +1,44 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Structural Disease Networks — TCGE Benchmark
|
| 2 |
+
|
| 3 |
+
A curated collection of disease signaling networks analyzed with
|
| 4 |
+
the Theory of Emergent Global Constraints (TCGE) framework.
|
| 5 |
+
|
| 6 |
+
## Overview
|
| 7 |
+
- **Networks**: 100+ disease signaling networks
|
| 8 |
+
- **Domains**: Oncology, Pneumology, Neurology, Immunology
|
| 9 |
+
- **Metrics**: Fragility Index (FI), algebraic connectivity (λ₂),
|
| 10 |
+
spectral entropy (EPS_z), edge criticality, bridge analysis
|
| 11 |
+
- **Drugs mapped**: 50+ approved therapies with structural profiles
|
| 12 |
+
|
| 13 |
+
## Key Finding
|
| 14 |
+
The Fragility Index predicts therapeutic response class:
|
| 15 |
+
- FI > 90%: Ultra-fragile → treatment-refractory (COPD)
|
| 16 |
+
- FI ≥ 80%: Hyper-fragile → structural restoration transforms outcome (CF/Trikafta)
|
| 17 |
+
- FI > 60%: Fragile → monotherapy works (asthma, IPF)
|
| 18 |
+
- FI ≈ 50%: Resilient → combination required (NSCLC)
|
| 19 |
+
|
| 20 |
+
## Platform
|
| 21 |
+
Full analysis engine: https://cognitive-engineering.dev
|
| 22 |
+
|
| 23 |
+
## Citation
|
| 24 |
+
|
| 25 |
+
If you use this dataset, please cite:
|
| 26 |
+
|
| 27 |
+
@article{venti2026structural,
|
| 28 |
+
title={Protein regulatory architectures segregate into two topological
|
| 29 |
+
regimes: distributed cooperative systems and fragile signalling cascades},
|
| 30 |
+
author={Venti, David Martin},
|
| 31 |
+
year={2026},
|
| 32 |
+
doi={10.5281/zenodo.19045028}
|
| 33 |
+
}
|
| 34 |
+
|
| 35 |
+
@article{venti2026triangular,
|
| 36 |
+
title={Triangular solidification: local motif redundancy drives a sharp
|
| 37 |
+
structural transition in complex networks},
|
| 38 |
+
author={Venti, David Martin},
|
| 39 |
+
year={2026},
|
| 40 |
+
doi={10.5281/zenodo.19163066}
|
| 41 |
+
}
|
| 42 |
+
|
| 43 |
+
## License
|
| 44 |
+
CC BY 4.0
|