From: A graph neural network approach for hierarchical mapping of breast cancer protein communities
Method | Biological process | Cell component | Molecular function | Gene ontology | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Fp | Fb | NMI | Fp | Fb | NMI | Fp | Fb | NMI | Fp | Fb | NMI | |
CliXO | 0.08 | 0.15 | 0.51 | 0.05 | 0.09 | 0.49 | 0.06 | 0.13 | 0.59 | 0.11 | 0.13 | 0.57 |
GCN-V | 0.24 | 0.31 | 0.66 | 0.27 | 0.29 | 0.69 | 0.24 | 0.35 | 0.60 | 0.23 | 0.26 | 0.59 |
GCN-V + E | 0.24 | 0.32 | 0.67 | 0.31 | 0.29 | 0.68 | 0.28 | 0.34 | 0.62 | 0.24 | 0.31 | 0.60 |
MPGNN-HiLander | 0.52 | 0.50 | 0.71 | 0.57 | 0.59 | 0.77 | 0.60 | 0.55 | 0.69 | 0.54 | 0.56 | 0.67 |