Table 7.
Comparison of results of ablation experiments on molecular markers of glioma on local affiliated hospital clinical dataset (unit: %)
| Model | GDI-PMNet | GD-PMNet | G-PMNet | PMNet | |
|---|---|---|---|---|---|
| IPC | √ | ||||
| DADC | √ | √ | |||
| GASPE | √ | √ | √ | ||
| PMNet | √ | √ | √ | √ | |
| ACC (%) | IDH1 | 98.31 | 97.85 | 97.32 | 96.91 |
| Ki67 | 99.24 | 98.84 | 98.31 | 97.90 | |
| MGMT | 97.96 | 97.50 | 96.62 | 96.56 | |
| P53 | 98.54 | 97.44 | 98.20 | 97.38 | |
| Pre (%) | IDH1 | 98.37 | 97.67 | 97.44 | 97.32 |
| Ki67 | 99.42 | 98.58 | 97.89 | 97.83 | |
| MGMT | 97.89 | 97.47 | 96.80 | 96.37 | |
| P53 | 98.38 | 96.96 | 98.24 | 97.60 | |
| Re-call (%) | IDH1 | 98.04 | 97.76 | 96.77 | 96.13 |
| Ki67 | 98.17 | 97.69 | 96.68 | 95.31 | |
| MGMT | 97.80 | 97.22 | 96.00 | 96.34 | |
| P53 | 98.10 | 96.85 | 97.37 | 95.99 | |
| F1-score (%) | IDH1 | 98.20 | 97.71 | 97.10 | 96.67 |
| Ki67 | 98.78 | 98.13 | 97.27 | 96.51 | |
| MGMT | 97.84 | 97.35 | 96.40 | 96.35 | |
| P53 | 98.24 | 96.91 | 97.79 | 96.75 | |
| AUROC (%) | IDH1 | 98.20 | 97.71 | 97.09 | 96.67 |
| Ki67 | 98.78 | 98.13 | 97.27 | 96.51 | |
| MGMT | 97.84 | 97.35 | 96.37 | 96.35 | |
| P53 | 98.24 | 96.91 | 97.79 | 96.75 | |