Research Article
Supervised Wavelet Method to Predict Patient Survival from Gene Expression Data
Table 1
Performance of different Cox models for simulated dataset.
| # Gene | Method | C index ± se | CPE ± se | ± se | LR ± se | IBS ± se |
| 40 | Supervised wavelet | 0.924 ± 0.002 | 0.904 ± 0.003 | 0.766 ± 0.006 | 96.906 ± 1.729 | 0.153 ± 0.000 | Supervised PCA | 0.907 ± 0.002 | 0.850 ± 0.003 | 0.709 ± 0.003 | 81.564 ± 0.700 | 0.153 ± 0.000 | Supervised PLS | 0.919 ± 0.005 | 0.865 ± 0.005 | 0.739 ± 0.005 | 89.083 ± 1.311 | 0.155 ± 0.000 |
| 30 | Supervised wavelet | 0.914 ± 0.002 | 0.877 ± 0.004 | 0.720 ± 0.009 | 83.313 ± 2.284 | 0.150 ± 0.000 | Supervised PCA | 0.897 ± 0.003 | 0.842 ± 0.014 | 0.684 ± 0.007 | 76.448 ± 1.410 | 0.151 ± 0.004 | Supervised PLS | 0.910 ± 0.003 | 0.853 ± 0.016 | 0.711 ± 0.008 | 82.436 ± 1.791 | 0.151 ± 0.004 |
| 20 | Supervised wavelet | 0.899 ± 0.006 | 0.837 ± 0.030 | 0.682 ± 0.005 | 72.253 ± 2.233 | 0.153 ± 0.003 | Supervised PCA | 0.886 ± 0.004 | 0.827 ± 0.025 | 0.648 ± 0.009 | 69.357 ± 1.873 | 0.154 ± 0.004 | Supervised PLS | 0.895 ± 0.003 | 0.835 ± 0.027 | 0.669 ± 0.011 | 73.691 ± 2.273 | 0.154 ± 0.003 |
| 10 | Supervised wavelet | 0.870 ± 0.006 | 0.823 ± 0.023 | 0.618 ± 0.013 | 65.800 ± 1.419 | 0.154 ± 0.004 | Supervised PCA | 0.855 ± 0.011 | 0.810 ± 0.002 | 0.582 ± 0.008 | 58.072 ± 1.845 | 0.154 ± 0.003 | Supervised PLS | 0.866 ± 0.009 | 0.818 ± 0.001 | 0.609 ± 0.009 | 62.484 ± 1.767 | 0.156 ± 0.003 |
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