Research Article
Supervised Wavelet Method to Predict Patient Survival from Gene Expression Data
Table 4
Performance of different Cox models for lung cancer dataset (clinical + genomic data).
| # Gene | Method | C index ± se | CPE ± se | ± se | LR ± se | IBS ± se |
| 20 | Supervised wavelet | 0.949 ± 0.006 | 0.924 ± 0.010 | 0.669 ± 0.031 | 72.304 ± 2.589 | 0.431 ± 0.007 | Supervised PCA | 0.907 ± 0.008 | 0.844 ± 0.009 | 0.553 ± 0.033 | 52.020 ± 2.208 | 0.432 ± 0.007 | Supervised PLS | 0.914 ± 0.007 | 0.849 ± 0.009 | 0.564 ± 0.035 | 53.814 ± 2.366 | 0.435 ± 0.009 |
| 15 | Supervised wavelet | 0.916 ± 0.005 | 0.855 ± 0.011 | 0.558 ± 0.031 | 56.318 ± 3.017 | 0.433 ± 0.010 | Supervised PCA | 0.903 ± 0.007 | 0.836 ± 0.010 | 0.540 ± 0.034 | 53.478 ± 2.585 | 0.435 ± 0.009 | Supervised PLS | 0.908 ± 0.007 | 0.842 ± 0.012 | 0.552 ± 0.041 | 55.526 ± 2.398 | 0.435 ± 0.006 |
| 10 | Supervised wavelet | 0.906 ± 0.006 | 0.848 ± 0.008 | 0.552 ± 0.027 | 52.746 ± 2.872 | 0.426 ± 0.006 | Supervised PCA | 0.892 ± 0.009 | 0.831 ± 0.008 | 0.521 ± 0.029 | 48.092 ± 2.119 | 0.426 ± 0.007 | Supervised PLS | 0.905 ± 0.009 | 0.842 ± 0.009 | 0.542 ± 0.031 | 51.472 ± 2.562 | 0.430 ± 0.005 |
| 5 | Supervised wavelet | 0.895 ± 0.008 | 0.818 ± 0.011 | 0.499 ± 0.036 | 51.472 ± 2.760 | 0.352 ± 0.008 | Supervised PCA | 0.883 ± 0.009 | 0.803 ± 0.010 | 0.445 ± 0.042 | 46.336 ± 2.113 | 0.359 ± 0.008 | Supervised PLS | 0.879 ± 0.007 | 0.814 ± 0.010 | 0.481 ± 0.029 | 49.976 ± 2.152 | 0.355 ± 0.006 |
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