Table 3 Numbers of genes and the test statistics of mRNA expression abnormalities in response to the invasion subtype of bladder cancer and the validation results.
Logistic regression | Ridge | Lasso | Adaptive Lasso | |||
|---|---|---|---|---|---|---|
no FDR | with FDR | no FDR | with FDR | no FDR | with FDR | |
# abnormal expression | 8024 | 461 | 46 | 36 | 27 | 24 |
Sensitivity | 0.565 | 0.500 | 0.533 | 0.565 | 0.484 | 0.532 |
Specificity | 0.701 | 0.764 | 0.709 | 0.677 | 0.772 | 0.717 |
Accuracy | 0.656 | 0.677 | 0.651 | 0.640 | 0.677 | 0.656 |
AUC (area under curve) | 68.107 | 66.515 | 65.864 | 67.020 | 62.442 | 64.300 |