Table 3.
Classification results of COPD/non COPD classification. AUC values reported from the ROC analysis with p- values for difference in AUC with ALL feature set according to the test proposed by Hanley JA and McNeil BJ (36) shown in parenthesis. Correlation results from multiple regression analysis between optimal features of density, texture, lung biomechanical features with PFT parameters and SGRQ scores
Feature Sets | AUC | FEV1%predicted (R2) | FEV1/FVC (R2) | SGRQ Total score (R2) |
---|---|---|---|---|
Density | 0.83 (p< 10−4) | 0.57 | 0.68 | 0.30 |
Texture | 0.89 (p< 10−4) | 0.58 | 0.72 | 0.37 |
Biomechanical | 0.85 (p< 10−4) | 0.71 | 0.68 | 0.41 |
ALL | 0.87 (−) | 0.73 | 0.77 | 0.47 |