Copyright
©The Author(s) 2016.
World J Radiol. Aug 28, 2016; 8(8): 729-734
Published online Aug 28, 2016. doi: 10.4329/wjr.v8.i8.729
Published online Aug 28, 2016. doi: 10.4329/wjr.v8.i8.729
Table 1 Classification of solitary pulmonary nodule malignancy adopted in the current study
Class | Probability of malignancy |
1 | Minimal risk; almost certainly benign |
2 | Low risk; probably benign |
3 | Intermediate risk; not further characterizable |
4 | High risk; probably malignant |
5 | Very high risk; almost certainly malignant |
Table 2 Area under the receiver operating characteristic curve values before and following disclosure of the computer-aided diagnosis data for the different raters
Rater | SPNs | AUC blinded | AUC unfolded | Difference | Significance |
95%CI | 95%CI | ||||
BIMC | 94 | 0.845 | - | - | - |
0.755-0.911 | |||||
Rater 1 | 94 | 0.734 | 0.769 | 0.035 | P = 0.3329 |
0.633-0.820 | 0.671-0.850 | ||||
Rater 2 | 94 | 0.788 | 0.820 | 0.032 | P = 0.2170 |
0.691-0.865 | 0.727-0.892 | ||||
Rater 3 | 94 | 0.788 | 0.830 | 0.042 | P = 0.0592 |
0.692-0.866 | 0.738-0.899 | ||||
Rater 4 | 94 | 0.739 | 0.795 | 0.056 | P = 0.0048 |
0.639-0.825 | 0.699-0.871 | ||||
Rater 5 | 94 | 0.751 | 0.815 | 0.064 | P = 0.0300 |
0.651-0.834 | 0.721-0.887 | ||||
Rater 6 | 94 | 0.836 | 0.833 | -0.003 | P = 0.9308 |
0.745-0.904 | 0.742-0.902 | ||||
Rater 7 | 94 | 0.682 | 0.756 | 0.074 | P = 0.0054 |
0.578-0.774 | 0.657-0.839 | ||||
Overall | 658 | 0.758 | 0.803 | 0.045 | P = 0.0003 |
0.723-0.790 | 0.770-0.833 |
Table 3 Mean number of predicted solitary pulmonary nodules for each risk class considered, before (pre-computer-aided diagnosis) and after (post-computer-aided diagnosis) computer-aided diagnosis result disclosure
Risk class | Benign SPNs | Malignant SPNs | ||
Pre-CAD | Post-CAD | Pre-CAD | Post-CAD | |
1 | 6.71 | 13.43 | 1.86 | 1.86 |
2 | 12.43 | 6.86 | 8.43 | 7.14 |
3 | 6.43 | 3.71 | 17.43 | 11.29 |
4 | 3.57 | 5.00 | 15.29 | 15.57 |
5 | 2.86 | 3.00 | 19.00 | 26.14 |
- Citation: Perandini S, Soardi GA, Motton M, Augelli R, Dallaserra C, Puntel G, Rossi A, Sala G, Signorini M, Spezia L, Zamboni F, Montemezzi S. Enhanced characterization of solid solitary pulmonary nodules with Bayesian analysis-based computer-aided diagnosis. World J Radiol 2016; 8(8): 729-734
- URL: https://www.wjgnet.com/1949-8470/full/v8/i8/729.htm
- DOI: https://dx.doi.org/10.4329/wjr.v8.i8.729