Table 4.
Top multiparametric radiomic features for classification of malignant from benign breast tumors
S. No | mpRad radiomic feature | Benign tumor | Malignant tumor | p value | AUC |
---|---|---|---|---|---|
1 | TSPM entropy (all parameters) | 7.06 ± 0.27 | 8.93 ± 0.17 | < 0.00001 | 0.82 (0.74–0.88) |
2 | TSPM entropy (DCE) | 7.06 ± 0.27 | 8.92 ± 0.17 | < 0.00001 | 0.82 (0.74–0.88) |
3 | TSPM entropy (HiRes) | 6.74 ± 0.19 | 8.28 ± 0.12 | < 0.00001 | 0.82 (0.75–0.88) |
4 | TSPM entropy (DWI) | 6.66 ± 0.22 | 8.20 ± 0.15 | < 0.00001 | 0.78 (0.70–0.85) |
5 | TSCIN DWI maximum | 0.44 ± 0.02 | 0.34 ± 0.01 | < 0.00001 | 0.77 (0.69–0.83) |
6 | TSCIN DWI standard deviation | 0.18 ± 0.01 | 0.12 ± 0.00 | < 0.00001 | 0.79 (0.71–0.85) |
7 | TSCIN DWI range | 0.34 ± 0.02 | 0.24 ± 0.01 | < 0.00001 | 0.79 (0.71–0.85) |
8 | TSCIN DWI median absolute deviation | 0.13 ± 0.01 | 0.09 ± 0.00 | < 0.00001 | 0.78 (0.70–0.84) |
9 | TSCIN DCE kurtosis | 2.63 ± 0.14 | 3.37 ± 0.08 | 0.00004 | 0.76 (0.68–0.83) |
10 | TSCIN DCE skewness | − 0.69 ± 0.07 | − 1.06 ± 0.04 | 0.00001 | 0.75 (0.67–0.82) |