Table 4.
Univariate and multivariate logistic regression of the clinical model and combined model for the TN subtype of breast cancer.
Feature | TN | Non-TN | Univariate analysis | Multivariate analysis | With radiomics signature | |||
---|---|---|---|---|---|---|---|---|
P value | Odds ratio | P value | Odds ratio | P value | Odds ratio | |||
Age | 54.08 ± 10.48 | 54.18 ± 9.870 | 0.954 | 0.999 (0.965, 1.034) | ||||
Size | 33.98 ± 17.45 | 33.35 ± 19.07 | 0.844 | 1.002 (0.983, 1.020) | ||||
Breast composition | ||||||||
Dense Fatty |
40 10 |
71 29 |
Ref 0.239 |
1 0.612 (0.260, 1.351) |
||||
Gross feature | ||||||||
Mass only Mass + calcification Calcification only |
29 21 0 |
46 47 7 |
Ref 0.330 0.986 |
1 0.709 (0.351, 1.413) NA |
||||
Shape | ||||||||
Oval Round Irregular |
3 17 30 |
4 12 77 |
0.409 0.003 Ref |
1.925 (0.362, 9.235) 3.636 (1.567, 8.696) 1 |
0.016 | 3.028 (1.233, 7.681) | 0.335 | 1.695 (0.575, 4.998) |
Mass margin | ||||||||
Obscured Microlobulated Indistinct Spiculated |
10 7 28 5 |
18 9 50 16 |
0.986 0.555 Ref 0.301 |
0.992 (0.393, 2.414) 1.389 (0.452, 4.134) 1 0.558 (0.168, 1.598) |
||||
Mass density | ||||||||
Low Equal High |
3 23 24 |
7 61 24 |
0.861 Ref 0.013 |
1.137 (0.230, 4.478) 1 2.546 (1.223, 5.372) |
0.018 | 2.542 (1.180, 5.573) | 0.370 | 1.525 (0.598, 3.834) |
Architectural distortion | 5 | 25 | 0.036 | 0.333 (0.107, 0.869) | 0.107 | 0.403 (0.121, 1.143) | 0.419 | 0.575 (0.138, 2.084) |
Calcification morphology | ||||||||
Benign Amorphous Coarse heterogeneous Fine pleomorphic Fine linear branching |
1 2 3 11 4 |
1 2 5 33 14 |
0.451 0.300 0.468 Ref 0.817 |
3.000 (0.112, 80.288) 3.000 (0.329, 27.556) 1.800 (0.327, 8.635) 1 0.857 (0.209, 3.009) |
||||
Calcification distribution | ||||||||
Diffuse Regional Grouped Linear Segmental |
0 2 4 1 14 |
1 2 13 0 39 |
0.992 0.328 0.813 0.991 Ref |
NA 2.786 (0.310, 25.086) 0.857 (0.214, 2.907) NA 1 |
||||
Radiomics signature | < 0.001 | 1781 (190, 23,225) | < 0.001 | 828 (78, 12,147) |
The 95% confidence intervals of the AUCs are shown in parentheses.
TN triple-negative, AUC area under the receiver operating characteristic curve.