Table 3.
Comparisons of pre- and delta-radiomics models for overall, ADC and SCC patients in validation cohort 1 and 2 by evaluating on metrics of ACC, sensitivity, specificity, PPV, NPV, OR, F1 score, F1 weighted score and MCC, respectively
Model | ACC (%) | Sensitivity (%) | Specificity (%) | PPV (%) | NPV (%) | OR | F1 Score | F1-Weighted | MCC | ||
---|---|---|---|---|---|---|---|---|---|---|---|
Validation Dataset 1 | preRadiomics Model | Overall | 52.94 | 73.33 | 47.17 | 28.21 | 86.21 | 2.46 | 0.41 | 0.57 | 0.17 |
ADC | 53.70 | 72.72 | 48.84 | 26.67 | 87.50 | 2.55 | 0.39 | 0.58 | 0.17 | ||
SCC | 50.00 | 75.00 | 40.00 | 33.33 | 80.00 | 2.00 | 0.46 | 0.51 | 0.14 | ||
∆Radiomics Model | Overall | 76.47 | 66.67 | 79.25 | 47.62 | 89.36 | 7.64 | 0.56 | 0.78 | 0.41 | |
ADC | 77.78 | 72.73 | 79.07 | 47.06 | 91.89 | 10.07 | 0.57 | 0.79 | 0.45 | ||
SCC | 71.43 | 50.00 | 80.00 | 50.00 | 80.00 | 4.00 | 0.50 | 0.71 | 0.30 | ||
Validation Dataset 2 | preRadiomics Model | Overall | 50.79 | 41.67 | 56.41 | 37.04 | 61.11 | 0.92 | 0.39 | 0.51 | −0.02 |
ADC | 55.26 | 46.67 | 60.87 | 43.75 | 63.64 | 1.36 | 0.45 | 0.55 | 0.07 | ||
SCC | 44.00 | 33.33 | 50.00 | 27.27 | 57.14 | 0.5 | 0.30 | 0.45 | −0.16 | ||
∆Radiomics Model | Overall | 80.95 | 79.17 | 82.05 | 73.08 | 86.49 | 17.37 | 0.76 | 0.81 | 0.60 | |
ADC | 89.47 | 86.67 | 91.30 | 86.67 | 0.91 | 68.25 | 0.87 | 0.89 | 0.78 | ||
SCC | 68.00 | 66.67 | 68.75 | 54.55 | 78.57 | 4.4 | 0.60 | 0.69 | 0.34 |