Table 2.
Overall performance in both training and validation cohorts of radiomic, clinicoradiological and combined models quantified in terms of area under the ROC curve (AUC), positive and negative predictive values (PPV, NPV), specificity and sensitivity. OR: Odds Ratio, CI: Confidence Interval.
Radomic
Model |
Coefficient | p-value | OR | 95%CI | Overall Fit Model | AUC | 95%CI | Sensivity | Specifity | PPP | NPP | ||||||||
Surface To Volume Ratio | −3.82224 | 0.0183 | 0.0219 | 0.0009 to 0.5237 |
0.0097 | 0.0244 | 0.599 | 0.733 | 0.493 to 0.699 |
0.593 to 0.846 |
90.9 | 100.0 | 23.08 | 26.2 | 62.5 | 24.4 | 64.3 | 100.0 | |
Clinico Radiological Model | Coefficient | p-value | OR | 95%CI | Overall Fit Model | AUC | 95%CI | Sensivity | Specifity | PPP | NPP | ||||||||
Ca19.9 | 0.001128 | 0.049 | 1.0011 | 1.0000 to 1.0023 |
0.0018 | 0.9529 | 0.72 | 0.536 | 0.614 to 0.811 |
0.392 to 0.675 |
68.9 | 20.0 | 76.27 | 73.8 | 58.8 | 15.4 | 83.3 | 79.5 | |
Necrosis | 1.10839 | 0.0633 | 3.0295 | 0.9402 to 9.7611 |
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Combined
Model |
Coefficient | p-value | OR | 95%CI | Overall Fit Model | AUC | 95%CI | Sensivity | Specifity | PPP | NPP | ||||||||
Ca19.9 | 0.000964 | 0.0946 | 1.011 | 0.9998 to 1.0021 |
0.0015 | 0.0178 | 0.736 | 0.76 | 0.648 to 0.838 |
0.618 to 0.865 |
58.6 | 60.0 | 86.44 | 78.5 | 68.0 | 40.0 | 81.0 | 89.2 | |
Necrosis | 0.86465 | 0.1594 | 2.3742 | 0.7120 to 7.9167 |
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Surface To Volume Ratio | −2.8972 | 0.1171 | 0.0552 | 0.0015 to 2.0684 |
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Training | |||||||||||||||||||
Validation |