Table 1.
True Label | Radiomic Features | Combined Model (Radiomic Features and Clinical Factors) | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Wildtype | Mutation | Sensitivity | Specificity | Accuracy | AUC | Wildtype | Mutation | Sensitivity | Specificity | Accuracy | AUC | ||
EGFR | Wildtype (n = 69) | 57 | 12 | 0.63(0.50–0.74) | 0.83(0.71–0.90) | 0.73(0.65–0.80) | 0.77(0.70–0.85) | 66 | 3 | 0.52(0.40–0.65) | 0.96(0.87–0.99) | 0.75(0.66–0.82) | 0.78(0.70–0.86) |
Mutation (n = 65) | 24 | 41 | 31 | 34 | |||||||||
KRAS | Wildtype (n = 119) | 49 | 70 | 0.93(0.66–0.99) | 0.41(0.32–0.51) | 0.47(0.38–0.56) | 0.70(0.57–0.83) | 81 | 38 | 0.87(0.58–0.97) | 0.68(0.59–0.76) | 0.70(0.62- 0.78) | 0.81(0.69–0.93) |
Mutation (n = 15) | 1 | 14 | 2 | 13 | |||||||||
ERBB2 | Wildtype (n = 121) | 42 | 79 | 1.00(0.72–1.00) | 0.65(0.56–0.74) | 0.69(0.60–0.76) | 0.88(0.80–0.96) | 88 | 33 | 0.92(0.62–0.99) | 0.73(0.64–0.80) | 0.75(0.66–0.82) | 0.87(0.78–0.95) |
Mutation (n = 13) | 0 | 13 | 1 | 12 | |||||||||
TP53 | Wildtype (n = 74) | 49 | 25 | 0.80(0.67–0.89) | 0.66(0.54–0.77) | 0.72(0.64- 0.80) | 0.78(0.71–0.86) | 58 | 16 | 0.82(0.69–0.90) | 0.78(0.67–0.87) | 0.80(0.72–0.87) | 0.84(0.78–0.91) |
Mutation (n = 60) | 12 | 48 | 11 | 49 |
EGFR = epidermal growth factor receptor; KRAS = Kirsten rat sarcoma viral oncogene; ERBB2 = Erb-B2 receptor tyrosine kinase 2; TP53 = tumor protein 53