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. 2021 Apr 10;13(8):1814. doi: 10.3390/cancers13081814

Table 1.

Summary of diagnostic metrics for discriminating EGFR, KRAS, ERBB2, and TP53 mutations.

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