Retrospective Study
Copyright ©The Author(s) 2019.
World J Gastroenterol. Nov 28, 2019; 25(44): 6541-6550
Published online Nov 28, 2019. doi: 10.3748/wjg.v25.i44.6541
Table 3 Three models to differentiate between gallbladder cancer and extrahepatic cholangiocarcinoma, and categorize cystic duct cancer cases
Fisher’s linear discriminant
Binary logistic
ANN
Coefficient in structure matrixP valueNormalized importance (%)
Variable
Sex0.479b< 0.001a26.1
Age at diagnosis-0.091< 0.001a44.1
Year of diagnosis0.0180.50812.4
Martial status0.1640.0887.1
Race-0.0110.42622
Tumor size-0.215< 0.001a71.8c
SEER historical stage0.665b< 0.001a80.4c
Surgical procedure-0.238b< 0.001a100.0c
Region0.0110.31525.9
Histology0.221< 0.001a26.6
Model performance
Accuracy (%)
Training sample (n = 5743)70.172.782.2
Testing sample (n = 2430)69.373.681.9
Whole (n = 8173)69.973.082.1
AUROC (95% CI)0.781 (0.771-0.791)0.785 (0.775-0.795)0.902 (0.895-0.908)
Categorization in CC cases
Categorized as GC (%)8 (22.2)9 (25.0)8 (22.2)
Categorized as EC (%)28 (77.8)27 (75.0)28 (77.8)