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 1 Comparison of clinical characteristics between cystic duct cancer, gallbladder cancer and extrahepatic cholangiocarcinoma, n (%)
VariableNo. (%) of patients
P value
GC (n = 4878)EC (n = 3295)CC (n = 36)CC vs GCCC vs EC
Sex< 0.001a0.067
Male1528 (31.3)1880 (57.1)26 (72.2)
Female3350 (68.7)1415 (42.9)10 (27.8)
Age at diagnosis (median)716966.50.0590.161
Year of diagnosis0.4870.492
2006 to 20102041 (41.8)1377 (41.8)13 (36.1)
2011 to 20152837 (58.2)1918 (58.2)23 (63.9)
Marital status0.2690.948
Not married2348 (48.1)1264 (38.4)14 (38.9)
Married2530 (51.9)2031 (61.6)22 (61.1)
Race0.7030.330
White3604 (73.9)2529 (76.8)25 (69.4)
Black683 (14.0)246 (7.5)5 (13.9)
Others591 (12.1)520 (15.8)6 (16.7)
Tumor size (median)332525.50.005a0.195
SEER historical stage< 0.001a0.326
Localized1934 (39.6)522 (15.8)3 (8.3)
Regional1150 (23.6)2098 (63.7)27 (75.0)
Distant1794 (36.8)675 (20.5)6 (16.7)
Surgical procedure< 0.001a0.047a
No operation1014 (20.8)1468 (44.6)8 (22.2)
Biopsy/partial resection833 (17.1)535 (16.2)10 (27.8)
Total resection2490 (51.0)417 (12.7)6 (16.7)
Radical resection541 (11.1)875 (26.6)12 (33.3)
Region0.9280.865
Alaska10 (0.2)6 (0.2)0 (0.0)
East1705 (35.0)1104 (33.5)14 (38.9)
Northern plains441 (9.0)301 (9.1)5 (13.9)
Pacific coast1858 (51.1)1346 (41.9)16 (44.4)
Southwest149 (4.1)86 (3.4)1 (2.8)
Histology0.042a0.725
Adenocarcinoma4152 (85.1)3086(93.7)35 (97.2)
Others726 (14.9)209 (6.3)1 (2.8)
Table 2 The COX multivariate analysis for cystic duct cancer, gallbladder cancer, and extrahepatic cholangiocarcinoma
Variable
OS
CSS
HR95%CIP valueHR95%CIP value
Sex
MaleRefRef
Female0.8860.838 to 0.938< 0.001a0.8950.838 to 0.9570.001a
Age at diagnosis1.0251.022 to 1.027< 0.001a1.0221.019 to 1.025< 0.001a
Year of diagnosis
2006 to 2009RefRef
2010 to 20130.9380.889 to 0.9900.019a0.9270.870 to 0.9870.018a
Marital status
MarriedRefRef
Unmarried0.8390.794 to 0.887< 0.001a0.8550.801 to 0.912< 0.001a
Race0.1100.258
WhiteRefRef
Black0.9290.857 to 1.0070.0740.9410.856 to 1.0330.200
Other1.0420.956 to 1.1350.3471.0480.948 to 1.1580.359
Tumor size1.0021.001 to 1.002< 0.001a1.0031.002 to 1.004< 0.001a
SEER historical stage< 0.001a< 0.001a
DistantRefRef
Regional0.3420.316 to 0.370< 0.001a0.2770.252 to 0.306< 0.001a
Localized0.6420.599 to 0.668< 0.001a0.6130.566 to 0.664< 0.001a
Surgical procedure< 0.001a< 0.001a
No operationRefRef
Partial resection0.4120.378 to 0.449< 0.001a0.3950.356 to 0.438< 0.001a
Total resection0.4030.373 to 0.435< 0.001a0.3830.350 to 0.419< 0.001a
Radical resection0.3590.330 to 0.391< 0.001a0.3520.318 to 0.388< 0.001a
Region0.9340.883
AlaskaRefRef
East1.0810.623 to 1.8780.7811.0550.593 to 1.8780.855
Northern Plains1.1270.646 to 1.9670.6731.1160.623 to 2.0010.711
Pacific coast1.0880.628 to 1.8850.7641.0520.593 to 1.8670.863
Southwest1.0900.619 to 1.9200.7661.060.584 to 1.9260.847
Histology
AdenocarcinomaRefRef
Others1.1861.094 to 1.285< 0.001a1.2151.107 to 1.334< 0.001a
Disease< 0.001a< 0.001a
CCRefRef
GC1.4940.980 to 2.2790.0621.3480.845 to 2.1510.210
EC1.2380.813 to 1.8840.3201.1240.706 to 1.7890.623
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)