Characteristics | Cross-validation set | External validation set | ||
---|---|---|---|---|
CCA | Non-CCA | CCA | Non-CCA | |
Total number, n (%) | 144 (38.3) | 232 (61.7) | 87 (33.6) | 172 (66.4) |
Age (years) | ||||
 Mean ± SD (range) | 64.7 ± 9.3 (37–82) | 60.8 ± 14.7 (18–89) | 62.9 ± 10.4 (39–86) | 59.3 ± 15.2 (22–85) |
Gender, n (%) | ||||
 Male | 92 (63.9) | 101 (43.5) | 53 (60.9) | 99 (57.6) |
 Female | 52 (36.1) | 131 (56.5) | 34 (39.1) | 73 (42.4) |
Tumor location, n (%) | ||||
 iCCA | 6 (4.2) | – | 4 (4.6) | – |
 pCCA | 50 (34.7) | – | 23 (26.4) | – |
 eCCA | 88 (61.1) | – | 60 (69.0) | – |
TNM stage, n (%) | ||||
 I | 25 (17.4) | – | 9 (10.3) | – |
 II | 63 (43.7) | – | 16 (18.4) | – |
 III | 22 (15.3) | – | 29 (33.3) | – |
 IV | 8 (5.6) | – | 20 (23.0) | – |
 N | 26 (18.0) | – | 13 (14.9) | – |
Non-CCA group, n (%) | ||||
 CBD | – | 113 (48.7) | – | 116 (67.4) |
 IBD | – | 8 (3.4) | – | 2 (1.2) |
 CBD and IBD | – | 26 (11.2) | – | 5 (2.9) |
 Pancreatic carcinoma | – | 17 (7.3) | – | 11 (6.4) |
 Pancreatic duct stones | – | 14 (6.0) | – | 8 (4.7) |
 Duodenal papilla carcinoma | – | 4 (1.8) | – | 2 (1.2) |
 Cholangitic stenosis | – | 12 (5.2) | – | 7 (4.1) |
 Cholecystolithiasis | – | 26 (11.2) | – | 15 (8.7) |
 Gallbladder polyps | – | 6 (2.6) | – | 3 (1.7) |
 Choledochal cyst | – | 6 (2.6) | – | 3 (1.7) |
TBIL (μmol/L), n (%) | ||||
 ≥ 23 | 128 (88.9) | 131 (56.5) | 72 (82.8) | 101 (58.7) |
 < 23 | 16 (11.1) | 101 (43.5) | 15 (17.2) | 71 (41.3) |
GGT (U/L), n (%) | ||||
 ≥ 60 | 136 (94.4) | 166 (71.6) | 82 (94.3) | 110 (64.0) |
 < 60 | 8 (5.6) | 66 (28.4) | 5 (5.7) | 62 (36.0) |
TBA (μmol/L), n (%) | ||||
 ≥ 10 | 114 (79.2) | 96 (41.4) | 62 (71.3) | 69 (40.1) |
 < 10 | 30 (20.8) | 136 (58.6) | 25 (28.7) | 103 (59.9) |
CA19-9 (U/mL), n (%) | ||||
 ≥ 34 | 117 (81.3) | 73 (31.5) | 75 (86.2) | 64 (37.2) |
 < 34 | 27 (18.7) | 159 (68.5) | 12 (13.8) | 108 (62.8) |