Characteristics | Entire cohort | Training cohort | Validation cohort | P |
---|---|---|---|---|
Age (year) | 62 (23–89) | 62 (35–89) | 63 (23–88) | 0.120 |
Sex | Â | Â | Â | 0.947 |
 Female | 208 (46.2%) | 139 (46.3%) | 69 (46.0%) |  |
 Male | 242 (53.8%) | 161 (53.7%) | 81 (54.0%) |  |
Malignancy type | Â | Â | Â | 0.984 |
 ICC | 99 (22.0%) | 65 (21.7%) | 34 (22.7%) |  |
 ECC | 225 (50.0%) | 152 (50.7%) | 73 (48.7%) |  |
 GBC | 126 (28.0%) | 83 (27.6%) | 43 (28.6%) |  |
Tumor differentiation | [425] | [286] | [139] | 0.521 |
 Poor | 162 (38.1%) | 106 (37.1%) | 56 (40.3%) |  |
 Modest-well | 263 (61.9%) | 180 (62.9%) | 83 (59.7%) |  |
Tumor size (cm) | 2.5 (0.2–18.0) | 2.5 (0.2–18.0) | 2.2 (2.0—13.0) | 0.751 |
TNM stage | Â | Â | Â | 0.619 |
 I | 141 (31.3%) | 100 (33.3%) | 41 (27.3%) |  |
 II | 131 (29.1%) | 84 (28.0%) | 47 (31.3%) |  |
 III | 127 (28.2%) | 82 (27.3%) | 45 (30.00%) |  |
 IV | 51 (11.4%) | 34 (11.4%) | 17 (11.4%) |  |
Curative surgery | [447] | [297] | Â | 0.511 |
 No | 190 (42.5%) | 123 (41.4%) | 67 (44.7%) |  |
 Yes | 257 (57.5%) | 174 (58.6%) | 83 (55.3%) |  |
Jaundice | Â | Â | Â | 0.423 |
 No | 210 (46.7%) | 136 (45.3%) | 74 (49.3%) |  |
 Yes | 240 (53.3%) | 164 (54.7%) | 76 (50.7%) |  |
Diabetes | Â | Â | Â | 0.239 |
 No | 362 (84.4%) | 246 (82.0%) | 116 (77.3%) |  |
 Yes | 88 (19.6%) | 54 (18.0%) | 34 (22.7%) |  |
Hypertension | Â | Â | Â | 0.070 |
 No | 314 (69.8%) | 201 (67.0%) | 113 (75.3%) |  |
 Yes | 136 (30.2%) | 99 (33.0%) | 37 (24.7%) |  |
Fatty liver | Â | Â | Â | 0.168 |
 No | 422 (93.8%) | 278 (92.7%) | 144 (96.0%) |  |
 Yes | 28 (6.2%) | 22 (7.3%) | 6 (4.0%) |  |
Liver cirrhosis | Â | Â | Â | 0.265 |
 No | 435 (96.7%) | 288 (96.0%) | 147 (98.0%) |  |
 Yes | 15 (3.3%) | 12 (4.0%) | 3 (2.0%) |  |
FBG (g/L) | 3.765 (1.53–13.00) | 3.74 (1.53–13.00) | 3.77 (1.61–12.50) | 0.566 |
PT (s) | 11.7 (2.4–18.3) | 11.7 (2.4–18.3) | 11.7 (9.7–18.2) | 0.288 |
PTA (%) | 91.25 (43.5–126.4) | 91.7 (43.5–126.4) | 90.4 (49.8–116.6) | 0.220 |
INR | 1.00 (0.75–3.71) | 0.995 (0.75–3.71) | 1.01 (0.80–1.92) | 0.148 |
APTT (s) | 26.4 (17.2–51.3) | 26.45 (17.2–51.3) | 26.35 (19.1–48.1) | 0.957 |
APTT-R | 0.98 (0.63–2.75) | 0.98 (0.63–2.75) | 0.975 (0.71–1.77) | 0.816 |
TT (s) | 18.0 (10.2–24.4) | 18.1 (10.2–24.4) | 17.8 (14.2–22.5) | 0.136 |
PLT (×109/L) | 227 (76–773) | 228.5 (92–773) | 224 (76–506) | 0.736 |
CA19–9 (U/mL) | [438] | [290] | [148] | 0.840 |
 ≤ 37 | 124 (28.3%) | 83 (28.6%) | 41 (27.7%) |  |
 > 37 | 314 (71.7%) | 207 (71.4%) | 107 (72.3%) |  |
ALT (U/L) | Â | Â | Â | 0.539 |
 ≤ 40 | 177 (39.3%) | 121 (40.3%) | 56 (37.3%) |  |
 > 40 | 273 (60.7%) | 179 (59.7%) | 94 (62.7%) |  |
AST (U/L) | [429] | [290] | [139] | 0.192 |
 ≤ 40 | 186 (43.4%) | 132 (45.5%) | 54 (38.8%) |  |
 > 40 | 243 (56.6%) | 158 (54.5%) | 85 (61.2%) |  |
GGT (U/L) | [432] | [293] | [139] | 0.872 |
 ≤ 40 | 82 (19.0%) | 55 (18.8%) | 27 (19.4%) |  |
 > 40 | 350 (81.0%) | 238 (81.2%) | 112 (80.6%) |  |
ALB (g/L) | [448] | [299] | [149] | 0.725 |
 ≤ 35 | 89 (19.9%) | 58 (19.4%) | 31 (20.8%) |  |
 > 35 | 359 (80.1%) | 241 (80.6%) | 118 (79.2%) |  |
Blood loss during surgery (mL) | 300 (0–8000) | 300 (0–8000) | 300 (0–4000) | 0.820 |
Postoperative hospitalization (day) | 14 (1–155) | 14 (1–155) | 12 (2–91) | 0.294 |
Postoperative complication | Â | Â | Â | 0.447 |
 No | 284 | 193 | 91 |  |
 Yes | 166 | 107 | 59 |  |