Variable | Training cohort (n = 181) | Internal validation cohort (n = 100) | External validation cohort (n = 112) | ||||||
---|---|---|---|---|---|---|---|---|---|
Without PHLF (n = 116) | With PHLF (n = 65) | p value | Without PHLF (n = 71) | With PHLF (n = 29) | p value | Without PHLF (n = 80) | With PHLF (n = 32) | p value | |
Age (years) | 54.81 ± 11.44 | 51.66 ± 10.83 | 0.072 | 55.77 ± 11.88 | 54.14 ± 9.52 | 0.511 | 54.38 ± 12.91 | 54.09 ± 13.20 | 0.918 |
Male (N) | 94 (81.03%) | 56 (86.15%) | 0.380 | 65 (91.55%) | 25 (86.21%) | 0.419 | 61 (76.25%) | 28 (87.50%) | 0.183 |
PLT count (109/L) | 164.50 (129.00, 205.25) | 167.00 (131.50, 196.50) | 0.920 | 147 (101, 193) | 143 (93, 179) | 0.352 | 179.50 (145.50, 212.50) | 173.00 (137.00, 198.00) | 0.704 |
Serum ALT (μmol/L) | 36.00 (25.00, 53.00) | 44.00 (28.65, 65.00) | 0.065 | 32 (24, 42) | 31 (27, 47) | 0.521 | 35.00 (26.00, 47.00) | 42.50 (28.88, 74.00) | 0.091 |
Serum AST (μmol/L) | 35.00 (26.00, 50.00) | 44.00 (28.00, 61.70) | 0.059 | 31 (24, 51) | 34 (26, 50) | 0.427 | 37.00 (26.00, 57.03) | 43.50 (26.05, 61.85) | 0.664 |
Serum Alb (g/L) | 40.49 ± 5.35 | 38.69 ± 5.47 | 0.033* | 40.07 ± 4.91 | 37.86 ± 4.75 | 0.042 | 42.25 ± 4.49 | 40.61 ± 4.90 | 0.091 |
Serum Tbil (μmol/L) | 13.96 (11.40, 18.51) | 15.57 (10.73, 29.69) | 0.198 | 14.00 (9.15, 19.75) | 20.71 (16.19, 30.80) | < 0.001 | 13.22 (10.35, 15.16) | 15.81 (11.88, 28.99) | 0.001 |
Serum Cr (μmol/L) | 67.00 (55.63, 75.80) | 65.20 (54.60, 72.35) | 0.304 | 68.00 (59.60, 80.00) | 70.50 (56.00, 85.15) | 0.958 | 63.25 (51.66, 72.24) | 65.30 (52.35, 71.37) | 0.995 |
Serum Hct (L/L) | 0.41 (0.36, 0.45) | 0.41 (0.37, 0.44) | 0.727 | 0.38 (0.30, 0.43) | 0.43 (0.36, 0.44) | 0.079 | 0.40 (0.32, 0.43) | 0.41 (0.38, 0.43) | 0.177 |
Serum INR | 0.98 (0.92, 1.07) | 0.97 (0.91, 1.05) | 0.374 | 1.02 (0.97, 1.08) | 0.99 (0.95, 1.06) | 0.175 | 1.08 (1.02, 1.13) | 1.10 (1.02, 1.16) | 0.713 |
Serum PT (s) | 11.60 (10.90, 12.58) | 11.40 (10.65, 12.10) | 0.067 | 12.00 (11.50, 13.00) | 11.70 (11.30, 12.05) | 0.080 | 11.60 (10.90, 12.67) | 11.35 (10.55, 11.98) | 0.069 |
Serum PTA (%) | 92.38 ± 18.24 | 96.72 ± 14.60 | 0.102 | 86.69 ± 13.44 | 88.90 ± 12.83 | 0.451 | 91.37 ± 16.75 | 97.78 ± 16.90 | 0.071 |
Operation time, surgery (min) | 357.00 (266.25, 504.25) | 425 (270, 529) | 0.288 | 392 (285, 497) | 350 (228, 450) | 0.220 | 297.50 (210.75, 450.00) | 427.50 (281.25, 599.00) | 0.013 |
Hepatic inflow occlusion duration | 0 (0, 50) | 30 (15, 66) | < 0.001* | 0 (0, 0) | 45.00 (15.00, 75.00) | < 0.001 | 0 (0, 23.75) | 15.00 (0, 44.25) | 0.024 |
Blood loss, surgery (mL) | 200 (100, 400) | 300 (110, 500) | 0.164 | 200 (100, 400) | 200 (100, 250) | 0.152 | 200 (100, 475) | 300 (123, 500) | 0.134 |
Blood transfusion, surgery (mL) | 0 (0, 0) | 0 (0, 0) | 0.495 | 0 (0, 0) | 0 (0, 0) | 0.663 | 0 (0, 0) | 0 (0, 0) | 0.764 |
Hepatectomy, surgery | < 0.001* | 0.014 | 0.153 | ||||||
Minor hepatectomy | 101 (87.07%) | 34 (52.31%) | 60 (84.51%) | 18 (62.07%) | 67 (83.75%) | 23 (71.88%) | |||
Major hepatectomy | 15 (12.93%) | 31 (47.69%) | 11 (15.49%) | 11 (37.93%) | 13 (16.25%) | 9 (28.12%) | |||
Hypertension (N) | 23 (19.83%) | 9 (13.85%) | 0.312 | 8 (11.27%) | 4 (13.79%) | 0.724 | 11 (13.75%) | 3 (9.38%) | 0.754 |
Diabetes mellitus (N) | 13 (11.21%) | 3 (4.62%) | 0.134 | 5 (7.04%) | 0 | 0.337 | 9 (11.25%) | 2 (6.25%) | 0.651 |
The presence of viral hepatitis (N) | 85 (73.28%) | 38 (58.46%) | 0.060 | 51 (71.83%) | 22 (75.86%) | 0.680 | 58 (72.50%) | 20 (62.50%) | 0.298 |
Maximum diameter, pathology (cm) | 4.00 (2.35, 7.00) | 4.50 (2.50, 8.90) | 0.344 | 4.50 (2.50, 8.00) | 5.30 (2.50, 6.50) | 0.933 | 4.75 (2.35, 8.00) | 3.25 (2.28, 6.45) | 0.242 |
Fibrosis stage, pathology | 0.022* | 0.009 | 0.009 | ||||||
S0 | 42 (36.21%) | 16 (24.62%) | 31 (43.66%) | 3 (10.34%) | 41 (51.25%) | 5 (15.63%) | |||
S1 | 17 (14.66%) | 11 (16.92%) | 4 (5.63%) | 1 (3.45%) | 11 (13.75%) | 6 (18.75%) | |||
S2 | 27 (23.28%) | 7 (10.77%) | 7 (9.86%) | 3 (10.34%) | 10 (12.50%) | 5 (15.63%) | |||
S3 | 13 (11.21%) | 15 (23.08%) | 10 (14.08%) | 6 (20.69%) | 10 (12.50%) | 8 (25.00%) | |||
S4 | 17 (14.66%) | 16 (24.62%) | 19 (26.76%) | 16 (55.17%) | 8 (10.00%) | 8 25.00%) | |||
Steatosis, pathology (N) | 8 (6.90%) | 4 (6.15%) | 0.847 | 4 (5.63%) | 0 | 0.458 | 8 (10.00%) | 3 (9.38%) | 0.920 |
Tumor thrombus, pathology (N) | 30 (25.86%) | 25 (38.46%) | 0.077 | 19 (26.76%) | 9 (31.03%) | 0.666 | 21 (26.25%) | 9 (28.13%) | 0.840 |
Clinical models | |||||||||
Child − Pugh stage | 0.559 | 0.139 | 0.791 | ||||||
A | 102 (87.93%) | 59 (90.77%) | 63 (88.73%) | 29 (100%) | 76 (95.00%) | 30 (93.75%) | |||
B | 14 (12.07%) | 6 (9.23%) | 8 (11.27%) | 0 | 4 (5.00%) | 2 (6.25%) | |||
MELD score | 15.89 ± 4.57 | 15.39 ± 4.56 | 0.476 | 16.40 ± 4.46 | 17.78 ± 2.98 | 0.132 | 15.73 ± 4.15 | 17.44 ± 5.03 | 0.066 |
ALBI score | − 2.67 (− 2.98, − 2.40) | − 2.56 (− 2.82, − 1.99) | 0.010* | − 2.62 (− 2.94, − 2.36) | − 2.17 (− 2.67, − 2.05) | 0.001 | − 2.86 (− 3.11, − 2.61) | − 2.67 (− 2.95, − 2.28) | 0.008 |