Copyright: ©Author(s) 2026.
World J Gastroenterol. Aug 14, 2026; 32(30): 118301
Published online Aug 14, 2026. doi: 10.3748/wjg.118301
Published online Aug 14, 2026. doi: 10.3748/wjg.118301
Table 1 Baseline characteristics of the study population
| Variable | Overall (n = 1536) | Survived (n = 962) | Died (n = 574) | P value |
| MDF | 51.00 (40.00-68.00) | 45.50 (37.00-57.00) | 64.00 (51.00-82.75) | < 0.001 |
| MELD | 16.00 (13.00-20.00) | 14.00 (12.00-17.00) | 19.00 (16.00-24.00) | < 0.001 |
| Gender (male) | 1495 (97.3) | 934 (97.1) | 561 (97.7) | 0.515 |
| Age (year) | 48.00 (42.00-54.00) | 48.00 (41.00-54.00) | 48.00 (43.00-55.00) | 0.086 |
| ALB (g/L) | 26.00 (22.00-29.00) | 27.00 (23.00-30.00) | 24.00 (20.00-28.00) | < 0.001 |
| GLO (g/L) | 29.00 (23.00-35.00) | 30.00 (24.00-36.00) | 27.00 (21.00-33.00) | < 0.001 |
| ALT (U/L) | 31.00 (21.00-47.00) | 29.00 (20.00-42.00) | 35.00 (23.00-54.00) | < 0.001 |
| AST (U/L) | 69.00 (46.00-111.00) | 64.00 (44.00-102.75) | 81.00 (52.00-124.00) | < 0.001 |
| ALP (U/L) | 136.00 (103.00-182.00) | 139.00 (106.00-186.00) | 130.00 (95.00-177.00) | 0.008 |
| GGT (U/L) | 70.00 (32.00-166.00) | 73.00 (33.00-165.00) | 66.50 (30.00-167.50) | 0.371 |
| TBA (μmol/L) | 131.00 (70.83-198.25) | 127.75 (72.00-199.75) | 136.00 (65.25-197.00) | 0.952 |
| PTS (second) | 20.00 (18.00-23.00) | 19.00 (18.00-21.75) | 22.00 (20.00-26.00) | < 0.001 |
| PTA (%) | 37.00 (31.10-42.10) | 38.90 (34.00-42.80) | 33.50 (27.02-39.80) | < 0.001 |
| TBIL (μmol/L) | 165.40 (97.10-302.15) | 129.05 (80.53-235.73) | 241.35 (149.90-372.05) | < 0.001 |
| INR | 1.74 (1.60-1.99) | 1.68 (1.58-1.88) | 1.90 (1.68-2.23) | < 0.001 |
| CRE (μmol/L) | 83.00 (68.00-112.25) | 76.00 (64.00-95.00) | 107.00 (79.25-164.75) | < 0.001 |
| TG (mmol/L) | 0.90 (0.60-1.37) | 0.95 (0.64-1.37) | 0.82 (0.55-1.39) | 0.001 |
| CHE (U/L) | 2067.00 (1504.75-2707.25) | 2236.00 (1672.25-2842.75) | 1762.00 (1312.00-2469.50) | < 0.001 |
| CK (U/L) | 67.00 (39.00-118.00) | 69.00 (40.00-118.00) | 65.00 (39.00-119.00) | 0.979 |
| FE (μmol/L) | 19.80 (13.50-26.10) | 20.00 (13.12-27.00) | 19.50 (14.10-24.78) | 0.388 |
| AFP (ng/mL) | 4.54 (2.77-8.00) | 4.40 (2.81-7.84) | 4.80 (2.73-8.88) | 0.305 |
| HGB (g/L) | 97.00 (79.00-113.00) | 99.00 (83.00-115.00) | 92.70 (74.00-108.00) | < 0.001 |
| PLT (× 109/L) | 71.00 (46.00-113.00) | 72.50 (48.00-117.75) | 68.20 (43.20-106.00) | 0.017 |
| SBP (yes) | 473 (30.8) | 238 (24.7) | 235 (40.9) | < 0.001 |
| Pulmonary infection (yes) | 261 (17.0) | 107 (11.1) | 154 (26.8) | < 0.001 |
| HRS (yes) | 108 (7.0) | 31 (3.2) | 77 (13.4) | < 0.001 |
| HE (yes) | 373 (24.3) | 139 (14.4) | 234 (40.8) | < 0.001 |
| Gastrointestinal bleeding (yes) | 174 (11.3) | 76 (7.9) | 98 (17.1) | < 0.001 |
| Glucocorticoid (yes) | 96 (6.2) | 41 (4.2) | 55 (9.6) | < 0.001 |
Table 2 Comparison of baseline characteristics between the training and test sets
| Variable | Training set (n = 1076) | Test set (n = 460) | P value |
| MDF | 51.00 (40.00-67.25) | 51.00 (40.00-69.00) | 0.736 |
| MELD | 16.00 (13.00-20.00) | 15.00 (13.00-19.00) | 0.357 |
| Gender (male) | 1048 (97.4) | 447 (97.2) | 0.863 |
| Age (years) | 48.00 (42.00-54.00) | 49.00 (43.00-55.00) | 0.093 |
| ALB (g/L) | 26.00 (22.00-29.00) | 26.00 (22.00-29.00) | 0.313 |
| GLO (g/L) | 29.00 (23.00-35.00) | 29.00 (23.00-36.00) | 0.464 |
| ALT (U/L) | 30.00 (21.00-45.25) | 31.00 (21.00-49.00) | 0.288 |
| AST (U/L) | 69.00 (46.00-110.00) | 69.00 (47.00-113.25) | 0.664 |
| ALP (U/L) | 137.00 (103.00-185.00) | 135.00 (104.00-176.25) | 0.726 |
| GGT (U/L) | 69.00 (31.00-168.00) | 74.50 (35.00-159.50) | 0.254 |
| TBA (μmol/L) | 131.00 (69.00-197.00) | 130.50 (74.07-201.75) | 0.417 |
| PTS (second) | 20.00 (18.00-23.00) | 20.00 (18.00-23.00) | 0.484 |
| PTA (%) | 36.95 (31.08-42.30) | 37.10 (31.27-42.00) | 0.631 |
| TBIL (μmol/L) | 165.05 (97.10-305.95) | 166.10 (97.08-293.00) | 0.863 |
| INR | 1.73 (1.60-1.99) | 1.76 (1.60-2.00) | 0.404 |
| CRE (μmol/L) | 83.00 (67.00-116.00) | 83.00 (68.00-107.00) | 0.434 |
| TG (mmol/L) | 0.88 (0.60-1.37) | 0.94 (0.63-1.37) | 0.349 |
| CHE (U/L) | 2054.00 (1492.75-2703.00) | 2080.50 (1524.50-2734.25) | 0.343 |
| CK (U/L) | 69.00 (40.00-119.00) | 65.00 (38.00-115.25) | 0.298 |
| FE (μmol/L) | 19.55 (13.20-26.00) | 20.25 (14.57-26.70) | 0.133 |
| AFP (ng/mL) | 4.54 (2.75-8.02) | 4.53 (2.81-8.00) | 0.871 |
| HGB (g/L) | 96.00 (79.00-113.00) | 99.00 (80.00-113.00) | 0.503 |
| PLT (× 109/L) | 71.20 (46.00-113.00) | 71.00 (47.00-112.25) | 0.875 |
| SBP (yes) | 323 (30.0) | 150 (32.6) | 0.334 |
| Pulmonary infection (yes) | 195 (18.1) | 66 (14.3) | 0.075 |
| HRS (yes) | 82 (7.6) | 26 (5.7) | 0.191 |
| HE (yes) | 263 (24.4) | 110 (23.9) | 0.846 |
| Gastrointestinal bleeding (yes) | 126 (11.7) | 48 (10.4) | 0.538 |
| Glucocorticoid (yes) | 73 (6.7) | 24 (5.0) | 0.247 |
Table 3 Performance of the best-machine learning model and traditional scores in the training and test sets
| Dataset | Model | AUC | Accuracy | Sensitivity | Specificity | Kappa |
| Test set | Best-ML (XGBoost) | 0.848 (0.813-0.883) | 0.785 | 0.719 | 0.824 | 0.541 |
| Training set | Best-ML (XGBoost) | 0.837 (0.795-0.880) | 0.752 | 0.733 | 0.764 | 0.491 |
| Test set | MELD | 0.821 (0.784-0.859) | 0.715 | 0.374 | 0.917 | 0.323 |
| Training set | MELD | 0.804 (0.757-0.851) | 0.693 | 0.397 | 0.895 | 0.314 |
| Test set | MDF | 0.787 (0.745-0.829) | 0.709 | 0.380 | 0.903 | 0.312 |
| Training set | MDF | 0.713 (0.658-0.769) | 0.643 | 0.305 | 0.874 | 0.195 |
- Citation: Xv YW, Ling J, Hao XG, Xu TJ, Tian H, Lv S, You SL, Zhu B. Risk-stratified assessment of 180-day mortality in severe alcoholic hepatitis. World J Gastroenterol 2026; 32(30): 118301
- URL: https://www.wjgnet.com/1007-9327/full/v32/i30/118301.htm
- DOI: https://dx.doi.org/10.3748/wjg.118301