Copyright: ©Author(s) 2026.
World J Gastroenterol. May 14, 2026; 32(18): 118416
Published online May 14, 2026. doi: 10.3748/wjg.v32.i18.118416
Published online May 14, 2026. doi: 10.3748/wjg.v32.i18.118416
Table 1 Comparison of baseline information between patients with good prognosis and poor prognosis, n (%)/mean ± SD
| Variable | Good prognosis group (n = 126) | Poor prognosis group (n = 108) | t/χ2 | P value |
| Gender | 0.035 | 0.851 | ||
| Male | 105 (83.33) | 89 (82.41) | ||
| Female | 21 (16.67) | 19 (17.59) | ||
| Age (years) | 56.81 ± 5.15 | 57.49 ± 5.02 | 1.020 | 0.309 |
| BMI (kg/m2) | 22.46 ± 1.47 | 22.15 ± 1.59 | 1.536 | 0.126 |
| History of smoking | 58 (46.03) | 55 (50.93) | 0.558 | 0.455 |
| History of alcohol consumption | 52 (41.27) | 49 (45.37) | 0.399 | 0.528 |
| Etiology | 0.250 | 0.883 | ||
| Hepatitis B | 113 (89.68) | 98 (90.74) | ||
| Hepatitis C | 5 (3.97) | 3 (2.78) | ||
| Others | 8 (6.35) | 7 (6.48) | ||
| BCLC stage | 5.661 | 0.017 | ||
| B | 46 (36.51) | 24 (22.22) | ||
| C | 80 (63.49) | 84 (77.78) | ||
| Child-Pugh grade | 3.009 | 0.083 | ||
| A | 104 (82.54) | 79 (73.15) | ||
| B | 22 (17.46) | 29 (26.85) | ||
| ECOG PS score | 3.951 | 0.047 | ||
| 0 | 87 (69.05) | 61 (56.48) | ||
| 1 | 39 (30.95) | 47 (43.52) | ||
| Maximum tumor diameter (cm) | 7.61 ± 1.93 | 8.79 ± 2.21 | 4.350 | < 0.001 |
| Macrovascular invasion | 57 (45.24) | 67 (62.04) | 6.588 | 0.010 |
| Extrahepatic spread | 81 (64.29) | 84 (77.78) | 5.091 | 0.024 |
Table 2 Comparison of hematological parameters between patients with good prognosis and poor prognosis, mean ± SD
| Variable | Good prognosis group (n = 126) | Poor prognosis group (n = 108) | t | P value |
| AFP (ng/mL) | 585.42 ± 146.85 | 762.18 ± 176.41 | 8.248 | < 0.001 |
| NLR | 2.85 ± 0.72 | 3.82 ± 1.02 | 8.296 | < 0.001 |
| ALT (U/L) | 45.86 ± 10.48 | 48.17 ± 11.27 | 1.626 | 0.105 |
| AST (U/L) | 50.24 ± 12.31 | 54.39 ± 13.76 | 2.438 | 0.016 |
| Total bilirubin (μmol/L) | 18.86 ± 4.28 | 20.62 ± 4.92 | 2.943 | 0.004 |
| Albumin (g/L) | 38.42 ± 3.81 | 36.87 ± 3.94 | 3.046 | 0.003 |
| International normalized ratio | 1.11 ± 0.26 | 1.22 ± 0.27 | 2.928 | 0.004 |
| Blood urea nitrogen (mmol/L) | 5.27 ± 1.12 | 5.48 ± 1.26 | 1.345 | 0.180 |
| Serum creatinine (μmol/L) | 78.46 ± 15.23 | 81.34 ± 16.48 | 1.385 | 0.167 |
Table 3 Multivariate logistic regression analysis of factors influencing poor prognosis
| Variable | Coefficient | SE | Wald stat | P value | OR | OR CI lower | OR CI upper |
| BCLC stage (C vs B) | 0.849 | 0.429 | 1.978 | 0.048 | 2.336 | 1.008 | 5.413 |
| Maximum tumor diameter (cm) | 0.286 | 0.098 | 2.920 | 0.004 | 1.331 | 1.098 | 1.612 |
| Macrovascular invasion (yes vs no) | 0.452 | 0.391 | 1.156 | 0.248 | 1.572 | 0.730 | 3.382 |
| Extrahepatic spread (yes vs no) | 0.609 | 0.424 | 1.438 | 0.150 | 1.839 | 0.802 | 4.218 |
| AFP (ng/mL) | 0.006 | 0.001 | 4.668 | < 0.001 | 1.006 | 1.004 | 1.009 |
| NLR | 1.474 | 0.273 | 5.402 | < 0.001 | 4.365 | 2.557 | 7.451 |
| AST (U/L) | 0.038 | 0.015 | 2.523 | 0.012 | 1.039 | 1.008 | 1.070 |
| Total bilirubin (μmol/L) | 0.112 | 0.044 | 2.560 | 0.010 | 1.119 | 1.027 | 1.219 |
| Albumin (g/L) | -0.127 | 0.050 | -2.524 | 0.012 | 0.880 | 0.798 | 0.972 |
| International normalized ratio | 0.438 | 0.723 | 0.605 | 0.545 | 1.549 | 0.375 | 6.390 |
Table 4 Receiver operating characteristic analysis of factors influencing poor prognosis
| Variable | Best_threshold | Sensitivities | Specificities | AUC | Youden_index | F1_score |
| BCLC stage | 0.5 | 0.778 | 0.357 | 0.567 | 0.135 | 0.615 |
| Maximum tumor diameter (cm) | 9.165 | 0.444 | 0.825 | 0.657 | 0.269 | 0.539 |
| AFP (ng/mL) | 673.855 | 0.694 | 0.746 | 0.778 | 0.44 | 0.698 |
| NLR | 3.165 | 0.759 | 0.69 | 0.785 | 0.449 | 0.716 |
| AST (U/L) | 57.64 | 0.398 | 0.778 | 0.586 | 0.176 | 0.48 |
| Total bilirubin (μmol/L) | 19.57 | 0.583 | 0.603 | 0.598 | 0.186 | 0.57 |
| Albumin (g/L) | 37.695 | 0.611 | 0.587 | 0.607 | 0.198 | 0.375 |
Table 5 Comparison of baseline characteristics between patients with low neutrophil-to-lymphocyte ratio and high neutrophil-to-lymphocyte ratio, n (%)/mean ± SD
| Variable | Low NLR group (n = 129) | High NLR group (n = 105) | t/χ2 | P value |
| Gender | 0.513 | 0.474 | ||
| Male | 109 (84.50) | 85 (80.95) | ||
| Female | 20 (15.50) | 20 (19.05) | ||
| Age (years) | 56.98 ± 5.12 | 57.65 ± 5.05 | 1.007 | 0.315 |
| BMI (kg/m2) | 22.44 ± 1.49 | 22.19 ± 1.58 | 1.218 | 0.224 |
| History of smoking | 58 (44.96) | 55 (52.38) | 1.276 | 0.259 |
| History of alcohol consumption | 52 (40.31) | 49 (46.67) | 0.953 | 0.329 |
| Etiology | 0.197 | 0.906 | ||
| Hepatitis B | 116 (89.92) | 95 (90.48) | ||
| Hepatitis C | 5 (3.88) | 3 (2.86) | ||
| Others | 8 (6.20) | 7 (6.67) | ||
| BCLC stage | 5.828 | 0.016 | ||
| B | 47 (36.43) | 23 (21.90) | ||
| C | 82 (63.57) | 82 (78.10) | ||
| Child-Pugh grade | 3.790 | 0.052 | ||
| A | 107 (82.95) | 76 (72.38) | ||
| B | 22 (17.05) | 29 (27.62) | ||
| ECOG PS score | 4.081 | 0.043 | ||
| 0 | 89 (68.99) | 59 (56.19) | ||
| 1 | 40 (31.01) | 46 (43.81) | ||
| Maximum tumor diameter (cm) | 7.52 ± 1.84 | 8.76 ± 2.12 | 4.800 | < 0.001 |
| Macrovascular invasion | 56 (43.41) | 68 (64.76) | 10.593 | 0.001 |
| Extrahepatic spread | 82 (63.57) | 83 (79.05) | 6.673 | 0.010 |
Table 6 Comparison of hematological parameters between patients with low neutrophil-to-lymphocyte ratio and high neutrophil-to-lymphocyte ratio
| Variable | Low NLR group (n = 129) | High NLR group (n = 105) | t | P value |
| AFP (ng/mL) | 568.35 ± 125.63 | 783.27 ± 182.29 | 10.26 | < 0.001 |
| ALT (U/L) | 45.92 ± 10.45 | 48.08 ± 11.32 | 1.516 | 0.131 |
| AST (U/L) | 49.98 ± 12.25 | 54.78 ± 13.82 | 2.812 | 0.005 |
| Total bilirubin (μmol/L) | 18.95 ± 4.25 | 20.74 ± 4.95 | 2.983 | 0.003 |
| Albumin (g/L) | 38.34 ± 3.79 | 36.77 ± 3.97 | 3.099 | 0.002 |
| International normalized ratio | 1.10 ± 0.27 | 1.22 ± 0.28 | 3.472 | < 0.001 |
| Blood urea nitrogen (mmol/L) | 5.25 ± 1.11 | 5.51 ± 1.27 | 1.687 | 0.093 |
| Serum creatinine (μmol/L) | 78.49 ± 15.31 | 81.32 ± 16.54 | 1.357 | 0.176 |
Table 7 Comparison of efficacy between patients with low neutrophil-to-lymphocyte ratio and high neutrophil-to-lymphocyte ratio, n (%)
| Variable | Low NLR group (n = 129) | High NLR group (n = 105) | χ2 | P value |
| CR | 21 (16.28) | 8 (7.62) | ||
| PR | 25 (19.38) | 9 (8.57) | ||
| SD | 46 (35.66) | 43 (40.95) | ||
| PD | 37 (28.68) | 45 (42.86) | ||
| ORR | 46 (35.66) | 17 (16.19) | 10.386 | 0.001 |
| DCR | 92 (71.32) | 60 (57.14) | 5.110 | 0.024 |
Table 8 Multivariate logistic regression analysis of factors influencing objective response rate
| Variable | Coefficient | SE | Wald stat | P value | OR | OR CI lower | OR CI upper |
| NLR (high vs low) | -1.045 | 0.336 | -3.112 | 0.002 | 0.352 | 0.182 | 0.680 |
| BCLC stage (C vs B) | -0.222 | 0.369 | -0.602 | 0.552 | 0.801 | 0.387 | 1.656 |
| Maximum tumor diameter (cm) | -0.132 | 0.080 | -1.649 | 0.102 | 0.877 | 0.749 | 1.027 |
| Macrovascular invasion (yes vs no) | -0.068 | 0.332 | -0.206 | 0.838 | 0.934 | 0.483 | 1.805 |
| Extrahepatic spread (yes vs no) | -0.327 | 0.340 | -0.963 | 0.334 | 0.721 | 0.371 | 1.402 |
Table 9 Cox proportional hazards regression analysis of factors influencing progression-free survival in patients with advanced hepatocellular carcinoma treated with programmed cell death protein 1 inhibitors
| Variable | Univariate | Multivariate | ||
| HR (95%CI) | P value | HR (95%CI) | P value | |
| BCLC stage (C vs B) | 1.824 (1.254-2.652) | 0.002 | 1.512 (1.021-2.239) | 0.040 |
| Child-Pugh grade (B vs A) | 1.521 (1.088-2.124) | 0.014 | 1.281 (0.904-1.814) | 0.165 |
| Maximum tumor diameter (per 1 cm increase) | 1.283 (1.163-1.414) | < 0.001 | 1.191 (1.074-1.321) | 0.001 |
| Macrovascular invasion (yes vs no) | 1.654 (1.208-2.254) | 0.002 | 1.322 (0.952-1.834) | 0.096 |
| Extrahepatic spread (yes vs no) | 1.584 (1.142-2.194) | 0.006 | 1.263 (0.894-1.783) | 0.188 |
| AFP (≥ 400 ng/mL vs < 400 ng/mL) | 1.962 (1.432-2.688) | < 0.001 | 1.623 (1.164-2.263) | 0.004 |
| NLR (high vs low) | 2.451 (1.782-3.371) | < 0.001 | 2.084 (1.494-2.904) | < 0.001 |
| AST (≥ 40 U/L vs < 40 U/L) | 1.421 (1.039-1.943) | 0.028 | 1.247 (0.902-1.725) | 0.184 |
| Total bilirubin (≥ 20 μmol/L vs < 20 μmol/L) | 1.378 (1.008-1.883) | 0.045 | 1.176 (0.851-1.625) | 0.325 |
| Albumin (≥ 35 g/L vs < 35 g/L) | 0.721 (0.526-0.988) | 0.042 | 0.814 (0.587-1.128) | 0.216 |
Table 10 Cox proportional hazards regression analysis of factors influencing overall survival in patients with advanced hepatocellular carcinoma treated with programmed cell death protein 1 inhibitors
| Variable | Univariate | Multivariate | ||
| HR (95%CI) | P value | HR (95%CI) | P value | |
| BCLC stage (C vs B) | 2.148 (1.421-3.255) | < 0.001 | 1.763 (1.144-2.715) | 0.010 |
| Child-Pugh grade (B vs A) | 1.681 (1.171-2.413) | 0.005 | 1.405 (0.963-2.051) | 0.077 |
| Maximum tumor diameter (per 1 cm increase) | 1.352 (1.207-1.514) | < 0.001 | 1.241 (1.102-1.398) | < 0.001 |
| Macrovascular invasion (yes vs no) | 1.892 (1.347-2.654) | < 0.001 | 1.475 (1.034-2.105) | 0.032 |
| Extrahepatic spread (yes vs no) | 1.821 (1.271-2.607) | 0.001 | 1.521 (1.044-2.216) | 0.029 |
| AFP (≥ 400 ng/mL vs < 400 ng/mL) | 2.241 (1.578-3.183) | < 0.001 | 1.847 (1.281-2.663) | 0.001 |
| NLR (high vs low) | 2.861 (2.001-4.091) | < 0.001 | 2.421 (1.667-3.516) | < 0.001 |
| AST (≥ 40 U/L vs < 40 U/L) | 1.578 (1.121-2.225) | 0.009 | 1.318 (0.924-1.889) | 0.128 |
| Total bilirubin (≥ 20 μmol/L vs < 20 μmol/L) | 1.518 (1.082-2.139) | 0.016 | 1.261 (0.884-1.799) | 0.202 |
| Albumin (≥ 35 g/L vs < 35 g/L) | 0.652 (0.461-0.923) | 0.016 | 0.745 (0.521-1.067) | 0.108 |
- Citation: Guo R, Gao M. Predictive value of neutrophil-lymphocyte ratio for prognosis in patients with advanced hepatocellular carcinoma treated with programmed cell death 1 inhibitors. World J Gastroenterol 2026; 32(18): 118416
- URL: https://www.wjgnet.com/1007-9327/full/v32/i18/118416.htm
- DOI: https://dx.doi.org/10.3748/wjg.v32.i18.118416