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Retrospective Study
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
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
Gender0.0350.851
    Male105 (83.33)89 (82.41)
    Female21 (16.67)19 (17.59)
Age (years)56.81 ± 5.1557.49 ± 5.021.0200.309
BMI (kg/m2)22.46 ± 1.4722.15 ± 1.591.5360.126
History of smoking58 (46.03)55 (50.93)0.5580.455
History of alcohol consumption52 (41.27)49 (45.37)0.3990.528
Etiology0.2500.883
    Hepatitis B113 (89.68)98 (90.74)
    Hepatitis C5 (3.97)3 (2.78)
    Others8 (6.35)7 (6.48)
BCLC stage5.6610.017
    B46 (36.51)24 (22.22)
    C80 (63.49)84 (77.78)
Child-Pugh grade3.0090.083
    A104 (82.54)79 (73.15)
    B22 (17.46)29 (26.85)
ECOG PS score3.9510.047
    087 (69.05)61 (56.48)
    139 (30.95)47 (43.52)
Maximum tumor diameter (cm)7.61 ± 1.938.79 ± 2.214.350< 0.001
Macrovascular invasion57 (45.24)67 (62.04)6.5880.010
Extrahepatic spread81 (64.29)84 (77.78)5.0910.024
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 ± 146.85762.18 ± 176.418.248< 0.001
NLR2.85 ± 0.723.82 ± 1.028.296< 0.001
ALT (U/L)45.86 ± 10.4848.17 ± 11.271.6260.105
AST (U/L)50.24 ± 12.3154.39 ± 13.762.4380.016
Total bilirubin (μmol/L)18.86 ± 4.2820.62 ± 4.922.9430.004
Albumin (g/L)38.42 ± 3.8136.87 ± 3.943.0460.003
International normalized ratio1.11 ± 0.261.22 ± 0.272.9280.004
Blood urea nitrogen (mmol/L)5.27 ± 1.125.48 ± 1.261.3450.180
Serum creatinine (μmol/L)78.46 ± 15.2381.34 ± 16.481.3850.167
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)0.8490.4291.9780.0482.3361.0085.413
Maximum tumor diameter (cm)0.2860.0982.9200.0041.3311.0981.612
Macrovascular invasion (yes vs no)0.4520.3911.1560.2481.5720.7303.382
Extrahepatic spread (yes vs no)0.6090.4241.4380.1501.8390.8024.218
AFP (ng/mL)0.0060.0014.668< 0.0011.0061.0041.009
NLR1.4740.2735.402< 0.0014.3652.5577.451
AST (U/L)0.0380.0152.5230.0121.0391.0081.070
Total bilirubin (μmol/L)0.1120.0442.5600.0101.1191.0271.219
Albumin (g/L)-0.1270.050-2.5240.0120.8800.7980.972
International normalized ratio0.4380.7230.6050.5451.5490.3756.390
Table 4 Receiver operating characteristic analysis of factors influencing poor prognosis
Variable
Best_threshold
Sensitivities
Specificities
AUC
Youden_index
F1_score
BCLC stage0.50.7780.3570.5670.1350.615
Maximum tumor diameter (cm)9.1650.4440.8250.6570.2690.539
AFP (ng/mL)673.8550.6940.7460.7780.440.698
NLR3.1650.7590.690.7850.4490.716
AST (U/L)57.640.3980.7780.5860.1760.48
Total bilirubin (μmol/L)19.570.5830.6030.5980.1860.57
Albumin (g/L)37.6950.6110.5870.6070.1980.375
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
Gender0.5130.474
    Male109 (84.50)85 (80.95)
    Female20 (15.50)20 (19.05)
Age (years)56.98 ± 5.1257.65 ± 5.051.0070.315
BMI (kg/m2)22.44 ± 1.4922.19 ± 1.581.2180.224
History of smoking58 (44.96)55 (52.38)1.2760.259
History of alcohol consumption52 (40.31)49 (46.67)0.9530.329
Etiology0.1970.906
    Hepatitis B116 (89.92)95 (90.48)
    Hepatitis C5 (3.88)3 (2.86)
    Others8 (6.20)7 (6.67)
BCLC stage5.8280.016
    B47 (36.43)23 (21.90)
    C82 (63.57)82 (78.10)
Child-Pugh grade3.7900.052
    A107 (82.95)76 (72.38)
    B22 (17.05)29 (27.62)
ECOG PS score4.0810.043
    089 (68.99)59 (56.19)
    140 (31.01)46 (43.81)
Maximum tumor diameter (cm)7.52 ± 1.848.76 ± 2.124.800< 0.001
Macrovascular invasion56 (43.41)68 (64.76)10.5930.001
Extrahepatic spread82 (63.57)83 (79.05)6.6730.010
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 ± 125.63783.27 ± 182.2910.26< 0.001
ALT (U/L)45.92 ± 10.4548.08 ± 11.321.5160.131
AST (U/L)49.98 ± 12.2554.78 ± 13.822.8120.005
Total bilirubin (μmol/L)18.95 ± 4.2520.74 ± 4.952.9830.003
Albumin (g/L)38.34 ± 3.7936.77 ± 3.973.0990.002
International normalized ratio1.10 ± 0.271.22 ± 0.283.472< 0.001
Blood urea nitrogen (mmol/L)5.25 ± 1.115.51 ± 1.271.6870.093
Serum creatinine (μmol/L)78.49 ± 15.3181.32 ± 16.541.3570.176
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
CR21 (16.28)8 (7.62)
PR25 (19.38)9 (8.57)
SD46 (35.66)43 (40.95)
PD37 (28.68)45 (42.86)
ORR46 (35.66)17 (16.19)10.3860.001
DCR92 (71.32)60 (57.14)5.1100.024
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)-1.0450.336-3.1120.0020.3520.1820.680
BCLC stage (C vs B)-0.2220.369-0.6020.5520.8010.3871.656
Maximum tumor diameter (cm)-0.1320.080-1.6490.1020.8770.7491.027
Macrovascular invasion (yes vs no)-0.0680.332-0.2060.8380.9340.4831.805
Extrahepatic spread (yes vs no)-0.3270.340-0.9630.3340.7210.3711.402
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)0.0021.512 (1.021-2.239)0.040
Child-Pugh grade (B vs A)1.521 (1.088-2.124)0.0141.281 (0.904-1.814)0.165
Maximum tumor diameter (per 1 cm increase)1.283 (1.163-1.414)< 0.0011.191 (1.074-1.321)0.001
Macrovascular invasion (yes vs no)1.654 (1.208-2.254)0.0021.322 (0.952-1.834)0.096
Extrahepatic spread (yes vs no)1.584 (1.142-2.194)0.0061.263 (0.894-1.783)0.188
AFP (≥ 400 ng/mL vs < 400 ng/mL)1.962 (1.432-2.688)< 0.0011.623 (1.164-2.263)0.004
NLR (high vs low)2.451 (1.782-3.371)< 0.0012.084 (1.494-2.904)< 0.001
AST (≥ 40 U/L vs < 40 U/L)1.421 (1.039-1.943)0.0281.247 (0.902-1.725)0.184
Total bilirubin (≥ 20 μmol/L vs < 20 μmol/L)1.378 (1.008-1.883)0.0451.176 (0.851-1.625)0.325
Albumin (≥ 35 g/L vs < 35 g/L)0.721 (0.526-0.988)0.0420.814 (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)< 0.0011.763 (1.144-2.715)0.010
Child-Pugh grade (B vs A)1.681 (1.171-2.413)0.0051.405 (0.963-2.051)0.077
Maximum tumor diameter (per 1 cm increase)1.352 (1.207-1.514)< 0.0011.241 (1.102-1.398)< 0.001
Macrovascular invasion (yes vs no)1.892 (1.347-2.654)< 0.0011.475 (1.034-2.105)0.032
Extrahepatic spread (yes vs no)1.821 (1.271-2.607)0.0011.521 (1.044-2.216)0.029
AFP (≥ 400 ng/mL vs < 400 ng/mL)2.241 (1.578-3.183)< 0.0011.847 (1.281-2.663)0.001
NLR (high vs low)2.861 (2.001-4.091)< 0.0012.421 (1.667-3.516)< 0.001
AST (≥ 40 U/L vs < 40 U/L)1.578 (1.121-2.225)0.0091.318 (0.924-1.889)0.128
Total bilirubin (≥ 20 μmol/L vs < 20 μmol/L)1.518 (1.082-2.139)0.0161.261 (0.884-1.799)0.202
Albumin (≥ 35 g/L vs < 35 g/L)0.652 (0.461-0.923)0.0160.745 (0.521-1.067)0.108


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