Observational Study
Copyright ©The Author(s) 2025.
World J Gastroenterol. Jan 14, 2025; 31(2): 100234
Published online Jan 14, 2025. doi: 10.3748/wjg.v31.i2.100234
Table 1 Baseline characteristics and outcomes of patients
Characteristic
Derivation cohort (n = 322)
Missing data in derivation cohort (%)
Validation cohort (n = 155)
Missing data in validation cohort (%)
P value
Demographics
Age (year)58.38 ± 11.86057.7 ± 13.3700.57
Sex, n (%)000.36
    Female132 (40.99)56 (36.13)
    Male190 (59.01)99 (63.87)
Smoking history, n (%)52 (16.25)0.626 (16.77)00.99
Drinking history, n (%)74 (23.12)0.630 (19.35)00.42
Surroundings, n (%)000.67
    Rural93 (28.88)50 (32.26)
    Suburban58 (18.01)24 (15.48)
    Urban171 (53.11)81 (52.26)
Symptom, n (%)000.44
    Melena or hematochezia115 (35.71)49 (31.61)
    Hematemesis207 (64.29)106 (68.39)
Etiology, n (%)000.8
    Chronic HBV infection156 (48.45)69 (44.52)
    Autoimmune liver disease55 (17.08)31 (20.00)
    Alcohol-related50 (15.53)23 (14.84)
    Other61 (18.94)32 (20.65)
Course of cirrhosis (year)2 (0.5-6)3.72 (0.2-6)00.46
Family history of cirrhosis, n (%)52 (16.20)0.37 (4.52)0< 0.01
Endoscopic treatment and presentation
Received emergency endoscopic hemostasis, n (%)28 (8.70)010 (6.45)00.5
Types of varices, n (%)00< 0.01
    EV177 (54.97)28 (18.06)
    EV combined with GV145 (45.03)127 (81.94)
Red color sign, n (%)302 (93.79)0150 (96.77)00.25
Bleeding signs, n (%)49 (15.22)029 (18.71)00.4
Form of varices, n (%)000.57
    F156 (17.39)23 (14.84)
    F2-F3266 (82.61)132 (85.16)
Location of varices, n (%)0.30< 0.01
    Low to middle252 (78.50)146 (94.19)
    High69 (21.50)9 (5.81)
Numbers of varices4 (4-4)4 (4-4)0.73
Diameter of varices (cm)0.9 (0.8-1)0.61 (0.8-1)00.53
Number of EVL (times)2 (1-3)02 (1.5-3)00.05
Received sclerotherapy injections, n (%)139 (43.17)074 (47.74)00.4
Received tissue glue injections, n (%)125 (38.82)065 (41.94)00.58
Comorbidities and complications
Ascites, n (%)220 (68.32)095 (61.29)00.16
Bacterial infection, n (%)48 (14.91)012 (7.74)00.04
Encephalopathy, n (%)13 (4.04)03 (1.94)00.36
Diabetes, n (%)67 (20.87)0.331 (20.00)00.92
Hypertension, n (%)78 (24.30)0.320 (12.90)00.01
Hemorrhagic shock, n (%)10 (3.12)0.32 (1.29)00.38
Heart disease, n (%)16 (4.98)0.37 (4.52)01.00
Laboratory tests
Total bilirubin (μmol/L)21.3 (15-32.02)3.115.8 (10.85-20.85)0< 0.01
Alanine aminotransferase (U/L)25 (17-36)4.321 (15-30)00.01
Aspartate aminotransferase (U/L)35 (26-47)4.328 (21-38.5)0< 0.01
Alkaline phosphatase (U/L)87 (68-130)583 (63.25-107)0.60.05
Total protein (g/L)62.45 ± 8.923.862.9 ± 9.1600.62
Albumin (g/L)31.89 ± 6.073.135.3 ± 5.940< 0.01
Globulin (g/L)29.55 (25.9-34.42)5.627 (23-32)0< 0.01
A/G1.05 (0.87-1.3)5.61.33 (1.08-1.59)0< 0.01
Blood urea nitrogen (mmol/L)5.72 (4.2-7.72)6.85.2 (4.1-6.18)0.6< 0.01
Creatinine (μmoI/L)65.4 (55-79)4.769 (57.25-80.5)0.60.14
Uric acid (μmoI/L)298 (238-372)4.7288 (239-357)00.26
Total cholesterol (mmol/L)3.17 (2.61-3.94)7.53.17 (2.6-3.94)25.80.94
White blood cell (× 109/L)3.1 (2.09-4.75)5.62.66 (1.92-4.47)00.07
Neutrophil (× 109/L)1.96 (1.25-3.52)5.31.6 (1.1-2.77)0.6< 0.01
Lymphocyte (× 109/L)0.7 (0.5-1.03)5.90.7 (0.5-1)1.90.69
Red blood cell (× 109/L)3.05 ± 0.743.43.19 ± 0.7700.08
Hemoglobin (g/L)88.37 ± 24.421.989.1 ± 22.3300.76
Platelet count (× 109/L)68 (45.75-91.25)3.168 (45.5-103)00.68
Prothrombin time (second)14.8 (13.6-16.25)3.414.4 (13.7-15.6)00.07
INR (unit)1.27 (1.15-1.4)41.26 (1.17-1.37)00.48
D-dipolymer (μg/mL)1.45 (0.56-3.34)7.11.1 (0.45-2.37)1.90.12
Thrombin time (second)17.8 (16.9-19.1)6.517.8 (16.67-18.72)1.90.34
Fibrinogen (g/L)200.26 ± 80.045.6185.67 ± 69.841.90.06
CTP (points)7 (6-8)06 (6-7)0< 0.01
CTP class, n (%)00< 0.01
    A (5-6)101 (31.37)83 (53.55)
    B (7-9)190 (59.01)69 (44.52)
    C (10-13)31 (9.63)3 (1.94)
MELD (points)11 (9-13)09 (8-11)0< 0.01
Radiological features
Portal vein thrombosis, n (%)68 (21.12)1.249 (31.61)00.02
Splenic vein diameter (mm)9.6 ± 3.456.89.08 ± 3.944.50.16
Inner diameter of portal vein trunk (mm)13.17 ± 2.346.512.7 ± 2.974.50.07
Use of medication
Use of NSBB, n (%)314 (65.83)0204 (63.35)00.12
Use of PPI, n (%)450 (94.34)0306 (95.03)00.47
Use of antibiotics, n (%)335 (70.23)0219 (68.01)00.16
Outcomes
Rebleeding within 6 weeks, n (%)26 (8.07)07 (4.52)00.21
Rebleeding within 6 months, n (%)60 (18.63)022 (14.19)00.28
Rebleeding within 1 year, n (%)83 (25.78)036 (23.23)00.62
Rebleeding within 2 years, n (%)111 (34.47)051 (32.90)00.81
Follow-up time (day)408.5 (322-885)0447 (366-1108)00.06
Table 2 Predictive performance of the rebleeding event prediction following endoscopic treatment model

C-index
AUC (95%CI)
Brier (95%CI)
The derivation cohort
    6 weeks85.70.856 (0.794-0.918)0.062 (0.042-0.083)
    1 year77.50.796 (0.737-0.855)0.143 (0.121-0.165)
    2 years74.10.790 (0.727-0.853)0.177 (0.149-0.205)
Internal validation
    6 weeks84.20.841 (0.755-0.925)0.066 (0.036-0.102)
    1 year75.90.783 (0.712-0.842)0.153 (0.127-0.185)
    2 years73.50.779 (0.685-0.867)0.184 (0.146-0.233)
External validation
    6 weeks88.50.803 (0.647-0.959)0.04 (0.014-0.066)
    1 year86.20.868 (0.808-0.928)0.127 (0.096-0.159)
    2 years76.80.733 (0.634-0.832)0.194 (0.151-0.237)
Table 3 Model performance in sensitivity analysis and subgroup analyses

C-index
AUC (95%CI)
Brier score (95%CI)
Sensitivity analysis
Exclude patients underwent emergency endoscopy
    6 weeks0.8470.847 (0.781-0.913)0.053 (0.036-0.07)
    1 year0.780.8 (0.749-0.85)0.136 (0.117-0.156)
    2 years0.7240.75 (0.691-0.81)0.188 (0.163-0.213)
Subgroup analysis
Etiology of cirrhosis
    Chronic HBV infection
        6 weeks0.90.915 (0.858-0.973)0.04 (0.021-0.059)
        1 year0.7790.793 (0.718-0.867)0.137 (0.11-0.164)
        2 years0.7170.731 (0.646-0.816)0.195 (0.158-0.232)
    Autoimmune liver disease
        6 weeks0.9130.884 (0.761-1)0.048 (0.011-0.085)
        1 year0.840.892 (0.814-0.97)0.122 (0.083-0.162)
        2 years0.7980.821 (0.69-0.953)0.154 (0.103-0.206)
    Alcohol-related
        6 weeks0.8030.817 (0.705-0.929)0.093 (0.04-0.147)
        1 year0.7860.828 (0.723-0.934)0.138 (0.094-0.183)
        2 years0.7570.783 (0.66-0.907)0.174 (0.126-0.222)
    Other
        6 weeks0.7450.718 (0.532-0.903)0.067 (0.025-0.109)
        1 year0.8120.793 (0.695-0.892)0.153 (0.11-0.196)
        2 years0.7430.777 (0.658-0.897)0.2 (0.141-0.259)
Types of varices
    EV
        6 weeks0.8620.868 (0.796-0.94)0.061 (0.036-0.087)
        1 year0.8360.854 (0.799-0.909)0.129 (0.103-0.155)
        2 years0.7760.822 (0.747-0.896)0.164 (0.131-0.197)
    EV combined with GV
        6 weeks0.8450.823 (0.727-0.919)0.05 (0.029-0.071)
        1 year0.7680.791 (0.726-0.857)0.144 (0.119-0.17)
        2 years0.7150.726 (0.65-0.802)0.203 (0.169-0.237)
Sex
    Male
        6 weeks0.8720.894 (0.845-0.943)0.062 (0.04-0.084)
        1 year0.7960.809 (0.75-0.869)0.139 (0.115-0.163)
        2 years0.7190.724 (0.651-0.798)0.2 (0.167-0.234)
    Female
        6 weeks0.7030.71 (0.539-0.882)0.044 (0.02-0.067)
        1 year0.7810.831 (0.764-0.899)0.136 (0.108-0.164)
        2 years0.7720.831 (0.756-0.907)0.164 (0.13-0.197)
Age
    < 60
        6 weeks0.8890.862 (0.77-0.954)0.046 (0.025-0.067)
        1 year0.7710.783 (0.711-0.854)0.134 (0.107-0.161)
        2 years0.7060.731 (0.649-0.812)0.191 (0.155-0.227)
    ≥ 60
        6 weeks0.8140.826 (0.742-0.909)0.064 (0.039-0.089)
        1 year0.8010.848 (0.792-0.904)0.142 (0.117-0.166)
        2 years0.7610.796 (0.723-0.87)0.181 (0.150-0.213)
Use of NSBB
    Non-NSBB group
        6 weeks0.8460.837 (0.753-0.921)0.079 (0.046-0.113)
        1 year0.8020.835 (0.762-0.908)0.146 (0.114-0.178)
        2 years0.7940.871 (0.805-0.937)0.141 (0.11-0.171)
    NSBB group
        6 weeks0.850.846 (0.754-0.939)0.042 (0.025-0.06)
        1 year0.790.806 (0.75-0.862)0.134 (0.112-0.156)
        2 years0.7080.705 (0.631-0.78)0.21 (0.177-0.242)