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        ©The Author(s) 2024.
    
    
        World J Gastrointest Oncol. May 15, 2024; 16(5): 1808-1820
Published online May 15, 2024. doi: 10.4251/wjgo.v16.i5.1808
Published online May 15, 2024. doi: 10.4251/wjgo.v16.i5.1808
            Table 1 Baseline characteristics in training, test, and validation sets for predicting vessels encapsulating tumor clusters, n (%)
        
    | Characteristic | Training set (n = 177) | Test set (n = 78) | Validation set (n = 54) | ||||
| VETC negative (n = 91) | VETC positive (n = 86) | P value | VETC negative (n = 37) | VETC positive (n = 41) | VETC negative (n = 26) | VETC positive (n = 28) | |
| Clinical features | |||||||
| Age | 55.960 ± 10.102 | 54.350 ± 11.541 | 0.323 | 54.590 ± 9.494 | 58.510 ± 12.386 | 56.270 ± 10.294 | 58.930 ± 8.675 | 
| Gender | 0.578 | ||||||
| Male | 71 (40.1) | 70 (39.5) | 32 (41.0) | 36 (46.2) | 22 (40.7) | 22 (40.7) | |
| Female | 20 (11.3) | 16 (9.0) | 5 (6.4) | 5 (6.4) | 4 (7.4) | 6 (11.1) | |
| Liver disease | 0.750 | ||||||
| HAV | 0 (0.0) | 1 (0.6) | 0 (0) | 0 (0.0) | 0 (0.0) | 0 (0.0) | |
| HBV | 77 (43.5) | 75 (42.4) | 35 (44.9) | 37 (47.4) | 19 (35.2) | 25 (46.3) | |
| HCV | 3 (1.7) | 2 (1.1) | 0 (0.0) | 0 (0.0) | 2 (3.7) | 0 (0.0) | |
| None | 11 (6.2) | 8 (4.5) | 2 (2.6) | 4 (5.1) | 5 (9.3) | 3 (5.6) | |
| AFP-L3 | 0.886 | ||||||
| Negative | 69 (39.0) | 66 (37.3) | 28 (35.9) | 34 (43.6) | 20 (37.0) | 21 (38.9) | |
| Positive | 22 (12.4) | 20 (11.3) | 9 (11.5) | 7 (9.0) | 6 (11.1) | 7 (13.0) | |
| AFP_lg10 | 1.07 (0.49-2.05) | 1.48 (0.92-2.36) | 0.009 | 1.10 (0.64-1.85) | 1.47 (0.85-2.45) | 1.23 (0.69-1.90) | 1.95 (0.90-2.64) | 
| PIVKA-II (mAU/mL) | 50 (27.00-194.05) | 83 (28.00-213.75) | 0.635 | 41 (24.5-135.5) | 88 (31.00-193.52) | 58 (27.75-321.5) | 60 (23.00-295.75) | 
| CA199 (U/mL) | 12.6 (7.6-21.7) | 17.85 (7.4-32.5) | 0.003 | 16.7 (10.6-27.6) | 19.6 (10.4-28.9) | 18.66 (9.4-29.4) | 28.3 (13.6-49.4) | 
| HBsAg | 0.621 | ||||||
| Negative | 14 (7.9) | 11 (6.2) | 2 (2.6) | 6 (7.7) | 7 (13.0) | 4 (7.4) | |
| Positive | 77 (43.5) | 75 (42.4) | 35 (44.9) | 35 (44.9) | 19 (35.2) | 24 (44.4) | |
| HBV/C-DNA, IU/mL | 0.083 | ||||||
| < 50 | 55 (31.1) | 37 (20.9) | 20 (25.6) | 23 (29.5) | 15 (27.8) | 17 (31.5) | |
| 50-103 | 10 (5.6) | 17 (9.6) | 8 (10.3) | 7 (9.0) | 6 (11.1) | 3 (5.6) | |
| 103-105 | 14 (7.9) | 13 (7.3) | 4 (5.1) | 5 (6.4) | 3 (5.6) | 4 (7.4) | |
| > 105 | 12 (6.8) | 19 (10.7) | 5 (6.4) | 6 (7.7) | 2 (3.7) | 3 (5.6) | |
| MRI features | |||||||
| Tumor diameter (cm) | 2.151 ± 0.590 | 2.185 ± 0.560 | 0.689 | 2.089 ± 0.590 | 2.083 ± 0.620 | 2.371 ± 0.600 | 2.086 ± 0.600 | 
| Tumor number | 0.894 | ||||||
| Solitary | 82 (46.3) | 78 (44.1) | 33 (42.3) | 38 (48.7) | 26 (48.1) | 25 (46.3) | |
| Multiple | 9 (5.1) | 8 (4.5) | 4 (5.1) | 3 (3.8) | 0 (0.0) | 3 (5.6) | |
| Shape | 0.004 | ||||||
| Regular | 54 (30.5) | 32 (18.1) | 17 (21.8) | 15 (19.2) | 22 (40.7) | 15 (27.8) | |
| Irregular | 37 (20.9) | 54 (30.5) | 20 (25.6) | 26 (33.3) | 4 (7.4) | 13 (24.1) | |
| Margin | 0.003 | ||||||
| Smooth | 52 (29.4) | 30 (16.9) | 22 (28.2) | 8 (10.3) | 21 (38.9) | 15 (27.8) | |
| Non-smooth | 39 (22.0) | 56 (31.6) | 15 (19.2) | 33 (42.3) | 5 (9.3) | 13 (24.1) | |
| Radiological capsule enhancement | 0.231 | ||||||
| Complete | 25 (14.1) | 33 (18.6) | 11 (14.1) | 6 (7.7) | 17 (31.5) | 13 (24.1) | |
| Incomplete | 49 (27.7) | 36 (20.3) | 16 (20.5) | 27 (34.6) | 4 (7.4) | 9 (16.7) | |
| Absent | 17 (9.6) | 17 (9.6) | 10 (12.8) | 8 (10.3) | 5 (9.3) | 6 (11.1) | |
| Restricted diffusion | 0.276 | ||||||
| Present | 88 (49.7) | 80 (45.2) | 36 (46.2) | 35 (44.9) | 25 (46.3) | 28 (51.9) | |
| Absent | 3 (1.7) | 6 (3.4) | 1 (1.3) | 6 (7.7) | 1 (1.9) | 0 (0.0) | |
| Non-rim APHE | 0.689 | ||||||
| Present | 67 (37.9) | 61 (34.5) | 23 (29.5) | 28 (35.9) | 24 (44.4) | 24 (44.4) | |
| Absent | 24 (13.6) | 25 (14.1) | 14 (17.9) | 13 (16.7) | 2 (3.7) | 4 (7.4) | |
| Rim APHE | 0.037 | ||||||
| Absent | 27 (15.3) | 14 (7.9) | 24 (30.8) | 32 (41.0) | 24 (44.4) | 22 (40.7) | |
| Present | 64 (36.2) | 72 (40.7) | Present | 13 (16.7) | 9 (11.5) | 2 (3.7) | 6 (11.1) | 
| Arterial peritumoral enhancement | < 0.001 | ||||||
| Absent | 83 (46.9) | 52 (29.4) | 34 (43.6) | 27 (34.6) | 22 (40.7) | 15 (27.8) | |
| Present | 8 (4.5) | 34 (19.2) | 3 (3.8) | 14 (17.9) | 4 (7.4) | 13 (24.1) | |
| Nonperipheral “washout” | 0.823 | ||||||
| Present | 61 (34.5) | 59 (33.3) | 21 (26.9) | 29 (37.2) | 19 (35.2) | 22 (40.7) | |
| Absent | 30 (16.9) | 27 (15.3) | 16 (20.5) | 12 (15.4) | 7 (13.0) | 6 (11.1) | |
| Enhancement pattern | 0.832 | ||||||
| Typical | 60 (33.9) | 58 (32.8) | 20 (25.6) | 28 (35.9) | 19 (35.2) | 22 (40.7) | |
| Atypical | 31 (17.5) | 28 (15.8) | 17 (21.8) | 13 (16.7) | 7 (13.0) | 6 (11.1) | |
            Table 2 Univariate and multivariate logistic regression analyses in training set for predicting vessels encapsulating tumor clusters
        
    | Variable | Univariable logistic regression | Multivariable logistic regression | ||||
| OR | 95%CI | P value | OR | 95%CI | P valuea | |
| HBV/C-DNA (IU/mL) | 0.083 | |||||
| 50-103 | 2.527 | 1.043, 6.125 | 0.040 | |||
| 103-105 | 0.464 | 0.583, 3.269 | 0.464 | |||
| > 105 | 2.354 | 1.022, 5.421 | 0.044 | |||
| AFP_Lg10 | 1.607 | 1.126, 2.293 | 0.009 | 1.857 | 1.212, 2.845 | 0.004 | 
| CA199 | 1.033 | 1.011, 1.055 | 0.003 | 1.035 | 1.010, 1.061 | 0.006 | 
| Shape (Irregular) | 2.463 | 1.345, 4.511 | 0.004 | 3.881 | 1.750, 8.609 | 0.001 | 
| Margin (non-smooth) | 2.489 | 1.356, 4.569 | 0.003 | 3.409 | 1.526, 7.616 | 0.003 | 
| Arterial peritumoral enhancement (present) | 6.784 | 2.915, 15.786 | < 0.001 | 4.679 | 1.847, 11.853 | 0.001 | 
            Table 3 Model performance in training, test, and validation sets for predicting vessels encapsulating tumor clusters
        
    | Training | Test | Validation | |
| AUC | 0.811 (0.749, 0.873) | 0.800 (0.702, 0.898) | 0.791 (0.669, 0.914) | 
| Accuracy | 0.734 | 0.705 | 0.722 | 
| Sensitivity | 0.674 | 0.683 | 0.750 | 
| Specificity | 0.813 | 0.811 | 0.769 | 
- Citation: Chen HL, He RL, Gu MT, Zhao XY, Song KR, Zou WJ, Jia NY, Liu WM. Nomogram prediction of vessels encapsulating tumor clusters in small hepatocellular carcinoma ≤ 3 cm based on enhanced magnetic resonance imaging. World J Gastrointest Oncol 2024; 16(5): 1808-1820
- URL: https://www.wjgnet.com/1948-5204/full/v16/i5/1808.htm
- DOI: https://dx.doi.org/10.4251/wjgo.v16.i5.1808

 
         
                         
                 
                 
                 
                 
                 
                         
                         
                        