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©The Author(s) 2018.
World J Gastroenterol. Sep 7, 2018; 24(33): 3786-3798
Published online Sep 7, 2018. doi: 10.3748/wjg.v24.i33.3786
Published online Sep 7, 2018. doi: 10.3748/wjg.v24.i33.3786
Table 1 Demography of patients with intrahepatic cholangiocarcinoma or hepatocellular carcinoma n (%)
Characteristic | Training set (n = 117) | Validation set (n = 59) | P value | ||
ICC | HCC | ICC | HCC | ||
Number of patients | 56 (47.9) | 61 (52.1) | 32 (27.4) | 27 (23.1) | 0.425 |
Gender | 0.148 | ||||
Male | 35 (29.9) | 56 (47.9) | 24 (20.5) | 21 (17.9) | |
Female | 21 (17.9) | 5 (4.3) | 8 (6.8) | 6 (5.1) | |
Age (yr)1 | 55 ± 11 (32-84) | 55 ± 11 (32-84) | 53 ± 10 (18-76) | 57 ± 11 (33-82) | 0.646 |
Hepatitis status | 0.627 | ||||
Hepatitis B | 53 (45.3) | 59 (50.4) | 31 (26.5) | 27 (23.1) | |
Hepatitis B + C | 3 (2.6) | 2 (1.7) | 1 (0.9) | 0 (0) | |
AFP > 20 (μg/L) | 11 (9.4) | 29 (24.8) | 3 (2.6) | 11 (9.4) | 0.655 |
CA 19-9 > 35 (U/mL) | 22 (18.8) | 6 (5.1) | 15 (12.8) | 3 (2.6) | 0.691 |
Nodule size | 0.782 | ||||
≤ 3.0 cm | 5 (4.3) | 9 (7.7) | 2 (1.7) | 3 (2.6) | |
3.1-5.0 cm | 9 (7.7) | 17 (14.5) | 8 (6.8) | 6 (5.1) | |
> 5.0 cm | 42 (35.9) | 35 (29.9) | 22 (18.8) | 18 (15.4) | |
Number of nodules | 0.156 | ||||
One | 39 (33.3) | 42 (35.9) | 25 (21.4) | 24 (20.5) | |
Multiple | 17 (14.5) | 19 (16.2) | 7 (6.0) | 3 (2.6) |
Table 2 Comparison and univariate analysis of contrast-enhanced ultrasound features between intrahepatic cholangiocarcinoma and hepatocellular carcinoma n (%)
CEUS features | ICC1 (n = 62) | HCC1 (n = 55) | P value | OR | (95%CI) |
Irregular shape | 31 (50.0) | 9 (16.4) | 0.000 | 5.037 | (2.002, 13.786) |
Hyper-enhanced in arterial phase | 55 (88.7) | 54 (98.2) | 0.065 | 0.147 | (0.003, 1.210) |
Hypo/iso-enhanced in arterial phase | 7 (11.3) | 1 (1.8) | 0.065 | 6.783 | (0.827, 314.886) |
Hypo-enhanced in portal phase | 61 (98.4) | 40 (72.7) | 0.000 | 22.391 | (3.206, 973.549) |
Hypo-enhanced in late phase | 61 (98.4) | 51 (92.7) | 0.186 | 4.728 | (0.449, 239.097) |
Rim-enhancement | 40 (64.5) | 1 (1.8) | 0.000 | 94.271 | (14.202, 3946.676) |
Early washout (< 60 s) | 57 (91.9) | 17 (30.9) | 0.000 | 24.563 | (8.022, 92.533) |
Duration of enhancement (< 30 s) | 49 (79.0) | 11 (20) | 0.000 | 14.614 | (5.653, 41.160) |
Tumor supply artery | 12 (19.4) | 29 (52.7) | 0.000 | 4.581 | (1.904, 11.618) |
Peripheral circular artery or tumor capsule | 2 (3.2) | 14 (25.5) | 0.000 | 10.060 | (2.137, 95.937) |
Intra-tumoral vein | 36 (58.1) | 2 (3.6) | 0.000 | 35.556 | (8.118, 327.503) |
Obscure boundary of tumor | 43 (69.4) | 12 (21.8) | 0.000 | 7.942 | (3.268, 20.550) |
Obscure boundary of intra-tumoral non-enhanced area | 40 (64.5) | 1 (1.8) | 0.000 | 94.271 | (14.202, 3946.676) |
Marked washout | 38 (61.3) | 1 (1.8) | 0.000 | 82.367 | (12.448, 3454.264) |
Table 3 Comparison of the diagnostic performance of the contrast-enhanced ultrasound score vs contrast-enhanced ultrasound liver imaging reporting and data system in distinguishing intrahepatic cholangiocarcinoma from hepatocellular carcinoma
Sensitivity | Specificity | PPV | NPV | Accuracy | AUC | (95%CI) | P value | |
Training set (n = 117) | ||||||||
CEUS LI-RADS | 0.936 | 0.691 | 0.773 | 0.905 | 0.821 | 0.813 | (0.744, 0.882) | 0.000 |
CEUS score | 0.871 | 0.946 | 0.947 | 0.867 | 0.906 | 0.958 | (0.924, 0.993) | |
Validation set (n = 59) | ||||||||
CEUS LI-RADS | 1.000 | 0.485 | 0.605 | 1.000 | 0.712 | 0.742 | (0.656, 0.829) | 0.000 |
CEUS score | 0.885 | 0.909 | 0.885 | 0.909 | 0.898 | 0.953 | (0.907, 0.999) | |
≤ 5.0 cm subgroup (n = 59) | ||||||||
CEUS LI-RADS | 0.917 | 0.600 | 0.611 | 0.913 | 0.729 | 0.758 | (0.658, 0.858) | 0.000 |
CEUS score | 0.750 | 0.886 | 0.818 | 0.838 | 0.831 | 0.902 | (0.824, 0.980) | |
≤ 3.0 cm subgroup (n = 19) | ||||||||
CEUS LI-RADS | 0.857 | 0.750 | 0.667 | 0.900 | 0.790 | 0.804 | (0.614, 0.993) | 0.512 |
CEUS score | 0.571 | 0.917 | 0.800 | 0.786 | 0.790 | 0.833 | (0.636, 1.000) |
Table 4 Univariate and multivariate logistic regression of independent variables in the prediction of intrahepatic cholangiocarcinoma
Factors | Univariate analysis | Multivariate analysis | ||
OR (95%CI) | P value | OR (95%CI) | P value | |
Gender (female) | 0.149 (0.046, 0.403) | < 0.001 | 0.190 (0.034,0.908) | 0.044 |
Age (yr) | ||||
> 40 | 0.786 (0.220, 2.618) | 0.696 | NA | NA |
> 50 | 1.630 (0.778, 3.450) | 0.197 | NA | NA |
AFP (mg/L) > 20 | 0.331 (0.148, 0.717) | 0.006 | 0.508 (0.107, 2.212) | 0.370 |
CA199 (U/mL) > 35 | 10.577 (4.152, 31.070) | < 0.001 | 5.352 (1.108, 30.336) | 0.043 |
CEUS score | 12.188 (5.475, 37.787) | < 0.001 | 14.078 (5.608, 52.831) | < 0.001 |
Table 5 Comparison of the AUC, NRI and IDI of the contrast-enhanced ultrasound score nomogram vs contrast-enhanced ultrasound liver imaging reporting and data system nomogram in distinguishing intrahepatic cholangiocarcinoma from hepatocellular carcinoma
AUC | (95%CI) | P value | NRI | (95%CI) | P value | IDI | (95%CI) | P value | |
Training set (n = 117) | |||||||||
CEUS LI-RADS nomogram | 0.891 | (0.834, 0.948) | < 0.001 | 0.446 | (0.263, 0.629) | < 0.001 | 0.210 | (0.140, 0.280) | < 0.001 |
CEUS score nomogram | 0.971 | (0.948, 0.995) | |||||||
Validation set (n = 59) | |||||||||
CEUS LI-RADS nomogram | 0.916 | (0.854, 0.978) | 0.036 | 0.077 | (-0.141, 0.295) | 0.488 | 0.152 | (0.044, 0.260) | 0.006 |
CEUS score nomogram | 0.973 | (0.941, 1.000) | |||||||
≤ 5.0 cm subgroup (n = 59) | |||||||||
CEUS LI-RADS nomogram | 0.835 | (0.744, 0.926) | 0.008 | 0.382 | (0.069, 0.695) | 0.017 | 0.177 | (0.065, 0.289) | 0.002 |
CEUS score nomogram | 0.929 | (0.870, 0.988) | |||||||
≤ 3.0 cm subgroup (n = 19) | |||||||||
CEUS LI-RADS nomogram | 0.881 | (0.732, 1.000) | 0.601 | -0.202 | (-0.572, 0.167) | 0.283 | -0.117 | (-0.284, 0.050) | 0.171 |
CEUS score nomogram | 0.905 | (0.772, 1.000) |
- Citation: Chen LD, Ruan SM, Liang JY, Yang Z, Shen SL, Huang Y, Li W, Wang Z, Xie XY, Lu MD, Kuang M, Wang W. Differentiation of intrahepatic cholangiocarcinoma from hepatocellular carcinoma in high-risk patients: A predictive model using contrast-enhanced ultrasound. World J Gastroenterol 2018; 24(33): 3786-3798
- URL: https://www.wjgnet.com/1007-9327/full/v24/i33/3786.htm
- DOI: https://dx.doi.org/10.3748/wjg.v24.i33.3786