| Literature DB >> 33981722 |
Li Chen1, Chen-Xi Yu1, Bin-Yan Zhong2, Hai-Dong Zhu1, Zhi-Cheng Jin1, Guang-Yu Zhu1, Qi Zhang1, Cai-Fang Ni2, Gao-Jun Teng1.
Abstract
Purpose: To identify the independent risk factors for transarterial embolization (TACE) refractoriness and to develop a novel TACE refractoriness score and nomogram for predicting TACE refractoriness in patients with hepatocellular carcinoma (HCC).Entities:
Keywords: hepatocellular carcinoma; nomogram; overall survival; risk factors; transarterial embolization refractory
Year: 2021 PMID: 33981722 PMCID: PMC8109267 DOI: 10.3389/fmolb.2021.615133
Source DB: PubMed Journal: Front Mol Biosci ISSN: 2296-889X
FIGURE 1Patient selection. HCC: hepatocellular carcinoma; TACE: transarterial chemoembolization.
Baseline characteristics in the study cohort.
| Characteristics | TACE-refractory group ( | TACE-non-refractory group ( |
|
|---|---|---|---|
| Age, yr, mean (range) | 61.33 (33–89) | 66.30 (36–90) | 0.129 |
| Sex (male/female) | 83/10 (89%) | 18/2 (90%) | 1.000 |
| Hepatitis B (yes/no) | 67/26 (72%) | 17/3 (85%) | 0.273 |
| PS (0/1) | 65/28 (70%) | 16/4 (80%) | 0.425 |
| TBIL (μmol/L), mean ± SD | 18.19 ± 12.97 | 16.93 ± 8.64 | 0.680 |
| ALB (g/L), mean ± SD | 36.28 ± 5.31 | 37.74 ± 5.02 | 0.263 |
| AST (IU/L), mean ± SD | 51.05 ± 62.10 | 48.25 ± 34.43 | 0.846 |
| ALT (IU/L), mean ± SD | 40.01 ± 36.46 | 45.10 ± 25.25 | 0.554 |
| WBC (109/L), mean ± SD | 5.75 ± 2.23 | 6.09 ± 2.87 | 0.547 |
| Hb (g/L), mean ± SD | 134.56 ± 18.77 | 135.05 ± 18.62 | 0.916 |
| BCLC stage (A/B) | 20/73 (22%) | 9/11 (45%) | 0.029 |
| HKLC stage (I/II/III) | 21/32/40 | 7/9/4 | 0.133 |
| TN, mean ± SD | 3.34 ± 1.61 | 2.05 ± 1.23 | 0.001 |
| TD, cm, mean ± SD | 7.26 ± 4.31 | 7.02 ± 3.99 | 0.819 |
| BI (yes/no) | 47/46 (51%) | 1/19 (5%) | <0.001 |
PS: physical status; TBIL: total bilirubin; ALB: albumin; AST: aspartate transaminase; ALT: alanine aminotransferase; WBC: white blood cell count; TN: tumor number; TD: tumor diameter; BI: bilobular invasion; SD: standard deviation.
Baseline characteristics between the study and validation cohorts.
| Characteristics | Study cohort ( | Validation cohort ( |
|
|---|---|---|---|
| Age, yr, mean (range) | 62.21 (33–90) | 59.64 (27–92) | 0.125 |
| Sex (male/female) | 101/12 (89%) | 96/26 (79%) | 0.033 |
| Hepatitis B (yes/no) | 84/29 (74%) | 71/51 (58%) | 0.013 |
| PS (0/1) | 81/32 (72%) | 93/29 (76%) | 0.459 |
| TBIL (μmol/L), median | 17.97 ± 12.3 | 18.08 ± 8.7 | 0.409 |
| ALB (g/L), mean ± SD | 36.54 ± 5.27 | 39.1 ± 5.05 | <0.001 |
| AST (IU/L), mean ± SD | 50.56 ± 58.05 | 76.41 ± 183.62 | 0.004 |
| ALT (IU/L), mean ± SD | 40.91 ± 34.70 | 60.67 ± 136.3 | 0.022 |
| WBC (109/L), mean ± SD | 5.52 ± 2.26 | 6.06 ± 2.43 | 0.434 |
| Hb (g/L), mean ± SD | 134.65 ± 18.66 | 132.28 ± 20.25 | 0.354 |
| BCLC stage (A/B) | 29/84 (26%) | 4/118 (3%) | <0.001 |
| HKLC stage (I/II/III) | 28/41/44 | 18/53/51 | 0.144 |
| TN, mean ± SD | 3.12 ± 2.62 | 3.32 ± 1.12 | 0.423 |
| TD, cm, mean ± SD | 7.21 ± 4.24 | 7.81 ± 4.11 | 0.279 |
| BI (yes/no) | 48/65 (36%) | 40/82 (22%) | 0.139 |
PS: physical status; TBIL: total bilirubin; ALB: albumin; AST: aspartate transaminase; ALT: alanine aminotransferase; WBC: white blood cell count; TN: tumor number; TD: tumor diameter; BI: bilobular invasion; SD: standard deviation.
FIGURE 2Kaplan-Meier survival curves of the study cohort. Green line: TACE-refractory group. Blue line: TACE-non-refractory group.
FIGURE 3Kaplan-Meier survival curves of the validation cohort. Green line: TACE-refractory group. Blue line: TACE-non-refractory group.
FIGURE 4Neural network analysis. BI: bilobular invasion; TN: tumor number. There were six nodes in the hidden layers. A total of 70% of samples were selected for training and the remaining 30% for validation.
Multivariate analysis of prognostic factors of the study cohort.
| Variable | Multivariate analysis | TACE refractoriness Score | |||
|---|---|---|---|---|---|
| OR | 95% CI |
| |||
| TN | 1.465 | 1.183–1.815 | 0.001 | TN×1 | |
| BI | No | 1.0 | 0 | ||
| Yes | 12.572 | 1.556–101.565 | 0.018 | 7.5 | |
TN: tumor number, BI: bilobular invasion.
FIGURE 5Nomogram for TACE refractoriness. TN: tumor number; BI: bilobular invasion. According to a patient’s condition, locate the patient’s point on the TN/BI axis and draw a line upwards to find the corresponding point. The sum of these two points (variables) can then be located on the total points axis, and a line is to be drawn downwards to match the likelihood of developing TACE refractoriness.
Baseline characteristics in the validation cohort.
| Characteristics | TACE-refractory group ( | TACE-non-refractory group ( |
|
|---|---|---|---|
| Age, yr, mean (range) | 59.42 (27–92) | 60.41 (36–85) | 0.716 |
| Sex (male/female) | 77/18 (81%) | 19/8 (70%) | 0.287 |
| Hepatitis B (yes/no) | 53/42 (56%) | 18/9 (66%) | 0.380 |
| PS (0/1) | 75/20 (79%) | 18/9 (66%) | 0.206 |
| TBIL (μmol/L), mean ± SD | 17.37 ± 8.51 | 20.58 ± 9.07 | 0.081 |
| ALB (g/L), mean ± SD | 39.44 ± 5.02 | 37.91 ± 4.36 | 0.167 |
| AST (IU/L), mean ± SD | 79.56 ± 205.70 | 65.33 ± 61.34 | 0.482 |
| ALT (IU/L), mean ± SD | 63.61 ± 153.07 | 50.32 ± 40.18 | 0.788 |
| WBC (109/L), mean ± SD | 6.24 ± 2.55 | 5.42 ± 1.88 | 0.123 |
| Hb (g/L), mean ± SD | 131.95 ± 20.64 | 133.44 ± 19.14 | 0.736 |
| BCLC stage (A/B) | 1/94 (1%) | 3/24 (11%) | 0.034 |
| HKLC stage (I/II/III) | 11/40/44 | 7/13/7 | 0.074 |
| TN, mean ± SD | 3.44 ± 1.09 | 2.89 ± 1.16 | 0.032 |
| TD, cm, mean ± SD | 8.20 ± 4.20 | 6.45 ± 3.50 | 0.051 |
| BI (yes/no) | 34/61 (36%) | 6/21 (22%) | 0.247 |
PS: physical status; TBIL: total bilirubin; ALB: albumin; AST: aspartate transaminase; ALT: alanine aminotransferase; WBC: white blood cell count; TN: tumor number; TD: tumor diameter; BI: bilobular invasion; SD: standard deviation.