| Literature DB >> 31533399 |
Jeong-Ju Yoo1, Su Jong Yu2, Bora Lee3, Eun Ju Cho2, Jeong-Hoon Lee2, Sang Gyune Kim1, Yoon Jun Kim2, Young Seok Kim1, Jung-Hwan Yoon2.
Abstract
Background/Aims: Patients with an intermediate stage of hepatocellular carcinoma (HCC) represent a highly heterogeneous population; therefore, many models have been proposed to predict the survival of these patients. The aim of this study was to evaluate the prognostic performance of a novel subclassification for tumors classified as Barcelona Clinic Liver Cancer (BCLC) stage B using the Model to Estimate Survival in Ambulatory HCC patients (MESIAH).Entities:
Keywords: Carcinoma; Classification; Survival; hepatocellular
Mesh:
Year: 2020 PMID: 31533399 PMCID: PMC7234889 DOI: 10.5009/gnl19112
Source DB: PubMed Journal: Gut Liver ISSN: 1976-2283 Impact factor: 4.519
Baseline Characteristics
| Variable | Training set (n=377) | Validation set (n=189) | p-value |
|---|---|---|---|
| Age, yr | 59.3±11.3 | 57.1±11.6 | 0.079 |
| Male sex | 285 (75.6) | 157 (83.1) | 0.055 |
| Platelet, 103/μL | 151.0 (101.0–214.0) | 150.0 (108.0–196.0) | 0.577 |
| Total bilirubin, mg/dL | 0.8 (0.6–1.3) | 1.0 (1.0–1.0) | <0.001 |
| Prothrombin time, INR | 1.1 (1.0–1.2) | 1.0 (1.0–1.0) | <0.001 |
| Creatinine, mg/dL | 0.9 (0.8–1.1) | 1.0 (1.0–1.0) | <0.001 |
| Albumin, g/dL | 3.8±0.6 | 3.8±0.6 | 0.766 |
| MELD | 9.0±3.5 | 8.6±5.7 | 0.003 |
| Child-Pugh score | 5.8±1.2 | 5.6±0.9 | 0.039 |
| Child-Pugh class | 0.107 | ||
| A | 294 (78.0) | 159 (84.1) | |
| B | 83 (22.0) | 30 (15.9) | |
| Maximum size of tumors, cm | 7.1±3.9 | 6.3±3.3 | 0.045 |
| ≤1 | 0 | 2 (1.1) | 0.227 |
| 1–2 | 14 (3.7) | 6 (3.2) | |
| 2–3 | 29 (7.7) | 17 (8.9) | |
| 3–5 | 95 (25.2) | 50 (26.5) | |
| 5–10 | 165 (43.8) | 91 (48.1) | |
| 10–15 | 62 (16.4) | 19 (10.1) | |
| 15–20 | 11 (2.9) | 4 (2.1) | |
| >20 | 1 (0.3) | 0 | |
| No. of tumors | 2.0 (1.0–4.0) | 2.0 (1.0–4.0) | 0.358 |
| 1 | 139 (36.9) | 66 (34.9) | <0.001 |
| 2 | 70 (18.5) | 35 (18.5) | |
| 3 | 48 (12.7) | 25 (13.2) | |
| 4 | 30 (8.0) | 57 (30.2) | |
| ≥5 | 90 (23.9) | 6 (3.2) | |
| α-Fetoprotein, ng/mL | 69.2 (9.0–936.3) | 77.0 (9.0–1,580.0) | 0.488 |
Data are presented as mean±SD, number (%), or median (interquartile range).
INR, international normalized ratio; MELD, Model for End-Stage Liver Disease.
p-values were calculated by Student t-test or the Mann-Whitney U test for continuous variables and by the chi-square test for categorical variables.
Subclassification of Each Staging System
| Variable | Training set (n=377) | Validation set (n=189) |
|---|---|---|
| Bolondi’s BCLC B subclassification | ||
| 1 | 100 (26.5) | 78 (41.3) |
| 2 | 201 (53.3) | 93 (49.2) |
| 3 | 26 (6.9) | 10 (5.3) |
| 4 | 50 (13.3) | 8 (4.2) |
| BCLC B subclassification (revised-A) | ||
| 1 | 100 (26.5) | 78 (41.3) |
| 2 | 201 (53.3) | 103 (54.5) |
| 3 | 76 (20.2) | 8 (4.2) |
| BCLC B subclassification (revised-B) | ||
| 1 | 100 (26.5) | 78 (41.3) |
| 2 | 227 (60.2) | 93 (49.2) |
| 3 | 50 (13.3) | 18 (9.5) |
| MESIAH staging | ||
| 1 | 12 (3.2) | 8 (4.2) |
| 2 | 113 (30.0) | 66 (34.9) |
| 3 | 191 (50.6) | 92 (48.7) |
| 4 | 58 (15.4) | 20 (10.6) |
| 5 | 3 (0.8) | 3 (1.6) |
| Revised MESIAH staging | ||
| 1 | 125 (33.2) | 74 (39.1) |
| 2 | 191 (50.6) | 92 (48.7) |
| 3 | 61 (16.2) | 23 (12.2) |
Data are presented as number (%).
BCLC, Barcelona Clinic Liver Cancer; MESIAH, Model to Estimate Survival in Ambulatory Hepatocellular Carcinoma Patients.
Fig. 1Probability of overall survival according to each subclassification system in the validation set. Kaplan-Meier survival plots stratified by each system group according to each model in the (A) training set and (B) validation set.
BCLC, Barcelona Clinic Liver Cancer; MESIAH, Model to Estimate Survival in Ambulatory Hepatocellular Carcinoma Patients.
Cox Proportional Hazard Regression Analysis for Overall Survival in the Training Set
| Variable | Univariate | |
|---|---|---|
| HR (95% CI) | p-value | |
| Age, yr | 0.99 (0.98–1.00) | 0.124 |
| Male sex | 0.86 (0.66–1.13) | 0.294 |
| MELD | 1.08 (1.05–1.10) | <0.001 |
| Child-Pugh class B vs A | 2.17 (1.66–2.84) | <0.001 |
| Maximum size of tumors, cm | 1.11 (1.08–1.15) | <0.001 |
| No. of tumors | 1.07 (1.02–1.12) | 0.005 |
| α-Fetoprotein (>200 ng/mL vs <200 ng/mL) | 1.72 (1.34–2.21) | <0.001 |
| BCLC B subclassification | ||
| 2 vs 1 | 2.54 (1.81–3.55) | <0.001 |
| 3 vs 1 | 4.03 (2.45–6.63) | <0.001 |
| 4 vs 1 | 4.57 (3.02–6.93) | <0.001 |
| BCLC B subclassification (revised-A) | ||
| 2 vs 1 | 2.53 (1.81–3.55) | <0.001 |
| 3 vs 1 | 4.37 (2.99–6.38) | <0.001 |
| BCLC B subclassification (revised-B) | ||
| 2 vs 1 | 2.68 (1.92–3.73) | <0.001 |
| 3 vs 1 | 4.57 (3.01–6.92) | <0.001 |
| MESIAH staging system | ||
| 2 vs 1 | 3.09 (0.97–9.88) | 0.056 |
| 3 vs 1 | 5.61 (1.78–17.68) | 0.003 |
| 4 vs 1 | 12.46 (3.86–40.18) | <0.001 |
| 5 vs 1 | 6.25 (1.04–37.59) | 0.045 |
| Revised MESIAH staging | ||
| 2 vs 1 | 1.98 (1.47–2.65) | <0.001 |
| 3 vs 1 | 4.22 (2.91–6.12) | <0.001 |
HR, hazard ratio; CI, confidence interval; MELD, Model for End-Stage Liver Disease; BCLC, Barcelona Clinic Liver Cancer; MESIAH, Model to Estimate Survival in Ambulatory Hepatocellular Carcinoma Patients.
Cox Proportional Hazard Regression Analysis for Overall Survival in the Training Set
| Variable | Multivariable Cox PH analysis | Discrimination | Calibration | Goodness-of-fit | |||||
|---|---|---|---|---|---|---|---|---|---|
| HR (95% CI) | p-value | c-statistics (95% CI) | Linear trend χ2 | iAUC (95% CI) | Likelihood ratio χ2 | Somer's Dxy | Generalized R2 | AIC | |
| BCLC B subclassification | 0.656 (0.623–0.687) | 58.8 | 0.629 (0.599–0.658) | 64.9 | 0.311 | 0.158 | 2618.4 | ||
| 2 vs 1 | 2.68 (1.88–3.84) | <0.001 | |||||||
| 3 vs 1 | 1.85 (0.75–4.53) | 0.179 | |||||||
| 4 vs 1 | 2.20 (0.94–5.13) | 0.069 | |||||||
| BCLC B subclassification (revised-A) | 0.654 (0.622–0.685) | 58.4 | 0.628 (0.598–0.657) | 64.7 | 0.308 | 0.158 | 2616.6 | ||
| 2 vs 1 | 2.69 (1.88-–3.84) | <0.001 | |||||||
| 3 vs 1 | 2.07 (0.90–4.73) | 0.086 | |||||||
| BCLC B subclassification (revised-B) | 0.645 (0.611–0.675) | 54.1 | 0.620 (0.589–0.648) | 61.0 | 0.290 | 0.149 | 2620.3 | ||
| 2 vs 1 | 2.56 (1.84–3.58) | <0.001 | |||||||
| 3 vs 1 | 2.86 (1.65–4.97) | <0.001 | |||||||
| MESIAH staging system | 0.651 (0.620–0.685) | 62.1 | 0.624 (0.590–0.659) | 62.9 | 0.302 | 0.154 | 2622.5 | ||
| 2 vs 1 | 3.94 (1.22–12.72) | 0.022 | |||||||
| 3 vs 1 | 7.23 (2.26–23.18) | 0.001 | |||||||
| 4 vs 1 | 16.84 (5.05–56.12) | <0.001 | |||||||
| 5 vs 1 | 6.83 (1.13–41.46) | 0.037 | |||||||
| Revised MESIAH staging | 0.645 (0.613–0.677) | 58.0 | 0.618 (0.587–0.650) | 55.5 | 0.290 | 0.137 | 2625.8 | ||
| 2 vs 1 | 2.07 (1.53–2.81) | <0.001 | |||||||
| 3 vs 1 | 4.36 (2.90–6.56) | <0.001 | |||||||
PH, proportional hazards; HR, hazard ratio; CI, confidence interval; iAUC, incremental area under the curve; AIC, Akaike information criterion; BCLC, Barcelona Clinic Liver Cancer; MESIAH, Model to Estimate Survival in Ambulatory Hepatocellular Carcinoma Patients.
Cox Proportional Hazard Regression Analysis for Overall Survival in the Validation Set
| Variable | Multivariable Cox PH analysis | Discrimination | Calibration | Goodness-of-fit | |||||
|---|---|---|---|---|---|---|---|---|---|
| HR (95% CI) | p-value | c-statistics (95% CI) | Linear trend χ2 | iAUC (95% CI) | Likelihood ratio χ2 | Somer's Dxy | Generalized R2 | AIC | |
| BCLC B subclassification | 0.600 (0.549–0.661) | 13.2 | 0.601 (0.555–0.661) | 13.4 | 0.201 | 0.068 | 814.2 | ||
| 2 vs 1 | 2.84 (1.60–5.02) | <0.001 | |||||||
| 3 vs 1 | 0.33 (0.10–1.15) | 0.081 | |||||||
| 4 vs 1 | 0.70 (0.16–3.01) | 0.629 | |||||||
| BCLC B subclassification (revised-A) | 0.595 (0.540–0.650) | 11.9 | 0.593 (0.540–0.652) | 12.0 | 0.190 | 0.062 | 813.4 | ||
| 2 vs 1 | 1.93 (1.18–3.14) | 0.008 | |||||||
| 3 vs 1 | 1.90 (0.49–7.34) | 0.350 | |||||||
| BCLC B subclassification (revised-B) | 0.581 (0.537–0.655) | 9.8 | 0.589 (0.545–0.650) | 10.5 | 0.162 | 0.054 | 814.9 | ||
| 2 vs 1 | 2.81 (1.59–4.97) | <0.001 | |||||||
| 3 vs 1 | 0.42 (0.14–1.23) | 0.112 | |||||||
| MESIAH staging system | 0.686 (0.635–0.733) | 34.4 | 0.668 (0.620–0.715) | 37.5 | 0.371 | 0.180 | 792.1 | ||
| 2 vs 1 | 0.45 (0.13–1.62) | 0.223 | |||||||
| 3 vs 1 | 1.44 (0.42–4.89) | 0.558 | |||||||
| 4 vs 1 | 3.43 (0.86–13.67) | 0.081 | |||||||
| 5 vs 1 | 3.74 (0.56–25.10) | 0.175 | |||||||
| Revised MESIAH staging | 0.683 (0.631–0.677) | 34.2 | 0.664 (0.611–0.714) | 36.2 | 0.365 | 0.174 | 789.3 | ||
| 2 vs 1 | 2.89 (1.60–5.24) | <0.001 | |||||||
| 3 vs 1 | 7.07 (3.15–15.87) | <0.001 | |||||||
PH, proportional hazards; HR, hazard ratio; CI, confidence interval; iAUC, incremental area under the curve; AIC, Akaike information criterion; BCLC, Barcelona Clinic Liver Cancer; MESIAH, Model to Estimate Survival in Ambulatory Hepatocellular Carcinoma Patients.