| Literature DB >> 29339752 |
Shu-Yein Ho1,2, Po-Hong Liu2,3, Chia-Yang Hsu2,4, Yi-You Chiou5,2, Chien-Wei Su1,2, Yun-Hsuan Lee2, Yi-Hsiang Huang1,2,6, Fa-Yauh Lee1,2, Ming-Chih Hou1,2, Teh-Ia Huo7,8,9.
Abstract
Liver functional capacity is a crucial survival determinant for hepatocellular carcinoma (HCC). Noninvasive models were proposed to assess hepatic reserve, but their performance in outcome prediction is unclear. We aimed to investigate 10 currently used liver function models in HCC patients undergoing radiofrequency ablation (RFA). A total 499 HCC patients were prospectively identified. Homogeneity and corrected Akaike information criteria (AICc) were compared. Cox proportional hazards model was used to identify independent survival predictors. Significance survival differences were found across 10 noninvasive models (all p < 0.001) except for GUCI and APRI grade 2 vs 3, and King's score grade 1 vs 2. Among these models, ALBI grade showed the highest homogeneity and lowest AICs value, indicating a better prognostic performance. Within Child-Turcotte-Pugh (CTP) score 5 group, significant survival difference was demonstrated between ALBI grade 1 and 2 (p < 0.001); for those with CTP score 6 or higher, only ALBI grade 2 and 3 showed survival difference (p < 0.001). Cox analysis disclosed that ALBI grade, tumor size and performance status were independent prognostic predictors. There was significant correlation between CTP score and other 9 models. We conclude that ALBI grade may serve as objective and feasible surrogate for prognostic prediction in HCC patients undergoing RFA.Entities:
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Year: 2018 PMID: 29339752 PMCID: PMC5770426 DOI: 10.1038/s41598-018-19251-y
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Baseline characteristics of patients of hepatocellular carcinoma undergoing radiofrequency ablation (RFA).
| Variables | Patients (n = 499) |
|---|---|
| Age (years, median [interquartile range]) | 67 [58–76] |
| Male, n (%) | 326 (65) |
| Etiologies of liver disease | |
| HBV, n (%) | 183 (37) |
| HCV, n (%) | 160 (32) |
| HBV + HCV, n (%) | 19 (4) |
| Alcohol, n (%) | 81 (16) |
| Others, n (%) | 75 (15) |
| aDiabetes mellitus, n (%) | 143 (29) |
| Performance status (0/1/2-3), n (%) | 370/76/53 (74/15/11) |
| Ascites, n (%) | 69 (14) |
| Alpha-fetoprotein(ng/ml, median, [interquartile range]) | 18.24 [6.93–67.67] |
| Laboratory values (mean ± SD) | |
| Alanine aminotransferase (IU/L) | 64.47 ± 55.04 |
| Aspartate aminotransferase (IU/L) | 64.46 ± 52.88 |
| aAlkaline phosphatase (IU/L) | 107.97 ± 78.85 |
| Albumin (g/dl) | 3.75 ± 0.6 |
| Total bilirubin (mg/dl) | 1.08 ± 1.06 |
| Creatinine (mg/dl) | 1.184 ± 1.154 |
| Platelets (1,000/μL) | 125.54 ± 62.13 |
| INR of prothrombin time | 1.09 ± 0.14 |
| Non-invasive liver function models | |
| ALBI grade (1/2/3), n (%) | 209/261/29 (42/52/6) |
| APRI grade (1/2/3), n (%) | 122/205/172(24/41/35) |
| CTP classification (A/B/C), n (%) | 413/76/10 (83/15/2) |
| CDS grade (1/2/3), n (%) | 78/320/101 (16/64/20) |
| FIB-4 grade (1/2/3), n (%) | 37/138/324 (7/28/65) |
| GUCI grade (1/2/3), n (%) | 119/199/181 (24/30/46) |
| Lok index grade (1/2/3), n (%) | 204/196/99 (41/39/20) |
| MELD score (1/2/3), n (%) | 217/197/85 (43/40/17) |
| PALBI grade (1/2/3), n (%) | 273/157/69 (55/31/14) |
| King’s score (1/2/3), n (%) | 31/112/356 (6/22/72) |
| Tumor nodules (1/2/ ≥ 3), n (%) | 384/79/36 (77/16/7) |
| Maximal tumor diameter (≤2/2-3/>3 cm), n (%) | 206/172/121 (41/35/24) |
| TTV (ml, median, [interquartile range]) | 7.24 [2.57–16.25] |
ALBI, Albumin-bilirubin; APRI, Aspartate transaminase-to-Platelet ratio;
CDS, Cirrhosis discriminant index; CTP, Child-Turcotte-Pugh score; FIB-4, Fibrosis-4 score; HBV, hepatitis B virus; HCV, hepatitis C virus; MELD, Model for End-stage liver disease; GUCI, Göteborg University Cirrhosis Index; PALBI, platelet-albumin-bilirubin; TTV, total tumor volume; SD, standard deviation;
aMissing of data of DM and alkaline phosphatase were 3 (0.6%) and 28 (5.6%) patients, respectively.
Formula and grading of noninvasive liver function models.
| Noninvasive liver function models | Formula |
|---|---|
| ALBI, Grade 1/2/3 (<−2.6/−2.6- ≤ −1.39 />−1.39) | (log(Bilirubin[μmol/L]) × 0.66) − (Albumin[g/L] × 0.085) |
| APRI, Grade 1/2/3 (<0.5/0.5–1.5/> 1.5) | AST (/UNL)/platelet (109/L) × 100 |
| CTP, A/B/C (5-6/7–9/10–15) | Encephalopathy: none = 1, grade 1 or 2 = 2, grade 3 or 4 = 3 Ascites: none = 1, mild to moderate = 2, severe = 3 Bilirubin(mg/dl): <2 = 1, 2-3 = 2, >3 = 3 Albumin(g/dl): >3.5 = 1, 2.8–3.5 = 2, <2.8 = 3 PTsec (INR): <4(1.7) = 1, 4–6(1.7–2.3) = 2, >6(>2.3) = 3 |
| CDS, Grade 1/2/3(<4/4–7/>7) | Platelet count (×109/L): >340 = 0; 280–339 = 1; 220–279 = 2; 160–219 = 3; 100–159 = 4; 40–99 = 5; <40 = 6 ALT/AST ratio: >1.7 = 0; 1.2–1.7 = 1; 0.6–1.19 = 2; <0.6 = 3 INR: <1.1 = 0; 1.1–1.4 = 1; >1.4 = 2 CDS is the sum of the above (possible value 0–11) |
| FIB-4 index, Grade 1/2/3 (<1.45/1.45–3.25/>3.25) | Age × AST/[Platelet × (ALT)1/2] |
| GUCI, Grade 1/2/3 (<0.5/0.5–1.56/>1.56) | AST/TOPNORMAL AST × INR ×100/(Platelets × 109) |
| Lok index, Grade 1/2/3 (<0.5/0.5–0.8/>0.8) | Lok Index = e(LogOddsLok)/(1 + e(LogOddsLok)) Log Odds Lok = (1.26 × AST/ALT) + (5.27 × INR) - (0.0089 × Platelets × 109) − 5.56 |
| MELD, Grade 1/2/3 (<8/8–12/>12) | 10 × ((0.957 × ln(Creatinine)) + (0.378 × ln(Bilirubin)) + (1.12 × ln(INR))) + 6.43 |
| PABLI, Grade1/2/3 (≤−2.53, −2.53 and ≤ −2.09, >−2.09) | 2.02 × log10 bilirubin [umol/L] − 0.37 × (log10 bilirubin)2 − 0.04 × albumin[g/L] − 3.48 × log10 platelets[× 109/L] + 1.01 × (log10 platelets[× 109/L]) |
| King’s score Grade 1/2/3 (<7.6/7.6–16.7/>16.7) | Age × AST × INR/[platelets (x109/L)] |
ALBI, Albumin-bilirubin; APRI, Aspartate transaminase-to-Platelet ratio;
CDS, Cirrhosis discriminant index; CTP, Child-Turcotte-Pugh score; FIB-4, Fibrosis-4 score; FCI, Fibrosis-cirrhosis index; FI, fibrosis index; HBV, hepatitis B virus; HCV, hepatitis C virus; MELD, Model for End-stage liver disease; GUCI, Göteborg University Cirrhosis Index;
PALBI, platelet-albumin-bilirubin; SD, standard deviation.
Figure 1Comparison of survival distribution according to (A) ALBI, (B) PALBI, (C) GUCI, (D) CTP, and (E) MELD grading. Significant survival differences are found in all 5 models.
Figure 2Comparison of survival distributions according to (A) CDS, (B) APRI, (C) FIB-4 index, (D) Lok index, and (E) King’s score grading. Significant survival differences are found in all 5 models.
Comparison of prognostic performance of noninvasive liver function models for radiofrequency ablation.
| Homogeneity (Wald χ2) | Corrected Akaike information criteria (AIC) | |
|---|---|---|
| ALBI | 66.396 | 3068.159 |
| APRI | 25.093 | 3109.462 |
| CTP | 37.245 | 3097.310 |
| CDS | 39.791 | 3094.764 |
| FIB-4 | 34.862 | 3099.693 |
| GUCI | 20.585 | 3113.970 |
| Lok index | 39.098 | 3095.457 |
| MELD | 39.644 | 3094.911 |
| PALBI | 38.437 | 3096.117 |
| King’s score | 32.170 | 3102.385 |
Univariate and multivariate survival analysis in patients with hepatocellular carcinoma undergoing RFA cohort.
| Overall survival | Number | Univariate analysis | Multivariate analysis | ||||
|---|---|---|---|---|---|---|---|
| HR | CI |
| HR | CI |
| ||
| Age (<65/≥65 years) | 227/272 | 1.324 | 1.043–1.681 | 0.021 | |||
| Sex (male/female) | 326/173 | 0.836 | 0.647–1.055 | 0.126 | |||
| HBsAg (negative/positive) | 262/237 | 0.767 | 0.606–0.970 | 0.027 | |||
| Anti-HCV (negative/positive) | 296/203 | 1.083 | 0.855–1.372 | 0.510 | |||
| Alcoholism (no/yes) | 418/81 | 1.126 | 0.816–1.554 | 0.471 | |||
| aDM (no/yes) | 353/143 | 1.188 | 0.922–1.530 | 0.183 | |||
| Ascites (absent/present) | 430/69 | 1.966 | 1.442–2.679 | <0.001 | |||
| Creatinine (<1/≥ 1 mg/dL) | 266/233 | 1.347 | 1.066–1.703 | 0.013 | |||
| ALT (≦40/>40 IU/L) | 203/296 | 1.145 | 0.899–1.460 | 0.273 | |||
| AST (≦40/>40 IU/L) | 199/300 | 1.643 | 1.281–2.108 | <0.001 | |||
| aAlk-P (<100/≥ 100 IU/L) | 260/211 | 1.606 | 1.261–2.046 | <0.001 | |||
| INR of PT (<1/≥1) | 127/372 | 1.753 | 1.315–2.336 | <0.001 | |||
| Platelet (≥150,000/<150,000/μL) | 147/352 | 1.763 | 1.325–2.346 | <0.001 | |||
| Alpha-fetoprotein (<20/≥ 20 ng/mL) | 259/240 | 1.4631 | 1.156–1.850 | 0.002 | |||
| Tumor nodules (single/multiple) | 384/115 | 1.235 | 0.945–1.614 | 0.123 | |||
| Tumor size (≦2 cm/>2 cm) | 206/293 | 1.541 | 1.206–1.968 | 0.001 | 1.635 | 1.269–2.106 | <0.001 |
| TTV (≦50 ml/>50 ml) | 472/27 | 1.653 | 1.024–2.668 | 0.040 | |||
| Performance status (0/1–3) | 370/129 | 2.309 | 1.780–2.996 | <0.001 | 1.788 | 1.349–2.369 | <0.001 |
| Albumin-Bilirubin | |||||||
| Grade 1 | 209 | 1 | 1 | ||||
| Grade 2 | 261 | 2.306 | 1.779–2.989 | <0.001 | 2.352 | 1.786–3.098 | <0.001 |
| Grade 3 | 29 | 5.685 | 3.580–8.941 | <0.001 | 4.720 | 2.905–7.669 | <0.001 |
aMissing of data of DM and alkaline phosphatase were 3 (0.6%) and 28 (5.6%) patients, respectively. Pooled results by multiple amputation were here. ALT, alanine aminotransferase; AST, aspartate aminotransferase; Alk-P, alkaline phosphatase; CI, confidence interval; DM, diabetes mellitus; HbsAg, hepatitis B surface antigen; HCV, hepatitis C virus; HR, hazard ratio; INR, international normalized ratio; PT, prothrombin time.
Comparison of different liver function models according to the CTP score.
| CTP score | |||||
|---|---|---|---|---|---|
| Score | 5 | 6 | 7 | >=8 |
|
| ALBI (Mean ± SD) | −2.76 ± 0.32 | −2.14 ± 0.33 | −1.83 ± 0.34 | −1.31 ± 0.36 | <0.001 |
| APRI (Mean ± SD) | 1.08 ± 1.13 | 2.21 ± 2.17 | 2.36 ± 2.22 | 3.51 ± 4.06 | <0.001 |
| CDS (Mean ± SD) | 5.53 ± 1.34 | 6.76 ± 1.46 | 7.33 ± 1.21 | 7.76 ± 1.73 | <0.001 |
| FIB-4 (Mean ± SD) | 4.13 ± 3.34 | 7.87 ± 7.24 | 8.07 ± 5.16 | 10.49 ± 7.57 | <0.001 |
| GUCI (Mean ± SD) | 1.15 ± 1.29 | 2.45 ± 2.46 | 2.86 ± 2.72 | 5.01 ± 6.77 | <0.001 |
| Lok index (Mean ± SD) | 0.47 ± 0.20 | 0.66 ± 0.20 | 0.76 ± 0.18 | 0.83 ± 0.20 | <0.001 |
| MELD (Mean ± SD) | 8.65 ± 2.90 | 9.40 ± 3.11 | 10.56 ± 2.57 | 14.41 ± 3.79 | <0.001 |
| PALBI (Mean ± SD) | −2.71 ± 0.25 | −2.42 ± 0.30 | −2.20 ± 0.28 | −1.73 ± 0.27 | <0.001 |
| King’s score (Mean ± SD) | 34.54 ± 39.30 | 72.21 ± 68.05 | 80.80 ± 79.89 | 134.58 ± 179.17 | <0.001 |
Figure 3The ALBI grade is capable to classify CTP score 5 patients into two prognostic groups (ALBI grade 1 and grade 2, p < 0.001) and CTP score ≧6 into three prognostic groups (p < 0.001).