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Published in: Digestive Diseases and Sciences 4/2018

01-04-2018 | Original Article

Novel Albumin–Bilirubin Grade-Based Risk Prediction Model for Patients with Hepatocellular Carcinoma Undergoing Chemoembolization

Authors: Jung Hee Kim, Dong Hyun Sinn, Jeong-Hoon Lee, Dongho Hyun, Sung Ki Cho, Sung Wook Shin, Young Chang, Yoon Jun Kim, Jung-Hwan Yoon, Wonseok Kang, Geum-Youn Gwak, Yong-Han Paik, Joon Hyeok Lee, Kwang Cheol Koh, Seung Woon Paik, Moon Seok Choi

Published in: Digestive Diseases and Sciences | Issue 4/2018

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Abstract

Background

Recently, albumin–bilirubin (ALBI) grade has been suggested as a better surrogate for hepatic functional reserve for patients with hepatocellular carcinoma (HCC).

Aims

We developed and validated a novel prediction model to predict outcome for HCC patients who underwent transcatheter arterial chemoembolization (TACE) as a first-line therapy.

Methods

From a multivariate Cox regression model for overall survival, five objective variables (ALBI grade), the Barcelona clinic liver cancer (BCLC) stage, response after the first TACE session, Alpha-fetoprotein level, and sex were chosen and the ABRAS score was developed from the derivation cohort (n = 476) and scored to generate an 8-point risk prediction model. The model’s prognostic performance was assessed in the randomly assigned internal validation set (n = 475) and external validation set (n = 243).

Results

The ALBI grade was able to stratify patient survival within the same Child–Pugh class. The time-dependent area under receiver operating characteristics curves (AUROCs) for overall survival at 1 and 3 years were 0.78 and 0.73 in the training set, 0.78 and 0.71 in the internal validation set, and 0.70 and 0.65 in the external validation set, respectively. When stratified by BCLC stage, ABRAS score at a cutoff point of more than 3, 4, and 5 for BCLC stage 0/A, B, and C could identify subset of patients with dismal prognosis.

Conclusion

ABRAS score was useful in estimating prognosis for patients who underwent TACE as a first-line therapy. This score can be useful in planning and guiding treatment strategies with TACE, which warrants prospective validation.
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Literature
1.
go back to reference Korean Liver Cancer Study G, National Cancer Center K. KLCSG-NCC Korea practice guideline for the management of hepatocellular carcinoma. Gut Liver. 2014;2015(9):267–317. Korean Liver Cancer Study G, National Cancer Center K. KLCSG-NCC Korea practice guideline for the management of hepatocellular carcinoma. Gut Liver. 2014;2015(9):267–317.
2.
go back to reference Llovet JM, Real MI, Montana X, et al. Arterial embolisation or chemoembolisation versus symptomatic treatment in patients with unresectable hepatocellular carcinoma: a randomised controlled trial. Lancet. 2002;359:1734–1739.CrossRefPubMed Llovet JM, Real MI, Montana X, et al. Arterial embolisation or chemoembolisation versus symptomatic treatment in patients with unresectable hepatocellular carcinoma: a randomised controlled trial. Lancet. 2002;359:1734–1739.CrossRefPubMed
3.
go back to reference Lo CM, Ngan H, Tso WK, et al. Randomized controlled trial of transarterial lipiodol chemoembolization for unresectable hepatocellular carcinoma. Hepatology. 2002;35:1164–1171.CrossRefPubMed Lo CM, Ngan H, Tso WK, et al. Randomized controlled trial of transarterial lipiodol chemoembolization for unresectable hepatocellular carcinoma. Hepatology. 2002;35:1164–1171.CrossRefPubMed
4.
5.
go back to reference European Association For the Study of the Liver. European Organisation for Research and Treatment of Cancer. EASL-EORTC clinical practice guidelines: management of hepatocellular carcinoma. J Hepatol. 2012;56:908–943.CrossRef European Association For the Study of the Liver. European Organisation for Research and Treatment of Cancer. EASL-EORTC clinical practice guidelines: management of hepatocellular carcinoma. J Hepatol. 2012;56:908–943.CrossRef
6.
go back to reference Yang HJ, Lee JH, Lee DH, et al. Small single-nodule hepatocellular carcinoma: comparison of transarterial chemoembolization, radiofrequency ablation, and hepatic resection by using inverse probability weighting. Radiology. 2014;271:909–918.CrossRefPubMed Yang HJ, Lee JH, Lee DH, et al. Small single-nodule hepatocellular carcinoma: comparison of transarterial chemoembolization, radiofrequency ablation, and hepatic resection by using inverse probability weighting. Radiology. 2014;271:909–918.CrossRefPubMed
7.
go back to reference Chung GE, Lee JH, Kim HY, et al. Transarterial chemoembolization can be safely performed in patients with hepatocellular carcinoma invading the main portal vein and may improve the overall survival. Radiology. 2011;258:627–634.CrossRefPubMed Chung GE, Lee JH, Kim HY, et al. Transarterial chemoembolization can be safely performed in patients with hepatocellular carcinoma invading the main portal vein and may improve the overall survival. Radiology. 2011;258:627–634.CrossRefPubMed
8.
go back to reference Lencioni R, de Baere T, Soulen MC, Rilling WS, Geschwind JF. Lipiodol transarterial chemoembolization for hepatocellular carcinoma: a systematic review of efficacy and safety data. Hepatology. 2016;64:106–116.CrossRefPubMed Lencioni R, de Baere T, Soulen MC, Rilling WS, Geschwind JF. Lipiodol transarterial chemoembolization for hepatocellular carcinoma: a systematic review of efficacy and safety data. Hepatology. 2016;64:106–116.CrossRefPubMed
9.
go back to reference Park JW, Chen M, Colombo M, et al. Global patterns of hepatocellular carcinoma management from diagnosis to death: the BRIDGE Study. Liver Int. 2015;35:2155–2166.CrossRefPubMedPubMedCentral Park JW, Chen M, Colombo M, et al. Global patterns of hepatocellular carcinoma management from diagnosis to death: the BRIDGE Study. Liver Int. 2015;35:2155–2166.CrossRefPubMedPubMedCentral
10.
go back to reference Sieghart W, Hucke F, Pinter M, et al. The ART of decision making: retreatment with transarterial chemoembolization in patients with hepatocellular carcinoma. Hepatology. 2013;57:2261–2273.CrossRefPubMed Sieghart W, Hucke F, Pinter M, et al. The ART of decision making: retreatment with transarterial chemoembolization in patients with hepatocellular carcinoma. Hepatology. 2013;57:2261–2273.CrossRefPubMed
11.
go back to reference Adhoute X, Penaranda G, Naude S, et al. Retreatment with TACE: the ABCR SCORE, an aid to the decision-making process. J Hepatol. 2015;62:855–862.CrossRefPubMed Adhoute X, Penaranda G, Naude S, et al. Retreatment with TACE: the ABCR SCORE, an aid to the decision-making process. J Hepatol. 2015;62:855–862.CrossRefPubMed
12.
go back to reference Kim BK, Shim JH, Kim SU, et al. Risk prediction for patients with hepatocellular carcinoma undergoing chemoembolization: development of a prediction model. Liver Int. 2016;36:92–99.CrossRefPubMed Kim BK, Shim JH, Kim SU, et al. Risk prediction for patients with hepatocellular carcinoma undergoing chemoembolization: development of a prediction model. Liver Int. 2016;36:92–99.CrossRefPubMed
13.
go back to reference Johnson PJ, Berhane S, Kagebayashi C, et al. Assessment of liver function in patients with hepatocellular carcinoma: a new evidence-based approach-the ALBI grade. J Clin Oncol. 2015;33:550–558.CrossRefPubMed Johnson PJ, Berhane S, Kagebayashi C, et al. Assessment of liver function in patients with hepatocellular carcinoma: a new evidence-based approach-the ALBI grade. J Clin Oncol. 2015;33:550–558.CrossRefPubMed
14.
go back to reference Pinato DJ, Sharma R, Allara E, et al. The ALBI grade provides objective hepatic reserve estimation across each BCLC stage of hepatocellular carcinoma. J Hepatol. 2016. Pinato DJ, Sharma R, Allara E, et al. The ALBI grade provides objective hepatic reserve estimation across each BCLC stage of hepatocellular carcinoma. J Hepatol. 2016.
15.
go back to reference Kim KM, Sinn DH, Jung SH, et al. The recommended treatment algorithms of the BCLC and HKLC staging systems: Does following these always improve survival rates for HCC patients? Liver Int. 2016;36:1490–1497.CrossRefPubMed Kim KM, Sinn DH, Jung SH, et al. The recommended treatment algorithms of the BCLC and HKLC staging systems: Does following these always improve survival rates for HCC patients? Liver Int. 2016;36:1490–1497.CrossRefPubMed
16.
go back to reference Korean LC, National CC. Practice guidelines for management of hepatocellular carcinoma 2009. Korean J Hepatol. 2009;15(3):391.CrossRef Korean LC, National CC. Practice guidelines for management of hepatocellular carcinoma 2009. Korean J Hepatol. 2009;15(3):391.CrossRef
17.
go back to reference Lencioni R, Llovet JM. Modified RECIST (mRECIST) assessment for hepatocellular carcinoma. Semin Liver Dis. 2010;30:52–60.CrossRefPubMed Lencioni R, Llovet JM. Modified RECIST (mRECIST) assessment for hepatocellular carcinoma. Semin Liver Dis. 2010;30:52–60.CrossRefPubMed
18.
go back to reference Bolondi L, Burroughs A, Dufour JF, et al. Heterogeneity of patients with intermediate (BCLC B) hepatocellular carcinoma: proposal for a subclassification to facilitate treatment decisions. Semin Liver Dis. 2012;32:348–359.PubMed Bolondi L, Burroughs A, Dufour JF, et al. Heterogeneity of patients with intermediate (BCLC B) hepatocellular carcinoma: proposal for a subclassification to facilitate treatment decisions. Semin Liver Dis. 2012;32:348–359.PubMed
19.
go back to reference Yu SJ. A concise review of updated guidelines regarding the management of hepatocellular carcinoma around the world: 2010–2016. Clin Mol Hepatol. 2016;22:7–17.CrossRefPubMedPubMedCentral Yu SJ. A concise review of updated guidelines regarding the management of hepatocellular carcinoma around the world: 2010–2016. Clin Mol Hepatol. 2016;22:7–17.CrossRefPubMedPubMedCentral
20.
go back to reference Sinn DH, Gwak GY, Cho J, Paik SW, Yoo BC. Comparison of clinical manifestations and outcomes between hepatitis B virus- and hepatitis C virus-related hepatocellular carcinoma: analysis of a nationwide cohort. PLoS ONE. 2014;9:e112184.CrossRefPubMedPubMedCentral Sinn DH, Gwak GY, Cho J, Paik SW, Yoo BC. Comparison of clinical manifestations and outcomes between hepatitis B virus- and hepatitis C virus-related hepatocellular carcinoma: analysis of a nationwide cohort. PLoS ONE. 2014;9:e112184.CrossRefPubMedPubMedCentral
21.
go back to reference Edeline J, Blanc JF, Johnson P, et al. A multicentre comparison between Child Pugh and Albumin–Bilirubin scores in patients treated with sorafenib for hepatocellular carcinoma. Liver Int. 2016;36:1821–1828.CrossRefPubMed Edeline J, Blanc JF, Johnson P, et al. A multicentre comparison between Child Pugh and Albumin–Bilirubin scores in patients treated with sorafenib for hepatocellular carcinoma. Liver Int. 2016;36:1821–1828.CrossRefPubMed
22.
go back to reference Liu PH, Hsu CY, Hsia CY et al. ALBI and PALBI grade predict survival for HCC across treatment modalities and BCLC stages in the MELD Era. J Gastroenterol Hepatol. 2016. Liu PH, Hsu CY, Hsia CY et al. ALBI and PALBI grade predict survival for HCC across treatment modalities and BCLC stages in the MELD Era. J Gastroenterol Hepatol. 2016.
23.
go back to reference Golfieri R, Cappelli A, Cucchetti A, et al. Efficacy of selective transarterial chemoembolization in inducing tumor necrosis in small (< 5 cm) hepatocellular carcinomas. Hepatology. 2011;53:1580–1589.CrossRefPubMed Golfieri R, Cappelli A, Cucchetti A, et al. Efficacy of selective transarterial chemoembolization in inducing tumor necrosis in small (< 5 cm) hepatocellular carcinomas. Hepatology. 2011;53:1580–1589.CrossRefPubMed
24.
25.
Metadata
Title
Novel Albumin–Bilirubin Grade-Based Risk Prediction Model for Patients with Hepatocellular Carcinoma Undergoing Chemoembolization
Authors
Jung Hee Kim
Dong Hyun Sinn
Jeong-Hoon Lee
Dongho Hyun
Sung Ki Cho
Sung Wook Shin
Young Chang
Yoon Jun Kim
Jung-Hwan Yoon
Wonseok Kang
Geum-Youn Gwak
Yong-Han Paik
Joon Hyeok Lee
Kwang Cheol Koh
Seung Woon Paik
Moon Seok Choi
Publication date
01-04-2018
Publisher
Springer US
Published in
Digestive Diseases and Sciences / Issue 4/2018
Print ISSN: 0163-2116
Electronic ISSN: 1573-2568
DOI
https://doi.org/10.1007/s10620-018-4934-6

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