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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Abbreviations
- ALBI:
-
Albumin–bilirubin
- HCC:
-
Hepatocellular carcinoma
- TACE:
-
Transcatheter arterial chemoembolization
- BCLC:
-
Barcelona clinic liver cancer
- AUROC:
-
Area under receiver operating characteristics curves
- AST:
-
Aspartate aminotransferase
- ALT:
-
Alanine aminotransferase
- AFP:
-
Alpha-fetoprotein
- PIVKA-II:
-
Protein induced by vitamin K antagonist
- mRECIST:
-
Modified response evaluation criteria in solid tumors
- CR:
-
Complete response
- PR:
-
Partial response
- SD:
-
Stable disease
- PD:
-
Progressive disease
References
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.
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.
Lo CM, Ngan H, Tso WK, et al. Randomized controlled trial of transarterial lipiodol chemoembolization for unresectable hepatocellular carcinoma. Hepatology. 2002;35:1164–1171.
Bruix J, Sherman M. American Association for the Study of Liver D. Management of hepatocellular carcinoma: an update. Hepatology. 2011;53:1020–1022.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
Korean LC, National CC. Practice guidelines for management of hepatocellular carcinoma 2009. Korean J Hepatol. 2009;15(3):391.
Lencioni R, Llovet JM. Modified RECIST (mRECIST) assessment for hepatocellular carcinoma. Semin Liver Dis. 2010;30:52–60.
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.
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.
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.
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.
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.
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.
Lee EW, Khan S. Recent advances in transarterial embolotherapies in the treatment of hepatocellular carcinoma. Clin Mol Hepatol. 2017;23:265.
Dika IE, Abou-Alfa GK. Treatment options after sorafenib failure in patients with hepatocellular carcinoma. Clin Mol Hepatol. 2017;23:273–279.
Author’s contribution
Sinn DH and Choi MS contributed to the study design and supervision; Sinn DH and Kim JH were involved in the statistical analysis; Sinn DH, Lee JH, Kim JH, and Hyun D contributed to the writing of the draft manuscript; Kim JH, Lee JH, Cho SK, Shin SW, Chang Y, Kim JY, Yoon JH, Kang W, Gwak GY, Paik YH, Choi MS, Lee JH, Koh KC, and Paik SW collected the data; Lee JH, Chang Y, Kim JY, Yoon JH, Kang W, Gwak GY, Paik YH, Choi MS, Lee JH, Koh KC, Paik SW, and Choi MS were involved in the critical revision of the manuscript. All authors approved the final version of the manuscript.
Funding
This paper was supported by Research and Business foundation of Sungkyunkwan University (Grant number: S-2015-0047-000).
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Kim, J.H., Sinn, D.H., Lee, JH. et al. Novel Albumin–Bilirubin Grade-Based Risk Prediction Model for Patients with Hepatocellular Carcinoma Undergoing Chemoembolization. Dig Dis Sci 63, 1062–1071 (2018). https://doi.org/10.1007/s10620-018-4934-6
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DOI: https://doi.org/10.1007/s10620-018-4934-6