Using the Albumin-Bilirubin (ALBI) grade as a prognostic marker for radioembolization of hepatocellular carcinoma
Original Article

Using the Albumin-Bilirubin (ALBI) grade as a prognostic marker for radioembolization of hepatocellular carcinoma

Homan Mohammadi1, Yazan Abuodeh1, William Jin2, Jessica Frakes1, Mark Friedman3, Benjamin Biebel3, Junsung Choi3, Ghassan El-Haddad3, Bela Kis3, Jennifer Sweeney3, Sarah Hoffe1

1Department of Radiation Oncology, Moffitt Cancer Center, Tampa, FL, USA; 2Morsani College of Medicine, University of South Florida, Tampa, FL, USA; 3Department of Gastroenterology, Moffitt Cancer Center, Tampa, FL, USA

Contributions: (I) Conception and design: S Hoffe, J Frakes, W Jin, H Mohammadi; (II) Administrative support: S Hoffe, J Frakes; (III) Provision of study material or patients: M Friedman, B Biebel, J Choi, G El-Haddad, B Kis, J Sweeney, S Hoffe, J Frakes; (IV) Collection and assembly of data: H Mohammadi, Y Abuodeh, J Frakes; (V) Data analysis and interpretation: H Mohammadi, W Jin, Y Abuodeh, S Hoffe; (VI) Manuscript writing: All authors; (VII) Final approval of manuscript: All authors.

Correspondence to: Homan Mohammadi, MD. 12902 Magnolia Drive, Tampa, FL 33612, USA. Email:

Background: The Child-Pugh (CP) class is a commonly used scoring system to measure liver function in patients with hepatocellular carcinoma (HCC). We correlate the Albumin-Bilirubin (ALBI) grading system and CP to overall survival in our HCC patients receiving radioembolization.

Methods: We retrospectively evaluated patients who received radioembolization for HCC between the years 2009–2014. We evaluated the albumin and bilirubin levels in our patients prior to receiving their first (n=124) radioembolization. The ALBI grades were calculated from these data with the formula (log10 bilirubin ×0.66) + (albumin × −0.085) and correlated to outcomes using Mantel-Cox Log analysis. These statistical comparisons were duplicated with CP classes.

Results: Median survival differences between CP class A and B and between ALBI grade 1 and 2 were 4.7 and 9.9 months, respectively. A subset of ALBI grades 1 and 2 were identified within our CP class A patients with a median survival difference of 9.9 months.

Conclusions: ALBI is a more sensitive marker of liver function than CP in the setting of mild dysfunction. Using ALBI, we identified a subset of patients that have significantly better outcomes from Y-90 radioembolization than previously identified with CP.

Keywords: Hepatocellular carcinoma (HCC); radioembolization; Albumin-bilirubin (ALBI); Child-Pugh (CP)

Submitted Apr 05, 2018. Accepted for publication May 13, 2018.

doi: 10.21037/jgo.2018.05.14


Despite advances in cancer management, hepatocellular carcinoma (HCC) remains the sixth most common malignancy and the second leading cause of cancer-related death worldwide (1,2). While surgical resection remains the mainstay of the curative treatment approach, patients with unresectable cancer or poor hepatic reserve secondary to chronic liver disease often cannot undergo this procedure. As such, multiple liver-directed treatment options are utilized including radioembolization of the lesion(s) (3). To assess the degree to which patients will tolerate these liver-directed treatments, various laboratory and scoring systems exist.

Child-Pugh (CP) is one of such scoring systems used to assess liver dysfunction in a variety of medical settings. Its progenitor, the Child score, emerged in the surgical setting in 1964 with the original criteria: serum bilirubin, serum albumin, presence of ascites, underlying neurological disorder, and nutritional status. The classification system split the patient population into three classes which continues to be reflected in the modern day grouping of the CP classes. It was originally devised to assess hepatic reserve for patients with cirrhosis to identify suitable candidates for portal decompression. This publication represented the first recognized scoring system that systematically assessed hepatic function and used it for clinical decision-making (4).

After recognizing these limitations to the scoring system, and realizing that one strongly aberrant value may place a patient in the Child C class, Dr. Pugh revised the scoring system in 1973. He elected to include prothrombin time, exclude nutritional status, modify the lab value cutoffs, and assign points for each factor rather than allow a single abnormal value to place the patient in a worse risk class. The outcome of this change represents the basis of the modern CP classification system. Despite these changes, the purpose of the scoring system remained unchanged; to help identify patients who would benefit from surgical intervention for esophageal hemorrhage in the setting of cirrhosis. While the original scoring system was used to guide surgical decision-making, it has been transposed to non-surgical fields of medicine to assess hepatic reserve in all settings of liver dysfunction (5). The CP classification system is comprised of several criteria that assess liver function (see Table 1). Broadening the spectrum of its use remains clinically relevant.

Table 1
Table 1 Criteria and scores for the Child-Pugh classification system
Full table

Multiple flaws have been identified with the design and use of the modern CP classification system. Although modified from previous criteria, the decision to pick those criteria was done with no significant statistical analyses. Along with this, the arbitrarily chosen cutoff values for these criteria have created an analytical bias. In this bias, a wide range of values may fall under the same CP score, despite representing significant differences in hepatic function. Two of these variables, the presence of hepatic encephalopathy and ascites, are graded subjectively with no concrete guideline that accounts for the severity and impact of pharmacologic management on the score of these criteria. Some of the criteria simply represent overlapping assessments of the liver function, such as ascites and serum albumin level. Finally, the CP system does not offer functional discrimination for patients with HCC outside of the setting of cirrhosis, as a majority of these patients fall into the CP A class (6). Given these issues, newer models for the assessment of liver function have been developed.

Johnson et al. developed the Albumin-Bilirubin (ALBI) model to serve as a purely objective marker of liver function (7). The formula was developed from a large Japanese dataset of patients where hepatitis C virus (HCV) was the predominant etiology of HCC. It was subsequently validated on HCC datasets from China (HBV), Spain, Boston, and United Kingdom (HCV and alcohol abuse), patients receiving sorafenib for unresectable HCC in two international trials, patients with cirrhosis but no HCC, and Japanese patients who had previously undergone HCC resection. They had determined that ALBI was able to achieve the same level of discrimination as the CP system. They were also able to validate the model further to show that within the CP A class, in fact, lie two distinct patient groups that have significant differences in survival outcomes which ALBI was able to discern. We aim to retrospectively assess Moffitt Cancer Center’s outcome data for patients with HCC receiving radioembolization using both the CP and ALBI scoring systems.



With institutional board review approval, we retrospectively collected data from Moffitt Cancer Center patients with HCC who received yittrium-90 (Y-90) radioembolization between July 2009 and March 2014. Patients who were adults with unresectable HCC treated with Y-90 radioembolization were eligible in our analysis. As a standard of care, our patients had their liver function tests evaluated immediately prior to the radioembolization procedure, giving a consistent time point of information which was used to calculate the CP and ALBI values.


HCC diagnosis was made by a multidisciplinary hepatology team using clinical and radiographic information with a confirmatory biopsy only performed when deemed medically necessary. HCC staging was performed based on the American Joint Committee on Cancer staging criteria (8). Patients deemed unresectable by our medical and surgical oncologists at multidisciplinary tumor board were evaluated for locoregional radiotherapy.

Treatment and follow-up

Radioembolization was performed using glass microspheres (TheraSphere; BTG International, West Conshohocken, PA, USA) by our staff interventional radiologists and radiation oncologists. Angiography and technetium-99m scintigraphy were used to estimate lung shunting, identify extrahepatic perfusion, and to perform coil embolization as deemed necessary. The treatment volume was measured on cross-sectional imaging. This was used to calculate the radiation activity based on the Y-90 formula A(Gbq) = [D (Gy) × M (kg)]/50 where A is the activity, D the nominal target dose, and M the liver mass for the planned target volume (PTV) (i.e., segment, lobe, or whole liver). All treatments were delivered in an outpatient setting (9-12). Interdisciplinary follow-up was set on a consistent 1-, 3-, 6-month basis.

Calculation of score values: The CP score was calculated as accepted from the modified system in 1973 (5). The subjective portions of the CP scores were ascertained from clinical notes on the day of or within the 4 weeks prior of the procedure. The ALBI score and grades were calculated as outlined by the ALBI development manuscript using the following formula (7) (Figure 1):

Figure 1 The ALBI grading spectrum. ALBI, Albumin-Bilirubin.

ALBI score = (log10 bilirubin ×0.66) + (albumin × −0.085)

Where bilirubin is measured in µmol/L and albumin is measured in g/L.

Statistical analysis

Non-parametric data were expressed using median value as the central descriptor (range). Overall survival rates were calculated by the Kaplan-Meier method and statistical significance was set at P<0.05 using the Mantel-Cox Log Ranking analysis. All statistical calculations and survival curves were generated using SPSS version 23.2 (IBM, Armonk, New York 10504, USA).


A total of 124 patients were identified to have received radioembolization for confirmed HCC. Median age at the time of treatment was 66 years (range, 45–86 years) with 99 (79.8%) male patients and 25 (20.2%) female patients. Median follow up was 10.1 months. A majority of the patients had no prior targeted therapy (102/124) and only a small group had prior targeted therapy (22/124). Treatment volumes consisted of involved lobes and segments depending on the clinical circumstances and no patient received whole liver Y-90 in one treatment. Typically, treatment was delivered, follow-up parameters were evaluated at 6–8 weeks and, if indicated, additional Y-90 was delivered several weeks later. Since the patients received segmental as well as lobar treatments, the median dose was higher at 131.0 Gy (range, 99.0–777.0 Gy). Patient characteristics are summarized in Table 2. Patients were initially stratified based on CP classes with class A (n=108) having a median survival of 13.10 months (range, 10.10–16.20 months; SD, 1.60), class B (n=14) having a median survival of 8.40 months (range, 1.25–18.34 months; SD, 5.10), and class C (n=2) having a median survival of 0.60 months (range, 0.62–2.86 months; SD, 1.58) (Figure 2). CP classes A and B had significantly better survival functions (P<0.0005, χ2=39.594, df =2). Patients were then stratified into different ALBI grades with grade 1 (n=50) having a median survival of 20.90 months (range, 13.50–28.30 months; SD, 3.80), grade 2 (n=71) having a median survival of 11.00 months (range, 8.40–13.70 months; SD, 1.40), and grade 3 (n=3) having a median survival of 0.60 months (range, 0.62–2.86 months; SD, 1.58) (Figure 3). Lower ALBI grades were significantly associated with better overall survival (P<0.0005, χ2=49.371, df =2). All CP A patients were re-grouped based on their ALBI grades to find that ALBI grade 1 (n=48) had a median survival of 20.90 months (range, 13.60–28.10 months; SD, 3.70) and grade 2 (n=60) had a median survival of 11.00 months (range, 8.50–13.50 months; SD, 1.30) (Figure 4). Lower ALBI grades within the CP A population were associated with significantly better survival outcomes (P=0.002, χ2=9.385, df =1).

Table 2
Table 2 Characteristics of the patient cohort
Full table
Figure 2 Kaplan-Meier survival plot of the entire patient cohort stratified by the Child-Pugh classification system.
Figure 3 Kaplan-Meier survival plot of the entire patient cohort stratified by the Albumin-Bilirubin (ALBI) grading system.
Figure 4 Kaplan-Meier survival plot of the Child-Pugh class A sub-cohort stratified by the Albumin-Bilirubin (ALBI) grading system.


When using the traditional CP classification system, a majority of patients are categorized as the lowest risk category: CP class A. Only a small portion of patients were CP B and only two were CP C. With this representation of the data, the median survival difference between the CP A and CP B classes was 4.7 months. Significantly more patients were graded as ALBI 2 compared to CP B and the median survival difference between ALBI 1 and ALBI 2 was 9.9 months. Once again, only two patients were graded as ALBI 3. This comparison between the median survival differences of the first two groups within each grading system highlights the importance of moving away from the CP system. As a majority of patients are graded as CP A, less information can be drawn from their clinical performance and anticipated outcomes. This lost stratification of patients is observed within the ALBI system which demonstrated a larger survival difference between the first two grading groups. Reclassifying the CP A patients in the ALBI system, the median survival difference between ALBI 1 and ALBI 2 was found to be 9.9 months. Not surprisingly, this number correlates to the initial ALBI 1 and 2 survival differences, as the CP A class represented a majority of the patients in this study. Little information can be drawn from the CP C and ALBI 3 groups as these had minimal patients and statistically insignificant outcomes. This is a reassuring finding as it demonstrates our clinically appropriate selection of patients for radioembolization.

Our study is not the first to demonstrate the utility of the ALBI grade. Prior publications have proposed the use of the ALBI system as a more accurate prognostic model and assessment of patients’ liver dysfunction. It has been found to be valuable as a predictor of outcomes after liver resection for HCC, a prognostic scoring system for primary biliary cirrhosis, for prognosticating outcomes in patients failing sorafenib, discriminating survival after transarterial chemoembolization (TACE) or radioembolization for HCC, and improving existing HCC staging systems (13-18).

Several groups have modified preexisting staging systems with the incorporation of the ALBI grade to improve the prognostication abilities of said staging systems. Chan et al. evaluated the prognostic performance of the Cancer of the Liver Italian Program (CLIP) in a large cohort of 1973 Chinese patients with HCC. They compared the CP-CLIP, ALBI-CLIP, and nine other grading systems using the homogeneity likelihood Chi-square, C-index, and corrected Akaike information criterion. Based on these three criteria, they found both the CP-CLIP and ALBI-CLIP to be the most powerful staging systems out of the 11 that exist. ALBI-CLIP provided comparable prognostic performance compared to CP-CLIP with comparable scores within the ALBI-CLIP having improved median survival (16).

Our study focused on evaluating the CP classes as a whole and did not break each class into their numeric subgroups. The lack of sub-class refinement may have obscured CP’s ability to better discriminate outcomes in the patient sub-populations. However, Hiraoka et al. looked into the CP classes more closely and divided the patients of CP A scores 5 and 6 into ALBI grades separately. Of their 1,285 CP A5 patients, 858 (66.8%) were ALBI 1 and 427 (33.2%) were grade 2. Of their 586 CP A6 patients, 53 (9.0%) were ALBI 1 and 533 (91.0%) were ALBI 2. They also found the percentage of ALBI 2 patients amongst the CP A6 class (91.0%) was similar to that amongst CP B7 class (91.8%). These findings demonstrate the inability of CP to distinguish the difference between the border of CP classes A and B, which was confirmed in our study by the migration of a significant portion of our CP A patients to ALBI 2 grade. Their study further supports the use of ALBI for a higher degree of discrimination as a significant number of CP A5 patients migrated to ALBI grade 2 (19).

For our radioembolization study, only 17.8% of our patients were previously treated with sorafenib. This questions the reliability of ALBI in patients with prior sorafenib use as hepatotoxicity is a known adverse effect of the medication (20,21). The resulting hypoalbuminemia could drastically alter the ALBI grade and place patients in worse risk categories. Other studies have further evaluated the use of ALBI in patients that have received sorafenib. Edeline et al. evaluated 905 patients with HCC treated with sorafenib from 17 centers in the United Kingdom and France. Their ALBI grade 2 patients were found to be comprised of CP A5 (33.3%), CP A6 (44.3%), and CP >A6 (22.4%). They found the median overall survival (OS) in CP classes A5, A6, and > A6 was 10.2, 7.0, and 3.6 months, respectively (P<0.001). Similarly, the median OS in ALBI grades 1, 2, and 3 was 10.9, 6.6, and 3.0 months, respectively (P<0.001). Although they found the discriminatory abilities of CP and ALBI to be similar in the CP A class, CP had better performance in the overall population. Their study once again demonstrates that the CP A class contains a heterogeneous population which can be further stratified by the ALBI grade (1).

In further support of using ALBI in patients treated with sorafenib, Lee et al. evaluated the creation of an ALBI-based criterion for enrolling sorafenib-failed HCC patients in second-line clinical trials. They used patients who developed progressive disease (PD) from their 404 consecutive HCC patients receiving sorafenib. These PD patients were randomized in a 1:1 fashion to the derivation and validation cohorts. The first group was used to create the ALBI-progressive-disease (ALBI-PD) criteria and the second was used to validate it. They found that CP A patients in the derivation and validation groups with PD had post-progression survival (PPS) of 9.6 and 9.7 months, respectively (P<0.001). PPS for patients falling within their ALBI-PD criteria was 3.6 months and 4.9 months if the subjects were beyond their ALBI-PD criteria (P=0.005). Additionally, the ALBI-PD criteria discriminated the PPS among patients in the CP A5-B7 classes with significance. They concluded that their ALBI-PD criteria can differentiate PPS and stratify patients with advanced HCC for second-line clinical trials (14).


In conclusion, our retrospective study supports the use of the ALBI grading system to assess liver function with more discrimination compared to the CP classes in the setting of radioembolization for patients with HCC. This suggests that the ALBI grade may be a useful prognostic tool for liver directed therapy patient selection in this setting. No conclusions can be drawn regarding ALBI grade 3 and CP class C patients as there were too few in our study to analyze.




Conflicts of Interest: The authors have no conflicts of interest to declare.

Ethical Statement: The study was approved by University of South Florida Moffitt Institutional Review Board (IRB No. Pro00003382) and Informed consent was not obtained for this retrospective study as the IRB approved a waiver of signed authorization.


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Cite this article as: Mohammadi H, Abuodeh Y, Jin W, Frakes J, Friedman M, Biebel B, Choi J, El-Haddad G, Kis B, Sweeney J, Hoffe S. Using the Albumin-Bilirubin (ALBI) grade as a prognostic marker for radioembolization of hepatocellular carcinoma. J Gastrointest Oncol 2018;9(5):840-846. doi: 10.21037/jgo.2018.05.14