Skip to main content

ORIGINAL RESEARCH article

Front. Nucl. Med., 22 July 2022
Sec. Radionuclide Therapy
This article is part of the Research Topic Women in Radionuclide Therapy: 2023 View all 6 articles

ALBI grade for outcome prediction in patients affected by hepatocellular carcinoma treated with transarterial radioembolization

\nFabrizia Gelardi,*&#x;Fabrizia Gelardi1,2*Marcello Rodari&#x;Marcello Rodari2Cristiano Pini,Cristiano Pini1,2Roberta Zanca,Roberta Zanca1,2Alessia Artesani,Alessia Artesani1,2Giovanni TosiGiovanni Tosi2Arturo Chiti,Arturo Chiti1,2Martina Sollini,Martina Sollini1,2
  • 1Department of Biomedical Sciences, Humanitas University, Milan, Italy
  • 2Istituti di Ricovero e Cura a Carattere Scientifico (IRCCS) Humanitas Research Hospital, Milan, Italy

Introduction and aim: Diagnosis of hepatocellular carcinoma (HCC) often occurs when the disease is unresectable and therapeutic options are limited. The extent of disease and liver function according to Child-Pugh (C-P) classification are the main prognostic factors guiding clinicians in the management of HCC. The integration of albumin-bilirubin (ALBI) grade is emerging to assess liver function on account of its objectivity and reproducibility. Our aim was to investigate the value of the ALBI grade in predicting the outcome in patients treated with transarterial radioembolization (TARE).

Methods: We retrospectively enrolled patients with advanced and unresectable HCC treated with TARE in our institution. All patients underwent a preliminary dosimetric study before Yttrium-90 resin microsphere TARE. Barcelona Clinic Liver Cancer (BCLC), C-P, and ALBI scores were established at the time of TARE. Overall survival (OS), progression-free survival (PFS), and survival after TARE were assessed with the Kaplan-Meier method. Survival analyses were stratified according to ALBI grade, C-P, and BCLC classification. Univariate and multivariate Cox proportional regression models determined the association between prognostic factors and clinical outcomes.

Results: In total, 72 patients were included in the study, showing an OS of 51 months. The ALBI grade identified groups of patients with different prognoses both in the whole cohort and within the C-P classes, especially between ALBI 1 and ALBI 2. This result is confirmed also within BCLC classes. In treatment naïve patients, the ALBI grade was not able to predict outcomes, whereas the presence and degree of portal vein thrombosis (PVT) significantly affected prognosis.

Conclusions: The ALBI grade provided a more accurate prognostic stratification than the C-P classification in patients with intermediate and advanced HCC treated with TARE. However, the outcome of HCC is affected not only by liver function but also by disease-related characteristics, such as disease burden and degree of PVT. Including the ALBI grade in clinical guidelines may improve the management of patients affected by HCC.

Background and aim

Hepatocellular carcinoma (HCC) accounts for 90% of primary liver cancer and cirrhosis resulting from chronic hepatitis is the major risk factor (1). HCC occurs more frequently in men with an overall age-standardized male-to-female ratio of 3.55 (2). Unfortunately, HCC is mostly diagnosed at intermediate and advanced stages when the disease is unresectable and burdened by a poor prognosis (3, 4). European Association for the Study of the Liver (EASL) guidelines address a treatment strategy by tumor extent, liver function, and performance status, according to the Barcelona Clinic Liver Cancer (BCLC) classification (5). Treatments of the unresectable disease include—among others—transarterial radioembolization (TARE), which is recommended in case of ineffectiveness or contraindication to other endo-arterial treatments, even in presence of portal vein thrombosis (PVT) (57). Liver function and tumor burden are the two factors considered in clinical decision-making algorithms as, together with malignancy burden, they affect the outcome of HCC (8, 9). The Child-Pugh (C-P) classification is the most widely used system to assess liver function (10). C-P score is based on highly subjective clinical parameters, while some variables are interrelated (i.e., albumin and ascites) and therefore counted two times. In addition, objective laboratory values are simplified to categorical values, resulting in less informative (9, 11). C-P classification is not always accurate and its usefulness in prognostic stratification of HCC is limited, as most of the patients are placed in class A at the onset of disease (9). Moreover, patients with preserved liver function may be incorrectly assigned to C-P class B, although they would benefit from curative surgery. On the other hand, patients with liver impairment should be treated with less invasive ablative therapies or systemic agents, despite they were included in C-P A (12, 13). More recently, Johnson et al. proposed the integration of albumin-bilirubin (ALBI) grade as a new prognostic score to assess liver function (14). The ALBI grade considers only albumin and total bilirubin as continuous variables, overcoming the inherent limitations of C-P classification (9, 14). This new model is promising and could replace C-P as an inclusion criterion in the design of clinical trials on account of its objectivity and reproducibility (9). The aim of our study was to assess the role of the ALBI classification system in predicting outcomes in patients treated with TARE. We further investigated the impact of the independent disease- and treatment-related factors on prognosis.

Methods

Patients' selection

This was a single-center observational retrospective study. We enrolled consecutive patients with advanced and unresectable HCC treated with TARE in IRCCS Humanitas Research Hospital between March 2014 and September 2020. The liver multidisciplinary tumor board selected patients to be treated with TARE. The institutional ethics committee approved the study, which was conducted in accordance with the Declaration of Helsinki. All patients signed written informed consent before treatment according to good clinical practice. A specific written consent to participate was waived due to the observational and retrospective nature of the study.

Treatment

Before treatment, all patients performed a dosimetric study with 99mTc-macroaggregated albumin (MAA) single-photon emission computerized tomography (SPECT)/CT to predict tumor and organs at risk (OAR) absorbed dose using the partition model method (15). The percentage of the systemic shunt was assessed and patients with significant shunts were excluded from treatment. To prevent the spread of resin microspheres to other organs, when necessary, a selective prophylactic embolization of distal hepatoenteric vessels visualized at preliminary arteriography was performed. All patients were treated with Yttrium-90 resin microspheres (SIR-Spheres, Sirtex Medical Pty Ltd., North Sydney, NSW, Australia). Yttrium-90 resin microspheres were administered by an experienced nuclear medicine physician (MR) in collaboration with interventional radiologists and medical physicists under local anesthesia. After treatment, patients underwent a PET/CT scan to confirm the placement of resin microspheres.

Data collection

Clinical data were retrospectively collected from electronic medical records, such as patients' characteristics (sex and age), underlining cirrhosis etiology, previous treatments, and HCC characteristics (location, number of lesions, and presence/grade of PVT). PVT grade was classified according to Xu classification in type A in case of involvement of the main portal vein or both right and left branches of the portal vein and type B in case of involvement of either right or left branch of the portal vein (16). BCLC and C-P classes were calculated at the time of TARE. Treatment details were collected, such as the number of procedures, the treated lesions, the volume of the treated lesion(s), Yttrium-90 administered activity, tumor absorbed dose, and percentage of a systemic shunt. Values of routine laboratory tests (albumin, total bilirubin, international normalized ratio (INR), alkaline phosphatase, and alpha-fetoprotein [AFP]) before the procedure were recorded. ALBI score was calculated by using values of albumin and total bilirubin assayed before TARE. ALBI score ≤-2.60 was defined as grade 1, >-2.60 but ≤-1.39 as grade 2, and >-1.39 as grade 3 (14).

Follow-up and outcome assessment

Treatment response was clinically and radiologically assessed. All patients performed laboratory tests and clinical examinations about 15 days after the procedure. Radiological imaging (CT or MRI) was performed 45 days and 3 months after TARE. Subsequently, patients performed routine follow-up visits, laboratory tests, and radiological imaging. Overall Survival (OS) was established from the date of diagnosis to the date of death. A 4-month survival time was assumed in patients with disease progression and forwarded to Integrated Domiciliary Assistance (ADI) at the last follow-up (5, 17). Patients lost at follow-up were contacted by telephone. Still-living patients were censored at the last follow-up. Progression-free survival (PFS) was established from the date of TARE to the date of clinical or radiological disease progression. Survival after TARE was calculated from the time of the first TARE to the date of death. Follow-up data collection ended on 1 March 2022.

Statistical analyses

Baseline patients' characteristics were summarized in frequency tables. Non-normally distributed continuous variables were reported as the median and interquartile range (IQR). Categorical variables were reported as the number of cases and percentages. Treatment-related data were aggregated in patients who underwent more than one procedure (i.e., volume of treated lesions, administered activity, tumor absorbed dose, and pulmonary shunt). OS and PFS were computed with the Kaplan-Meier method and survival distributions were compared with a log-rank test. OS and PFS were presented as median and 95% CIs. Survival curves were drawn according to BCLC class, ALBI grade, C-P class, and scores. Survival analyses in each BCLC class were sub-stratified according to ALBI to investigate whether a more appropriate prognostic stratification could be provided. Survival analyses were sub-stratified according to ALBI also in C-P class A and C-P score 5. The limited number of patients in C-P class B and C-P scores 6–8 did not allow for a reliable sub-stratification of these groups of patients. Further survival analyses were performed based on treatments before TARE, by splitting the population into “naïve” and previously treated patients. Univariate and multivariate Cox proportional hazards regression models were performed to determine the strength of the association between each prognostic factor and OS/PFS. Hazard ratios (HRs) and 95% confidence intervals (CIs) were reported. Significant variables in univariate regression analysis and variables of interest according to literature and guidelines (5) were included in multivariate regression analysis with the backward stepwise method. The best model was identified using the Akaike Information Criterion (AIC). All statistical analyses were performed with STATA (STATA version 17.0 SE, StataCorp LLC, College Station, TX, USA). A p-value ≤ 0.05 was considered statistically significant.

Results

Baseline patients' characteristics

Seventy-nine consecutive patients with HCC eligible for TARE were screened. Among them, three patients were not treated for a high pulmonary shunt at dosimetry. In one additional case, TARE was contraindicated for a high level of total bilirubin. Among the 75 patients who underwent TARE, three patients lost at follow-up were non-contactable by phone and therefore excluded from the analysis. Finally, data of seventy-two patients were analyzed. Baseline patients' characteristics and treatment details are described in Table 1.

TABLE 1
www.frontiersin.org

Table 1. Baseline patients' characteristics and treatment details.

OS analyses

At the end of the study, 14 of 72 (19%) patients were still living. The cause of death was related to liver disease in 57 patients (i.e., liver failure or metastatic spread of HCC). One patient died of bronchopneumonia. The median OS of the entire cohort of patients was 51 months. OS in BCLC class B was longer than in class C (62 vs. 27 months; Table 2). Kaplan-Meier curves according to ALBI grade identified categories of patients with the different outcomes (Figure 1A). Specifically, Patients with ALBI 1 showed improved survival as compared to ALBI 2 (95.3 vs. 43.4 months). C-P did not provide a suitable prognostic stratification (Figure 1B).

TABLE 2
www.frontiersin.org

Table 2. Overall survival and progression-free survival analyses in the overall population.

FIGURE 1
www.frontiersin.org

Figure 1. Kaplan-Meier overall survival estimate according to integration of albumin-bilirubin (ALBI) grade (A) and Child-Pugh classification (B) in the entire population.

Integration of albumin-bilirubin (ALBI) grade identified clusters of patients with different prognoses even within C-P classes. In C-P class A, we observed a progressive decrease in survival in agreement with ALBI (95.3 vs. 38.37 vs. 34.4; Figure 2A). Similarly, C-P score of 5 showed an OS of 95.3 months in ALBI 1 as compared to 30.3 in ALBI 2 (Figure 2B).

FIGURE 2
www.frontiersin.org

Figure 2. Kaplan-Meier overall survival estimate according to integration of albumin-bilirubin (ALBI) grade within Child-Pugh class A (A) and score 5 (B).

We assessed the ability of survival stratification of both ALBI grade and C-P classification within BCLC classes. The ALBI grade revealed a high predictive power in both BCLC classes, resulting in ALBI 1 patients with better prognosis as compared to ALBI 2 and 3 in both BCLC classes (Figures 3A,B). Conversely, the C-P classification did not reach at any significance (p-values of 0.98 and 0.5 in BCLC B and C, respectively). In BCLC class B, C-P class A achieved an OS of 62 vs. 58 months in C-P B. In BCLC C, OS in C-P class A was 27 months as compared to 24.6 in C-P class B.

FIGURE 3
www.frontiersin.org

Figure 3. Kaplan-Meier overall survival estimate according to integration of albumin-bilirubin (ALBI) grade within Barcelona Clinic Liver Cancer (BCLC) class B (A) and C (B).

The presence and degree of PVT affected OS in the entire cohort, despite not reaching statistical significance. Patients with no PVT survived longer as compared to patients with Type A and Type B PVT, resulting in 62, 43, and 16 months, respectively (Table 2).

OS analyses according to previous treatments

In previously treated patients, OS was significantly higher as compared to treatment naïve patients, resulting in 74.6 vs. 19.8 months (Table 2). The ALBI grade provided an effective survival stratification among patients who underwent other treatments before TARE (Figure 4A), whereas treatment naïve patients did not (16.2 vs. 20.3 months, p-value = 0.7). In treatment naïve patients, a statistically significant difference in OS was found in the presence and degree of PVT (Figure 4B). Even in this case, C-P classification was not significantly associated with survival in both classes (p-values of 0.46 and 0.43).

FIGURE 4
www.frontiersin.org

Figure 4. Kaplan-Meier overall survival estimate according to integration of albumin-bilirubin (ALBI) grade in previously treated patients (A) and according to portal vein thrombosis (PVT) in treatment naïve patients (B).

PFS analyses

Two patients showed a complete response at imaging follow-up and did not experience disease progression. The median PFS of the entire cohort was 5.4 months (Table 2). At the end of the study, 58 patients had disease progression. Although the number of patients in progression was almost equal to the number of deaths, the two groups overlapped only partially (61 of 72 matched). ALBI grade was not significantly associated with PFS. However, median PFS was longer in ALBI 1 than in ALBI 2/3 (Table 2). PFS according to the C-P classification resulted significantly improved in the lower classes. Specifically, C-P class A showed a PFS of 6 months as compared to 2.6 months in class B (Figure 5A). Similarly, C-P score 5 exhibited a higher PFS than the other classes, achieving 8.8 months (Figure 5B).

FIGURE 5
www.frontiersin.org

Figure 5. Kaplan-Meier progression-free survival estimate according to C-P class (A) and score (B) in the entire population.

Survival after TARE

The median survival after TARE in the entire population was 16 months (95% CI 11.7–17.7). The ALBI grade provided a better prognostic stratification as compared to the C-P classification, despite not reaching significance criteria (p-values of 0.17 and 0.3, respectively). Patients with ALBI 1 showed a prolonged survival as compared to ALBI 2 and 3 (29 vs. 13.3 vs. 10.8 months). According to the C-P classification, we found the highest survival in score 5 (17 months). However, survival after TARE in C-P score 7 was higher as compared to score 6 (10.8 vs. 6.3 months).

Univariate and multivariate Cox analyses

Multivariate Cox analysis adjusted for lines of therapy and the elapsed time between diagnosis and TARE showed that Type B PVT, ALBI grade 2, and volume of treated lesions were significantly and independently associated with OS (HR 2.6, 2.43, and 1.001, respectively). Only Hepatitis C Virus (HCV) etiology of liver disease has been identified as a favorable prognostic factor for survival with 0.47 HR (Table 3). C-P scores 5 and 6 and AFP were identified as independent prognostic factors significantly associated with PFS, with HRs of 2.2, 3.15, and 1, respectively (Table 3).

TABLE 3
www.frontiersin.org

Table 3. Univariate and multivariate Cox regression analysis of variables associated with overall survival (OS) and progression-free survival (PFS).

HR, Hazard Ratio; HCV, Hepatitis C Virus; HBV, Hepatitis B Virus; TAE, Transarterial Embolization; TACE, Transarterial Chemoembolization; PVT, portal vein thrombosis; Gy, Gray.

Discussion

Our study confirmed that ALBI grade was successful in the prognostic assessment of HCC in patients treated with TARE. Moreover, C-P classification resulted in unreliable in terms of prognosis and ALBI grade outperformed C-P classification across BCLC classes. In our cohort, median OS in ALBI 1 was more than two times higher than patients with ALBI 2, with a survival difference of more than 50 months. Conversely, C-P class A survival resulted lower than class B, as well as a score of 5 as compared to a score of 6. The unreliability of the C-P classification was in contrast with Johnson et al. and Antkowiak et al. who found that the C-P classification allows a fair degree of prognostic discrimination (14, 18).

The ALBI model, developed and tested in HCC and cirrhotic patients, resulted in an excellent prognostic stratification. Clusters of patients with different outcomes were identified according to ALBI within C-P class A, highlighting the great intra-class heterogeneity of patients with HCC. Within C-P class A patients treated with surgical resection, they observed a difference in survival of more than 50 months between ALBI 1 and 2 (14), consistent with our findings. Comparable results are reported in the literature in different clinical settings, such as surgery, transarterial treatments, and sorafenib (12, 1926).

Antkowiak et al. also demonstrated that ALBI is an effective method for prognosis stratification in a larger population. Median OS resulted in 46.7, 19.1, and 8.8 months in ALBI 1, 2, and 3, respectively (18).

Mohammadi et al. applied the ALBI model to 124 patients with unresectable HCC treated with TARE. The survival difference between ALBI 1 and 2 was 9.9 months, whereas between C-P class A and B was only 4.7 months. In reclassifying C-P A patients with ALBI, the gap between ALBI 1 and ALBI 2 remained at 9.9 months (27). Similarly, in our cohort, the ALBI grade assessed before TARE demonstrated a great power of prognostic discrimination within the C-P classes (Figure 2). In class A, patients with ALBI 1 showed a difference of almost 60 months in survival as compared to ALBI 2 and 3. This result further confirmed the limits of C-P in prognostic stratification and the great heterogeneity within C-P classes, suggesting that these patients might not be considered equally in treatment decisions. Unfortunately, we were unable to apply the same approach in C-P score 6, as 11 of 12 patients were ALBI 2.

Hickey et al. demonstrated the superiority of ALBI in predicting survival even within C-P class B. A survival difference of 4 months was observed between ALBI 2 and ALBI 3 in 428 patients with HCC treated with TARE. However, 215 patients belonged to C-P class B, whereas only 4 patients were assigned to ALBI 1 and therefore almost the whole population was distributed between ALBI 2 and 3 (28). Conversely, the majority of patients treated in our institute were fit and with preserved liver function. Among 72 patients, only nine patients were classified in C-P B, as well as six patients were graded as ALBI 3. Therefore, it was not possible for us to draw any conclusions regarding these two categories.

Even within BCLC classes, the ALBI grade performed better than the C-P classification. In BCLC class B, the ALBI grade recognized a group of patients with a significantly higher prognosis (Figure 3A). However, according to the BCLC classification, patients with C-P class A and B are considered equally in intermediate stages. Therefore, although EASL guidelines currently do not discriminate between preserved and moderately impaired liver function (5), clinicians should also consider the ALBI grade when selecting patients for treatment with TARE. In a post-hoc analysis of the Sorafenib vs. Radioembolization in Advanced Hepatocellular Carcinoma (SARAH) trial, Palmer et al. suggested that preserved liver function (ALBI 1) and a tumor burden ≤25% might be useful criteria to identify patients to be treated with TARE (29).

As the majority of HCCs were selected for TARE when other treatments failed, we assumed that the effect of previous surgery or ablative therapies could influence our results. Therefore, we split the population into naïve and previously treated patients, and we performed survival analyses on the two populations separately. OS in naïve patients was about 4-fold shorter than in previously treated patients (19.8 vs. 74.6 months) and in this group of patients, the ALBI grade was not correlated with prognosis, supporting that the ALBI grade has a prognostic value only in a specific setting of patients.

We also found a significant difference in terms of survival according to PVT, supporting the assumption that tumor extension—over liver function—had a greater impact on prognosis in this subset (Figure 4B).

Therefore, considering that patients with HCC are treated with TARE in the first line when ineligible for other therapies as in case of advanced disease and in presence of PVT (7, 30) that does not represent a contraindication for TARE, it should be considered that the presence and extent of PVT negatively impact on prognosis (7, 31, 32), as further confirmed by our results. Several classification systems of PVT are available, and we selected Xu classification for our study, as it demonstrated a prognostic impact in a simple and clear fashion (16, 33). Nevertheless, we proved that naïve patients benefitted from TARE (median OS of 19.8 months) regardless of the presence and the extent of PVT (OS rates in patients with no, Type A, or Type B PVT were 36.8, 19.8, and 10 months, respectively), compared to untreated patients with HCC, who survive on average 6.8 months (4). Notably, the median survival rate after TARE was almost comparable to that reported from CIRT—the largest prospective European study on a study on TARE—(16 vs. 16.5 months) (34).

Conclusions

In conclusion, the ALBI grade allowed an effective prognostic stratification in patients with intermediate-advanced HCC treated with TARE. Moreover, C-P classification resulted in unreliable in terms of outcome prediction. However, the ALBI grade is applicable only to a specific subset of patients. In cases with HCC not treatable by surgery or ablative therapies, not only the ALBI grade but rather disease-related features, such as disease burden and PVT degree, should be carefully considered before performing TARE. Our results suggested that current guidelines might be improved by replacing the C-P classification with the ALBI grade for a better treatment decision-making.

Limitations

Our study was affected by some limitations related to its retrospective nature and the relatively small sample size. It was not possible to comprehensively evaluate and therefore draw conclusions about patients in advanced classes, such as ALBI 3 and C-P B. Our cohort was rather unbalanced, as most patients fell into ALBI 1 and 2 and C-P A, restricting the analysis to these classes. The survival estimate was partially limited by the presence of a proportion of censored patients (19%). OS might be overestimated for patients with disease progression and forwarded to ADI at the last follow-up as we assumed a 4-month survival time. Finally, in the absence of liver disease burden quantification, we used the volume of treated lesions calculated at pre-treatment scintigraphy as a surrogate.

Data availability statement

The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.

Ethics statement

The Ethics Committee of IRCCS Humanitas Research Hospital approved the study and did not require a written consent to participate due to the observational and retrospective nature of the study. All patients signed a written informed consent for the diagnostic and therapeutic procedures described in the study.

Author contributions

FG and MR conceptualized and designed the study. MR, FG, CP, RZ, and GT collected the clinical data. FG and AA performed data analysis. FG, CP, and MS prepared the tables and figures. FG and MS interpreted the analyses results and drafted the paper. MS and AC critically commented the paper. All authors critically revised the paper and approved the submitted version of the manuscript. All authors contributed to the article and approved the submitted version.

Conflict of interest

AC: AmGen, speaker honorarium; Blue Earth Diagnostics, advisory board, speaker honorarium; Novartis, Advisory Board, speaker honorarium; Sirtex, speaker honorarium.

The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Publisher's note

All claims expressed in this article are solely those of the author and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.

References

1. Global Cancer Observatory. Available from: https://gco.iarc.fr/ (accessed April 7, 2022).

2. Liu P, Xie SH, Hu S, Cheng X, Gao T, Zhang C, et al. Age-specific sex difference in the incidence of hepatocellular carcinoma in the United States. Oncotarget. (2017) 8:68131–7. doi: 10.18632/oncotarget.19245

PubMed Abstract | CrossRef Full Text | Google Scholar

3. Kulik L, El-Serag HB. Epidemiology and management of hepatocellular carcinoma. Gastroenterology. (2019) 156:477–91.e1. doi: 10.1053/j.gastro.2018.08.065

PubMed Abstract | CrossRef Full Text | Google Scholar

4. Cabibbo G, Maida M, Genco C, Parisi P, Peralta M, Antonucci M, et al. Natural history of untreatable hepatocellular carcinoma: A retrospective cohort study. World J Hepatol. (2012) 4:256–61. doi: 10.4254/wjh.v4.i9.256

PubMed Abstract | CrossRef Full Text | Google Scholar

5. Galle PR, Forner A, Llovet JM, Mazzaferro V, Piscaglia F, Raoul JL, et al. EASL clinical practice guidelines: management of hepatocellular carcinoma. J Hepatol. (2018) 69:182–236. doi: 10.1016/j.jhep.2018.03.019

PubMed Abstract | CrossRef Full Text | Google Scholar

6. Llovet JM, Brú C, Bruix J. Prognosis of hepatocellular carcinoma: the BCLC staging classification. Semin Liver Dis. (1999) 19:329–37. doi: 10.1055/s-2007-1007122

PubMed Abstract | CrossRef Full Text | Google Scholar

7. Carr LM, Mulcahy MF, Lewandowski RJ, Atassi B, Ryu RK, et al. Safety and efficacy of 90Y radiotherapy for hepatocellular carcinoma with and without portal vein thrombosis. Hepatology. (2008) 47:71–81. doi: 10.1002/hep.21980

PubMed Abstract | CrossRef Full Text | Google Scholar

8. El-Serag HB, Kanwal F. Epidemiology of hepatocellular carcinoma in the United States: Where are we? Where do we go? Hepatology. (2014) 60:1767–75. doi: 10.1002/hep.27222

PubMed Abstract | CrossRef Full Text | Google Scholar

9. Knox JJ. Addressing the interplay of liver disease and hepatocellular carcinoma on patient survival: The ALBI scoring model. J Clin Oncol. (2015) 33:529–31. doi: 10.1200/JCO.2014.59.0521

PubMed Abstract | CrossRef Full Text | Google Scholar

10. Pugh RNH, Murray-Lyon IM, Dawson JL, Pietroni MC, Williams R. Transection of the oesophagus for bleeding oesophageal varices. Br J Surg. (1973) 60:646–9. s.1800600817 doi: 10.1002/bjs.1800600817

PubMed Abstract | CrossRef Full Text | Google Scholar

11. Demirtas CO, D'Alessio A, Rimassa L, Sharma R, Pinato DJ. ALBI grade: evidence for an improved model for liver functional estimation in patients with hepatocellular carcinoma. JHEP Rep. (2021) 3:100347. doi: 10.1016/j.jhepr.2021.100347

PubMed Abstract | CrossRef Full Text | Google Scholar

12. Hiraoka A, Kumada T, Michitaka K, Toyoda H, Tada T, Ueki H, et al. Usefulness of albumin–bilirubin grade for evaluation of prognosis of 2584 Japanese patients with hepatocellular carcinoma. J Gastroenterol Hepatol. (2016) 31:1031–6. doi: 10.1111/jgh.13250

PubMed Abstract | CrossRef Full Text | Google Scholar

13. Chan AWH, Kumada T, Toyoda H, Tada T, Chong CCN, Mo FKF, et al. Integration of albumin–bilirubin (ALBI) score into Barcelona Clinic Liver Cancer (BCLC) system for hepatocellular carcinoma. J Gastroenterol Hepatol. (2016) 31:1300–6. doi: 10.1111/jgh.13291

PubMed Abstract | CrossRef Full Text | Google Scholar

14. Johnson PJ, Berhane S, Kagebayashi C, Satomura S, Teng M, Reeves HL, et al. Assessment of liver function in patients with hepatocellular carcinoma: a new evidence-based approach - The albi grade. J Clin Oncol. (2015) 33:550–8. doi: 10.1200/JCO.2014.57.9151

PubMed Abstract | CrossRef Full Text | Google Scholar

15. Ho S, Lau WY, Leung TWT, Chan M, Ngar YK, Johnson PJ, et al. Partition model for estimating radiation doses from yttrium-90 microspheres in treating hepatic tumours. Eur J Nucl Med. (1996) 23:947–52. doi: 10.1007/BF01084369

PubMed Abstract | CrossRef Full Text | Google Scholar

16. Xu JF, Liu XY, Wang S, Wen HX. Surgical treatment for hepatocellular carcinoma with portal vein tumor thrombus: A novel classification. World J Surg Oncol. (2015) 13:1–5. doi: 10.1186/s12957-015-0493-x

PubMed Abstract | CrossRef Full Text | Google Scholar

17. Yim SY, Chun HS, Lee JS, Lim JH, Kim TH, Kim BK, et al. Transarterial radioembolization for unresectable hepatocellular carcinoma: real-life efficacy and safety analysis of Korean patients. Cancers. (2022) 14:385. doi: 10.3390/cancers14020385

PubMed Abstract | CrossRef Full Text | Google Scholar

18. Antkowiak M, Gabr A, Das A, Ali R, Kulik L, Ganger D, et al. Prognostic role of albumin, bilirubin, and ALBI scores: analysis of 1000 patients with hepatocellular carcinoma undergoing radioembolization. Cancers. (2019) 11:879. doi: 10.3390/cancers11060879

PubMed Abstract | CrossRef Full Text | Google Scholar

19. Peng Y, Wei Q, He Y, Xie Q, Liang Y, Zhang L, et al. ALBI versus child-pugh in predicting outcome of patients with HCC: a systematic review. Expert Rev Gastroenterol Hepatol. (2020) 14:383–400. doi: 10.1080/17474124.2020.1748010

PubMed Abstract | CrossRef Full Text | Google Scholar

20. Hiraoka A, Kumada T, Kudo M, Hirooka M, Koizumi Y, Hiasa Y, et al. Hepatic function during repeated TACE procedures and prognosis after introducing sorafenib in patients with unresectable hepatocellular carcinoma: multicenter analysis. Dig Dis. (2017) 35:602–10. doi: 10.1159/000480256

PubMed Abstract | CrossRef Full Text | Google Scholar

21. Lee IC, Hung YW, Liu CA, Lee RC, Su CW, Huo TI, et al. A new ALBI-based model to predict survival after transarterial chemoembolization for BCLC stage B hepatocellular carcinoma. Liver Int. (2019) 39:1704–12. doi: 10.1111/liv.14194

PubMed Abstract | CrossRef Full Text | Google Scholar

22. Ogasawara S, Chiba T, Ooka Y, Suzuki E, Kanogawa N, Saito T, et al. Liver function assessment according to the Albumin-Bilirubin (ALBI) grade in sorafenib-treated patients with advanced hepatocellular carcinoma. Invest New Drugs. (2015) 33:1257–62. doi: 10.1007/s10637-015-0292-9

PubMed Abstract | CrossRef Full Text | Google Scholar

23. Toyoda H, Lai PBS, O'Beirne J, Chong CC, Berhane S, Reeves H, et al. Long-term impact of liver function on curative therapy for hepatocellular carcinoma: application of the ALBI grade. Br J Cancer. (2016) 114:744–50. doi: 10.1038/bjc.2016.33

PubMed Abstract | CrossRef Full Text | Google Scholar

24. Wang YY, Zhong JH, Su ZY, Huang JF, Lu SD, Xiang BD, et al. Albumin–bilirubin versus Child–Pugh score as a predictor of outcome after liver resection for hepatocellular carcinoma. Br J Surg. (2016) 103:725–34. doi: 10.1002/bjs.10095

PubMed Abstract | CrossRef Full Text | Google Scholar

25. Lescure C, Estrade F, Pedrono M, Campillo-Gimenez B, le Sourd S, Pracht M, et al. Albi score is a strong predictor of toxicity following sirt for hepatocellular carcinoma. Cancers. (2021) 13:3794. doi: 10.3390/cancers13153794

PubMed Abstract | CrossRef Full Text | Google Scholar

26. Gui B, Weiner AA, Nosher J, Lu SE, Foltz GM, Hasan O, et al. Assessment of the albumin-bilirubin (ALBI) grade as a prognostic indicator for hepatocellular carcinoma patients treated with radioembolization. Am J Clin Oncol. (2018) 41:861. doi: 10.1097/COC.0000000000000384

PubMed Abstract | CrossRef Full Text | Google Scholar

27. Mohammadi H, Abuodeh Y, Jin W, Frakes J, Friedman M, Biebel B, et al. Using the Albumin-Bilirubin (ALBI) grade as a prognostic marker for radioembolization of hepatocellular carcinoma. J Gastrointest Oncol. (2018) 9:840. doi: 10.21037/jgo.2018.05.14

PubMed Abstract | CrossRef Full Text | Google Scholar

28. Hickey R, Mouli S, Kulik L, Desai K, Thornburg B, Ganger D, et al. Independent analysis of albumin-bilirubin grade in a 765-patient cohort treated with transarterial locoregional therapy for hepatocellular carcinoma. J Vasc Intervent Radiol. (2016) 27:795–802. doi: 10.1016/j.jvir.2016.03.005

PubMed Abstract | CrossRef Full Text | Google Scholar

29. Palmer DH, Hawkins NS, Vilgrain V, Pereira H, Chatellier G, Ross PJ. Tumor burden and liver function in HCC patient selection for selective internal radiation therapy: SARAH post-hoc study. Future Oncol. (2019) 16:4315–25. doi: 10.2217/fon-2019-0658

PubMed Abstract | CrossRef Full Text | Google Scholar

30. Jogi S, Varanai R, Bantu SS, Manne A. Selecting the first line treatment in non-metastatic hepatocellular carcinoma - comparing clinical practice guidelines. Oncol Rev. (2020) 14:158–63. doi: 10.4081/oncol.2020.515

PubMed Abstract | CrossRef Full Text | Google Scholar

31. Takizawa D, Kakizaki S, Sohara N, Sato K, Takagi H, Arai H, et al. Hepatocellular carcinoma with portal vein tumor thrombosis: Clinical characteristics, prognosis, and patient survival analysis. Dig Dis Sci. (2007) 52:3290–5. doi: 10.1007/s10620-007-9808-2

PubMed Abstract | CrossRef Full Text | Google Scholar

32. Spreafico C, Sposito C, Vaiani M, Cascella T, Bhoori S, Morosi C, et al. Development of a prognostic score to predict response to Yttrium-90 radioembolization for hepatocellular carcinoma with portal vein invasion. J Hepatol. (2018) 68:724–32. doi: 10.1016/j.jhep.2017.12.026

PubMed Abstract | CrossRef Full Text | Google Scholar

33. Cerrito L, Annicchiarico BE, Iezzi R, Gasbarrini A, Pompili M, Ponziani FR. Treatment of hepatocellular carcinoma in patients with portal vein tumor thrombosis: beyond the known frontiers. World J Gastroenterol. (2019) 25:4360–82. doi: 10.3748/wjg.v25.i31.4360

PubMed Abstract | CrossRef Full Text | Google Scholar

34. Helmberger T, Golfieri R, Pech M, Pfammatter T, Arnold D, Cianni R, et al. Clinical application of trans-arterial radioembolization in hepatic malignancies in Europe: first results from the prospective multicentre observational Study CIRSE Registry for SIR-Spheres Therapy (CIRT). Cardiovasc Intervent Radiol. (2021) 44:21–35. doi: 10.1007/s00270-020-02642-y

PubMed Abstract | CrossRef Full Text | Google Scholar

Keywords: ALBI (albumin-bilirubin) score, transarterial radioembolization TARE, HCC, radionuclide therapy, prognosis

Citation: Gelardi F, Rodari M, Pini C, Zanca R, Artesani A, Tosi G, Chiti A and Sollini M (2022) ALBI grade for outcome prediction in patients affected by hepatocellular carcinoma treated with transarterial radioembolization. Front. Nucl. Med. 2:934446. doi: 10.3389/fnume.2022.934446

Received: 02 May 2022; Accepted: 24 June 2022;
Published: 22 July 2022.

Edited by:

Murat Fani Bozkurt, Hacettepe University, Turkey

Reviewed by:

Barbaros Erhan Cil, Koç University Hospital, Turkey
Zeynep Gozde Ozkan, Istanbul University, Turkey

Copyright © 2022 Gelardi, Rodari, Pini, Zanca, Artesani, Tosi, Chiti and Sollini. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

*Correspondence: Fabrizia Gelardi, ZmFicml6aWEuZ2VsYXJkaSYjeDAwMDQwO3N0Lmh1bmltZWQuZXU=; ZmFicml6aWEuZ2VsYXJkaSYjeDAwMDQwO2h1bWFuaXRhcy5pdA==

These authors have contributed equally to this work

Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.