Skip to main content
Log in

Identification of Regorafenib Prognostic Index (REP Index) via Recursive Partitioning Analysis in Patients with Advanced Hepatocellular Carcinoma Receiving Systemic Treatment: A Real-World Multi-Institutional Experience

  • Original Research Article
  • Published:
Targeted Oncology Aims and scope Submit manuscript
  • 2 Altmetric

Abstract

Background

The results of the pivotal RESORCE trial led to the approval of the tyrosine kinase inhibitor regorafenib as second-line treatment in advanced hepatocellular carcinoma (HCC) after sorafenib failure. Data about prognostic factors in a second-line HCC setting are scarce.

Objective

The aim of the present study was to investigate prognostic factors in a cohort of patients with advanced HCC treated with regorafenib after progressing on sorafenib.

Methods

We retrieved the data of 259 patients affected by advanced HCC treated with regorafenib as second-line treatment from four different Italian institutions and one South Korean institution and performed a recursive partitioning analysis to build a score system.

Results

At the first-step univariate analysis for overall survival (OS), alkaline phosphatase (ALP) was the most significant parameter and was chosen as the first node in our tree model. In the subpopulation of patients presenting with ALP ≤122 U/L (n=155) at baseline, the most statistically significant split was by progression-free survival (PFS) on previous sorafenib treatment, between patients with a PFS ≥ 6 months (n  =  59) and patients with a PFS < 6 months (n = 96). In the subpopulation of patients with ALP ≤ 122 U/L and PFS to sorafenib ≥ 6 months, the final split was determined between patients with hepatitis B virus (HBV)-related liver disease (n = 22) and patients with no HBV-related liver disease (n = 37). In the subpopulation of patients presenting ALP >122 U/L (n = 104) at baseline, the most statistically significant split was by aspartate aminotransferase (AST) value, between patients with AST ≤ 56 U/L (n = 48) and patients with AST > 56 U/L (n = 56). We built the Regorafenib Prognostic Index (REP index) stratifying the population into “low-risk,” “medium-risk,” and “high-risk” groups. The difference in median OS between the three risk groups was statistically significant, being 20.8 months (95% confidence interval [CI] 10.0–46.3) in the “low-risk” group, 8.4 months (95% CI 7.2–1435.8) in the “medium-risk” group, and 5.5 months (95% CI 3.5–13.2) in the “high risk” group. The median PFS was 7.7 months (95% CI 3.7–19.3), 2.5 months (95% CI 2.1–28.8), and 2.4 months (95% CI 1.6–9.1) for the “low-risk,” “medium-risk,” and “high-risk” groups, respectively.

Conclusion

The REP index is an independent prognostic factor for OS and PFS in patients with advanced HCC treated with regorafenib.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2

Similar content being viewed by others

References

  1. Bray F, Ferlay J, Soerjomataram I, Siegel RL, Torre LA, Jemal A. Global cancer statistics 2018: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin. 2018;68(6):394–424.

    Article  PubMed  Google Scholar 

  2. Llovet JM, Ricci S, Mazzaferro V, Hilgard P, Gane E, Blanc JF, et al. Sorafenib in advanced hepatocellular carcinoma. N Engl J Med. 2008;359(4):378–90.

    Article  CAS  PubMed  Google Scholar 

  3. Cheng AL, Kang YK, Chen Z, Tsao CJ, Qin S, Kim JS, et al. Efficacy and safety of sorafenib in patients in the Asia-Pacific region with advanced hepatocellular carcinoma: a phase III randomised, double blind, placebo-controlled trial. Lancet Oncol. 2009;10(1):25–34.

    Article  CAS  PubMed  Google Scholar 

  4. Bruix J, Qin S, Merle P, Granito A, Huang YH, Bodoky G, RESORCE Investigators, et al. Regorafenib for patients with hepatocellular carcinoma who progressed on sorafenib treatment (RESORCE): a randomised, double-blind, placebo-controlled, phase 3 trial. Lancet. 2017;389(10064):56–66.

    Article  CAS  PubMed  Google Scholar 

  5. Finn RS, Merle P, Granito A, Huang YH, Bodoky G, Pracht M, et al. Outcomes of sequential treatment with sorafenib followed by regorafenib for HCC: Additional analyses from the phase III RESORCE trial. J Hepatol. 2018;69(2):353–8.

    Article  CAS  PubMed  Google Scholar 

  6. Abou-Alfa GK, Meyer T, Cheng AL, El-Khoueiry AB, Rimassa L, Ryoo BY, et al. Cabozantinib in patients with advanced and progressing hepatocellular carcinoma. N Engl J Med. 2018;379(1):54–63.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  7. Zhu AX, Park JO, Ryoo BY, Yen CJ, Poon R, Pastorelli D, REACH Trial Investigators, et al. Ramucirumab versus placebo as second-line treatment in patients with advanced hepatocellular carcinoma following first-line therapy with sorafenib (REACH): a randomised, double-blind, multicentre, phase 3 trial. Lancet Oncol. 2015;16(7):859–70.

    Article  CAS  PubMed  Google Scholar 

  8. Zhu AX, Kang YK, Yen CJ, Finn RS, Galle PR, Llovet JM, REACH-2 study investigators, et al. Ramucirumab after sorafenib in patients with advanced hepatocellular carcinoma and increased α-fetoprotein concentrations (REACH-2): a randomised, double-blind, placebo-controlled, phase 3 trial. Lancet Oncol. 2019;20(2):282–96.

    Article  CAS  PubMed  Google Scholar 

  9. Kudo M, Finn RS, Qin S, Han KH, Ikeda K, Piscaglia F, et al. Lenvatinib versus sorafenib in first-line treatment of patients with unresectable hepatocellular carcinoma: a randomised phase 3 non-inferiority trial. Lancet. 2018;391(10126):1163–73.

    Article  CAS  PubMed  Google Scholar 

  10. Finn RS, Qin S, Ikeda M, Galle PR, Ducreux M, Kim TY, IMbrave150 Investigators, et al. Atezolizumab plus bevacizumab in unresectable hepatocellular carcinoma. N Engl J Med. 2020;382(20):1894–905.

    Article  CAS  PubMed  Google Scholar 

  11. Finn RS, Ikeda M, Zhu AX, Sung MW, Baron AD, Kudo M, et al. Phase Ib study of lenvatinib plus pembrolizumab in patients with unresectable hepatocellular carcinoma. J Clin Oncol. 2020;38(26):2960–70.

    Article  PubMed  PubMed Central  Google Scholar 

  12. Conroy G, Salleron J, Belle A, Bensenane M, Nani A, Ayav A, et al. The prognostic value of inflammation-based scores in advanced hepatocellular carcinoma patients prior to treatment with sorafenib. Oncotarget. 2017;8(56):95853–64.

    Article  PubMed  PubMed Central  Google Scholar 

  13. Caputo F, Dadduzio V, Tovoli F, Bertolini G, Cabibbo G, Cerma K, et al. The role of PNI to predict survival in advanced hepatocellular carcinoma treated with Sorafenib. PLoS ONE. 2020;15(5):e0232449.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  14. Zhong BY, Yan ZP, Sun JH, Zhang L, Hou ZH, Yang MJ, et al. Prognostic performance of albumin-bilirubin grade with artificial intelligence for hepatocellular carcinoma treated with transarterial chemoembolization combined with sorafenib. Front Oncol. 2020;10:525461.

    Article  PubMed  PubMed Central  Google Scholar 

  15. Casadei-Gardini A, Dadduzio V, Rovesti G, Cabibbo G, Vukotic R, Rizzato MD, et al. Utility of neutrophil-to-lymphocyte ratio to identify long-term survivors among HCC patients treated with sorafenib. Medicine. 2020;99(22):e19958.

    Article  PubMed  Google Scholar 

  16. Liu L, Gong Y, Zhang Q, Cai P, Feng L. Prognostic roles of blood inflammatory markers in hepatocellular carcinoma patients taking sorafenib. A systematic review and meta-analysis. Front Oncol. 2020;9:1557.

    Article  PubMed  PubMed Central  Google Scholar 

  17. Sansone V, Tovoli F, Casadei-Gardini A, Di Costanzo GG, Magini G, Sacco R, et al. Comparison of prognostic scores in patients with hepatocellular carcinoma treated with sorafenib. Clin Transl Gastroenterol. 2021;12(1):e00286.

    Article  PubMed  PubMed Central  Google Scholar 

  18. Casadei-Gardini A, Marisi G, Dadduzio V, Gramantieri L, Faloppi L, Ulivi P, et al. Association of NOS3 and ANGPT2 gene polymorphisms with survival in patients with hepatocellular carcinoma receiving sorafenib: results of the multicenter prospective INNOVATE study. Clin Cancer Res. 2020;26(17):4485–93.

    Article  PubMed  Google Scholar 

  19. Rovesti G, Orsi G, Kalliopi A, Vivaldi C, Marisi G, Faloppi L, et al. Impact of baseline characteristics on the overall survival of HCC patients treated with sorafenib: ten years of experience. Gastrointest Tumors. 2019;6(3–4):92–107.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  20. Cabibbo G, Cucchetti A, Cammà C, Casadei-Gardini A, Celsa C, Maria Rizzo GE, et al. Outcomes of hepatocellular carcinoma patients treated with sorafenib: a meta-analysis of phase III trials. Future Oncol. 2019;15(29):3411–22.

    Article  CAS  PubMed  Google Scholar 

  21. Marisi G, Cucchetti A, Ulivi P, Canale M, Cabibbo G, Solaini L, et al. Ten years of sorafenib in hepatocellular carcinoma: Are there any predictive and/or prognostic markers? World J Gastroenterol. 2018;24(36):4152–63.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  22. Chan SL, Miksad R, Cicin I, Chen Y, Klumpen HJ, Kim S, et al. Outcomes based on albumin-bilirubin (ALBI) grade in the phase 3 CELESTIAL trial of cabozantinib versus placebo in patients with advanced hepatocellular carcinoma (HCC). Ann Oncol. 2019;30(Suppl_9):IX45–6.

    Article  Google Scholar 

  23. Kudo M, Galle PR, Brandi G, Kang YK, Yen CJ, Finn RS, et al. Effect of ramucirumab on ALBI grade in patients with advanced HCC: results from REACH and REACH-2. JHEP Rep. 2020;3(2):100215.

    Article  PubMed  PubMed Central  Google Scholar 

  24. Vogel A, Frenette C, Sung MW, Daniele B, Baron AD, Chan SL, et al. Baseline liver function and outcomes in the phase III REFLECT study in patients with unresectable hepatocellular carcinoma (uHCC). J Clin Oncol. 2020;38(Suppl_ 4):524.

    Article  Google Scholar 

  25. Hiraoka A, Kumada T, Atsukawa M, Hirooka M, Tsuji K, Ishikawa T, Real-life Practice Experts for HCC (RELPEC) Study Group, HCC 48 Group (hepatocellular carcinoma experts from 48 clinics in Japan), et al. Prognostic factor of lenvatinib for unresectable hepatocellular carcinoma in real-world conditions-Multicenter analysis. Cancer Med. 2019;8(8):3719–28.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  26. Hiraoka A, Kumada T, Kariyama K, Tada T, Tani J, Fukunishi S, Real-life Practice Experts for HCC (RELPEC) Study Group and HCC 48 Group (hepatocellular carcinoma experts from 48 clinics in Japan), et al. Clinical importance of muscle volume in lenvatinib treatment for hepatocellular carcinoma: analysis adjusted with inverse probability weighting. J Gastroenterol Hepatol. 2021;36(7):1812–9.

    Article  CAS  PubMed  Google Scholar 

  27. Hiraoka A, Kumada T, Tada T, Fukunishi S, Atsukawa M, Hirooka M, Real-Life Practice Experts for HCC (RELPEC) Study Group and HCC 48 Group, et al. Nutritional index as prognostic indicator in patients receiving lenvatinib treatment for unresectable hepatocellular carcinoma. Oncology. 2020;98(5):295–302.

    Article  CAS  PubMed  Google Scholar 

  28. Casadei-Gardini A, Scartozzi M, Tada T, Yoo C, Shimose S, Masi G, et al. Lenvatinib versus sorafenib in first-line treatment of unresectable hepatocellular carcinoma: an inverse probability of treatment weighting analysis. Liver Int. 2021;41(6):1389–97.

    Article  CAS  PubMed  Google Scholar 

  29. Gaspar L, Scott C, Rotman M, Asbell S, Phillips T, Wasserman T, et al. Recursive partitioning analysis (RPA) of prognostic factors in three Radiation Therapy Oncology Group (RTOG) brain metastases trials. Int J Radiat Oncol Biol Phys. 1997;37(4):745–51.

    Article  CAS  PubMed  Google Scholar 

  30. Bruix J, Sherman M. Practice Guidelines Committee AAftSoLD. Management of hepatocellular carcinoma. Hepatology. 2005;42:1208–36.

    Article  PubMed  Google Scholar 

  31. Llovet JM, Lencioni R. mRECIST for HCC: performance and novel refinements. J Hepatol. 2020;72(2):288–306.

    Article  PubMed  Google Scholar 

  32. Common Terminology Criteria for Adverse Events (CTCAE) Version 4.0. www.evs.nci.nih.gov. Accessed 12 Sept 2020.

  33. Casadei Gardini A, Scarpi E, Faloppi L, Scartozzi M, Silvestris N, Santini D, et al. Immune inflammation indicators and implication for immune modulation strategies in advanced hepatocellular carcinoma patients receiving sorafenib. Oncotarget. 2016;7(41):67142–9.

    Article  PubMed  Google Scholar 

  34. Rimini M, Yoo C, Lonardi S, Masi G, Piscaglia F, Kim HD, et al. Role of the prognostic nutritional index in predicting survival in advanced hepatocellular carcinoma treated with regorafenib. Hepatol Res. 2021;51(7):796–802.

    Article  CAS  PubMed  Google Scholar 

  35. Orsi G, Tovoli F, Dadduzio V, Vivaldi C, Brunetti O, Ielasi L, et al. Prognostic role of blood eosinophil count in patients with sorafenib-treated hepatocellular carcinoma. Target Oncol. 2020;15(6):773–85.

    Article  PubMed  Google Scholar 

  36. Teufel M, Seidel H, Köchert K, Meinhardt G, Finn RS, Llovet JM, Bruix J. Biomarkers associated with response to regorafenib in patients with hepatocellular carcinoma. Gastroenterology. 2019;156(6):1731–41.

    Article  CAS  PubMed  Google Scholar 

  37. Yu MC, Chan KM, Lee CF, Lee YS, Eldeen FZ, Chou HS, et al. Alkaline phosphatase: does it have a role in predicting hepatocellular carcinoma recurrence? J Gastrointest Surg. 2011;15:1440–9.

    Article  PubMed  Google Scholar 

  38. Yi JK, Mehrazarin S, Oh JE, Bhalla A, Oo J, Chen W, et al. Osteo-/odontogenic differentiation of induced mesenchymal stem cells generated through epithelial-mesenchyme transition of cultured human keratinocytes. J Endod. 2014;40:1796–801.

    Article  PubMed  Google Scholar 

  39. Xu XS, Wan Y, Song SD, Chen W, Miao RC, Zhou YY, et al. Model based on gamma-glutamyltransferase and alkaline phosphatase for hepatocellular carcinoma prognosis. World J Gastroenterol. 2014;20:10944–52.

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  40. Chan AW, Chan SL. Albumin-to-alkaline phosphatase ratio: a novel prognostic index for hepatocellular carcinoma. Dis Mark. 2015;2015:564057.

    Google Scholar 

  41. Cai X, Chen Z, Chen J, Ma X, Bai M, Wang T, et al. Albumin-to-alkaline phosphatase ratio as an independent prognostic factor for overall survival of advanced hepatocellular carcinoma patients without receiving standard anti-cancer therapies. J Cancer. 2018;9:189–97.

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  42. Li H, Wang L, Chen L, Zhao H, Cai J, Yao J, et al. Prognostic value of albumin-to-alkaline phosphatase ratio in hepatocellular carcinoma patients treated with liver transplantation. J Cancer. 2020;11(8):2171–80.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  43. Bezan A, Mrsic E, Krieger D, Stojakovic T, Pummer K, Zigeuner R, et al. The preoperative AST/ALT (De Ritis) ratio represents a poor prognostic factor in a cohort of patients with nonmetastatic renal cell carcinoma. J Urol. 2015;194(1):30–5.

    Article  PubMed  Google Scholar 

  44. Casadei-Gardini A, Rimassa L, Rimini M, Yoo C, Ryoo BY, Lonardi S, et al. Regorafenib versus cabozantinb as second-line treatment after sorafenib for unresectable hepatocellular carcinoma: matching-adjusted indirect comparison analysis. J Cancer Res Clin Oncol. 2021. https://doi.org/10.1007/s00432-021-03602-w.

    Article  PubMed  Google Scholar 

  45. Casadei Gardini A, Frassineti GL, Foschi FG, Ercolani G, Ulivi P. Sorafenib and regorafenib in HBV- or HCV-positive hepatocellular carcinoma patients: analysis of RESORCE and SHARP trials. Dig Liver Dis. 2017;49(8):943–4.

    Article  CAS  PubMed  Google Scholar 

  46. Allaire M, El Hajj W, Brichler S, Diallo K, Fanica D, Blaise L, et al. Prior surveillance and antiviral treatment improve the prognosis of HCC developed in HBV patients in the West. Clin Res Hepatol Gastroenterol. 2021;45(1):101436.

    Article  PubMed  Google Scholar 

  47. Granito A, Marinelli S, Negrini G, Menetti S, Benevento F, Bolondi L. Prognostic significance of adverse events in patients with hepatocellular carcinoma treated with sorafenib. Therap Adv Gastroenterol. 2016;9(2):240–9.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  48. Shimose S, Iwamoto H, Niizeki T, Shirono T, Noda Y, Kamachi N, et al. Clinical significance of adverse events for patients with unresectable hepatocellular carcinoma treated with lenvatinib: a multicenter retrospective study. Cancers. 2020;12(7):1867.

    Article  CAS  PubMed Central  Google Scholar 

  49. Rapposelli IG, Tada T, Shimose S, Burgio V, Kumada T, Iwamoto H, et al. Adverse events as potential predictive factors of activity in advanced hepatocellular carcinoma patients treated with lenvatinib. Liver Int. 2021. https://doi.org/10.1111/liv.15014.

    Article  PubMed  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Margherita Rimini.

Ethics declarations

Funding

No external funding was used in the preparation of this manuscript.

Conflict of interest

CY receives research grants from Bayer, ONO, Ipsen, and AstraZeneca and honoraria from Bayer, MSD, BMS, Ipsen, and AstraZeneca. Margherita Rimini, Sara Lonardi, Gianluca Masi, Alessandro Granito, Yeonghak Bang, Mario Domenico Rizzato, Caterina Vivaldi, Luca Ielasi, Hyung-Don Kim, Francesca Bergamo, Francesca Salani, Simona Leoni, Baek-Yeol Ryoo, Min-Hee Ryoo, Valentina Burgio, Stefano Cascinu, and Andrea Casadei-Gardini have no conflicts of interest that are directly relevant to the content of this article.

Ethics approval

The ethical review board of each institutional hospital approved the present study. This study was performed in line with the principles of the Declaration of Helsinki.

Consent

Written informed consent was obtained from all patients.

Availability of data and material

Data are available on request from the authors.

Code availability

Not applicable.

Author contributions

Conception and design: AC-G, MR. Acquisition of data (acquired and managed patients): all authors. Analysis and interpretation of data: AC-G, MR. Writing, review, and/or revision of the manuscript: AC-G, MR. Final approval of manuscript: all authors.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Rimini, M., Yoo, C., Lonardi, S. et al. Identification of Regorafenib Prognostic Index (REP Index) via Recursive Partitioning Analysis in Patients with Advanced Hepatocellular Carcinoma Receiving Systemic Treatment: A Real-World Multi-Institutional Experience. Targ Oncol 16, 653–661 (2021). https://doi.org/10.1007/s11523-021-00834-1

Download citation

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11523-021-00834-1

Navigation