Prognostic Significance of Serum Albumin Level and Albumin-Based Mono- and Combination Biomarkers in Patients with Hepatocellular Carcinoma
Abstract
:Simple Summary
Abstract
1. Introduction
2. Prognostic Significance of Serum ALB Level in HCC Patients
3. Prognostic Significance of Serum ALB/Alkaline Phosphatase (ALP) Ratio in HCC Patients
4. Prognostic Significance of Serum C-Reactive Protein (CRP)/ALB Ratio in HCC Patients
5. Prognostic Significance of Serum ALB/Globulin (GLB) Ratio in HCC Patients
6. Prognostic Significance of Serum ALB–BILirubin (BIL) Grade in HCC Patients
7. Prognostic Significance of Serum Platelet (PLT)-ALB–BIL Grade in HCC Patients
8. Prognostic Significance of Other Serum ALB-Based Mono-Biomarkers in HCC Patients
9. Prognostic Significance of Serum ALB-Based Combination Biomarkers in HCC Patients
10. Conclusions
Author Contributions
Funding
Conflicts of Interest
Abbreviations
References
- Llovet, J.M.; Zucman-Rossi, J.; Pikarsky, E.; Sangro, B.; Schwartz, M.; Sherman, M.; Gores, G. Hepatocellular carcinoma. Nat. Rev. Dis. Primers. 2016, 2, 16018. [Google Scholar] [CrossRef] [PubMed]
- Cheng, K.-C.; Lin, W.-Y.; Liu, C.-S.; Lin, C.-C.; Lai, H.-C.; Lai, S.-W. Association of different types of liver disease with demographic and clinical factors. Biomed. Pharmacother. 2016, 6, 16. [Google Scholar] [CrossRef]
- Kulik, L.; El-Serag, H.B. Epidemiology and Management of Hepatocellular Carcinoma. Gastroenterology 2019, 156, 477–491.e1. [Google Scholar] [CrossRef]
- Sung, H.; Ferlay, J.; Siegel, R.L.; Laversanne, M.; Soerjomataram, I.; Jemal, A.; Bray, F. Global Cancer Statistics 2020: GLOBOCAN Estimates of Incidence and Mortality Worldwide for 36 Cancers in 185 Countries. CA Cancer J. Clin. 2021, 71, 209–249. [Google Scholar] [CrossRef]
- Zhou, L.; Wang, S.-B.; Chen, S.-G.; Qu, Q.; Rui, J.-A. Risk factors of recurrence and poor survival in curatively resected hepatocellular carcinoma with microvascular invasion. Adv. Clin. Exp. Med. 2020, 29, 887–892. [Google Scholar] [CrossRef] [PubMed]
- Tampaki, M.; Papatheodoridis, G.V.; Cholongitas, E. Intrahepatic recurrence of hepatocellular carcinoma after resection: An update. Clin. J. Gastroenterol. 2021, 14, 699–713. [Google Scholar] [CrossRef]
- Huang, A.; Yang, X.R.; Chung, W.Y.; Dennison, A.R.; Zhou, J. Targeted therapy for hepatocellular carcinoma. Signal Transduct. Target Ther. 2020, 5, 146. [Google Scholar] [CrossRef] [PubMed]
- Makary, M.S.; Ramsell, S.; Miller, E.; Beal, E.W.; Dowell, J.D. Hepatocellular carcinoma locoregional therapies: Outcomes and future horizons. World J. Gastroenterol. 2021, 27, 7462–7479. [Google Scholar] [CrossRef]
- Hou, Z.; Liu, J.; Jin, Z.; Qiu, G.; Xie, Q.; Mi, S.; Huang, J. Use of chemotherapy to treat hepatocellular carcinoma. Biosci. Trends 2022, 16, 31–45. [Google Scholar] [CrossRef] [PubMed]
- Spinella, R.; Sawhney, R.; Jalan, R. Albumin in chronic liver disease: Structure, functions and therapeutic implications. Hepatol. Int. 2015, 10, 124–132. [Google Scholar] [CrossRef]
- Belinskaia, D.A.; Voronina, P.A.; Shmurak, V.I.; Jenkins, R.O.; Goncharov, N.V. Serum Albumin in Health and Disease: Esterase, Antioxidant, Transporting and Signaling Properties. Int. J. Mol. Sci. 2021, 22, 10318. [Google Scholar] [CrossRef]
- Gupta, D.; Lis, C.G. Pretreatment serum albumin as a predictor of cancer survival: A systematic review of the epidemiological literature. Nutr. J. 2010, 9, 69. [Google Scholar] [CrossRef] [PubMed]
- Koga, M.; Kasayama, S. Clinical impact of glycated albumin as another glycemic control marker. Endocr. J. 2010, 57, 751–762. [Google Scholar] [CrossRef] [PubMed]
- Sbarouni, E.; Georgiadou, P.; Voudris, V. Ischemia modified albumin changes—Review and clinical implications. Clin. Chem. Lab. Med. 2011, 49, 177–184. [Google Scholar] [CrossRef] [PubMed]
- Freitas, P.A.C.; Ehlert, L.R.; Camargo, J.L. Glycated albumin: A potential biomarker in diabetes. Arch. Endocrinol. Metab. 2017, 61, 296–304. [Google Scholar] [CrossRef]
- Erstad, B.L.; Gales, B.J.; Rappaport, W.D. The use of albumin in clinical practice. Arch. Intern. Med. 1991, 151, 901–911. [Google Scholar] [CrossRef]
- Hastings, G.E.; Wolf, P.G. The therapeutic use of albumin. Arch. Fam. Med. 1992, 1, 281–287. [Google Scholar] [CrossRef]
- Haynes, G.R.; Navickis, R.J.; Wilkes, M.M. Albumin administration--what is the evidence of clinical benefit? A systematic review of randomized controlled trials. Eur. J. Anaesthesiol. 2003, 20, 771–793. [Google Scholar] [CrossRef]
- Liberati, A.; Moja, L.; Moschetti, I.; Gensini, G.F.; Gusinu, R. Human albumin solution for resuscitation and volume expansion in critically ill patients. Intern. Emerg. Med. 2006, 1, 243–245. [Google Scholar] [CrossRef]
- Chen, J.-Y.; Chau, G.-Y.; Lui, W.-Y.; Tsay, S.-H.; King, K.-L.; Wu, C.-W. Clinicopathologic Features and Factors Related to Survival of Patients with Small Hepatocellular Carcinoma after Hepatic Resection. World J. Surg. 2003, 27, 294–298. [Google Scholar] [CrossRef]
- Chen, M.-F.; Tsai, H.-P.; Jeng, L.-B.; Lee, W.-C.; Yeh, C.-N.; Yu, M.-C.; Hung, C.-M. Prognostic Factors after Resection for Hepatocellular Carcinoma in Noncirrhotic Livers: Univariate and Multivariate Analysis. World J. Surg. 2003, 27, 443–447. [Google Scholar] [CrossRef]
- Wang, L.; Li, Q.; Zhang, J.; Lu, J. A Novel Prognostic Scoring Model Based on Albumin and gamma-Glutamyltransferase for Hepatocellular Carcinoma Prognosis. Cancer Manag. Res. 2019, 11, 10685–10694. [Google Scholar] [CrossRef] [PubMed]
- Zeng, Z.-C.; Fan, J.; Tang, Z.-Y.; Zhou, J.; Wang, J.-H.; Wang, B.-L.; Guo, W. Prognostic factors for patients with hepatocellular carcinoma with macroscopic portal vein or inferior vena cava tumor thrombi receiving external-beam radiation therapy. Cancer Sci. 2008, 99, 2510–2517. [Google Scholar] [CrossRef] [PubMed]
- Castellano, L.; Calandra, M.; Blanco, C.D.V.; de Sio, I. Predictive factors of survival and intrahepatic recurrence of hepatocellular carcinoma in cirrhosis after percutaneous ethanol injection: Analysis of 71 patients. J. Hepatol. 1997, 27, 862–870. [Google Scholar] [CrossRef] [PubMed]
- Kuriyama, H.; Okada, S.; Okusaka, T.; Ueno, H.; Ikeda, M. Prognostic factors in patients with small hepatocellular carcinoma treated by percutaneous ethanol injection. J. Gastroenterol. Hepatol. 2002, 17, 1205–1210. [Google Scholar] [CrossRef]
- Xu, H.-X.; Lu, M.-D.; Xie, X.-Y.; Yin, X.-Y.; Kuang, M.; Chen, J.-W.; Xu, Z.-F.; Liu, G.-J. Prognostic factors for long-term outcome after percutaneous thermal ablation for hepatocellular carcinoma: A survival analysis of 137 consecutive patients. Clin. Radiol. 2005, 60, 1018–1025. [Google Scholar] [CrossRef]
- Toshikuni, N.; Takuma, Y.; Goto, T.; Yamamoto, H. Prognostic factors in hepatitis C patients with a single small hepatocellular carcinoma after radiofrequency ablation. Hepatogastroenterology 2012, 59, 2361–2366. [Google Scholar] [CrossRef]
- Ikeda, M.; Okada, S.; Yamamoto, S.; Sato, T.; Ueno, H.; Okusaka, T.; Kuriyama, H.; Takayasu, K.; Furukawa, H.; Iwata, R. Prognostic factors in patients with hepatocellular carcinoma treated by transcatheter arterial embolization. Jpn. J. Clin. Oncol. 2002, 32, 455–460. [Google Scholar] [CrossRef]
- O’Suilleabhain, C.B.; Poon, R.T.P.; Yong, J.L.; Ooi, G.C.; Tso, W.K.; Fan, S.T. Factors predictive of 5-year survival after transarterial chemoembolization for inoperable hepatocellular carcinoma. Br. J. Surg. 2003, 90, 325–331. [Google Scholar] [CrossRef]
- Lerose, R.; Molinari, R.; Rocchi, E.; Manenti, F.; Villa, E. Prognostic features and survival of hepatocellular carcinoma in Italy: Impact of stage of disease. Eur. J. Cancer 2001, 37, 239–245. [Google Scholar] [CrossRef]
- Baek, K.K.; Kim, J.-H.; Uhm, J.E.; Park, S.H.; Lee, J.; Park, J.O.; Park, Y.S.; Kang, W.K.; Lim, H.Y. Prognostic Factors in Patients with Advanced Hepatocellular Carcinoma Treated with Sorafenib: A Retrospective Comparison with Previously Known Prognostic Models. Oncology 2011, 80, 167–174. [Google Scholar] [CrossRef]
- Zaher, D.M.; El-Gamal, M.I.; Omar, H.A.; Aljareh, S.N.; Al-Shamma, S.A.; Ali, A.J.; Zaib, S.; Iqbal, J. Recent advances with alkaline phosphatase isoenzymes and their inhibitors. Arch. Pharm. 2020, 353, e2000011. [Google Scholar] [CrossRef]
- Chan, A.W.H.; Chan, S.L.; Mo, F.K.F.; Wong, G.L.H.; Wong, V.W.S.; Cheung, Y.-S.; Chan, H.L.Y.; Yeo, W.; Lai, P.B.S.; To, K.-F. Albumin-to-Alkaline Phosphatase Ratio: A Novel Prognostic Index for Hepatocellular Carcinoma. Dis. Markers 2015, 2015, 564057. [Google Scholar] [CrossRef] [PubMed]
- Li, Q.; Lyu, Z.; Wang, L.; Li, F.; Yang, Z.; Ren, W. Albumin-to-Alkaline Phosphatase Ratio Associates with Good Prognosis of Hepatitis B Virus-Positive HCC Patients. OncoTargets Ther. 2020, 13, 2377–2384. [Google Scholar] [CrossRef]
- Zhang, F.; Lu, S.; Tian, M.; Hu, K.; Chen, R.; Zhang, B.; Ren, Z.; Shi, Y.; Yin, X. Albumin-to-Alkaline Phosphatase Ratio is an Independent Prognostic Indicator in Combined Hepatocellular and Cholangiocarcinoma. J. Cancer 2020, 11, 5177–5186. [Google Scholar] [CrossRef]
- Li, H.; Wang, L.; Chen, L.; Zhao, H.; Cai, J.; Yao, J.; Zheng, J.; Yang, Y.; Wang, G. Prognostic Value of Albumin-to-Alkaline Phosphatase Ratio in Hepatocellular Carcinoma Patients Treated with Liver Transplantation. J. Cancer 2020, 11, 2171–2180. [Google Scholar] [CrossRef]
- Zhang, F.; Lu, S.-X.; Hu, K.-S.; Gan, Y.-H.; Chen, Y.; Ge, N.-L.; Yang, B.-W.; Zhang, L.; Chen, R.-X.; Ren, Z.-G.; et al. Albumin-to-alkaline phosphatase ratio as a predictor of tumor recurrence and prognosis in patients with early-stage hepatocellular carcinoma undergoing radiofrequency ablation as initial therapy. Int. J. Hyperth. 2021, 38, 1–10. [Google Scholar] [CrossRef] [PubMed]
- Chen, Z.-H.; Zhang, X.-P.; Cai, X.-R.; Xie, S.-D.; Liu, M.-M.; Lin, J.-X.; Ma, X.-K.; Chen, J.; Lin, Q.; Dong, M.; et al. The Predictive Value of Albumin-to-Alkaline Phosphatase Ratio for Overall Survival of Hepatocellular Carcinoma Patients Treated with Trans-Catheter Arterial Chemoembolization Therapy. J. Cancer 2018, 9, 3467–3478. [Google Scholar] [CrossRef] [PubMed]
- Cai, X.; Chen, Z.; Chen, J.; Ma, X.; Bai, M.; Wang, T.; Chen, X.; Wu, D.; Wei, L.; Li, X.; 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, 189–197. [Google Scholar] [CrossRef]
- Hart, P.C.; Rajab, I.M.; Alebraheem, M.; Potempa, L.A. C-Reactive Protein and Cancer—Diagnostic and Therapeutic Insights. Front. Immunol. 2020, 11, 595835. [Google Scholar] [CrossRef] [PubMed]
- Shimizu, T.; Ishizuka, M.; Suzuki, T.; Tanaka, G.; Shiraki, T.; Sakuraoka, Y.; Matsumoto, T.; Kato, M.; Aoki, T.; Kubota, K. The Value of the C-Reactive Protein-to-Albumin Ratio is Useful for Predicting Survival of Patients with Child–Pugh Class A Undergoing Liver Resection for Hepatocellular Carcinoma. World J. Surg. 2017, 42, 2218–2226. [Google Scholar] [CrossRef] [PubMed]
- Ren, Y.; Fan, X.; Chen, G.; Zhou, D.; Lin, H.; Cai, X. Preoperative C-reactive protein/albumin ratio to predict mortality and recurrence of patients with hepatocellular carcinoma after curative resection. Med. Clin. 2019, 153, 183–190. [Google Scholar] [CrossRef] [PubMed]
- Kinoshita, A.; Onoda, H.; Imai, N.; Iwaku, A.; Oishi, M.; Tanaka, K.; Fushiya, N.; Koike, K.; Nishino, H.; Matsushima, M. The C-Reactive Protein/Albumin Ratio, a Novel Inflammation-Based Prognostic Score, Predicts Outcomes in Patients with Hepatocellular Carcinoma. Ann. Surg. Oncol. 2014, 22, 803–810. [Google Scholar] [CrossRef]
- Chen, J.; Fang, A.; Chen, M.; Tuoheti, Y.; Zhou, Z.; Xu, L.; Chen, J.; Pan, Y.; Wang, J.; Zhu, H.; et al. A novel inflammation-based nomogram system to predict survival of patients with hepatocellular carcinoma. Cancer Med. 2018, 7, 5027–5035. [Google Scholar] [CrossRef]
- Li, J.; Yang, S.; Li, Y.; Li, C.; Xia, Y.; Zhu, S.; Xia, J. The C-Reactive Protein to Albumin Ratio Is an Independent Prognostic Factor in Patients with Hepatocellular Carcinoma Undergoing Transarterial Chemoembolization: A Large Cohort Study. Cardiovasc. Interv. Radiol. 2022, 45, 1295–1303. [Google Scholar] [CrossRef] [PubMed]
- Tada, T.; Kumada, T.; Hiraoka, A.; Hirooka, M.; Kariyama, K.; Tani, J.; Atsukawa, M.; Takaguchi, K.; Itobayashi, E.; Fukunishi, S.; et al. C-reactive protein to albumin ratio predicts survival in patients with unresectable hepatocellular carcinoma treated with lenvatinib. Sci. Rep. 2022, 12, 1–10. [Google Scholar] [CrossRef]
- Wu, M.-T.; He, S.-Y.; Chen, S.-L.; Li, L.-F.; He, Z.-Q.; Zhu, Y.-Y.; He, X.; Chen, H. Clinical and prognostic implications of pretreatment albumin to C-reactive protein ratio in patients with hepatocellular carcinoma. BMC Cancer 2019, 19, 538. [Google Scholar] [CrossRef] [PubMed]
- Oh, T.K.; Choi, Y.-R.; Cho, J.Y.; Yoon, Y.-S.; Han, H.-S.; Park, I.S.; Ryu, J.-H. The High-Sensitivity C-Reactive Protein/Albumin Ratio Predicts Long-Term Oncologic Outcomes after Curative Resection for Hepatocellular Carcinoma. J. Clin. Med. 2018, 7, 139. [Google Scholar] [CrossRef] [PubMed]
- Chi, J.; Xie, Q.; Jia, J.; Liu, X.; Sun, J.; Chen, J.; Yi, L. Prognostic Value of Albumin/Globulin Ratio in Survival and Lymph Node Metastasis in Patients with Cancer: A Systematic Review and Meta-analysis. J. Cancer 2018, 9, 2341–2348. [Google Scholar] [CrossRef]
- Deng, Y.; Pang, Q.; Miao, R.-C.; Chen, W.; Zhou, Y.-Y.; Bi, J.-B.; Liu, S.-S.; Zhang, J.-Y.; Qu, K.; Liu, C. Prognostic significance of pretreatment albumin/globulin ratio in patients with hepatocellular carcinoma. OncoTargets Ther. 2016, 9, 5317–5328. [Google Scholar] [CrossRef] [Green Version]
- Zhang, C.-C.; Xing, H.; Wang, Y.; Liang, L.; Diao, Y.-K.; Chen, T.-H.; Lau, W.Y.; Bie, P.; Chen, Z.-Y.; Yang, T. Preoperative Inversed Albumin-to-Globulin Ratio Predicts Worse Oncologic Prognosis Following Curative Hepatectomy for Hepatocellular Carcinoma. Cancer Manag. Res. 2020, 12, 9929–9939. [Google Scholar] [CrossRef]
- Utsumi, M.; Kitada, K.; Tokunaga, N.; Narusaka, T.; Hamano, R.; Miyasou, H.; Tsunemitsu, Y.; Otsuka, S.; Inagaki, M. Preoperative Albumin-to-Globulin Ratio Predicts Prognosis in Hepatocellular Carcinoma: A Cohort Study Including Non-Hepatitis Virus-Infected Patients. Dig. Surg. 2021, 38, 307–315. [Google Scholar] [CrossRef] [PubMed]
- Zhang, J.; Liu, X.; Yang, Z.; Chen, Y.; Luo, R. The pretreatment albumin to globulin ratio, a validated biomarker, predicts prognosis in hepatocellular carcinoma. J. BUON. 2016, 21, 925–934. [Google Scholar]
- Shimizu, T.; Ishizuka, M.; Suzuki, T.; Tanaka, G.; Park, K.H.; Matsumoto, T.; Shiraki, T.; Sakuraoka, Y.; Kato, M.; Aoki, T.; et al. The preoperative globulin-to-albumin ratio, a novel inflammation-based prognostic system, predicts survival after potentially curative liver resection for patients with hepatocellular carcinoma. J. Surg. Oncol. 2017, 116, 1166–1175. [Google Scholar] [CrossRef]
- Sticova, E.; Jirsa, M. New insights in bilirubin metabolism and their clinical implications. World J. Gastroenterol. 2013, 19, 6398–6407. [Google Scholar] [CrossRef] [PubMed]
- Ma, X.-L.; Zhou, J.-Y.; Gao, X.-H.; Tian, L.; Wu, J.; Zhang, C.-Y.; Zhou, Y.; Dai, Q.; Wang, B.-L.; Pan, B.-S.; et al. Application of the albumin-bilirubin grade for predicting prognosis after curative resection of patients with early-stage hepatocellular carcinoma. Clin. Chim. Acta 2016, 462, 15–22. [Google Scholar] [CrossRef] [PubMed]
- Wang, Y.-Y.; Zhong, J.-H.; Su, Z.-Y.; Huang, J.-F.; Lu, S.-D.; Xiang, B.-D.; Ma, L.; Qi, L.-N.; Ou, B.-N.; Li, L.-Q. Albumin–bilirubin versus Child–Pugh score as a predictor of outcome after liver resection for hepatocellular carcinoma. Br. J. Surg. 2016, 103, 725–734. [Google Scholar] [CrossRef] [PubMed]
- Li, M.-X.; Zhao, H.; Bi, X.-Y.; Li, Z.-Y.; Huang, Z.; Han, Y.; Zhou, J.-G.; Zhao, J.-J.; Zhang, Y.-F.; Cai, J.-Q. Prognostic value of the albumin-bilirubin grade in patients with hepatocellular carcinoma: Validation in a Chinese cohort. Hepatol. Res. 2016, 47, 731–741. [Google Scholar] [CrossRef]
- Zhang, Z.-Q.; Xiong, L.; Zhou, J.-J.; Miao, X.-Y.; Li, Q.-L.; Wen, Y.; Zou, H. Ability of the ALBI grade to predict posthepatectomy liver failure and long-term survival after liver resection for different BCLC stages of HCC. World J. Surg. Oncol. 2018, 16, 208. [Google Scholar] [CrossRef]
- Ho, S.-Y.; Hsu, C.-Y.; Liu, P.-H.; Hsia, C.-Y.; Su, C.-W.; Huang, Y.-H.; Hou, M.-C.; Huo, T.-I. Albumin-bilirubin (ALBI) grade-based nomogram to predict tumor recurrence in patients with hepatocellular carcinoma. Eur. J. Surg. Oncol. (EJSO) 2019, 45, 776–781. [Google Scholar] [CrossRef]
- Ruzzenente, A.; De Angelis, M.; Conci, S.; Campagnaro, T.; Isa, G.; Bagante, F.; Ciangherotti, A.; Pedrazzani, C.; Capelli, P.; Iacono, C.; et al. The albumin-bilirubin score stratifies the outcomes of Child-Pugh class A patients after resection of hepatocellular carcinoma. Transl. Cancer Res. 2019, 8, S233–S244. [Google Scholar] [CrossRef]
- Zhao, S.; Wang, M.; Yang, Z.; Tan, K.; Zheng, D.; Du, X.; Liu, L. Comparison between Child-Pugh score and Albumin-Bilirubin grade in the prognosis of patients with HCC after liver resection using time-dependent ROC. Ann. Transl. Med. 2020, 8, 539. [Google Scholar] [CrossRef]
- Chen, W.; Zhang, Z.; Fang, X.; Xiong, L.; Wen, Y.; Zhou, J.; Kong, F.; Zou, H. Prognostic value of the ALBI grade among patients with single hepatocellular carcinoma without macrovascular invasion. Medicine 2021, 100, e26265. [Google Scholar] [CrossRef]
- Mao, S.; Yu, X.; Shan, Y.; Fan, R.; Wu, S.; Lu, C. Albumin-Bilirubin (ALBI) and Monocyte to Lymphocyte Ratio (MLR)-Based Nomogram Model to Predict Tumor Recurrence of AFP-Negative Hepatocellular Carcinoma. J. Hepatocell. Carcinoma 2021, 8, 1355–1365. [Google Scholar] [CrossRef] [PubMed]
- Tsai, Y.-C.; Sou, F.-M.; Liu, Y.-W.; Wu, Y.-J.; Yong, C.-C.; Chen, D.-W.; Huang, P.-Y.; Cho, W.-R.; Chuang, C.-H.; Hsiao, C.-C.; et al. Preoperative ALBI grade predicts the outcomes in non-B non-C HCC patients undergoing primary curative resection. BMC Gastroenterol. 2021, 21, 386. [Google Scholar] [CrossRef]
- Lee, Y.H.; Koh, Y.S.; Hur, Y.H.; Cho, C.K.; Kim, H.J.; Park, E.K. Effectiveness of the albumin-bilirubin score as a prognostic factor for early recurrence after curative hepatic resection for hepatocellular carcinoma. Ann. Hepato-Biliary-Pancreat. Surg. 2018, 22, 335–343. [Google Scholar] [CrossRef]
- Fagenson, A.M.; Gleeson, E.M.; Pitt, H.A.; Lau, K.N. Albumin-Bilirubin Score vs Model for End-Stage Liver Disease in Predicting Post-Hepatectomy Outcomes. J. Am. Coll. Surg. 2020, 230, 637–645. [Google Scholar] [CrossRef] [PubMed]
- Bernardi, N.; Chedid, M.F.; Grezzana-Filho, T.J.M.; Chedid, A.D.; Pinto, M.A.; Leipnitz, I.; Prediger, J.E.; Prediger, C.; Backes, A.N.; Hammes, T.O.; et al. Pre-transplant ALBI Grade 3 Is Associated with Increased Mortality After Liver Transplantation. Dig. Dis. Sci. 2019, 64, 1695–1704. [Google Scholar] [CrossRef]
- Liao, J.; Liu, J.; Li, C.; Fan, J.; Wang, Z. Albumin-bilirubin grade as a prognostic factor of hepatocellular carcinoma after treatment with orthotopic liver transplantation. Transl. Cancer Res. 2019, 8, 1457–1465. [Google Scholar] [CrossRef] [PubMed]
- Lo, C.-H.; Liu, M.-Y.; Lee, M.-S.; Yang, J.-F.; Jen, Y.-M.; Lin, C.-S.; Chao, H.-L.; Shen, P.-C.; Huang, W.-Y. Comparison Between Child-Turcotte-Pugh and Albumin-Bilirubin Scores in Assessing the Prognosis of Hepatocellular Carcinoma After Stereotactic Ablative Radiation Therapy. Int. J. Radiat. Oncol. 2017, 99, 145–152. [Google Scholar] [CrossRef]
- Murray, L.J.; Sykes, J.; Brierley, J.; Kim, J.J.; Wong, R.K.; Ringash, J.; Craig, T.; Velec, M.; Lindsay, P.; Knox, J.J.; et al. Baseline Albumin-Bilirubin (ALBI) Score in Western Patients With Hepatocellular Carcinoma Treated With Stereotactic Body Radiation Therapy (SBRT). Int. J. Radiat. Oncol. 2018, 101, 900–909. [Google Scholar] [CrossRef] [PubMed]
- Kao, W.-Y.; Su, C.-W.; Chiou, Y.-Y.; Chiu, N.-C.; Liu, C.-A.; Fang, K.-C.; Huo, T.-I.; Huang, Y.-H.; Chang, C.-C.; Hou, M.-C.; et al. Hepatocellular Carcinoma: Nomograms Based on the Albumin-Bilirubin Grade to Assess the Outcomes of Radiofrequency Ablation. Radiology 2017, 285, 670–680. [Google Scholar] [CrossRef] [PubMed]
- An, C.; Li, X.; Yu, X.; Cheng, Z.; Han, Z.; Liu, F.; Yu, J.; Liang, P. Nomogram based on albumin-bilirubin grade to predict outcome of the patients with hepatitis C virus-related hepatocellular carcinoma after microwave ablation. Cancer Biol. Med. 2019, 16, 797–810. [Google Scholar] [CrossRef]
- Chen, P.-C.; Chiu, N.-C.; Su, C.-W.; Huang, Y.-H.; Hou, M.-C.; Lin, H.-C.; Wu, J.-C. Albumin-bilirubin grade may determine the outcomes of patients with very early stage hepatocellular carcinoma after radiofrequency ablation therapy. J. Chin. Med. Assoc. 2019, 82, 2–10. [Google Scholar] [CrossRef] [PubMed]
- Long, H.; Xie, X.; Huang, G.; Huang, T.; Xie, X.; Liu, B. Prognostic Role of Albumin-Bilirubin Grade in Hepatocellular Carcinoma After Ultrasound-guided Percutaneous Radiofrequency Ablation: A Single-center Experience Over a Decade. Surg. Laparosc. Endosc. Percutan. Tech. 2022, 32, 350–356. [Google Scholar] [CrossRef]
- Hickey, R.; Mouli, S.; Kulik, L.; Desai, K.; Thornburg, B.; Ganger, D.; Baker, T.; Abecassis, M.; Kallini, J.R.; Gabr, A.; et al. Independent Analysis of Albumin-Bilirubin Grade in a 765-Patient Cohort Treated with Transarterial Locoregional Therapy for Hepatocellular Carcinoma. J. Vasc. Interv. Radiol. 2016, 27, 795–802. [Google Scholar] [CrossRef]
- Gui, B.; Weiner, A.A.; Nosher, J.; Lu, S.-E.; Foltz, G.M.; Hasan, O.; Kim, S.K.; Gendel, V.; Mani, N.B.; Carpizo, D.R.; 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, 861–866. [Google Scholar] [CrossRef]
- Kim, J.H.; Sinn, D.H.; Lee, J.-H.; Hyun, D.; Cho, S.K.; Shin, S.W.; Chang, Y.; Kim, Y.J.; Yoon, J.-H.; Kang, W.; et al. Novel Albumin–Bilirubin Grade-Based Risk Prediction Model for Patients with Hepatocellular Carcinoma Undergoing Chemoembolization. Dig. Dis. Sci. 2018, 63, 1062–1071. [Google Scholar] [CrossRef]
- Antkowiak, M.; Gabr, A.; Das, A.; Ali, R.; Kulik, L.; Ganger, D.; Moore, C.; Abecassis, M.; Katariya, N.; Mouli, S.; et al. Prognostic Role of Albumin, Bilirubin, and ALBI Scores: Analysis of 1000 Patients with Hepatocellular Carcinoma Undergoing Radioembolization. Cancers 2019, 11, 879. [Google Scholar] [CrossRef]
- Khalid, M.A.; Achakzai, I.K.; Hanif, F.M.; Ahmed, S.; Majid, Z.; Luck, N.H. To determine the prognostic value of the albumin–bilirubin grade (ALBI) in patients underwent transarterial chemoembolization for unresectable hepatocellular carcinoma. Gastroenterol. Hepatol. bed bench 2019, 12, 110–115. [Google Scholar]
- Lee, I.-C.; Hung, Y.-W.; Liu, C.-A.; Lee, R.-C.; Su, C.-W.; Huo, T.-I.; Li, C.-P.; Chao, Y.; Lin, H.-C.; Hou, M.-C.; et al. A new ALBI-based model to predict survival after transarterial chemoembolization for BCLC stage B hepatocellular carcinoma. Liver Int. 2019, 39, 1704–1712. [Google Scholar] [CrossRef] [PubMed]
- Zhong, B.-Y.; Ni, C.-F.; Ji, J.-S.; Yin, G.-W.; Chen, L.; Zhu, H.-D.; Guo, J.-H.; He, S.-C.; Deng, G.; Zhang, Q.; et al. Nomogram and Artificial Neural Network for Prognostic Performance on the Albumin-Bilirubin Grade for Hepatocellular Carcinoma Undergoing Transarterial Chemoembolization. J. Vasc. Interv. Radiol. 2019, 30, 330–338. [Google Scholar] [CrossRef] [PubMed]
- Ho, S.-Y.; Hsu, C.-Y.; Liu, P.-H.; Lee, R.-C.; Ko, C.-C.; Huang, Y.-H.; Su, C.-W.; Hou, M.-C.; Huo, T.-I. Albumin–Bilirubin (ALBI) Grade-Based Nomogram for Patients with Hepatocellular Carcinoma Undergoing Transarterial Chemoembolization. Dig. Dis. Sci. 2020, 66, 1730–1738. [Google Scholar] [CrossRef] [PubMed]
- Chen, H.-Y.; Kee, K.-M.; Lu, S.-N.; Wang, J.-H.; Chen, C.-H.; Hung, C.-H.; Yen, Y.-H.; Kuo, Y.-H. Incorporating albumin-bilirubin grade and up-to-seven criteria to predict outcomes of patients with intermediate stage hepatocellular carcinoma after transarterial (chemo)embolization. J. Formos. Med. Assoc. 2021, 121, 778–786. [Google Scholar] [CrossRef]
- Kuo, Y.-H.; Wang, J.-H.; Hung, C.-H.; Rau, K.-M.; Wu, I.-P.; Chen, C.-H.; Kee, K.-M.; Hu, T.-H.; Lu, S.-N. Albumin-Bilirubin grade predicts prognosis of HCC patients with sorafenib use. J. Gastroenterol. Hepatol. 2017, 32, 1975–1981. [Google Scholar] [CrossRef] [PubMed]
- Nguyen, T.T.H.; Nguyen, V.H.; Nguyen, T.L.; Le, V.Q. Role of Baseline Albumin-Bilirubin Grade on Predict Overall Survival Among Sorafenib-Treated Patients with Hepatocellular Carcinoma in Vietnam. Cancer Control. 2019, 26, 1073274819865269. [Google Scholar] [CrossRef] [PubMed]
- Tada, T.; Kumada, T.; Toyoda, H.; Tsuji, K.; Hiraoka, A.; Michitaka, K.; Deguchi, A.; Ishikawa, T.; Imai, M.; Ochi, H.; et al. Impact of albumin–bilirubin grade on survival in patients with hepatocellular carcinoma who received sorafenib: An analysis using time-dependent receiver operating characteristic. J. Gastroenterol. Hepatol. 2019, 34, 1066–1073. [Google Scholar] [CrossRef]
- Ho, S.-Y.; Liu, P.-H.; Hsu, C.-Y.; Hsia, C.-Y.; Su, C.-W.; Huang, Y.-H.; Lei, H.-J.; He, Y.-J.; Hou, M.-C.; Huo, T.-I. An Albumin-Bilirubin (ALBI) Grade–based Prognostic Model for Patients With Hepatocellular Carcinoma Within Milan Criteria. Am. J. Clin. Oncol. 2019, 42, 698–704. [Google Scholar] [CrossRef]
- Ho, S.-Y.; Hsu, C.-Y.; Liu, P.; Hsia, C.-Y.; Lei, H.-J.; Huang, Y.-H.; Ko, C.-C.; Su, C.-W.; Lee, R.-C.; Hou, M.-C.; et al. Albumin-bilirubin grade-based nomogram of the BCLC system for personalized prognostic prediction in hepatocellular carcinoma. Liver Int. 2019, 40, 205–214. [Google Scholar] [CrossRef]
- Ho, S.-Y.; Liu, P.-H.; Hsu, C.-Y.; Hsia, C.-Y.; Huang, Y.-H.; Su, C.-W.; Lei, H.-J.; Lee, R.-C.; Hou, M.-C.; Huo, T.-I. A New Prognostic Model Based on Albumin–Bilirubin Grade for Hepatocellular Carcinoma Beyond the Milan Criteria. Dig. Dis. Sci. 2019, 65, 658–667. [Google Scholar] [CrossRef]
- Chang, C.-Y.; Wei, C.-Y.; Chen, P.-H.; Hou, M.-C.; Chao, Y.; Chau, G.-Y.; Lee, R.-C.; Huang, Y.-H.; Su, Y.-H.; Wu, J.-C.; et al. The role of albumin–bilirubin grade in determining the outcomes of patients with very early-stage hepatocellular carcinoma. J. Chin. Med. Assoc. 2021, 84, 136–143. [Google Scholar] [CrossRef]
- Ho, S.-Y.; Liu, P.-H.; Hsu, C.-Y.; Huang, Y.-H.; Liao, J.-I.; Su, C.-W.; Hou, M.-C.; Huo, T.-I. A New Tumor Burden Score and Albumin–Bilirubin Grade-Based Prognostic Model for Hepatocellular Carcinoma. Cancers 2022, 14, 649. [Google Scholar] [CrossRef]
- Ko, C.-C.; Ho, S.-Y.; Liu, P.-H.; Hsu, C.-Y.; Hsia, C.-Y.; Huang, Y.-H.; Su, C.-W.; Lei, H.-J.; Lee, R.-C.; Hou, M.-C.; et al. Dual hepatitis B and C-associated hepatocellular carcinoma: Clinical characteristics, outcome, and prognostic role of albumin–bilirubin grade. Int. J. Clin. Oncol. 2022, 27, 739–748. [Google Scholar] [CrossRef] [PubMed]
- Kim, T.H.; Kim, B.H.; Park, J.-W.; Cho, Y.R.; Koh, Y.-H.; Chun, J.W.; Oh, E.S.; Lee, D.Y.; Lee, S.U.; Suh, Y.-G.; et al. Proton Beam Therapy for Treatment-Naïve Hepatocellular Carcinoma and Prognostic Significance of Albumin-Bilirubin (ALBI) Grade. Cancers 2022, 14, 4445. [Google Scholar] [CrossRef] [PubMed]
- Huang, Z.; Zuo, M.; Ni, J.-Y.; Gu, Y.; Zhang, T.-Q.; Jiang, Y.; Zhuo, S.; An, C.; Huang, J. Assessment in the Survival Outcome After Transarterial Chemoembolization Combined with Cryoablation for Hepatocellular Carcinoma (Diameter > 4 cm) Based on the Albumin-Bilirubin Grade and Platelet-Albumin-Bilirubin grade: A Preliminary Study. Cancer Manag. Res. 2020, 12, 1373–1385. [Google Scholar] [CrossRef]
- Wang, Z.; Fan, Q.; Wang, M.; Wang, E.; Li, H.; Liu, L. Comparison between Child-Pugh Score and albumin-bilirubin grade in patients treated with the combination therapy of transarterial chemoembolization and sorafenib for hepatocellular carcinoma. Ann. Transl. Med. 2020, 8, 537. [Google Scholar] [CrossRef]
- Zhong, B.-Y.; Yan, Z.-P.; Sun, J.-H.; Zhang, L.; Hou, Z.-H.; Yang, M.-J.; Zhou, G.-H.; Wang, W.-S.; Li, Z.; Huang, P.; 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. [Google Scholar] [CrossRef] [PubMed]
- Dong, D.; Zhu, X.; Wang, H.; Li, L.; Wan, M.; Li, S.; Zhang, Y.; Geng, J.; Li, Y.; Wang, W. Prognostic significance of albumin–bilirubin score in patients with unresectable hepatocellular carcinoma undergoing combined immunotherapy and radiotherapy. J. Med. Imaging Radiat. Oncol. 2022, 66, 662–670. [Google Scholar] [CrossRef] [PubMed]
- Ho, S.; Liu, P.; Hsu, C.; Ko, C.; Huang, Y.; Su, C.; Hsia, C.; Tsai, P.; Chou, S.; Lee, R.; et al. Easy albumin–bilirubin score as a new prognostic predictor in hepatocellular carcinoma. Hepatol. Res. 2021, 51, 1129–1138. [Google Scholar] [CrossRef]
- Tada, T.; Kumada, T.; Hiraoka, A.; Atsukawa, M.; Hirooka, M.; Tsuji, K.; Ishikawa, T.; Takaguchi, K.; Kariyama, K.; Itobayashi, E.; et al. Impact of modified albumin–bilirubin grade on survival in patients with HCC who received lenvatinib. Sci. Rep. 2021, 11, 14474. [Google Scholar] [CrossRef]
- Wang, H.-W.; Chuang, P.-H.; Su, W.-P.; Kao, J.-T.; Hsu, W.-F.; Lin, C.-C.; Huang, G.-T.; Lin, J.-T.; Lai, H.-C.; Peng, C.-Y. On-Treatment Albumin-Bilirubin Grade: Predictor of Response and Outcome of Sorafenib-Regorafenib Sequential Therapy in Patients with Unresectable Hepatocellular Carcinoma. Cancers 2021, 13, 3758. [Google Scholar] [CrossRef]
- Amisaki, M.; Uchinaka, E.; Morimoto, M.; Tokuyasu, N.; Sakamoto, T.; Honjo, S.; Saito, H.; Fujiwara, Y. Post-operative albumin-bilirubin grade predicts long-term outcomes among Child–Pugh grade A patients with hepatocellular carcinoma after curative resection. Hepatobiliary Pancreat. Dis. Int. 2018, 17, 502–509. [Google Scholar] [CrossRef] [PubMed]
- Cho, W.-R.; Hung, C.-H.; Chen, C.-H.; Lin, C.-C.; Wang, C.-C.; Liu, Y.-W.; Wu, Y.-J.; Yong, C.-C.; Chen, K.-D.; Tsai, Y.-C.; et al. Ability of the post-operative ALBI grade to predict the outcomes of hepatocellular carcinoma after curative surgery. Sci. Rep. 2020, 10, 7290. [Google Scholar] [CrossRef]
- Lin, C.-Y.; Lin, C.-C.; Wang, C.-C.; Chen, C.-L.; Hu, T.-H.; Hung, C.-H.; Huang, P.-Y.; Tsai, M.-C. The ALBI Grade is a Good Predictive Model for Very Late Recurrence in Patients with Hepatocellular Carcinoma Undergoing Primary Resection. World J. Surg. 2019, 44, 247–257. [Google Scholar] [CrossRef]
- Lee, P.-C.; Chen, Y.-T.; Chao, Y.; Huo, T.-I.; Li, C.-P.; Su, C.-W.; Lee, M.-H.; Hou, M.-C.; Lee, F.-Y.; Lin, H.-C.; et al. Validation of the albumin-bilirubin grade-based integrated model as a predictor for sorafenib-failed hepatocellular carcinoma. Liver Int. 2017, 38, 321–330. [Google Scholar] [CrossRef]
- Li, C.; Zhang, X.-Y.; Peng, W.; Wen, T.-F.; Yan, L.-N.; Li, B.; Yang, J.-Y.; Wang, W.-T.; Xu, M.-Q. Postoperative Albumin–Bilirubin Grade Change Predicts the Prognosis of Patients with Hepatitis B-Related Hepatocellular Carcinoma Within the Milan Criteria. World J. Surg. 2017, 42, 1841–1847. [Google Scholar] [CrossRef]
- Ye, L.; Liang, R.; Zhang, J.; Chen, C.; Chen, X.; Zhang, Y.; Wang, G.; Yang, Y.; Chen, G. Postoperative albumin-bilirubin grade and albumin-bilirubin change predict the outcomes of hepatocellular carcinoma after hepatectomy. Ann. Transl. Med. 2019, 7, 367. [Google Scholar] [CrossRef]
- Lin, P.-T.; Teng, W.; Jeng, W.-J.; Chen, W.-T.; Hsieh, Y.-C.; Huang, C.-H.; Lui, K.-W.; Hung, C.-F.; Wang, C.-T.; Chai, P.-M.; et al. Dynamic Change of Albumin-Bilirubin Score Is Good Predictive Parameter for Prognosis in Chronic Hepatitis C-hepatocellular Carcinoma Patients Receiving Transarterial Chemoembolization. Diagnostics 2022, 12, 665. [Google Scholar] [CrossRef] [PubMed]
- Unome, S.; Imai, K.; Takai, K.; Miwa, T.; Hanai, T.; Nishigaki, Y.; Hayashi, H.; Kochi, T.; Shimizu, S.; Nagano, J.; et al. Changes in ALBI Score and PIVKA-II within Three Months after Commencing Atezolizumab Plus Bevacizumab Treatment Affect Overall Survival in Patients with Unresectable Hepatocellular Carcinoma. Cancers 2022, 14, 6089. [Google Scholar] [CrossRef]
- Holinstat, M. Normal platelet function. Cancer Metastasis Rev. 2017, 36, 195–198. [Google Scholar] [CrossRef] [PubMed]
- Luo, H.M.; Zhao, S.Z.; Li, C.; Chen, L.P. Preoperative platelet-albumin-bilirubin grades predict the prognosis of patients with hepatitis B virus-related hepatocellular carcinoma after liver resection: A retrospective study. Medicine 2018, 97, e0226. [Google Scholar] [CrossRef]
- Lu, L.-H.; Zhang, Y.-F.; Mu-Yan, C.; Kan, A.; Zhong, X.-P.; Mei, J.; Ling, Y.-H.; Li, S.-H.; Shi, M.; Wei, W.; et al. Platelet-albumin-bilirubin grade: Risk stratification of liver failure, prognosis after resection for hepatocellular carcinoma. Dig. Liver Dis. 2019, 51, 1430–1437. [Google Scholar] [CrossRef] [Green Version]
- Wu, B.; Hu, X.; Jin, H.; Zhou, L.; Zhang, D.; Man, Z.; Wang, Y.; Yang, S.; Pang, Q.; Liu, H.; et al. Albumin-bilirubin and platelet-albumin-bilirubin grades for hepatitis B-associated hepatocellular carcinoma in Child-Pugh A patients treated with radical surgery: A retrospective observational study. Medicine 2019, 98, e17394. [Google Scholar] [CrossRef]
- Pang, Q.; Liu, S.; Wang, L.; Pan, H.; Wang, C.; Zhou, L.; Lu, Y.; Liu, H. The Significance of Platelet–Albumin–Bilirubin (PALBI) Grade in Hepatocellular Carcinoma Patients Stratified According to Platelet Count. Cancer Manag. Res. 2020, 12, 12811–12822. [Google Scholar] [CrossRef]
- Ho, C.H.; Chiang, C.-L.; Lee, F.A.; Choi, H.C.; Chan, J.C.; Yeung, C.S.; Huang, J.; Chan, M.K.; Blanck, O.; Wong, F.C. Comparison of platelet-albumin-bilirubin (PALBI), albumin-bilirubin (ALBI), and child-pugh (CP) score for predicting of survival in advanced hcc patients receiving radiotherapy (RT). Oncotarget 2018, 9, 28818–28829. [Google Scholar] [CrossRef] [PubMed]
- Carling, U.; Røsok, B.; Line, P.-D.; Dorenberg, E.J. ALBI and P-ALBI grade in Child-Pugh A patients treated with drug eluting embolic chemoembolization for hepatocellular carcinoma. Acta Radiol. 2018, 60, 702–709. [Google Scholar] [CrossRef] [PubMed]
- Lee, S.K.; Song, M.J.; Kim, S.H.; Park, M. Comparing various scoring system for predicting overall survival according to treatment modalities in hepatocellular carcinoma focused on Platelet-albumin-bilirubin (PALBI) and albumin-bilirubin (ALBI) grade: A nationwide cohort study. PLoS ONE 2019, 14, e0216173. [Google Scholar] [CrossRef]
- Ni, J.-Y.; Fang, Z.-T.; An, C.; Sun, H.-L.; Huang, Z.-M.; Zhang, T.-Q.; Jiang, X.-Y.; Chen, Y.-T.; Xu, L.-F.; Huang, J.-H. Comparison of albumin-bilirubin grade, platelet-albumin-bilirubin grade and Child-Turcotte-Pugh class for prediction of survival in patients with large hepatocellular carcinoma after transarterial chemoembolization combined with microwave ablation. Int. J. Hyperth. 2019, 36, 840–852. [Google Scholar] [CrossRef] [PubMed]
- Hu, K.; Yuan, J.; Tang, B.; Zhang, F.; Lu, S.; Chen, R.; Zhang, L.; Ren, Z.; Yin, X. Albumin-bilirubin index and platelet-albumin-bilirubin index contribute to identifying survival benefit candidates in patients with hepatocellular carcinoma and Child-Pugh grade A undergoing transcatheter arterial chemoembolization with sorafenib treatment. Ann. Transl. Med. 2021, 9, 237. [Google Scholar] [CrossRef] [PubMed]
- Wang, Z.-X.; Peng, W.; Zhang, X.-Y.; Wen, T.-F.; Li, C. Prognostic significance of postoperative change of PALBI grade for patients with hepatocellular carcinoma after hepatectomy. Medicine 2021, 100, e24476. [Google Scholar] [CrossRef] [PubMed]
- Xu, Q.; Yan, Y.; Gu, S.; Mao, K.; Zhang, J.; Huang, P.; Zhou, Z.; Chen, Z.; Zheng, S.; Liang, J.; et al. A Novel Inflammation-Based Prognostic Score: The Fibrinogen/Albumin Ratio Predicts Prognoses of Patients after Curative Resection for Hepatocellular Carcinoma. J. Immunol. Res. 2018, 2018, 4925498. [Google Scholar] [CrossRef]
- Mai, R.-Y.; Bai, T.; Luo, X.-L.; Wu, G.-B. Preoperative fibrinogen-to-albumin ratio predicts the prognosis of patients with hepatocellular carcinoma subjected to hepatectomy. BMC Gastroenterol. 2022, 22, 261. [Google Scholar] [CrossRef]
- Shen, J.; Tang, L.; Zhang, X.; Peng, W.; Wen, T.; Li, C.; Yang, J.; Liu, G. A Novel Index in Hepatocellular Carcinoma Patients After Curative Hepatectomy: Albumin to Gamma-Glutamyltransferase Ratio (AGR). Front. Oncol. 2019, 9, 817. [Google Scholar] [CrossRef]
- Liu, W.; Zhang, F.; Quan, B.; Li, M.; Lu, S.; Li, J.; Chen, R.; Yin, X. The Prognostic Value of the Albumin to Gamma-Glutamyltransferase Ratio in Patients with Hepatocellular Carcinoma Undergoing Radiofrequency Ablation. Dis. Markers 2021, 2021, 3514827. [Google Scholar] [CrossRef]
- Liu, K.J.; Lv, Y.X.; Niu, Y.M.; Bu, Y. Prognostic value of gamma-glutamyl transpeptidase to albumin ratio combined with aspartate aminotransferase to lymphocyte ratio in patients with hepatocellular carcinoma after hepatectomy. Medicine 2020, 99, e23339. [Google Scholar] [CrossRef]
- Zhang, S.; Xu, L.; Xu, M. Gamma-glutamyl transpeptidase to Albumin Ratio holds a prognostic significance in hepatocellular carcinoma patients with liver cirrhosis after hepatectomy. Asian J. Surg. 2022. [Google Scholar] [CrossRef]
- Gan, W.; Zhang, M.X.; Wang, J.X.; Fu, Y.P.; Huang, J.L.; Yi, Y.; Jing, C.Y.; Fan, J.; Zhou, J.; Qiu, S.J. Prognostic impact of lactic dehydrogenase to albumin ratio in hepatocellular carcinoma patients with Child-Pugh I who underwent curative resection: A prognostic nomogram study. Cancer Manag. Res. 2018, 10, 5383–5394. [Google Scholar] [CrossRef]
- Haruki, K.; Shiba, H.; Saito, N.; Horiuchi, T.; Shirai, Y.; Fujiwara, Y.; Furukawa, K.; Sakamoto, T.; Yanaga, K. Risk stratification using a novel liver functional reserve score of combination prothrombin time–international normalized ratio to albumin ratio and albumin in patients with hepatocellular carcinoma. Surgery 2018, 164, 404–410. [Google Scholar] [CrossRef] [PubMed]
- Li, C.; Peng, W.; Zhang, X.-Y.; Wen, T.-F.; Chen, L.-P. The preoperative platelet to albumin ratio predicts the prognosis of hepatocellular carcinoma patients without portal hypertension after liver resection. Medicine 2019, 98, e17920. [Google Scholar] [CrossRef] [PubMed]
- Meira Junior, J.D.; Fonseca, G.M.; Carvalho Neto, F.N.; Jeismann, V.B.; Kruger, J.A.P.; Silva, J.P.M.; Coelho, F.F.; Herman, P. Platelet-albumin (PAL) score as a predictor of perioperative outcomes and survival in patients with hepatocellular carcinoma undergoing liver resection in a Western center. Surg Oncol. 2022, 42, 101752. [Google Scholar] [CrossRef]
- Shen, X.; Wang, W.; Niu, X. Neutrophil Lymphocyte Ratio to Albumin Ratio and White Blood Cell to Hemoglobin Ratio as Prognostic Markers for Hepatocellular Carcinoma Patients Who Underwent Curative Hepatectomy. Int. J. Gen. Med. 2021, 14, 5029–5038. [Google Scholar] [CrossRef] [PubMed]
- Iida, H.; Tani, M.; Komeda, K.; Nomi, T.; Matsushima, H.; Tanaka, S.; Ueno, M.; Nakai, T.; Maehira, H.; Mori, H.; et al. Superiority of CRP-albumin-lymphocyte index (CALLY index) as a non-invasive prognostic biomarker after hepatectomy for hepatocellular carcinoma. Hpb 2021, 24, 101–115. [Google Scholar] [CrossRef] [PubMed]
- Peng, W.; Shen, J.; Dai, J.; Leng, S.; Xie, F.; Zhang, Y.; Ran, S.; Sun, X.; Wen, T. Preoperative aspartate aminotransferase to albumin ratio correlates with tumor characteristics and predicts outcome of hepatocellular carcinoma patients after curative hepatectomy: A multicenter study. BMC Surg. 2022, 22, 307. [Google Scholar] [CrossRef] [PubMed]
- Li, C.; Zhang, X.-Y.; Peng, W.; Wen, T.-F.; Yan, L.-N.; Li, B.; Yang, J.-Y.; Wang, W.-T.; Xu, M.-Q.; Chen, L.-P. Preoperative albumin-bilirubin grade plus platelet-to-lymphocyte ratio predict the outcomes of patients with BCLC stage A hepatocellular carcinoma after liver resection. Medicine 2018, 97, e11599. [Google Scholar] [CrossRef]
- Liao, R.; Li, D.-W.; Du, C.-Y.; Li, M. Combined Preoperative ALBI and FIB-4 Is Associated with Recurrence of Hepatocellular Carcinoma After Curative Hepatectomy. J. Gastrointest. Surg. 2018, 22, 1679–1687. [Google Scholar] [CrossRef]
- Zhang, J.; Luo, Y.; Li, C.; Liu, J.; Xiang, H.; Wen, T. The combination of the preoperative albumin-bilirubin grade and the fibrosis-4 index predicts the prognosis of patients with hepatocellular carcinoma after liver resection. Biosci. Trends 2019, 13, 351–357. [Google Scholar] [CrossRef] [PubMed]
- Luo, H.; Li, C.; Chen, L. Preoperative albumin-bilirubin grade combined with aspartate aminotransferase-to-platelet count ratio index predict outcomes of patients with hepatocellular carcinoma within Milan criteria after liver resection. Biosci. Trends 2019, 13, 176–181. [Google Scholar] [CrossRef]
- Zhang, C.H.; Ni, X.C.; Chen, B.Y.; Qiu, S.J.; Zhu, Y.M.; Luo, M. Combined preoperative albumin-bilirubin (ALBI) and serum gamma-glutamyl transpeptidase (GGT) predicts the outcome of hepatocellular carcinoma patients following hepatic resection. J. Cancer. 2019, 10, 4836–4845. [Google Scholar] [CrossRef]
- Pan, J.; Chen, S.; Tian, G.; Jiang, T. Preoperative Albumin–Bilirubin Grade with Prognostic Nutritional Index Predicts the Outcome of Patients with Early-Stage Hepatocellular Carcinoma After Percutaneous Radiofrequency Ablation. Front. Med. 2020, 7, 584871. [Google Scholar] [CrossRef]
- Liang, X.; Liangliang, X.; Peng, W.; Tao, Y.; Jinfu, Z.; Ming, Z.; Mingqing, X. Combined prognostic nutritional index and albumin-bilirubin grade to predict the postoperative prognosis of HBV-associated hepatocellular carcinoma patients. Sci. Rep. 2021, 11, 14624. [Google Scholar] [CrossRef]
- Qian, T.-G.; Yu, J.; Liang, P.; Yang, Q.; Yu, X.-L.; Wang, Y.; Cheng, Z.-G.; Han, Z.-Y.; Liu, F.-Y. Predictive effects of a combined indicator in patients with hepatocellular carcinoma after thermal ablation. J. Cancer Res. Ther. 2020, 16, 1038–1050. [Google Scholar] [CrossRef]
- Ha, F.; Wang, X.; Han, T.; Jia, K.; Wang, S.; Song, D. Value of Preoperative Systemic Immune-Inflammation Index and Albumin-Bilirubin Grade in Patients with Hepatocellular Carcinoma Undergoing Transarterial Embolization. Turk. J. Gastroenterol. 2023. [Google Scholar] [CrossRef]
- Qin, L.; Li, C.; Xie, F.; Wang, Z.; Wen, T. Combination of albumin-bilirubin grade and clinically significant portal hypertension predicts the prognosis of patients with hepatocellular carcinoma after liver resection. Biosci. Trends 2021, 15, 41–49. [Google Scholar] [CrossRef] [PubMed]
- Kaibori, M.; Yoshii, K.; Matsui, K.; Matsushima, H.; Kosaka, H.; Yamamoto, H.; Aoi, K.; Yamaguchi, T.; Yoshida, K.; Hatanaka, T.; et al. Modified Albumin-Bilirubin Grade and Alpha-Fetoprotein Score (mALF Score) for Predicting the Prognosis of Hepatocellular Carcinoma after Hepatectomy. Cancers 2022, 14, 5292. [Google Scholar] [CrossRef] [PubMed]
- Hatanaka, T.; Kakizaki, S.; Hiraoka, A.; Tada, T.; Hirooka, M.; Kariyama, K.; Tani, J.; Atsukawa, M.; Takaguchi, K.; Itobayashi, E.; et al. Development and validation of a modified albumin-bilirubin grade and alpha-fetoprotein score (mALF score) for hepatocellular carcinoma patients receiving atezolizumab and bevacizumab. Hepatol. Int. [CrossRef]
- Campani, C.; Bamba-Funck, J.; Campion, B.; Sidali, S.; Blaise, L.; Ganne-Carrié, N.; Demory, A.; Sutter, O.; Larrey, E.; Evain, M.; et al. Baseline ALBI score and early variation of serum AFP predicts outcomes in patients with HCC treated by atezolizumab–bevacizumab. Liver Int. 2022. [Google Scholar] [CrossRef] [PubMed]
- Shen, Y.; Wang, H.; Li, W.; Chen, J. Prognostic significance of the CRP/Alb and neutrophil to lymphocyte ratios in hepatocellular carcinoma patients undergoing TACE and RFA. J. Clin. Lab. Anal. 2019, 33, e22999. [Google Scholar] [CrossRef]
- Zhang, J.; Wang, T.; Xu, L.; Wang, P.; Zhang, M.; Xu, M. Development and validation of a prognostic model based on the albumin-to-fibrinogen ratio (AFR) and gamma-glutamyl transpeptidase-to-platelet ratio (GPR) in hepatocellular carcinoma patients. Clin. Chim. Acta 2020, 511, 107–116. [Google Scholar] [CrossRef]
- Jeng, L.-B.; Li, T.-C.; Hsu, S.-C.; Chan, W.-L.; Teng, C.-F. Association of Low Serum Albumin Level with Higher Hepatocellular Carcinoma Recurrence in Patients with Hepatitis B Virus Pre-S2 Mutant after Curative Surgical Resection. J. Clin. Med. 2021, 10, 4187. [Google Scholar] [CrossRef]
- Jalan, R.; Schnurr, K.; Mookerjee, R.P.; Sen, S.; Cheshire, L.; Hodges, S.; Muravsky, V.; Williams, R.; Matthes, G.; Davies, N.A. Alterations in the functional capacity of albumin in patients with decompensated cirrhosis is associated with increased mortality. Hepatology 2009, 50, 555–564. [Google Scholar] [CrossRef]
- Oettl, K.; Birner-Gruenberger, R.; Spindelboeck, W.; Stueger, H.P.; Dorn, L.; Stadlbauer, V.; Putz-Bankuti, C.; Krisper, P.; Graziadei, I.; Vogel, W.; et al. Oxidative albumin damage in chronic liver failure: Relation to albumin binding capacity, liver dysfunction and survival. J. Hepatol. 2013, 59, 978–983. [Google Scholar] [CrossRef]
- Domenicali, M.; Baldassarre, M.; Giannone, F.A.; Naldi, M.; Mastroroberto, M.; Biselli, M.; Laggetta, M.; Patrono, D.; Bertucci, C.; Bernardi, M.; et al. Posttranscriptional changes of serum albumin: Clinical and prognostic significance in hospitalized patients with cirrhosis. Hepatology 2014, 60, 1851–1860. [Google Scholar] [CrossRef]
- Kannan, S.; Souchelnytskyi, S. Review of post-translational modification of human serum albumin. Curr. Protein Pept. Sci. 2022, 23, 114–120. [Google Scholar] [CrossRef] [PubMed]
Biomarkers | Patients and Treatment Modalities | Prognostic Significance | Year | References |
---|---|---|---|---|
Pre-treatment ALB level | 145 patients with small HCC (≤3 cm) treated with curative surgical resection. | Low ALB level predicted worse OS (<3.7 vs. ≥3.7 g/dL). | 2003 | Chen et al. [20] |
234 patients with noncirrhotic HCC treated with curative surgical resection. | Low ALB level predicted worse OS and DFS (≤3.5 vs. >3.5 g/dL). | 2003 | Chen et al. [21] | |
303 patients with HCC treated with curative surgical resection. | Low ALB level predicted worse OS and RFS (≤4 vs. >4 g/dL). | 2019 | Wang et al. [22] | |
136 patients with HCC treated with EBRT. | Low ALB level predicted worse OS (≤3.5 vs. >3.5 g/dL). | 2008 | Zeng et al. [23] | |
71 cirrhotic patients with HCC treated with PEI. | Low ALB level predicted worse OS (≤3 vs. >3 g/dL). | 1997 | Castellano et al. [24] | |
100 patients with HCC treated with PEI. | Low ALB level predicted worse OS (≤3.5 vs. >3.5 g/dL). | 2002 | Kuriyama et al. [25] | |
137 patients with HCC treated with RFA or PMWA. | Low ALB level predicted worse OS (≤3.5 vs. >3.5 g/dL). | 2005 | Xu et al. [26] | |
100 HCV-infected patients with small HCC (≤3 cm) treated with RFA. | Low ALB level predicted worse OS (<3.5 vs. ≥3.5 g/dL). | 2012 | Toshikuni et al. [27] | |
128 patients with HCC treated with TAE. | Low ALB level predicted worse OS (≤3.5 vs. >3.5 g/dL). | 2002 | Ikeda et al. [28] | |
320 patients with HCC treated with TACE. | Low ALB level predicted worse OS (≤3.5 vs. >3.5 g/dL). | 2003 | O’Suilleabhain et al. [29] | |
141 patients with HCC treated with curative surgical resection, PEI, TACE, or antihormonal therapy. | Low ALB level predicted worse OS (≤3.3 vs. >3.3 g/dL). | 2001 | Lerose et al. [30] | |
201 patients with HCC treated with molecular targeted therapy with sorafenib. | Low ALB level predicted worse OS and FFS (<3.4 vs. ≥3.4 g/dL). | 2011 | Baek et al. [31] |
Biomarkers | Patients | Prognostic Significance | Year | References |
---|---|---|---|---|
Pre-treatment ALB/ALP ratio a | 217 patients with HCC treated with curative surgical resection (as training cohort); 256 patients with HCC treated with curative surgical resection; and 425 patients with HCC treated with transarterial therapy, systemic chemotherapy, or supportive care (as 2 validation cohorts). | Low ALB/ALP ratio predicted worse OS and DFS (<0.23 vs. ≥0.23). | 2015 | Chan et al. [33] |
221 HBV-infected patients with HCC treated with curative surgical resection. | Low ALB/ALP ratio predicted worse OS and RFS (≤0.40 vs. >0.40). | 2020 | Li et al. [34] | |
267 patients with combined HCC and cholangiocarcinoma treated with curative surgical resection (187 as training cohort and 80 as validation cohort). | Low ALB/ALP ratio predicted worse OS (≤0.43 vs. >0.43). | 2020 | Zhang et al. [35] | |
210 patients with HCC treated with liver transplantation. | Low ALB/ALP ratio predicted worse OS (≤0.38 vs. >0.38). | 2020 | Li et al. [36] | |
445 patients with HCC treated with RFA (297 as training cohort and 148 as validation cohort). | Low ALB/ALP ratio predicted worse OS and RFS (≤0.40 vs. >0.40). | 2021 | Zhang et al. [37] | |
372 patients with HCC treated with TACE (as training cohort); 82 patients with HCC treated with TACE; and 202 patients with HCC treated with supportive care (as 2 validation cohorts). | Low ALB/ALP ratio predicted worse OS (≤0.439 vs. >0.439). | 2018 | Chen et al. [38] | |
237 patients with advanced HCC treated without any standard anti-cancer therapies. | Low ALB/ALP ratio predicted worse OS (≤0.38 vs. >0.38). | 2018 | Cai et al. [39] |
Biomarkers | Patients | Prognostic Significance | Year | References |
---|---|---|---|---|
Pre-treatment CRP/ALB ratio a | 239 patients with HCC treated with curative surgical resection. | High CRP/ALB ratio predicted worse OS (>0.028 vs. ≤0.028). | 2018 | Shimizu et al. [41] |
187 patients with HCC treated with curative surgical resection. | High CRP/ALB ratio predicted worse TFS (≥0.037 vs. <0.037). | 2019 | Ren et al. [42] | |
186 patients with HCC treated with curative surgical resection, RFA, PEI, or TACE. | High CRP/ALB ratio predicted worse OS (≥0.037 vs. <0.037). | 2015 | Kinoshita et al. [43] | |
979 patients with HCC treated with curative surgical resection, RFA, or TACE (659 as training cohort and 320 as validation cohort). | High CRP/ALB ratio predicted worse OS (≥0.05 vs. <0.05). | 2018 | Chen et al. [44] | |
958 patients with HCC treated with TACE. | High CRP/ALB ratio predicted worse OS (≥0.06 vs. <0.06). | 2022 | Li et al. [45] | |
522 patients with HCC treated with molecular targeted therapy with lenvatinib. | High CRP/ALB ratio predicted worse OS (≥0.108 vs. <0.108). | 2022 | Tada et al. [46] | |
Pre-treatment ALB/CRP ratio b | 409 patients with HCC treated with curative surgical resection, RFA, TACE, or systemic chemotherapy. | Low ALB/CRP ratio predicted worse OS and DFS (≤5.4 vs. >5.4). | 2019 | Wu et al. [47] |
Post-treatment hsCRP/ALB ratio c | 389 patients with HCC treated with curative surgical resection. | High hsCRP/ALB ratios predicted worse OS and RFS (>0.625 and >0.500 vs. ≤0.625 and ≤0.500, respectively). | 2018 | Oh et al. [48] |
Biomarkers | Patients | Prognostic Significance | Year | References |
---|---|---|---|---|
Pre-treatment ALB/GLB ratio a | 172 patients with HCC treated with curative surgical resection. | Low ALB/GLB ratio predicted worse OS and greater recurrence (<1.48 vs. ≥1.48). | 2016 | Deng et al. [50] |
693 patients with HCC treated with curative surgical resection. | Low ALB/GLB ratio predicted worse OS and RFS (<1.0 vs. ≥1.0). | 2020 | Zhang et al. [51] | |
157 patients with HCC treated with curative surgical resection. | Low ALB/GLB ratio predicted worse OS (<1.16 vs. ≥1.16). | 2021 | Utsumi et al. [52] | |
150 patients with HCC treated with curative surgical resection or liver transplantation. | Low ALB/GLB ratio predicted worse OS (<1.18 vs. ≥1.18). | 2016 | Zhang et al. [53] | |
Pre-treatment GLB/ALB ratio b | 368 patients with HCC treated with curative surgical resection. | High GLB/ALB ratio predicted worse OS (>0.918 vs. ≤0.918) | 2017 | Shimizu et al. [54] |
Biomarkers | Patients | Prognostic Significance | Year | References |
---|---|---|---|---|
Pre-treatment ALB–BIL grade a | 318 patients with HCC treated with curative surgical resection (160 as training cohort and 158 as validation cohort). | High ALB–BIL grade predicted worse OS (grade 2 vs. 1). | 2016 | Ma et al. [56] |
1242 patients with HCC treated with curative surgical resection. | High ALB–BIL grade predicted worse OS (grade 2 vs. 1). | 2016 | Wang et al. [57] | |
491 patients with HCC treated with curative surgical resection. | High ALB–BIL grade predicted worse OS (grade 2 vs. 1). | 2017 | Li et al. [58] | |
338 patients with HCC treated with curative surgical resection. | High ALB–BIL grade predicted worse OS (grade 2 vs. 1). | 2018 | Zhang et al. [59] | |
1038 patients with HCC treated with curative surgical resection. | High ALB–BIL grade predicted worse RFS (grade 2/3 vs. 1). | 2019 | Ho et al. [60] | |
187 patients with HCC treated with curative surgical resection. | High ALB–BIL grade predicted worse OS (grade 2 vs. 1). | 2019 | Ruzzenente et al. [61] | |
196 patients with HCC treated with curative surgical resection. | High ALB–BIL grade predicted worse OS (grade 2 vs. 1). | 2020 | Zhao et al. [62] | |
265 patients with HCC treated with curative surgical resection. | High ALB–BIL grade predicted worse OS (grade 2 vs. 1). | 2021 | Chen et al. [63] | |
166 AFP-negative patients with HCC treated with curative surgical resection. | High ALB–BIL grade predicted worse RFS (grade 2 vs. 1). | 2021 | Mao et al. [64] | |
2137 patients with HCC treated with curative surgical resection. | High ALB–BIL grade predicted worse OS (grade 2/3 vs. 1). | 2021 | Tsai et al. [65] | |
465 patients with HCC treated with curative surgical resection. | High ALB–BIL grade (grade 2 or 3) independently predicted greater early recurrence (≤1 year) than low grade (grade 2/3 vs. 1). | 2018 | Lee et al. [66] | |
13,783 patients with HCC treated with curative surgical resection. | High ALB–BIL grade predicted greater 30-day mortality (grade 2/3 vs. 1). | 2020 | Fagenson et al. [67] | |
301 patients with HCC treated with liver transplantation. | High ALB–BIL grade predicted worse OS (grade 3 vs. 1). | 2019 | Bernardi et al. [68] | |
75 patients with HCC treated with liver transplantation. | High ALB–BIL grade predicted worse OS and RFS (grade 2/3 vs. 1). | 2019 | Liao et al. [69] | |
152 patients with HCC treated with SABR. | High ALB–BIL grade predicted worse OS (grade 2 vs. 1). | 2017 | Lo et al. [70] | |
152 patients with HCC treated with SBRT. | High ALB–BIL grade predicted worse OS (grade 2 vs. 1). | 2018 | Murray et al. [71] | |
622 patients with HCC treated with RFA. | High ALB–BIL grade predicted worse OS (grade 2/3 vs. 1). | 2017 | Kao et al. [72] | |
183 HCV-infected patients with HCC treated with PMWA. | High ALB–BIL grade predicted worse OS (grade 2/3 vs. 1). | 2019 | An et al. [73] | |
271 patients with HCC treated with RFA. | High ALB–BIL grade predicted worse OS and RFS (grade 2/3 vs. 1). | 2019 | Chen et al. [74] | |
344 patients with HCC treated with RFA. | High ALB–BIL grade predicted worse OS and RFS (grade 2 vs. 1). | 2022 | Long et al. [75] | |
765 patients with HCC treated with TACE or TARE. | High ALB–BIL grade predicted worse OS (grade 3 vs. 2). | 2016 | Hickey et al. [76] | |
117 patients with HCC treated with TARE. | High ALB–BIL grade predicted worse OS (grade 2 vs. 1). | 2018 | Gui et al. [77] | |
476 patients with HCC treated with TACE. | High ALB–BIL grade predicted worse OS (grade 2/3 vs. 1). | 2018 | Kim et al. [78] | |
1000 patients with HCC treated with TARE. | High ALB–BIL grade predicted worse OS (grade 2/3 vs. 1). | 2019 | Antkowiak et al. [79] | |
71 patients with HCC treated with TACE. | High ALB–BIL grade predicted worse OS (grade 2/3 vs. 1). | 2019 | Khalid et al. [80] | |
293 patients with HCC treated with TACE. | High ALB–BIL grade predicted worse OS (grade 2/3 vs. 1). | 2019 | Lee et al. [81] | |
838 patients with HCC treated with TACE (548, 115, and 175 as training cohort and 2 validation cohorts, respectively). | High ALB–BIL grade predicted worse OS (grade 3 vs. 1). | 2019 | Zhong et al. [82] | |
1051 patients with HCC treated with TACE. | High ALB–BIL grade predicted worse OS (grade 2 vs. 1). | 2021 | Ho et al. [83] | |
359 patients with HCC treated with TACE. | High ALB–BIL grade predicted worse OS (grade 2/3 vs. 1). | 2022 | Chen et al. [84] | |
260 patients with HCC treated with molecular targeted therapy with sorafenib. | High ALB–BIL grade predicted worse OS (grade 2 vs. 1). | 2017 | Kuo et al. [85] | |
110 patients with HCC treated with molecular targeted therapy with sorafenib. | High ALB–BIL grade predicted worse OS (grade 3 vs. 1/2). | 2019 | Nguyen et al. [86] | |
567 patients with HCC treated with molecular targeted therapy with sorafenib. | High ALB–BIL grade predicted worse OS (grade 2/3 vs. 1). | 2019 | Tada et al. [87] | |
829 patients with HCC treated with curative surgical resection, local ablation therapy, or TACE. | High ALB–BIL grade predicted worse OS (grade 2/3 vs. 1). | 2019 | Ho et al. [88] | |
1846 patients with HCC treated with curative surgical resection, liver transplantation, radiotherapy, local ablation therapy, TACE, molecular targeted therapy, or supportive care. | High ALB–BIL grade predicted worse OS (grade 2/3 vs. 1). | 2020 | Ho et al. [89] | |
1093 patients with HCC treated with curative surgical resection, liver transplantation, local ablation therapy, TACE, systemic chemotherapy, molecular targeted therapy, or supportive care. | High ALB–BIL grade predicted worse OS (grade 2/3 vs. 1). | 2020 | Ho et al. [90] | |
420 patients with HCC treated with curative surgical resection, RFA, PEI, TACE, or supportive care. | High ALB–BIL grade predicted worse OS (grade 2/3 vs. 1). | 2021 | Chang et al. [91] | |
1898 patients with HCC treated with curative surgical resection, liver transplantation, local ablation therapy, TACE, molecular targeted therapy, or supportive care. | High ALB–BIL grade predicted worse OS (grade 2/3 vs. 1). | 2022 | Ho et al. [92] | |
3341 HBV- and/or HCV-infected patients with HCC treated with curative surgical resection, liver transplantation, local ablation therapy, or TACE. | High ALB–BIL grade predicted worse OS (grade 2/3 vs. 1). | 2022 | Ko et al. [93] | |
46 patients with HCC treated with PBT. | High ALB–BIL grade predicted worse OS and PFS (grade 2/3 vs. 1). | 2022 | Kim et al. [94] | |
86 patients with HCC (>4 cm) treated with TACE combined with CRA. | High ALB–BIL grade predicted worse OS (grade 2/3 vs. 1). | 2020 | Huang et al. [95] | |
173 patients with HCC treated with TACE combined with molecular targeted therapy with sorafenib. | High ALB–BIL grade predicted worse OS (grade 2 vs. 1). | 2020 | Wang et al. [96] | |
504 patients with HCC treated with TACE combined with molecular targeted therapy with sorafenib (319, 61, and 124 as training cohort and 2 validation cohorts, respectively). | High ALB–BIL grade predicted worse OS (grade 2 vs. 1). | 2020 | Zhong et al. [97] | |
38 patients with HCC treated with HFRT or SBRT combined with immunotherapy with camrelizumab or sintilimab. | High ALB–BIL grade predicted worse OS and RFS (grade 2 vs. 1). | 2022 | Dong et al. [98] | |
Pre-treatment easy ALB–BIL grade b | 3794 patients with HCC treated with curative surgical resection, liver transplantation, local ablation therapy, TACE, systemic chemotherapy, molecular targeted therapy, or supportive care. | High easy ALB–BIL grade predicted worse OS (grade 2/3 vs. 1). | 2021 | Ho et al. [99] |
Pre-treatment modified ALB–BIL grade c | 524 patients with HCC treated with molecular targeted therapy with lenvatinib. | High modified ALB–BIL grade predicted worse OS (grade 2b/3 vs. 1/2a). | 2021 | Tada et al. [100] |
On-treatment ALB–BIL grade d | 88 patients with HCC treated with molecular targeted therapy with sorafenib followed by regorafenib. | High ALB–BIL grade predicted worse OS (grade 2 vs. 1). | 2021 | Wang et al. [101] |
Post-treatment ALB–BIL grade | 136 patients with HCC treated with curative surgical resection. | High ALB–BIL grade predicted worse OS and RFS (grade 3 vs. 2) e. | 2018 | Amisaki et al. [102] |
525 patients with HCC treated with curative surgical resection. | High ALB–BIL grade predicted worse OS and RFS (grade 2/3 vs. grade 1) f. | 2020 | Cho et al. [103] | |
383 patients with HCC treated with curative surgical resection. | High ALB–BIL grade predicted worse OS and RFS (grade 2/3 vs. 1) g. | 2020 | Lin et al. [104] | |
310 patients with HCC treated with molecular targeted therapy with sorafenib and developing PD (155 as training cohort and 155 as validation cohort). | High ALB–BIL grade predicted worse PPS (grade 3 vs. 1). | 2018 | Lee et al. [105] | |
Post-treatment ALB–BIL grade change | 258 HBV-infected patients with HCC treated with curative surgical resection | Increased ALB–BIL grade change predicted worse OS and greater recurrence (>0 vs. ≤0) h. | 2018 | Li et al. [106] |
300 patients with HCC treated with curative surgical resection. | High ALB–BIL grade change predicted worse OS and RFS (>0.71 vs. ≤0.71) i. | 2019 | Ye et al. [107] | |
613 HCV-infected patients with HCC treated with TACE. | Increased ALB–BIL grade change predicted worse OS and greater recurrence (>0 vs. ≤0) j. | 2022 | Lin et al. [108] | |
69 patients with HCC treated with molecular targeted therapy with atezolizumab and bevacizumab. | High ALB–BIL grade change predicted worse OS (>0.376 vs. ≤0.376) k. | 2022 | Unome et al. [109] |
Biomarkers | Patients | Prognostic Significance | Year | References |
---|---|---|---|---|
Pre-treatment PLT–ALB–BIL grade a | 785 HBV-infected patients with HCC treated with curative surgical resection. | High PLT–ALB–BIL grade predicted worse OS and RFS (grade 2/3 vs. 1). | 2018 | Luo et al. [111] |
2038 patients with HCC treated with curative surgical resection. | High PLT–ALB–BIL grade predicted worse OS (grade 2/3 vs. 1). | 2019 | Lu et al. [112] | |
134 HBV-infected patients with HCC treated with curative surgical resection. | High PLT–ALB–BIL grade predicted worse OS and RFS (grade 2/3 vs. 1). | 2019 | Wu et al. [113] | |
465 HBV-infected patients with HCC treated with curative surgical resection. | High PLT–ALB–BIL grade predicted worse OS and RFS (grade 2/3 vs. 1). | 2020 | Pang et al. [114] | |
174 patients with HCC treated with HFRT. | High PLT–ALB–BIL grade predicted worse OS (grade 3 vs. 1). | 2018 | Ho et al. [115] | |
49 patients with HCC treated with DEE-TACE. | High PLT–ALB–BIL grade predicted worse OS (grade 2 vs. 1). | 2019 | Carling et al. [116] | |
6507 patients with HCC treated with curative surgical resection, RFA, TACE, or supportive care. | High PLT–ALB–BIL grade predicted worse OS (grade 2/3 vs. 1). | 2019 | Lee et al. [117] | |
349 patients with HCC treated with TACE combined with PMWA. | High PLT–ALB–BIL grade predicted worse OS (grade 2/3 vs. 1). | 2019 | Ni et al. [118] | |
418 patients with HCC treated with TACE combined with molecular targeted therapy with sorafenib. | High PLT–ALB–BIL grade predicted worse OS (grade 3 vs. 1). | 2021 | Hu et al. [119] | |
Post-treatment PLT–ALB–BIL grade change b | 489 patients with HCC treated with curative surgical resection (342 as training cohort and 147 as validation cohort) | Non-increased PLT–ALB–BIL grade change predicted worse OS and RFS (≤0 vs. >0). | 2021 | Wang et al. [120] |
Biomarkers | Patients | Prognostic Significance | Year | References |
---|---|---|---|---|
Pre-treatment FIB/ALB ratio a | 151 patients with HCC treated with curative surgical resection. | High FIB/ALB ratio predicted worse OS and greater recurrence (>0.062 vs. ≤0.062). | 2018 | Xu et al. [121] |
1502 patients with HCC treated with curative surgical resection. | High FIB/ALB ratio predicted worse OS and DFS (>0.089 vs. ≤0.089). | 2022 | Mai et al. [122] | |
Pre-treatment ALB/GGT ratio b | 480 patients with HCC treated with curative surgical resection. | Low ALB/GGT ratio predicted worse OS and RFS (≤0.5 vs. >0.5). | 2019 | Shen et al. [123] |
394 patients with HCC treated with RFA. | Low ALB/GGT ratio predicted worse OS and RFS (≤0.63 vs. >0.63). | 2021 | Liu et al. [124] | |
Pre-treatment GGT/ALB ratio c | 206 patients with HCC treated with curative surgical resection. | High GGT/ALB ratio predicted worse OS (>0.946 vs. ≤0.946). | 2020 | Liu et al. [125] |
Cirrhotic patients with HCC treated with curative surgical resection. | High GGT/ALB ratio predicted worse OS and DFS (≥1.1733 vs. <1.1733). | 2022 | Zhang et al. [126] | |
Pre-treatment LDH/ALB ratio d | 1041 patients with HCC treated with curative surgical resection (768 as training cohort and 273 as validation cohort). | High LDH/ALB ratio predicted worse OS and RFS (≥5.5 vs. <5.5). | 2018 | Gan et al. [127] |
Pre-treatment PT-INR/ALB ratio e | 199 patients with HCC treated with curative surgical resection. | High PT-INR/ALB ratio predicted worse OS and DFS (≥0.288 vs. <0.288). | 2018 | Haruki et al. [128] |
Pre-treatment PLT/ALB ratio f | 628 patients with HCC treated with curative surgical resection. | High PLT/ALB ratio predicted worse OS and RFS (>4.8 vs. ≤4.8). | 2019 | Li et al. [129] |
Pre-treatment PLT–ALB grade g | 182 patients with HCC treated with curative surgical resection. | High PLT–ALB grade predicted worse OS (grade 2/3 vs. 1). | 2022 | Meira Junior et al. [130] |
Pre-treatment NLR/ALB ratio h | 169 patients with HCC treated with curative surgical resection. | High NLR/ALB ratio predicted worse OS (>0.056 vs. ≤0.056). | 2021 | Shen et al. [131] |
Pre-treatment CRP-ALB-LYM index i | 651 patients with HCC treated with curative surgical resection (384 as training cohort and 267 as validation cohort). | Low CRP-ALB-LYM index predicted worse OS and RFS (<5 vs. ≥5). | 2022 | Iida et al. [132] |
Pre-treatment AST/ALB ratio j | 1874 patients with HCC treated with curative surgical resection (991 as training cohort and 883 as validation cohort). | High AST/ALB ratio predicted worse OS and RFS (>1.6 vs. <0.7). | 2022 | Peng et al. [133] |
Biomarkers | Patients | Prognostic Significance | Year | References |
---|---|---|---|---|
Pre-treatment ALB–BIL grade combined with pre-treatment PLT/LYM ratio a | 475 patients with HCC treated with curative surgical resection. | High score of ALB–BIL grade combined with PLT/LYM ratio (score 1 or 2) independently predicted worse OS and RFS than low score (score 0). | 2018 | Li et al. [134] |
Pre-treatment ALB–BIL grade combined with pre-treatment FIB-4 score | 350 patients with HCC treated with curative surgical resection. | High grade of ALB–BIL grade combined with FIB-4 score (grade 2, 3, or 4) independently predicted worse RFS than low grade (grade 1) b | 2018 | Liao et al. [135] |
544 patients with HCC treated with curative surgical resection. | High score of ALB–BIL grade combined with FIB-4 score (score 2 or 3) independently predicted worse OS and RFS than low score (score 1) c. | 2019 | Zhang et al. [136] | |
Pre-treatment ALB–BIL grade combined with pre-treatment AST/PLT ratio d | 239 patients with HCC treated with curative surgical resection. | High score of ALB–BIL grade combined with AST/PLT ratio (score 2 or 3) independently predicted worse OS and RFS than low score (score 1). | 2019 | Luo et al. [137] |
Pre-treatment ALB–BIL grade combined with pre-treatment GGT level e | 520 patients with HCC treated with curative surgical resection. | High grade of ALB–BIL grade combined with GGT level (grade 2 or 3) independently predicted worse OS and DFS than low grade (grade 1). | 2019 | Zhang et al. [138] |
Pre-treatment ALB–BIL grade combined with pre-treatment PNI | 110 patients with HCC treated with RFA. | High score of ALB–BIL grade combined with PNI (score 1, 2, or 3) independently predicted worse OS than low grade (score 0) f. | 2020 | Pan et al. [139] |
868 HBV-infected patients with HCC treated with curative surgical resection. | High grade of ALB–BIL grade combined with PNI (grade 4) independently predicted worse OS and DFS than low grade (grade 1) g. | 2021 | Liang et al. [140] | |
Pre-treatment ALB–BIL grade combined with pre-treatment SII | 405 patients with HCC treated with RFA or PMWA. | High grade of ALB–BIL grade combined with SII (grade 2 or 3) independently predicted worse OS, RFS, and CSS than low grade (grade 1) h. | 2020 | Yang et al. [141] |
295 patients with HCC treated with TACE. | High score of ALB–BIL grade combined with SII (score 2) independently predicted worse OS than low score (score 0 or 1) i. | 2023 | Ha et al. [142] | |
Pre-treatment ALB–BIL grade combined with pre-treatment CSPH j | 1679 HBV-infected patients with HCC treated with curative surgical resection. | High grade of ALB–BIL grade combined with CSPH (grade 2 or 3) independently predicted worse OS and RFS than low grade (grade 1). | 2021 | Qin et al. [143] |
Pre-treatment modified ALB–BIL grade combined with pre-treatment AFP level k | 480 patients with HCC treated with curative surgical resection. | High score of modified ALB–BIL grade combined with AFP level (score 1 or 2) independently predicted worse OS and RFS than low grade (score 0). | 2022 | Kaibori et al. [144] |
426 patients with HCC treated with molecular targeted therapy with atezolizumab and bevacizumab (255 as training cohort and 171 as validation cohort). | High score of modified ALB–BIL grade combined with AFP level (score 1 or 2) independently predicted worse OS and PFS than low grade (score 0). | 2022 | Hatanaka et al. [145] | |
Pre-treatment ALB–BIL grade combined with post-treatment AFP level change l | 75 patients with HCC treated with molecular targeted therapy with atezolizumab and bevacizumab (38 as training cohort and 37 as validation cohort). | High score of ALB–BIL grade combined with AFP level change (score 2) independently predicted worse OS and PFS than low grade (score 0 or 1). | 2022 | Campani et al. [146] |
Pre-treatment CRP/ALB ratio combined with pre-treatment NLR m | 172 patients with HCC treated with TACE followed by RFA. | High grade of CRP/ALB ratio combined with NLR (grade 3) independently predicted worse OS than low grade (grade 1 or 2). | 2019 | Shen et al. [147] |
Pre-treatment ALB/FIB ratio combined with pre-treatment GGT/PLT ratio n | 616 patients with HCC treated with curative surgical resection. | High grade of ALB/FIB ratio combined with GGT/PLT ratio (grade 2 or 3) independently predicted worse OS and RFS than low grade (grade 1). | 2020 | Zhang et al. [148] |
Pre-treatment ALB level combined with pre-treatment HBV pre-S2 gene mutation o | 75 HBV-infected patients with HCC treated with curative surgical resection. | High grade of ALB level combined with HBV pre-S2 gene mutation (grade 4) independently predicted worse RFS than low grade (grade 1). | 2021 | Jeng et al. [149] |
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Jeng, L.-B.; Chan, W.-L.; Teng, C.-F. Prognostic Significance of Serum Albumin Level and Albumin-Based Mono- and Combination Biomarkers in Patients with Hepatocellular Carcinoma. Cancers 2023, 15, 1005. https://doi.org/10.3390/cancers15041005
Jeng L-B, Chan W-L, Teng C-F. Prognostic Significance of Serum Albumin Level and Albumin-Based Mono- and Combination Biomarkers in Patients with Hepatocellular Carcinoma. Cancers. 2023; 15(4):1005. https://doi.org/10.3390/cancers15041005
Chicago/Turabian StyleJeng, Long-Bin, Wen-Ling Chan, and Chiao-Fang Teng. 2023. "Prognostic Significance of Serum Albumin Level and Albumin-Based Mono- and Combination Biomarkers in Patients with Hepatocellular Carcinoma" Cancers 15, no. 4: 1005. https://doi.org/10.3390/cancers15041005
APA StyleJeng, L. -B., Chan, W. -L., & Teng, C. -F. (2023). Prognostic Significance of Serum Albumin Level and Albumin-Based Mono- and Combination Biomarkers in Patients with Hepatocellular Carcinoma. Cancers, 15(4), 1005. https://doi.org/10.3390/cancers15041005