Skip to main content
Top
Published in: Annals of Surgical Oncology 12/2021

01-11-2021 | Cancer Biomarker | Hepatobiliary Tumors

Prediction of Prognosis for cHCC-CC Patients After Surgery: Comparison of Tumor Marker Score Based on AFP, CEA, CA19-9, and Other Clinical Stages

Authors: Gui-Min Hou, MD, Hai-ling Liu, MD, Hong Wu, MD, Yong Zeng, MD

Published in: Annals of Surgical Oncology | Issue 12/2021

Login to get access

Abstract

Background

The effectiveness of clinical stage as a prognostic factor in combined hepatocellular carcinoma and cholangiocarcinoma (cHCC-CC) patients is controversial.

Patients and Methods

Medical records of all pathologically confirmed cHCC-CC patients from 2000 to 2017 at West China Hospital were retrieved. Tumor marker score (TMS) was determined from optimal AFP, CEA, and CA19-9 cutoff values. Interaction and subgroup analysis were conducted according to potential confounders. Prognostic value of TMS and other prognostic models were evaluated by Kaplan–Meier (K–M) analysis, c-index, and time-dependent receiver operating curves (td-ROC).

Results

Optimal cutoff values for preoperative AFP, CEA, and CA19-9 were 10.76 ng/mL, 5.24 ng/mL, and 31.54 U/mL, respectively. Among 128 patients, 24, 58, and 46 were classified into TMS 0, TMS 1, and TMS ≥ 2, respectively. TMS could stratify our series into groups of statistically different prognosis. Subgroup analysis according to potential confounders and test for interactions showed that TMS 1 and TMS ≥ 2 were stable risk factors relative to TMS 0. Univariate (HR: TMS1 = 2.30, p = 0.014; TMS ≥ 2 = 5.1, p < 0.001) and multivariate Cox regression analyses (HR: TMS1 = 1.72, p = 0.124; TMS ≥ 2 = 4.15, p < 0.001) identified TMS as an independent prognostic risk factor. TMS had good discrimination (c-index 0.666, 95% CI 0.619–0.714), and calibration plots revealed favorable consistency. Area under the curve (AUC) value of td-ROC for TMS and integrated AUC was higher than for other clinical stages at any month within 5 years postoperation.

Conclusion

TMS exhibited optimal prognostic value over other widely used clinical stages for cHCC-CC after surgery and may guide clinicians in prognostic prediction.
Appendix
Available only for authorised users
Literature
1.
go back to reference Theise ND, Nakashima O, Park YN, Nakanuma Y. Combined hepatocellular-cholangiocarcinoma. In: FT Bosman, F Carneiro, R Hruban, ND Theise, editors. WHO classification of tumours of the digestive system, vol 3, 4th edn. Lyon, France: International Agency for Research on Cancer; 2010. p. 225–7. Theise ND, Nakashima O, Park YN, Nakanuma Y. Combined hepatocellular-cholangiocarcinoma. In: FT Bosman, F Carneiro, R Hruban, ND Theise, editors. WHO classification of tumours of the digestive system, vol 3, 4th edn. Lyon, France: International Agency for Research on Cancer; 2010. p. 225–7.
2.
go back to reference Kassahun WT, Hauss J. Management of combined hepatocellular and cholangiocarcinoma. Int J Clin Pract. 2008;62(8):1271–8.PubMedCrossRef Kassahun WT, Hauss J. Management of combined hepatocellular and cholangiocarcinoma. Int J Clin Pract. 2008;62(8):1271–8.PubMedCrossRef
3.
go back to reference Wang AQ, Zheng YC, Du J, et al. Combined hepatocellular cholangiocarcinoma: controversies to be addressed. World J Gastroenterol. 2016;22(18):4459–65.PubMedPubMedCentralCrossRef Wang AQ, Zheng YC, Du J, et al. Combined hepatocellular cholangiocarcinoma: controversies to be addressed. World J Gastroenterol. 2016;22(18):4459–65.PubMedPubMedCentralCrossRef
4.
go back to reference Jarnagin WR, Weber S, Tickoo SK, et al. Combined hepatocellular and cholangiocarcinoma: demographic, clinical, and prognostic factors. Cancer. 2002;94(7):2040–6.PubMedCrossRef Jarnagin WR, Weber S, Tickoo SK, et al. Combined hepatocellular and cholangiocarcinoma: demographic, clinical, and prognostic factors. Cancer. 2002;94(7):2040–6.PubMedCrossRef
5.
go back to reference Koh KC, Lee H, Choi MS, et al. Clinicopathologic features and prognosis of combined hepatocellular cholangiocarcinoma. Am J Surg. 2005;189(1):120–5.PubMedCrossRef Koh KC, Lee H, Choi MS, et al. Clinicopathologic features and prognosis of combined hepatocellular cholangiocarcinoma. Am J Surg. 2005;189(1):120–5.PubMedCrossRef
6.
go back to reference Greene FL, Sobin LH. A worldwide approach to the TNM staging system: collaborative efforts of the AJCC and UICC. J Surg Oncol. 2009;99(5):269–72.PubMedCrossRef Greene FL, Sobin LH. A worldwide approach to the TNM staging system: collaborative efforts of the AJCC and UICC. J Surg Oncol. 2009;99(5):269–72.PubMedCrossRef
7.
go back to reference Llovet JM, Brú C, Bruix J. Prognosis of hepatocellular carcinoma: the BCLC staging classification. Semin Liver Dis. 1999;19(3):329–38.PubMedCrossRef Llovet JM, Brú C, Bruix J. Prognosis of hepatocellular carcinoma: the BCLC staging classification. Semin Liver Dis. 1999;19(3):329–38.PubMedCrossRef
8.
go back to reference The Cancer of the Liver Italian Program (CLIP) Investigators. Prospective validation of the CLIP score: a new prognostic system for patients with cirrhosis and hepatocellular carcinoma. The Cancer of the Liver Italian Program (CLIP) Investigators. Hepatology (Baltimore, Md.). 2000;31(4):840–5.CrossRef The Cancer of the Liver Italian Program (CLIP) Investigators. Prospective validation of the CLIP score: a new prognostic system for patients with cirrhosis and hepatocellular carcinoma. The Cancer of the Liver Italian Program (CLIP) Investigators. Hepatology (Baltimore, Md.). 2000;31(4):840–5.CrossRef
9.
go back to reference Okuda K, Ohtsuki T, Obata H, et al. Natural history of hepatocellular carcinoma and prognosis in relation to treatment. Study of 850 patients. Cancer. 1985;56(4):918–28.PubMedCrossRef Okuda K, Ohtsuki T, Obata H, et al. Natural history of hepatocellular carcinoma and prognosis in relation to treatment. Study of 850 patients. Cancer. 1985;56(4):918–28.PubMedCrossRef
10.
go back to reference Leung TW, Tang AM, Zee B, et al. Construction of the Chinese University Prognostic Index for hepatocellular carcinoma and comparison with the TNM staging system, the Okuda staging system, and the Cancer of the Liver Italian Program staging system: a study based on 926 patients. Cancer. 2002;94(6):1760–9.PubMedCrossRef Leung TW, Tang AM, Zee B, et al. Construction of the Chinese University Prognostic Index for hepatocellular carcinoma and comparison with the TNM staging system, the Okuda staging system, and the Cancer of the Liver Italian Program staging system: a study based on 926 patients. Cancer. 2002;94(6):1760–9.PubMedCrossRef
11.
go back to reference Kudo M, Chung H, Osaki Y. Prognostic staging system for hepatocellular carcinoma (CLIP score): its value and limitations, and a proposal for a new staging system, the Japan Integrated Staging Score (JIS score). J Gastroenterol. 2003;38(3):207–15.PubMedCrossRef Kudo M, Chung H, Osaki Y. Prognostic staging system for hepatocellular carcinoma (CLIP score): its value and limitations, and a proposal for a new staging system, the Japan Integrated Staging Score (JIS score). J Gastroenterol. 2003;38(3):207–15.PubMedCrossRef
12.
go back to reference Edge SB, Compton CC. The American Joint Committee on Cancer: the 7th edition of the AJCC cancer staging manual and the future of TNM. Ann Surg Oncol. 2010;17(6):1471–4.PubMedCrossRef Edge SB, Compton CC. The American Joint Committee on Cancer: the 7th edition of the AJCC cancer staging manual and the future of TNM. Ann Surg Oncol. 2010;17(6):1471–4.PubMedCrossRef
13.
go back to reference He C, Mao Y, Wang J, et al. The Predictive value of staging systems and inflammation scores for patients with combined hepatocellular cholangiocarcinoma after surgical resection: a retrospective study. J Gastrointest Surg. 2018;22(7):1239–50.PubMedCrossRef He C, Mao Y, Wang J, et al. The Predictive value of staging systems and inflammation scores for patients with combined hepatocellular cholangiocarcinoma after surgical resection: a retrospective study. J Gastrointest Surg. 2018;22(7):1239–50.PubMedCrossRef
14.
go back to reference Schizas D, Mastoraki A, Routsi E, et al. Combined hepatocellular-cholangiocarcinoma: an update on epidemiology, classification, diagnosis and management. Hepatobiliary Pancreat Dis Int. 2020;19:515–23.PubMedCrossRef Schizas D, Mastoraki A, Routsi E, et al. Combined hepatocellular-cholangiocarcinoma: an update on epidemiology, classification, diagnosis and management. Hepatobiliary Pancreat Dis Int. 2020;19:515–23.PubMedCrossRef
15.
16.
go back to reference Heimbach JK, Kulik LM, Finn RS, et al. AASLD guidelines for the treatment of hepatocellular carcinoma. Hepatology (Baltimore, Md). 2018;67(1):358–80.CrossRef Heimbach JK, Kulik LM, Finn RS, et al. AASLD guidelines for the treatment of hepatocellular carcinoma. Hepatology (Baltimore, Md). 2018;67(1):358–80.CrossRef
17.
go back to reference Zhu AX, Park JO, Ryoo BY, 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.PubMedCrossRef Zhu AX, Park JO, Ryoo BY, 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.PubMedCrossRef
18.
go back to reference Zhu AX, Kang YK, Yen CJ, 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.PubMedCrossRef Zhu AX, Kang YK, Yen CJ, 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.PubMedCrossRef
19.
go back to reference Bruix J, Cheng AL, Meinhardt G, Nakajima K, De Sanctis Y, Llovet J. Prognostic factors and predictors of sorafenib benefit in patients with hepatocellular carcinoma: analysis of two phase III studies. J Hepatol. 2017;67(5):999–1008.PubMedCrossRef Bruix J, Cheng AL, Meinhardt G, Nakajima K, De Sanctis Y, Llovet J. Prognostic factors and predictors of sorafenib benefit in patients with hepatocellular carcinoma: analysis of two phase III studies. J Hepatol. 2017;67(5):999–1008.PubMedCrossRef
20.
go back to reference Llovet JM, Montal R, Sia D, Finn RS. Molecular therapies and precision medicine for hepatocellular carcinoma. Nat Rev Clin Oncol. 2018;15(10):599–616.PubMedCrossRef Llovet JM, Montal R, Sia D, Finn RS. Molecular therapies and precision medicine for hepatocellular carcinoma. Nat Rev Clin Oncol. 2018;15(10):599–616.PubMedCrossRef
21.
go back to reference Liang B, Zhong L, He Q, et al. Diagnostic accuracy of serum CA19-9 in patients with cholangiocarcinoma: a systematic review and meta-analysis. Med Sci Mon Int Med J Exp Clin Res. 2015;21:3555–63. Liang B, Zhong L, He Q, et al. Diagnostic accuracy of serum CA19-9 in patients with cholangiocarcinoma: a systematic review and meta-analysis. Med Sci Mon Int Med J Exp Clin Res. 2015;21:3555–63.
22.
go back to reference Patel AH, Harnois DM, Klee GG, LaRusso NF, Gores GJ. The utility of CA 19-9 in the diagnoses of cholangiocarcinoma in patients without primary sclerosing cholangitis. Am J Gastroenterol. 2000;95(1):204–7.PubMedCrossRef Patel AH, Harnois DM, Klee GG, LaRusso NF, Gores GJ. The utility of CA 19-9 in the diagnoses of cholangiocarcinoma in patients without primary sclerosing cholangitis. Am J Gastroenterol. 2000;95(1):204–7.PubMedCrossRef
23.
go back to reference Shen WF, Zhong W, Xu F, et al. Clinicopathological and prognostic analysis of 429 patients with intrahepatic cholangiocarcinoma. World J Gastroenterol. 2009;15(47):5976–82.PubMedPubMedCentralCrossRef Shen WF, Zhong W, Xu F, et al. Clinicopathological and prognostic analysis of 429 patients with intrahepatic cholangiocarcinoma. World J Gastroenterol. 2009;15(47):5976–82.PubMedPubMedCentralCrossRef
24.
go back to reference Wang Y, Li J, Xia Y, et al. Prognostic nomogram for intrahepatic cholangiocarcinoma after partial hepatectomy. J Clin Oncol. 2013;31(9):1188–95.PubMedCrossRef Wang Y, Li J, Xia Y, et al. Prognostic nomogram for intrahepatic cholangiocarcinoma after partial hepatectomy. J Clin Oncol. 2013;31(9):1188–95.PubMedCrossRef
25.
go back to reference Yoshikawa M, Morine Y, Ikemoto T, et al. Elevated preoperative serum cea level is associated with poor prognosis in patients with hepatocellular carcinoma through the epithelial-mesenchymal transition. Anticancer Res. 2017;37(3):1169–75.PubMedCrossRef Yoshikawa M, Morine Y, Ikemoto T, et al. Elevated preoperative serum cea level is associated with poor prognosis in patients with hepatocellular carcinoma through the epithelial-mesenchymal transition. Anticancer Res. 2017;37(3):1169–75.PubMedCrossRef
26.
go back to reference Wakizaka K, Yokoo H, Kamiyama T, et al. Clinical and pathological features of combined hepatocellular-cholangiocarcinoma compared with other liver cancers. J Gastroenterol Hepatol. 2019;34(6):1074–80.PubMedCrossRef Wakizaka K, Yokoo H, Kamiyama T, et al. Clinical and pathological features of combined hepatocellular-cholangiocarcinoma compared with other liver cancers. J Gastroenterol Hepatol. 2019;34(6):1074–80.PubMedCrossRef
27.
go back to reference Shen YH, Yin YR, Cai H, et al. Prognostic value of WHO histopathological classification and serum levels of AFP and CA19-9 in post-surgical patients with combined hepatocellular carcinoma-cholangiocarcinoma. Chin J Clin Med. 2018;25(5):693–9. Shen YH, Yin YR, Cai H, et al. Prognostic value of WHO histopathological classification and serum levels of AFP and CA19-9 in post-surgical patients with combined hepatocellular carcinoma-cholangiocarcinoma. Chin J Clin Med. 2018;25(5):693–9.
28.
go back to reference Kim KH, Lee SG, Park EH, et al. Surgical treatments and prognoses of patients with combined hepatocellular carcinoma and cholangiocarcinoma. Ann Surg Oncol. 2009;16(3):623–9.PubMedCrossRef Kim KH, Lee SG, Park EH, et al. Surgical treatments and prognoses of patients with combined hepatocellular carcinoma and cholangiocarcinoma. Ann Surg Oncol. 2009;16(3):623–9.PubMedCrossRef
29.
go back to reference Brunt E, Aishima S, Clavien PA, et al. cHCC-CCA: consensus terminology for primary liver carcinomas with both hepatocytic and cholangiocytic differentation. Hepatology (Baltimore, Md). 2018;68(1):113–26.PubMedCentralCrossRef Brunt E, Aishima S, Clavien PA, et al. cHCC-CCA: consensus terminology for primary liver carcinomas with both hepatocytic and cholangiocytic differentation. Hepatology (Baltimore, Md). 2018;68(1):113–26.PubMedCentralCrossRef
30.
go back to reference Gera S, Ettel M, Acosta-Gonzalez G, Xu R. Clinical features, histology, and histogenesis of combined hepatocellular-cholangiocarcinoma. World J Hepatol. 2017;9(6):300–9.PubMedPubMedCentralCrossRef Gera S, Ettel M, Acosta-Gonzalez G, Xu R. Clinical features, histology, and histogenesis of combined hepatocellular-cholangiocarcinoma. World J Hepatol. 2017;9(6):300–9.PubMedPubMedCentralCrossRef
31.
go back to reference Stavraka C, Rush H, Ross P. Combined hepatocellular cholangiocarcinoma (cHCC-CC): an update of genetics, molecular biology, and therapeutic interventions. J Hepatocell Carcinoma. 2019;6:11–21.PubMedCrossRef Stavraka C, Rush H, Ross P. Combined hepatocellular cholangiocarcinoma (cHCC-CC): an update of genetics, molecular biology, and therapeutic interventions. J Hepatocell Carcinoma. 2019;6:11–21.PubMedCrossRef
32.
go back to reference Yeh MM. Pathology of combined hepatocellular-cholangiocarcinoma. J Gastroenterol Hepatol. 2010;25(9):1485–92.PubMedCrossRef Yeh MM. Pathology of combined hepatocellular-cholangiocarcinoma. J Gastroenterol Hepatol. 2010;25(9):1485–92.PubMedCrossRef
33.
go back to reference Strasberg SM. Nomenclature of hepatic anatomy and resections: a review of the Brisbane 2000 system. J Hepatobiliary Pancreat Surg. 2005;12(5):351–5.PubMedCrossRef Strasberg SM. Nomenclature of hepatic anatomy and resections: a review of the Brisbane 2000 system. J Hepatobiliary Pancreat Surg. 2005;12(5):351–5.PubMedCrossRef
34.
go back to reference Camp RL, Dolled-Filhart M, Rimm DL. X-tile: a new bio-informatics tool for biomarker assessment and outcome-based cut-point optimization. Clin Cancer Res. 2004;10(21):7252–9.PubMedCrossRef Camp RL, Dolled-Filhart M, Rimm DL. X-tile: a new bio-informatics tool for biomarker assessment and outcome-based cut-point optimization. Clin Cancer Res. 2004;10(21):7252–9.PubMedCrossRef
35.
go back to reference Liu C, Xiao GQ, Yan LN, et al. Value of α-fetoprotein in association with clinicopathological features of hepatocellular carcinoma. World J Gastroenterol. 2013;19(11):1811–9.PubMedPubMedCentralCrossRef Liu C, Xiao GQ, Yan LN, et al. Value of α-fetoprotein in association with clinicopathological features of hepatocellular carcinoma. World J Gastroenterol. 2013;19(11):1811–9.PubMedPubMedCentralCrossRef
36.
go back to reference Si YQ, Wang XQ, Fan G, et al. Value of AFP and PIVKA-II in diagnosis of HBV-related hepatocellular carcinoma and prediction of vascular invasion and tumor differentiation. Infect Agent Cancer. 2020;15(1):70.PubMedPubMedCentralCrossRef Si YQ, Wang XQ, Fan G, et al. Value of AFP and PIVKA-II in diagnosis of HBV-related hepatocellular carcinoma and prediction of vascular invasion and tumor differentiation. Infect Agent Cancer. 2020;15(1):70.PubMedPubMedCentralCrossRef
37.
go back to reference Navarro JG, Lee JH, Kang I, et al. Prognostic significance of and risk prediction model for lymph node metastasis in resectable intrahepatic cholangiocarcinoma: do all require lymph node dissection? HPB (Oxford). 2020;22(10):1411–9.CrossRef Navarro JG, Lee JH, Kang I, et al. Prognostic significance of and risk prediction model for lymph node metastasis in resectable intrahepatic cholangiocarcinoma: do all require lymph node dissection? HPB (Oxford). 2020;22(10):1411–9.CrossRef
38.
go back to reference Harrell FE Jr, Lee KL, Mark DB. Multivariable prognostic models: issues in developing models, evaluating assumptions and adequacy, and measuring and reducing errors. Stat Med. 1996;15(4):361–87.PubMedCrossRef Harrell FE Jr, Lee KL, Mark DB. Multivariable prognostic models: issues in developing models, evaluating assumptions and adequacy, and measuring and reducing errors. Stat Med. 1996;15(4):361–87.PubMedCrossRef
39.
go back to reference Li J, Ma S. Time-dependent ROC analysis under diverse censoring patterns. Stat Med. 2011;30(11):1266–77.PubMedCrossRef Li J, Ma S. Time-dependent ROC analysis under diverse censoring patterns. Stat Med. 2011;30(11):1266–77.PubMedCrossRef
40.
go back to reference Wells HGM. Primary carcinoma of the liver. Am J Med Sci. 1903;126(3):403–17.CrossRef Wells HGM. Primary carcinoma of the liver. Am J Med Sci. 1903;126(3):403–17.CrossRef
41.
go back to reference Wang J, Li E, Yang H, et al. Combined hepatocellular-cholangiocarcinoma: a population level analysis of incidence and mortality trends. World J Surg Oncol. 2019;17(1):43.PubMedPubMedCentralCrossRef Wang J, Li E, Yang H, et al. Combined hepatocellular-cholangiocarcinoma: a population level analysis of incidence and mortality trends. World J Surg Oncol. 2019;17(1):43.PubMedPubMedCentralCrossRef
42.
go back to reference Yin X, Zhang BH, Qiu SJ, et al. Combined hepatocellular carcinoma and cholangiocarcinoma: clinical features, treatment modalities, and prognosis. Ann Surg Oncol. 2012;19(9):2869–76.PubMedCrossRef Yin X, Zhang BH, Qiu SJ, et al. Combined hepatocellular carcinoma and cholangiocarcinoma: clinical features, treatment modalities, and prognosis. Ann Surg Oncol. 2012;19(9):2869–76.PubMedCrossRef
43.
go back to reference Chu KJ, Lu CD, Dong H, Fu XH, Zhang HW, Yao XP. Hepatitis B virus-related combined hepatocellular-cholangiocarcinoma: clinicopathological and prognostic analysis of 390 cases. Eur J Gastroenterol Hepatol. 2014;26(2):192–9.PubMedCrossRef Chu KJ, Lu CD, Dong H, Fu XH, Zhang HW, Yao XP. Hepatitis B virus-related combined hepatocellular-cholangiocarcinoma: clinicopathological and prognostic analysis of 390 cases. Eur J Gastroenterol Hepatol. 2014;26(2):192–9.PubMedCrossRef
44.
go back to reference Kim SH, Park YN, Lim JH, Choi GH, Choi JS, Kim KS. Characteristics of combined hepatocelluar-cholangiocarcinoma and comparison with intrahepatic cholangiocarcinoma. Eur J Surg Oncol. 2014;40(8):976–81.PubMedCrossRef Kim SH, Park YN, Lim JH, Choi GH, Choi JS, Kim KS. Characteristics of combined hepatocelluar-cholangiocarcinoma and comparison with intrahepatic cholangiocarcinoma. Eur J Surg Oncol. 2014;40(8):976–81.PubMedCrossRef
45.
go back to reference Wu CH, Yong CC, Liew EH, et al. Combined hepatocellular carcinoma and cholangiocarcinoma: diagnosis and prognosis after resection or transplantation. Transplant Proc. 2016;48(4):1100–4.PubMedCrossRef Wu CH, Yong CC, Liew EH, et al. Combined hepatocellular carcinoma and cholangiocarcinoma: diagnosis and prognosis after resection or transplantation. Transplant Proc. 2016;48(4):1100–4.PubMedCrossRef
46.
go back to reference Ramai D, Ofosu A, Lai JK, Reddy M, Adler DG. Combined hepatocellular cholangiocarcinoma: a population-based retrospective study. Am J Gastroenterol. 2019;114(9):1496–501.PubMedCrossRef Ramai D, Ofosu A, Lai JK, Reddy M, Adler DG. Combined hepatocellular cholangiocarcinoma: a population-based retrospective study. Am J Gastroenterol. 2019;114(9):1496–501.PubMedCrossRef
47.
go back to reference Park H, Choi KH, Choi SB, et al. Clinicopathological characteristics in combined hepatocellular-cholangiocarcinoma: a single center study in Korea. Yonsei Med J. 2011;52(5):753–60.PubMedPubMedCentralCrossRef Park H, Choi KH, Choi SB, et al. Clinicopathological characteristics in combined hepatocellular-cholangiocarcinoma: a single center study in Korea. Yonsei Med J. 2011;52(5):753–60.PubMedPubMedCentralCrossRef
48.
go back to reference Li H, Wang XT, Zhang AQ, et al. Comparison of the predictive values of eight staging systems for primary liver cancer in prognosis of combined hepatocellular-cholangiocellular carcinoma patients after surgery. Zhongguo yi xue ke xue yuan xue bao Acta Academiae Medicinae Sinicae. 2016;38(2):175–81.PubMed Li H, Wang XT, Zhang AQ, et al. Comparison of the predictive values of eight staging systems for primary liver cancer in prognosis of combined hepatocellular-cholangiocellular carcinoma patients after surgery. Zhongguo yi xue ke xue yuan xue bao Acta Academiae Medicinae Sinicae. 2016;38(2):175–81.PubMed
49.
go back to reference Portolani N, Baiocchi GL, Coniglio A, et al. Intrahepatic cholangiocarcinoma and combined hepatocellular-cholangiocarcinoma: a Western experience. Ann Surg Oncol. 2008;15(7):1880–90.PubMedCrossRef Portolani N, Baiocchi GL, Coniglio A, et al. Intrahepatic cholangiocarcinoma and combined hepatocellular-cholangiocarcinoma: a Western experience. Ann Surg Oncol. 2008;15(7):1880–90.PubMedCrossRef
50.
go back to reference Cazals-Hatem D, Rebouissou S, Bioulac-Sage P, et al. Clinical and molecular analysis of combined hepatocellular-cholangiocarcinomas. J Hepatol. 2004;41(2):292–8.PubMedCrossRef Cazals-Hatem D, Rebouissou S, Bioulac-Sage P, et al. Clinical and molecular analysis of combined hepatocellular-cholangiocarcinomas. J Hepatol. 2004;41(2):292–8.PubMedCrossRef
51.
go back to reference Coulouarn C, Cavard C, Rubbia-Brandt L, et al. Combined hepatocellular-cholangiocarcinomas exhibit progenitor features and activation of Wnt and TGFβ signaling pathways. Carcinogenesis. 2012;33(9):1791–6.PubMedCrossRef Coulouarn C, Cavard C, Rubbia-Brandt L, et al. Combined hepatocellular-cholangiocarcinomas exhibit progenitor features and activation of Wnt and TGFβ signaling pathways. Carcinogenesis. 2012;33(9):1791–6.PubMedCrossRef
52.
go back to reference Joseph NM, Tsokos CG, Umetsu SE, et al. Genomic profiling of combined hepatocellular-cholangiocarcinoma reveals similar genetics to hepatocellular carcinoma. J Pathol. 2019;248(2):164–78.PubMedCrossRef Joseph NM, Tsokos CG, Umetsu SE, et al. Genomic profiling of combined hepatocellular-cholangiocarcinoma reveals similar genetics to hepatocellular carcinoma. J Pathol. 2019;248(2):164–78.PubMedCrossRef
53.
go back to reference Fujimoto A, Furuta M, Shiraishi Y, et al. Whole-genome mutational landscape of liver cancers displaying biliary phenotype reveals hepatitis impact and molecular diversity. Nat Commun. 2015;6:6120.PubMedCrossRef Fujimoto A, Furuta M, Shiraishi Y, et al. Whole-genome mutational landscape of liver cancers displaying biliary phenotype reveals hepatitis impact and molecular diversity. Nat Commun. 2015;6:6120.PubMedCrossRef
54.
go back to reference Liu ZH, Lian BF, Dong QZ, et al. Whole-exome mutational and transcriptional landscapes of combined hepatocellular cholangiocarcinoma and intrahepatic cholangiocarcinoma reveal molecular diversity. Biochim Biophys Acta Mol Basis Dis. 2018;1864(6 Pt B):2360–8.PubMedCrossRef Liu ZH, Lian BF, Dong QZ, et al. Whole-exome mutational and transcriptional landscapes of combined hepatocellular cholangiocarcinoma and intrahepatic cholangiocarcinoma reveal molecular diversity. Biochim Biophys Acta Mol Basis Dis. 2018;1864(6 Pt B):2360–8.PubMedCrossRef
55.
go back to reference Fowler KJ, Sheybani A, Parker RA 3rd, et al. Combined hepatocellular and cholangiocarcinoma (biphenotypic) tumors: imaging features and diagnostic accuracy of contrast-enhanced CT and MRI. AJR Am J Roentgenol. 2013;201(2):332–9.PubMedCrossRef Fowler KJ, Sheybani A, Parker RA 3rd, et al. Combined hepatocellular and cholangiocarcinoma (biphenotypic) tumors: imaging features and diagnostic accuracy of contrast-enhanced CT and MRI. AJR Am J Roentgenol. 2013;201(2):332–9.PubMedCrossRef
56.
go back to reference He C, Zhang Y, Cai Z, Lin X. Competing risk analyses of overall survival and cancer-specific survival in patients with combined hepatocellular cholangiocarcinoma after surgery. BMC Cancer. 2019;19(1):178.PubMedPubMedCentralCrossRef He C, Zhang Y, Cai Z, Lin X. Competing risk analyses of overall survival and cancer-specific survival in patients with combined hepatocellular cholangiocarcinoma after surgery. BMC Cancer. 2019;19(1):178.PubMedPubMedCentralCrossRef
57.
go back to reference Lin G, Toh CH, Wu RC, et al. Combined hepatocellular cholangiocarcinoma: prognostic factors investigated by computed tomography/magnetic resonance imaging. Int J Clin Pract. 2008;62(8):1199–205.PubMedCrossRef Lin G, Toh CH, Wu RC, et al. Combined hepatocellular cholangiocarcinoma: prognostic factors investigated by computed tomography/magnetic resonance imaging. Int J Clin Pract. 2008;62(8):1199–205.PubMedCrossRef
58.
go back to reference Zhou YM, Sui CJ, Zhang XF, Li B, Yang JM. Influence of cirrhosis on long-term prognosis after surgery in patients with combined hepatocellular-cholangiocarcinoma. BMC Gastroenterol. 2017;17(1):25.PubMedPubMedCentralCrossRef Zhou YM, Sui CJ, Zhang XF, Li B, Yang JM. Influence of cirrhosis on long-term prognosis after surgery in patients with combined hepatocellular-cholangiocarcinoma. BMC Gastroenterol. 2017;17(1):25.PubMedPubMedCentralCrossRef
59.
go back to reference Lambert J, Chevret S. Summary measure of discrimination in survival models based on cumulative/dynamic time-dependent ROC curves. Stat Methods Med Res. 2016;25(5):2088–102.PubMedCrossRef Lambert J, Chevret S. Summary measure of discrimination in survival models based on cumulative/dynamic time-dependent ROC curves. Stat Methods Med Res. 2016;25(5):2088–102.PubMedCrossRef
Metadata
Title
Prediction of Prognosis for cHCC-CC Patients After Surgery: Comparison of Tumor Marker Score Based on AFP, CEA, CA19-9, and Other Clinical Stages
Authors
Gui-Min Hou, MD
Hai-ling Liu, MD
Hong Wu, MD
Yong Zeng, MD
Publication date
01-11-2021
Publisher
Springer International Publishing
Published in
Annals of Surgical Oncology / Issue 12/2021
Print ISSN: 1068-9265
Electronic ISSN: 1534-4681
DOI
https://doi.org/10.1245/s10434-021-09949-1

Other articles of this Issue 12/2021

Annals of Surgical Oncology 12/2021 Go to the issue