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Published in: Surgery Today 6/2019

01-06-2019 | Hepatocellular Carcinoma | Original Article

Validated nomogram for the prediction of disease-free survival after hepatectomy for hepatocellular carcinoma within the Milan criteria: individualizing a surveillance strategy

Authors: Ka Wing Ma, Wong Hoi She, Tan To Cheung, Albert Chi Yan Chan, Wing Chiu Dai, James Yan Yue Fung, Chung Mau Lo, Kenneth Siu Ho Chok

Published in: Surgery Today | Issue 6/2019

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Abstract

Objective

We sought to develop a nomogram for the prediction of tumor recurrence after resection of hepatocellular carcinoma (HCC) within the Milan criteria.

Method

Consecutive HCC patients admitted for hepatectomy between 1994 and 2014 were enrolled in this study. Patients were excluded if they had recurrent HCC or tumors beyond the Milan criteria. Patients were randomized and assigned to the derivation and validation sets in a 1:1 ratio. Independent factors for disease-free survival were identified using the Cox regression model. A nomogram was derived and validated with the receiver-operating characteristic (ROC) and calibration curves.

Results

There were 617 eligible patients included in the analysis. The median age was 59 years, 481 were male, and 87.8% of the patients were hepatitis B virus carriers. The median follow-up was 68.7 months. The 5-year overall survival rate was 73.3% and HCC recurrence was detected in 55% of the patients. In the derivation set, a nomogram was constructed based on the seven independent factors for disease-free survival: age, alpha-fetoprotein, preoperative prothrombin time, magnitude of hepatectomy, postoperative complication, number of tumor nodules, and presence of microvascular invasion. A satisfactory discrimination ability was observed in both the derivation and validation sets (c-stat 0.672 and 0.665, respectively). The calibration plot yielded agreement between the predicted and observed outcomes, using the derived nomogram.

Conclusion

A validated nomogram quantifies the risk of recurrence after hepatectomy for HCC within the Milan criteria, and assists with the planning of individual postoperative surveillance protocols.
Literature
1.
go back to reference El-Serag HB. Hepatocellular carcinoma: an epidemiologic view. J Clin Gastroenterol. 2002;35(5):72-S8. El-Serag HB. Hepatocellular carcinoma: an epidemiologic view. J Clin Gastroenterol. 2002;35(5):72-S8.
2.
go back to reference Fan ST, Lo CM, Liu CL, Lam CM, Yuen WK, Yeung C, et al. Hepatectomy for hepatocellular carcinoma: toward zero hospital deaths. Ann Surg. 1999;229(3):322–30.CrossRefPubMedPubMedCentral Fan ST, Lo CM, Liu CL, Lam CM, Yuen WK, Yeung C, et al. Hepatectomy for hepatocellular carcinoma: toward zero hospital deaths. Ann Surg. 1999;229(3):322–30.CrossRefPubMedPubMedCentral
3.
go back to reference Fong Y, Sun RL, Jarnagin W, Blumgart LH. An analysis of 412 cases of hepatocellular carcinoma at a Western center. Ann Surg. 1999;229(6):790–9 (discussion 9-800).CrossRefPubMedPubMedCentral Fong Y, Sun RL, Jarnagin W, Blumgart LH. An analysis of 412 cases of hepatocellular carcinoma at a Western center. Ann Surg. 1999;229(6):790–9 (discussion 9-800).CrossRefPubMedPubMedCentral
4.
go back to reference Ma KW, Cheung TT. Surgical resection of localized hepatocellular carcinoma: patient selection and special consideration. J Hepatocell Carcinoma. 2017;4:1–9.CrossRefPubMed Ma KW, Cheung TT. Surgical resection of localized hepatocellular carcinoma: patient selection and special consideration. J Hepatocell Carcinoma. 2017;4:1–9.CrossRefPubMed
5.
go back to reference Llovet JM, Ducreux M, Lencioni R, Di Bisceglie AM, Galle PR, Dufour JF, Greten TF, Raymond E, Roskams T, De Baere T, Ducreux M, Mazzaferro V, Bernardi M. EASL-EORTC clinical practice guidelines: management of hepatocellular carcinoma. J Hepatol. 2012;56(4):908–43.CrossRef Llovet JM, Ducreux M, Lencioni R, Di Bisceglie AM, Galle PR, Dufour JF, Greten TF, Raymond E, Roskams T, De Baere T, Ducreux M, Mazzaferro V, Bernardi M. EASL-EORTC clinical practice guidelines: management of hepatocellular carcinoma. J Hepatol. 2012;56(4):908–43.CrossRef
6.
go back to reference Yau T, Tang VY, Yao T-J, Fan S-T, Lo C-M, Poon RT. Development of Hong Kong liver cancer staging system with treatment stratification for patients with hepatocellular carcinoma. Gastroenterology. 2014;146(7):1691–700.e3.CrossRefPubMed Yau T, Tang VY, Yao T-J, Fan S-T, Lo C-M, Poon RT. Development of Hong Kong liver cancer staging system with treatment stratification for patients with hepatocellular carcinoma. Gastroenterology. 2014;146(7):1691–700.e3.CrossRefPubMed
7.
go back to reference Poon RT, Fan ST, Lo CM, Liu CL, Wong J. Long-term survival and pattern of recurrence after resection of small hepatocellular carcinoma in patients with preserved liver function: implications for a strategy of salvage transplantation. Ann Surg. 2002;235(3):373–82.CrossRefPubMedPubMedCentral Poon RT, Fan ST, Lo CM, Liu CL, Wong J. Long-term survival and pattern of recurrence after resection of small hepatocellular carcinoma in patients with preserved liver function: implications for a strategy of salvage transplantation. Ann Surg. 2002;235(3):373–82.CrossRefPubMedPubMedCentral
8.
go back to reference Bhangui P, Allard MA, Vibert E, Cherqui D, Pelletier G, Cunha AS, et al. Salvage versus primary liver transplantation for early hepatocellular carcinoma: do both strategies yield similar outcomes? Ann Surg. 2016;264(1):155–63.CrossRefPubMed Bhangui P, Allard MA, Vibert E, Cherqui D, Pelletier G, Cunha AS, et al. Salvage versus primary liver transplantation for early hepatocellular carcinoma: do both strategies yield similar outcomes? Ann Surg. 2016;264(1):155–63.CrossRefPubMed
9.
go back to reference Furlow B. Radiation dose in computed tomography. Radiol Technol. 2010;81(5):437–50.PubMed Furlow B. Radiation dose in computed tomography. Radiol Technol. 2010;81(5):437–50.PubMed
10.
go back to reference Umeda Y, Matsuda H, Sadamori H, Matsukawa H, Yagi T, Fujiwara T. A prognostic model and treatment strategy for intrahepatic recurrence of hepatocellular carcinoma after curative resection. World J Surg. 2011;35(1):170–7.CrossRefPubMed Umeda Y, Matsuda H, Sadamori H, Matsukawa H, Yagi T, Fujiwara T. A prognostic model and treatment strategy for intrahepatic recurrence of hepatocellular carcinoma after curative resection. World J Surg. 2011;35(1):170–7.CrossRefPubMed
11.
go back to reference Li Y, Ruan DY, Yi HM, Wang GY, Yang Y, Jiang N. A three-factor preoperative scoring model predicts risk of recurrence after liver resection or transplantation in hepatocellular carcinoma patients with preserved liver function. Hepatobiliary Pancreat Dis Int. 2015;14(5):477–84.CrossRefPubMed Li Y, Ruan DY, Yi HM, Wang GY, Yang Y, Jiang N. A three-factor preoperative scoring model predicts risk of recurrence after liver resection or transplantation in hepatocellular carcinoma patients with preserved liver function. Hepatobiliary Pancreat Dis Int. 2015;14(5):477–84.CrossRefPubMed
12.
go back to reference Nakagawa S, Hayashi H, Nitta H, Okabe H, Sakamoto K, Higashi T, et al. Scoring system based on tumor markers and Child-Pugh classification for HCC patients who underwent liver resection. Anticancer Res. 2015;35(4):2157–63.PubMed Nakagawa S, Hayashi H, Nitta H, Okabe H, Sakamoto K, Higashi T, et al. Scoring system based on tumor markers and Child-Pugh classification for HCC patients who underwent liver resection. Anticancer Res. 2015;35(4):2157–63.PubMed
13.
go back to reference Lam CM, Fan ST, Lo CM, Wong J. Major hepatectomy for hepatocellular carcinoma in patients with an unsatisfactory indocyanine green clearance test. Br J Surg. 1999;86(8):1012–7.CrossRefPubMed Lam CM, Fan ST, Lo CM, Wong J. Major hepatectomy for hepatocellular carcinoma in patients with an unsatisfactory indocyanine green clearance test. Br J Surg. 1999;86(8):1012–7.CrossRefPubMed
14.
go back to reference Poon RT, Fan ST, Lo CM, Liu CL, Lam CM, Yuen WK, et al. Improving perioperative outcome expands the role of hepatectomy in management of benign and malignant hepatobiliary diseases: analysis of 1222 consecutive patients from a prospective database. Ann Surg. 2004;240(4):698–708 (discussion—10).PubMedPubMedCentral Poon RT, Fan ST, Lo CM, Liu CL, Lam CM, Yuen WK, et al. Improving perioperative outcome expands the role of hepatectomy in management of benign and malignant hepatobiliary diseases: analysis of 1222 consecutive patients from a prospective database. Ann Surg. 2004;240(4):698–708 (discussion—10).PubMedPubMedCentral
15.
go back to reference Cheung TT, Chan SC, Chok KS, Chan AC, Yu WC, Poon RT, et al. Rapid measurement of indocyanine green retention by pulse spectrophotometry: a validation study in 70 patients with Child-Pugh A cirrhosis before hepatectomy for hepatocellular carcinoma. Hepatobiliary Pancreat Dis Int. 2012;11(3):267–71.CrossRefPubMed Cheung TT, Chan SC, Chok KS, Chan AC, Yu WC, Poon RT, et al. Rapid measurement of indocyanine green retention by pulse spectrophotometry: a validation study in 70 patients with Child-Pugh A cirrhosis before hepatectomy for hepatocellular carcinoma. Hepatobiliary Pancreat Dis Int. 2012;11(3):267–71.CrossRefPubMed
16.
go back to reference Chan SC, Liu CL, Lo CM, Lam BK, Lee EW, Wong Y, et al. Estimating liver weight of adults by body weight and gender. World J Gastroenterol. 2006;12(14):2217–22.CrossRefPubMedPubMedCentral Chan SC, Liu CL, Lo CM, Lam BK, Lee EW, Wong Y, et al. Estimating liver weight of adults by body weight and gender. World J Gastroenterol. 2006;12(14):2217–22.CrossRefPubMedPubMedCentral
17.
go back to reference Fan ST, Mau Lo C, Poon RT, Yeung C, Leung Liu C, Yuen WK, et al. Continuous improvement of survival outcomes of resection of hepatocellular carcinoma: a 20-year experience. Ann Surg. 2011;253(4):745–58.CrossRefPubMed Fan ST, Mau Lo C, Poon RT, Yeung C, Leung Liu C, Yuen WK, et al. Continuous improvement of survival outcomes of resection of hepatocellular carcinoma: a 20-year experience. Ann Surg. 2011;253(4):745–58.CrossRefPubMed
18.
go back to reference Liu CL, Fan ST, Cheung ST, Lo CM, Ng IO, Wong J. Anterior approach versus conventional approach right hepatic resection for large hepatocellular carcinoma: a prospective randomized controlled study. Ann Surg. 2006;244(2):194–203.CrossRefPubMedPubMedCentral Liu CL, Fan ST, Cheung ST, Lo CM, Ng IO, Wong J. Anterior approach versus conventional approach right hepatic resection for large hepatocellular carcinoma: a prospective randomized controlled study. Ann Surg. 2006;244(2):194–203.CrossRefPubMedPubMedCentral
19.
go back to reference Mazzaferro V, Regalia E, Doci R, Andreola S, Pulvirenti A, Bozzetti F, et al. Liver transplantation for the treatment of small hepatocellular carcinomas in patients with cirrhosis. N Engl J Med. 1996;334(11):693–700.CrossRefPubMed Mazzaferro V, Regalia E, Doci R, Andreola S, Pulvirenti A, Bozzetti F, et al. Liver transplantation for the treatment of small hepatocellular carcinomas in patients with cirrhosis. N Engl J Med. 1996;334(11):693–700.CrossRefPubMed
20.
go back to reference Steyerberg EW, Harrell FE Jr, Borsboom GJ, Eijkemans MJ, Vergouwe Y, Habbema JD. Internal validation of predictive models: efficiency of some procedures for logistic regression analysis. J Clin Epidemiol. 2001;54(8):774–81.CrossRef Steyerberg EW, Harrell FE Jr, Borsboom GJ, Eijkemans MJ, Vergouwe Y, Habbema JD. Internal validation of predictive models: efficiency of some procedures for logistic regression analysis. J Clin Epidemiol. 2001;54(8):774–81.CrossRef
21.
go back to reference Zhou YM, Zhang XF, Li B, Sui CJ, Yang JM. Postoperative complications affect early recurrence of hepatocellular carcinoma after curative resection. BMC Cancer. 2015;15:689.CrossRefPubMedPubMedCentral Zhou YM, Zhang XF, Li B, Sui CJ, Yang JM. Postoperative complications affect early recurrence of hepatocellular carcinoma after curative resection. BMC Cancer. 2015;15:689.CrossRefPubMedPubMedCentral
22.
go back to reference Shah SA, Cleary SP, Wei AC, Yang I, Taylor BR, Hemming AW, et al. Recurrence after liver resection for hepatocellular carcinoma: risk factors, treatment, and outcomes. Surgery. 2007;141(3):330–9.CrossRefPubMed Shah SA, Cleary SP, Wei AC, Yang I, Taylor BR, Hemming AW, et al. Recurrence after liver resection for hepatocellular carcinoma: risk factors, treatment, and outcomes. Surgery. 2007;141(3):330–9.CrossRefPubMed
23.
go back to reference Cha C, Fong Y, Jarnagin WR, Blumgart LH, DeMatteo RP. Predictors and patterns of recurrence after resection of hepatocellular carcinoma. J Am Coll Surg. 2003;197(5):753–8.CrossRefPubMed Cha C, Fong Y, Jarnagin WR, Blumgart LH, DeMatteo RP. Predictors and patterns of recurrence after resection of hepatocellular carcinoma. J Am Coll Surg. 2003;197(5):753–8.CrossRefPubMed
24.
go back to reference Cheng Z, Yang P, Qu S, Zhou J, Yang J, Yang X, et al. Risk factors and management for early and late intrahepatic recurrence of solitary hepatocellular carcinoma after curative resection. HPB. 2015;17(5):422–7.CrossRefPubMed Cheng Z, Yang P, Qu S, Zhou J, Yang J, Yang X, et al. Risk factors and management for early and late intrahepatic recurrence of solitary hepatocellular carcinoma after curative resection. HPB. 2015;17(5):422–7.CrossRefPubMed
25.
go back to reference Li T, Fan J, Qin LX, Zhou J, Sun HC, Qiu SJ, et al. Risk factors, prognosis, and management of early and late intrahepatic recurrence after resection of primary clear cell carcinoma of the liver. Ann Surg Oncol. 2011;18(7):1955–63.CrossRefPubMed Li T, Fan J, Qin LX, Zhou J, Sun HC, Qiu SJ, et al. Risk factors, prognosis, and management of early and late intrahepatic recurrence after resection of primary clear cell carcinoma of the liver. Ann Surg Oncol. 2011;18(7):1955–63.CrossRefPubMed
26.
go back to reference Wong TCL, Cheung TT, Chok KSH, Chan ACY, Dai WC, Chan SC, et al. Treatment strategy to improve long-term survival for hepatocellular carcinoma smaller than 5 cm: major hepatectomy vs minor hepatectomy. World J Surg. 2014;38(9):2386–94.CrossRefPubMed Wong TCL, Cheung TT, Chok KSH, Chan ACY, Dai WC, Chan SC, et al. Treatment strategy to improve long-term survival for hepatocellular carcinoma smaller than 5 cm: major hepatectomy vs minor hepatectomy. World J Surg. 2014;38(9):2386–94.CrossRefPubMed
27.
go back to reference Zhao H, Chen C, Gu S, Yan X, Jia W, Mao L, et al. Anatomical versus non-anatomical resection for solitary hepatocellular carcinoma without macroscopic vascular invasion: a propensity score matching analysis. J Gastroenterol Hepatol. 2017;32(4):870–8.CrossRefPubMed Zhao H, Chen C, Gu S, Yan X, Jia W, Mao L, et al. Anatomical versus non-anatomical resection for solitary hepatocellular carcinoma without macroscopic vascular invasion: a propensity score matching analysis. J Gastroenterol Hepatol. 2017;32(4):870–8.CrossRefPubMed
28.
go back to reference Zhou Y, Xu D, Wu L, Li B. Meta-analysis of anatomic resection versus nonanatomic resection for hepatocellular carcinoma. Langenbeck’s Arch Surg. 2011;396(7):1109–17.CrossRef Zhou Y, Xu D, Wu L, Li B. Meta-analysis of anatomic resection versus nonanatomic resection for hepatocellular carcinoma. Langenbeck’s Arch Surg. 2011;396(7):1109–17.CrossRef
29.
go back to reference Motoyama H, Kobayashi A, Yokoyama T, Shimizu A, Sakai H, Furusawa N, et al. Impact of advanced age on the short-and long-term outcomes in patients undergoing hepatectomy for hepatocellular carcinoma: a single-center analysis over a 20-year period. Am J Surg. 2015;209(4):733–41.CrossRefPubMed Motoyama H, Kobayashi A, Yokoyama T, Shimizu A, Sakai H, Furusawa N, et al. Impact of advanced age on the short-and long-term outcomes in patients undergoing hepatectomy for hepatocellular carcinoma: a single-center analysis over a 20-year period. Am J Surg. 2015;209(4):733–41.CrossRefPubMed
31.
go back to reference Mirici-Cappa F, Gramenzi A, Santi V, Zambruni A, Di Micoli A, Frigerio M, et al. Treatments for hepatocellular carcinoma in elderly patients are as effective as in younger patients: a 20-year multicentre experience. Gut. 2010;59(3):387–96.CrossRefPubMed Mirici-Cappa F, Gramenzi A, Santi V, Zambruni A, Di Micoli A, Frigerio M, et al. Treatments for hepatocellular carcinoma in elderly patients are as effective as in younger patients: a 20-year multicentre experience. Gut. 2010;59(3):387–96.CrossRefPubMed
32.
go back to reference Liu P-H, Hsu C-Y, Lee Y-H, Hsia C-Y, Huang Y-H, Su C-W, et al. Uncompromised treatment efficacy in elderly patients with hepatocellular carcinoma: a propensity score analysis. Medicine. 2014;93(28). Liu P-H, Hsu C-Y, Lee Y-H, Hsia C-Y, Huang Y-H, Su C-W, et al. Uncompromised treatment efficacy in elderly patients with hepatocellular carcinoma: a propensity score analysis. Medicine. 2014;93(28).
33.
go back to reference Fu YP, Ni XC, Yi Y, Cai XY, He HW, Wang JX, et al. A novel and validated inflammation-based score (IBS) predicts survival in patients with hepatocellular carcinoma following curative surgical resection: A STROBE-compliant article. Medicine. 2016;95(7):e2784.CrossRefPubMedPubMedCentral Fu YP, Ni XC, Yi Y, Cai XY, He HW, Wang JX, et al. A novel and validated inflammation-based score (IBS) predicts survival in patients with hepatocellular carcinoma following curative surgical resection: A STROBE-compliant article. Medicine. 2016;95(7):e2784.CrossRefPubMedPubMedCentral
34.
go back to reference Shim JH, Jun MJ, Han S, Lee YJ, Lee SG, Kim KM, et al. Prognostic nomograms for prediction of recurrence and survival after curative liver resection for hepatocellular carcinoma. Ann Surg. 2015;261(5):939–46.CrossRef Shim JH, Jun MJ, Han S, Lee YJ, Lee SG, Kim KM, et al. Prognostic nomograms for prediction of recurrence and survival after curative liver resection for hepatocellular carcinoma. Ann Surg. 2015;261(5):939–46.CrossRef
35.
go back to reference Lee SY, Konstantinidis IT, Eaton AA, Gonen M, Kingham TP, D’Angelica MI, et al. Predicting recurrence patterns after resection of hepatocellular cancer. HPB. 2014;16(10):943–53.CrossRefPubMedPubMedCentral Lee SY, Konstantinidis IT, Eaton AA, Gonen M, Kingham TP, D’Angelica MI, et al. Predicting recurrence patterns after resection of hepatocellular cancer. HPB. 2014;16(10):943–53.CrossRefPubMedPubMedCentral
36.
go back to reference Zheng J, Chou JF, Gonen M, Vachharajani N, Chapman WC, Majella Doyle MB, et al. Prediction of hepatocellular carcinoma recurrence beyond milan criteria after resection: validation of a clinical risk score in an international cohort. Ann Surg. 2017;266(4):693–701.CrossRefPubMed Zheng J, Chou JF, Gonen M, Vachharajani N, Chapman WC, Majella Doyle MB, et al. Prediction of hepatocellular carcinoma recurrence beyond milan criteria after resection: validation of a clinical risk score in an international cohort. Ann Surg. 2017;266(4):693–701.CrossRefPubMed
Metadata
Title
Validated nomogram for the prediction of disease-free survival after hepatectomy for hepatocellular carcinoma within the Milan criteria: individualizing a surveillance strategy
Authors
Ka Wing Ma
Wong Hoi She
Tan To Cheung
Albert Chi Yan Chan
Wing Chiu Dai
James Yan Yue Fung
Chung Mau Lo
Kenneth Siu Ho Chok
Publication date
01-06-2019
Publisher
Springer Singapore
Published in
Surgery Today / Issue 6/2019
Print ISSN: 0941-1291
Electronic ISSN: 1436-2813
DOI
https://doi.org/10.1007/s00595-019-1764-x

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