The Singapore Liver Cancer Recurrence (SLICER) Score for Relapse Prediction in Patients with Surgically Resected Hepatocellular Carcinoma

被引:61
作者
Ang, Soo Fan [1 ]
Ng, Elizabeth Shu-Hui [1 ]
Li, Huihua [2 ,3 ]
Ong, Yu-Han [1 ]
Choo, Su Pin [1 ]
Ngeow, Joanne [1 ]
Toh, Han Chong [1 ]
Lim, Kiat Hon [4 ]
Yap, Hao Yun [5 ]
Tan, Chee Kiat [6 ]
Ooi, London Lucien Peng Jin [7 ]
Chung, Alexander Yaw Fui [7 ]
Chow, Pierce Kah Hoe [8 ,9 ]
Foo, Kian Fong [1 ]
Tan, Min-Han [1 ]
Cheow, Peng Chung [7 ]
机构
[1] Natl Canc Ctr, Div Med Oncol, Singapore, Singapore
[2] Singapore Gen Hosp, Hlth Serv Res, Singapore, Singapore
[3] Duke Natl Univ Singapore, Grad Med Sch, Ctr Quantitat Med, Singapore, Singapore
[4] Singapore Gen Hosp, Dept Pathol, Singapore, Singapore
[5] Singapore Gen Hosp, Dept Gen Surg, Singapore, Singapore
[6] Singapore Gen Hosp, Dept Gastroenterol & Hepatol, Singapore, Singapore
[7] Singapore Gen Hosp, Dept Hepatobiliary & Transplant Surg, Singapore, Singapore
[8] Natl Canc Ctr, Div Surg Oncol, Singapore, Singapore
[9] Duke Natl Univ Singapore, Grad Sch Med, Off Clin Sci, Singapore, Singapore
关键词
INTRAHEPATIC RECURRENCE; CURATIVE RESECTION; STAGING-SYSTEM; PROGNOSIS; SURVIVAL; NOMOGRAM;
D O I
10.1371/journal.pone.0118658
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background and Aims Surgery is the primary curative option in patients with hepatocellular carcinoma (HCC). Current prognostic models for HCC are developed on datasets of primarily patients with advanced cancer, and may be less relevant to resectable HCC. We developed a postoperative nomogram, the Singapore Liver Cancer Recurrence (SLICER) Score, to predict outcomes of HCC patients who have undergone surgical resection. Methods Records for 544 consecutive patients undergoing first-line curative surgery for HCC in one institution from 1992-2007 were reviewed, with 405 local patients selected for analysis. Freedom from relapse (FFR) was the primary outcome measure. An outcome-blinded modeling strategy including clustering, data reduction and transformation was used. We compared the performance of SLICER in estimating FFR with other HCC prognostic models using concordance-indices and likelihood analysis. Results A nomogram predicting FFR was developed, incorporating non-neoplastic liver cirrhosis, multifocality, preoperative alpha-fetoprotein level, Child-Pugh score, vascular invasion, tumor size, surgical margin and symptoms at presentation. Our nomogram outperformed other HCC prognostic models in predicting FFR by means of log-likelihood ratio statistics with good calibration demonstrated at 3 and 5 years post-resection and a concordance index of 0.69. Using decision curve analysis, SLICER also demonstrated superior net benefit at higher threshold probabilities. Conclusion The SLICER score enables well-calibrated individualized predictions of relapse following curative HCC resection, and may represent a novel tool for biomarker research and individual counseling.
引用
收藏
页数:17
相关论文
共 37 条
[1]   NEW LOOK AT STATISTICAL-MODEL IDENTIFICATION [J].
AKAIKE, H .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1974, AC19 (06) :716-723
[2]   Primary liver cancer:: Worldwide incidence and trends [J].
Bosch, FX ;
Ribes, J ;
Díaz, M ;
Cléries, R .
GASTROENTEROLOGY, 2004, 127 (05) :S5-S16
[3]   Clinical management of hepatocellular carcinoma.: Conclusions of the Barcelona-2000 EASL Conference [J].
Bruix, J ;
Sherman, M ;
Llovet, JM ;
Beaugrand, M ;
Lencioni, R ;
Burroughs, AK ;
Christensen, E ;
Pagliaro, L ;
Colombo, M ;
Rodés, J .
JOURNAL OF HEPATOLOGY, 2001, 35 (03) :421-430
[4]   Efficacy and safety of sorafenib in patients in the Asia-Pacific region with advanced hepatocellular carcinoma: a phase III randomised, double-blind, placebo-controlled trial [J].
Cheng, Ann-Lii ;
Kang, Yoon-Koo ;
Chen, Zhendong ;
Tsao, Chao-Jung ;
Qin, Shukui ;
Kim, Jun Suk ;
Luo, Rongcheng ;
Feng, Jifeng ;
Ye, Shenglong ;
Yang, Tsai-Sheng ;
Xu, Jianming ;
Sun, Yan ;
Liang, Houjie ;
Liu, Jiwei ;
Wang, Jiejun ;
Tak, Won Young ;
Pan, Hongming ;
Burock, Karin ;
Zou, Jessie ;
Voliotis, Dimitris ;
Guan, Zhongzhen .
LANCET ONCOLOGY, 2009, 10 (01) :25-34
[5]   A novel prognostic nomogram is more accurate than conventional staging systems for predicting survival after resection of hepatocellular carcinoma [J].
Cho, Clifford S. ;
Gonen, Mithat ;
Shia, Jinru ;
Kattan, Michael W. ;
Klimstra, David S. ;
Jarnagin, William R. ;
D'Angelica, Michael I. ;
Blumgart, Leslie H. ;
DeMatteo, Ronald P. .
JOURNAL OF THE AMERICAN COLLEGE OF SURGEONS, 2008, 206 (02) :281-291
[6]  
Edge SB, 2009, AJCC CANC STAGING MA, V7th, P237
[7]   Glypican-3 is a potential prognostic biomarker for hepatocellular carcinoma after curative resection [J].
Fu, Shun-Jun ;
Qi, Chao-Ying ;
Xiao, Wei-Kai ;
Li, Shao-Qiang ;
Peng, Bao-Gang ;
Liang, Li-Jian .
SURGERY, 2013, 154 (03) :536-544
[8]  
Harrell FE, 2001, REGRESSION MODELING, DOI DOI 10.1007/978-1-4757-3462-1
[9]   Advanced Hepatocellular Carcinoma: Which Staging Systems Best Predict Prognosis? [J].
Huitzil-Melendez, Fidel-David ;
Capanu, Marinela ;
O'Reilly, Eileen M. ;
Duffy, Austin ;
Gansukh, Bolorsukh ;
Saltz, Leonard L. ;
Abou-Alfa, Ghassan K. .
JOURNAL OF CLINICAL ONCOLOGY, 2010, 28 (17) :2889-2895
[10]   Risk factors contributing to early and date phase intrahepatic recurrence of hepatocellular carcinoma after hepatectomy [J].
Imamura, H ;
Matsuyama, Y ;
Tanaka, E ;
Ohkubo, T ;
Hasegawa, K ;
Miyagawa, S ;
Sugawara, Y ;
Minagawa, M ;
Takayama, T ;
Kawasaki, S ;
Makuuchi, M .
JOURNAL OF HEPATOLOGY, 2003, 38 (02) :200-207