Shanghai Score: A Prognostic and Adjuvant Treatment-evaluating System Constructed for Chinese Patients with Hepatocellular Carcinoma after Curative Resection

Background: For Chinese patients with hepatocellular carcinoma (HCC), surgical resection is the most important treatment to achieve long-term survival for patients with an early-stage tumor, and yet the prognosis after surgery is diverse. We aimed to construct a scoring system (Shanghai Score) for i...

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Main Authors: Hui-Chuan Sun, Lu Xie, Xin-Rong Yang, Wei Li, Jian Yu, Xiao-Dong Zhu, Yong Xia, Ti Zhang, Yang Xu, Bo Hu, Li-Ping Du, Ling-Yao Zeng, Jian Ouyang, Wei Zhang, Tian-Qiang Song, Qiang Li, Ying-Hong Shi, Jian Zhou, Shuang-Jian Qiu, Qian Liu, Yi-Xue Li, Zhao-You Tang, Yu Shyr, Feng Shen, Jia Fan
Format: Article
Language:English
Published: Wolters Kluwer 2017-01-01
Series:Chinese Medical Journal
Subjects:
Online Access:http://www.cmj.org/article.asp?issn=0366-6999;year=2017;volume=130;issue=22;spage=2650;epage=2660;aulast=Sun
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spelling doaj-ee49e02b78cb40b3853111cc0ae34bd92020-11-24T20:49:52ZengWolters KluwerChinese Medical Journal0366-69992017-01-01130222650266010.4103/0366-6999.218019Shanghai Score: A Prognostic and Adjuvant Treatment-evaluating System Constructed for Chinese Patients with Hepatocellular Carcinoma after Curative ResectionHui-Chuan SunLu XieXin-Rong YangWei LiJian YuXiao-Dong ZhuYong XiaTi ZhangYang XuBo HuLi-Ping DuLing-Yao ZengJian OuyangWei ZhangTian-Qiang SongQiang LiYing-Hong ShiJian ZhouShuang-Jian QiuQian LiuYi-Xue LiZhao-You TangYu ShyrFeng ShenJia FanBackground: For Chinese patients with hepatocellular carcinoma (HCC), surgical resection is the most important treatment to achieve long-term survival for patients with an early-stage tumor, and yet the prognosis after surgery is diverse. We aimed to construct a scoring system (Shanghai Score) for individualized prognosis estimation and adjuvant treatment evaluation. Methods: A multivariate Cox proportional hazards model was constructed based on 4166 HCC patients undergoing resection during 2001–2008 at Zhongshan Hospital. Age, hepatitis B surface antigen, hepatitis B e antigen, partial thromboplastin time, total bilirubin, alkaline phosphatase, γ-glutamyltransferase, α-fetoprotein, tumor size, cirrhosis, vascular invasion, differentiation, encapsulation, and tumor number were finally retained by a backward step-down selection process with the Akaike information criterion. The Harrell's concordance index (C-index) was used to measure model performance. Shanghai Score is calculated by summing the products of the 14 variable values times each variable's corresponding regression coefficient. Totally 1978 patients from Zhongshan Hospital undergoing resection during 2009–2012, 808 patients from Eastern Hepatobiliary Surgery Hospital during 2008–2010, and 244 patients from Tianjin Medical University Cancer Hospital during 2010–2011 were enrolled as external validation cohorts. Shanghai Score was also implied in evaluating adjuvant treatment choices based on propensity score matching analysis. Results: Shanghai Score showed good calibration and discrimination in postsurgical HCC patients. The bootstrap-corrected C-index (confidence interval [CI]) was 0.74 for overall survival (OS) and 0.68 for recurrence-free survival (RFS) in derivation cohort (4166 patients), and in the three independent validation cohorts, the CI s for OS ranged 0.70–0.72 and that for RFS ranged 0.63–0.68. Furthermore, Shanghai Score provided evaluation for adjuvant treatment choices (transcatheter arterial chemoembolization or interferon-α). The identified subset of patients at low risk could be ideal candidates for curative surgery, and subsets of patients at moderate or high risk could be recommended with possible adjuvant therapies after surgery. Finally, a web server with individualized outcome prediction and treatment recommendation was constructed. Conclusions: Based on the largest cohort up to date, we established Shanghai Score – an individualized outcome prediction system specifically designed for Chinese HCC patients after surgery. The Shanghai Score web server provides an easily accessible tool to stratify the prognosis of patients undergoing liver resection for HCC.http://www.cmj.org/article.asp?issn=0366-6999;year=2017;volume=130;issue=22;spage=2650;epage=2660;aulast=SunAdjuvant Treatment; Hepatocellular Carcinoma; Prognosis; Shanghai Score
collection DOAJ
language English
format Article
sources DOAJ
author Hui-Chuan Sun
Lu Xie
Xin-Rong Yang
Wei Li
Jian Yu
Xiao-Dong Zhu
Yong Xia
Ti Zhang
Yang Xu
Bo Hu
Li-Ping Du
Ling-Yao Zeng
Jian Ouyang
Wei Zhang
Tian-Qiang Song
Qiang Li
Ying-Hong Shi
Jian Zhou
Shuang-Jian Qiu
Qian Liu
Yi-Xue Li
Zhao-You Tang
Yu Shyr
Feng Shen
Jia Fan
spellingShingle Hui-Chuan Sun
Lu Xie
Xin-Rong Yang
Wei Li
Jian Yu
Xiao-Dong Zhu
Yong Xia
Ti Zhang
Yang Xu
Bo Hu
Li-Ping Du
Ling-Yao Zeng
Jian Ouyang
Wei Zhang
Tian-Qiang Song
Qiang Li
Ying-Hong Shi
Jian Zhou
Shuang-Jian Qiu
Qian Liu
Yi-Xue Li
Zhao-You Tang
Yu Shyr
Feng Shen
Jia Fan
Shanghai Score: A Prognostic and Adjuvant Treatment-evaluating System Constructed for Chinese Patients with Hepatocellular Carcinoma after Curative Resection
Chinese Medical Journal
Adjuvant Treatment; Hepatocellular Carcinoma; Prognosis; Shanghai Score
author_facet Hui-Chuan Sun
Lu Xie
Xin-Rong Yang
Wei Li
Jian Yu
Xiao-Dong Zhu
Yong Xia
Ti Zhang
Yang Xu
Bo Hu
Li-Ping Du
Ling-Yao Zeng
Jian Ouyang
Wei Zhang
Tian-Qiang Song
Qiang Li
Ying-Hong Shi
Jian Zhou
Shuang-Jian Qiu
Qian Liu
Yi-Xue Li
Zhao-You Tang
Yu Shyr
Feng Shen
Jia Fan
author_sort Hui-Chuan Sun
title Shanghai Score: A Prognostic and Adjuvant Treatment-evaluating System Constructed for Chinese Patients with Hepatocellular Carcinoma after Curative Resection
title_short Shanghai Score: A Prognostic and Adjuvant Treatment-evaluating System Constructed for Chinese Patients with Hepatocellular Carcinoma after Curative Resection
title_full Shanghai Score: A Prognostic and Adjuvant Treatment-evaluating System Constructed for Chinese Patients with Hepatocellular Carcinoma after Curative Resection
title_fullStr Shanghai Score: A Prognostic and Adjuvant Treatment-evaluating System Constructed for Chinese Patients with Hepatocellular Carcinoma after Curative Resection
title_full_unstemmed Shanghai Score: A Prognostic and Adjuvant Treatment-evaluating System Constructed for Chinese Patients with Hepatocellular Carcinoma after Curative Resection
title_sort shanghai score: a prognostic and adjuvant treatment-evaluating system constructed for chinese patients with hepatocellular carcinoma after curative resection
publisher Wolters Kluwer
series Chinese Medical Journal
issn 0366-6999
publishDate 2017-01-01
description Background: For Chinese patients with hepatocellular carcinoma (HCC), surgical resection is the most important treatment to achieve long-term survival for patients with an early-stage tumor, and yet the prognosis after surgery is diverse. We aimed to construct a scoring system (Shanghai Score) for individualized prognosis estimation and adjuvant treatment evaluation. Methods: A multivariate Cox proportional hazards model was constructed based on 4166 HCC patients undergoing resection during 2001–2008 at Zhongshan Hospital. Age, hepatitis B surface antigen, hepatitis B e antigen, partial thromboplastin time, total bilirubin, alkaline phosphatase, γ-glutamyltransferase, α-fetoprotein, tumor size, cirrhosis, vascular invasion, differentiation, encapsulation, and tumor number were finally retained by a backward step-down selection process with the Akaike information criterion. The Harrell's concordance index (C-index) was used to measure model performance. Shanghai Score is calculated by summing the products of the 14 variable values times each variable's corresponding regression coefficient. Totally 1978 patients from Zhongshan Hospital undergoing resection during 2009–2012, 808 patients from Eastern Hepatobiliary Surgery Hospital during 2008–2010, and 244 patients from Tianjin Medical University Cancer Hospital during 2010–2011 were enrolled as external validation cohorts. Shanghai Score was also implied in evaluating adjuvant treatment choices based on propensity score matching analysis. Results: Shanghai Score showed good calibration and discrimination in postsurgical HCC patients. The bootstrap-corrected C-index (confidence interval [CI]) was 0.74 for overall survival (OS) and 0.68 for recurrence-free survival (RFS) in derivation cohort (4166 patients), and in the three independent validation cohorts, the CI s for OS ranged 0.70–0.72 and that for RFS ranged 0.63–0.68. Furthermore, Shanghai Score provided evaluation for adjuvant treatment choices (transcatheter arterial chemoembolization or interferon-α). The identified subset of patients at low risk could be ideal candidates for curative surgery, and subsets of patients at moderate or high risk could be recommended with possible adjuvant therapies after surgery. Finally, a web server with individualized outcome prediction and treatment recommendation was constructed. Conclusions: Based on the largest cohort up to date, we established Shanghai Score – an individualized outcome prediction system specifically designed for Chinese HCC patients after surgery. The Shanghai Score web server provides an easily accessible tool to stratify the prognosis of patients undergoing liver resection for HCC.
topic Adjuvant Treatment; Hepatocellular Carcinoma; Prognosis; Shanghai Score
url http://www.cmj.org/article.asp?issn=0366-6999;year=2017;volume=130;issue=22;spage=2650;epage=2660;aulast=Sun
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