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 a...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, y-glutamyltransferase, a-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 CIs 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-a）. 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.展开更多
基金This study was supported by grants from the National High Technology Research and Development Program （863 Program） of China （No. 2015AA020401）, National Key Research and Development Program of China （No. 2016YFC0904101）, State Key Program of National Natural Science Foundation of China （No. 81530077）, National Natural Science Foundation of China （No. 81372317, 81472676, and 81572823）, Projects from the Shanghai Science and Technology Commission （No. 14DZ1940300, 14411970200, 134119a1201, and 14140902301）, and Specialized Research Fund for the Doctoral Program of Higher Education and Research Grants Council Earmarked Research Grants Joint Research Scheme （No. 20130071140008）.
文摘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, y-glutamyltransferase, a-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 CIs 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-a）. 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.
