Development and validation of a novel online calculator for estimating survival benefit of adjuvant transcatheter arterial chemoembolization in patients undergoing surgery for hepatocellular carcinoma

Abstract Background and aims Although adjuvant transcatheter arterial chemoembolization (TACE) for resected hepatocellular carcinoma (HCC) may improve survival for some patients, identifying which patients can benefit remains challenging. The present study aimed to construct a survival prediction ca...

Full description

Bibliographic Details
Main Authors: Lei Liang, Chao Li, Ming-Da Wang, Hong Wang, Ya-Hao Zhou, Yong-Yi Zeng, Wan-Guang Zhang, Ting-Hao Chen, Nan-Ya Wang, Jie Li, Yao-Ming Zhang, Yu Wang, Wei-Min Gu, Hao Xing, Yong-Kang Diao, Wan Yee Lau, Cheng-Wu Zhang, Timothy M. Pawlik, Feng Shen, Dong-Sheng Huang, Tian Yang
Format: Article
Language:English
Published: BMC 2021-10-01
Series:Journal of Hematology & Oncology
Subjects:
Online Access:https://doi.org/10.1186/s13045-021-01180-5
_version_ 1819148353555922944
author Lei Liang
Chao Li
Ming-Da Wang
Hong Wang
Ya-Hao Zhou
Yong-Yi Zeng
Wan-Guang Zhang
Ting-Hao Chen
Nan-Ya Wang
Jie Li
Yao-Ming Zhang
Yu Wang
Wei-Min Gu
Hao Xing
Yong-Kang Diao
Wan Yee Lau
Cheng-Wu Zhang
Timothy M. Pawlik
Feng Shen
Dong-Sheng Huang
Tian Yang
author_facet Lei Liang
Chao Li
Ming-Da Wang
Hong Wang
Ya-Hao Zhou
Yong-Yi Zeng
Wan-Guang Zhang
Ting-Hao Chen
Nan-Ya Wang
Jie Li
Yao-Ming Zhang
Yu Wang
Wei-Min Gu
Hao Xing
Yong-Kang Diao
Wan Yee Lau
Cheng-Wu Zhang
Timothy M. Pawlik
Feng Shen
Dong-Sheng Huang
Tian Yang
author_sort Lei Liang
collection DOAJ
description Abstract Background and aims Although adjuvant transcatheter arterial chemoembolization (TACE) for resected hepatocellular carcinoma (HCC) may improve survival for some patients, identifying which patients can benefit remains challenging. The present study aimed to construct a survival prediction calculator for individualized estimating the net survival benefit of adjuvant TACE for patients with resected HCC. Methods From a multicenter database, consecutive patients undergoing curative resection for HCC were enrolled and divided into the developing and validation cohorts. Using the independent survival predictors in the developing cohort, two nomogram models were constructed for patients with and without adjuvant TACE, respectively, which predictive performance was validated internally and externally by measuring concordance index (C-index) and calibration. The difference between two estimates of the prediction models was the expected survival benefit of adjuvant TACE. Results A total of 2514 patients met the inclusion criteria for the study. The nomogram prediction models for patients with and without adjuvant TACE were, respectively, built by incorporating the same eight independent survival predictors, including portal hypertension, Child–Pugh score, alpha-fetoprotein level, tumor size and number, macrovascular and microvascular invasion, and resection margin. These two prediction models demonstrated good calibration and discrimination, with all the C-indexes of greater than 0.75 in the developing and validation cohorts. A browser-based calculator was generated for individualized estimating the net survival benefit of adjuvant TACE. Conclusions Based on large-scale real-world data, an easy-to-use online calculator can be adopted as a decision aid to predict which patients with resected HCC can benefit from adjuvant TACE.
first_indexed 2024-12-22T13:44:22Z
format Article
id doaj.art-d7d1ca1eceb04c829d6f65e0091460b3
institution Directory Open Access Journal
issn 1756-8722
language English
last_indexed 2024-12-22T13:44:22Z
publishDate 2021-10-01
publisher BMC
record_format Article
series Journal of Hematology & Oncology
spelling doaj.art-d7d1ca1eceb04c829d6f65e0091460b32022-12-21T18:23:51ZengBMCJournal of Hematology & Oncology1756-87222021-10-011411610.1186/s13045-021-01180-5Development and validation of a novel online calculator for estimating survival benefit of adjuvant transcatheter arterial chemoembolization in patients undergoing surgery for hepatocellular carcinomaLei Liang0Chao Li1Ming-Da Wang2Hong Wang3Ya-Hao Zhou4Yong-Yi Zeng5Wan-Guang Zhang6Ting-Hao Chen7Nan-Ya Wang8Jie Li9Yao-Ming Zhang10Yu Wang11Wei-Min Gu12Hao Xing13Yong-Kang Diao14Wan Yee Lau15Cheng-Wu Zhang16Timothy M. Pawlik17Feng Shen18Dong-Sheng Huang19Tian Yang20Department of Hepatobiliary, Pancreatic and Minimal Invasive Surgery, Zhejiang Provincial People’s Hospital, People’ Hospital of Hangzhou Medical CollegeDepartment of Hepatobiliary Surgery, Eastern Hepatobiliary Surgery Hospital, Second Military Medical University (Navy Medical University)Department of Hepatobiliary Surgery, Eastern Hepatobiliary Surgery Hospital, Second Military Medical University (Navy Medical University)Department of General Surgery, Liuyang People’s HospitalDepartment of Hepatobiliary Surgery, Pu’er People’s HospitalDepartment of Hepatobiliary Surgery, Mengchao Hepatobiliary Hospital, Fujian Medical UniversityDepartment of Hepatic Surgery, Tongji Hospital, Huazhong University of Science and TechnologyDepartment of General Surgery, Ziyang First People’s HospitalThe Cancer Center, the First Hospital of Jilin UniversityDepartment of Hepatobiliary Surgery, Fuyang People’s HospitalThe Second Department of Hepatobiliary Surgery, Meizhou People’s HospitalDepartment of Hepatobiliary Surgery, Chongqing University Cancer HospitalThe First Department of General Surgery, The Fourth Hospital of HarbinDepartment of Hepatobiliary Surgery, Eastern Hepatobiliary Surgery Hospital, Second Military Medical University (Navy Medical University)Department of Hepatobiliary, Pancreatic and Minimal Invasive Surgery, Zhejiang Provincial People’s Hospital, People’ Hospital of Hangzhou Medical CollegeDepartment of Hepatobiliary Surgery, Eastern Hepatobiliary Surgery Hospital, Second Military Medical University (Navy Medical University)Department of Hepatobiliary, Pancreatic and Minimal Invasive Surgery, Zhejiang Provincial People’s Hospital, People’ Hospital of Hangzhou Medical CollegeDepartment of Surgery, Ohio State UniversityDepartment of Hepatobiliary Surgery, Eastern Hepatobiliary Surgery Hospital, Second Military Medical University (Navy Medical University)Key Laboratory of Tumor Molecular Diagnosis and Individualized Medicine of Zhejiang ProvinceDepartment of Hepatobiliary, Pancreatic and Minimal Invasive Surgery, Zhejiang Provincial People’s Hospital, People’ Hospital of Hangzhou Medical CollegeAbstract Background and aims Although adjuvant transcatheter arterial chemoembolization (TACE) for resected hepatocellular carcinoma (HCC) may improve survival for some patients, identifying which patients can benefit remains challenging. The present study aimed to construct a survival prediction calculator for individualized estimating the net survival benefit of adjuvant TACE for patients with resected HCC. Methods From a multicenter database, consecutive patients undergoing curative resection for HCC were enrolled and divided into the developing and validation cohorts. Using the independent survival predictors in the developing cohort, two nomogram models were constructed for patients with and without adjuvant TACE, respectively, which predictive performance was validated internally and externally by measuring concordance index (C-index) and calibration. The difference between two estimates of the prediction models was the expected survival benefit of adjuvant TACE. Results A total of 2514 patients met the inclusion criteria for the study. The nomogram prediction models for patients with and without adjuvant TACE were, respectively, built by incorporating the same eight independent survival predictors, including portal hypertension, Child–Pugh score, alpha-fetoprotein level, tumor size and number, macrovascular and microvascular invasion, and resection margin. These two prediction models demonstrated good calibration and discrimination, with all the C-indexes of greater than 0.75 in the developing and validation cohorts. A browser-based calculator was generated for individualized estimating the net survival benefit of adjuvant TACE. Conclusions Based on large-scale real-world data, an easy-to-use online calculator can be adopted as a decision aid to predict which patients with resected HCC can benefit from adjuvant TACE.https://doi.org/10.1186/s13045-021-01180-5Hepatocellular carcinomaHepatectomyTranscatheter arterial chemoembolizationAdjuvant therapySurvival
spellingShingle Lei Liang
Chao Li
Ming-Da Wang
Hong Wang
Ya-Hao Zhou
Yong-Yi Zeng
Wan-Guang Zhang
Ting-Hao Chen
Nan-Ya Wang
Jie Li
Yao-Ming Zhang
Yu Wang
Wei-Min Gu
Hao Xing
Yong-Kang Diao
Wan Yee Lau
Cheng-Wu Zhang
Timothy M. Pawlik
Feng Shen
Dong-Sheng Huang
Tian Yang
Development and validation of a novel online calculator for estimating survival benefit of adjuvant transcatheter arterial chemoembolization in patients undergoing surgery for hepatocellular carcinoma
Journal of Hematology & Oncology
Hepatocellular carcinoma
Hepatectomy
Transcatheter arterial chemoembolization
Adjuvant therapy
Survival
title Development and validation of a novel online calculator for estimating survival benefit of adjuvant transcatheter arterial chemoembolization in patients undergoing surgery for hepatocellular carcinoma
title_full Development and validation of a novel online calculator for estimating survival benefit of adjuvant transcatheter arterial chemoembolization in patients undergoing surgery for hepatocellular carcinoma
title_fullStr Development and validation of a novel online calculator for estimating survival benefit of adjuvant transcatheter arterial chemoembolization in patients undergoing surgery for hepatocellular carcinoma
title_full_unstemmed Development and validation of a novel online calculator for estimating survival benefit of adjuvant transcatheter arterial chemoembolization in patients undergoing surgery for hepatocellular carcinoma
title_short Development and validation of a novel online calculator for estimating survival benefit of adjuvant transcatheter arterial chemoembolization in patients undergoing surgery for hepatocellular carcinoma
title_sort development and validation of a novel online calculator for estimating survival benefit of adjuvant transcatheter arterial chemoembolization in patients undergoing surgery for hepatocellular carcinoma
topic Hepatocellular carcinoma
Hepatectomy
Transcatheter arterial chemoembolization
Adjuvant therapy
Survival
url https://doi.org/10.1186/s13045-021-01180-5
work_keys_str_mv AT leiliang developmentandvalidationofanovelonlinecalculatorforestimatingsurvivalbenefitofadjuvanttranscatheterarterialchemoembolizationinpatientsundergoingsurgeryforhepatocellularcarcinoma
AT chaoli developmentandvalidationofanovelonlinecalculatorforestimatingsurvivalbenefitofadjuvanttranscatheterarterialchemoembolizationinpatientsundergoingsurgeryforhepatocellularcarcinoma
AT mingdawang developmentandvalidationofanovelonlinecalculatorforestimatingsurvivalbenefitofadjuvanttranscatheterarterialchemoembolizationinpatientsundergoingsurgeryforhepatocellularcarcinoma
AT hongwang developmentandvalidationofanovelonlinecalculatorforestimatingsurvivalbenefitofadjuvanttranscatheterarterialchemoembolizationinpatientsundergoingsurgeryforhepatocellularcarcinoma
AT yahaozhou developmentandvalidationofanovelonlinecalculatorforestimatingsurvivalbenefitofadjuvanttranscatheterarterialchemoembolizationinpatientsundergoingsurgeryforhepatocellularcarcinoma
AT yongyizeng developmentandvalidationofanovelonlinecalculatorforestimatingsurvivalbenefitofadjuvanttranscatheterarterialchemoembolizationinpatientsundergoingsurgeryforhepatocellularcarcinoma
AT wanguangzhang developmentandvalidationofanovelonlinecalculatorforestimatingsurvivalbenefitofadjuvanttranscatheterarterialchemoembolizationinpatientsundergoingsurgeryforhepatocellularcarcinoma
AT tinghaochen developmentandvalidationofanovelonlinecalculatorforestimatingsurvivalbenefitofadjuvanttranscatheterarterialchemoembolizationinpatientsundergoingsurgeryforhepatocellularcarcinoma
AT nanyawang developmentandvalidationofanovelonlinecalculatorforestimatingsurvivalbenefitofadjuvanttranscatheterarterialchemoembolizationinpatientsundergoingsurgeryforhepatocellularcarcinoma
AT jieli developmentandvalidationofanovelonlinecalculatorforestimatingsurvivalbenefitofadjuvanttranscatheterarterialchemoembolizationinpatientsundergoingsurgeryforhepatocellularcarcinoma
AT yaomingzhang developmentandvalidationofanovelonlinecalculatorforestimatingsurvivalbenefitofadjuvanttranscatheterarterialchemoembolizationinpatientsundergoingsurgeryforhepatocellularcarcinoma
AT yuwang developmentandvalidationofanovelonlinecalculatorforestimatingsurvivalbenefitofadjuvanttranscatheterarterialchemoembolizationinpatientsundergoingsurgeryforhepatocellularcarcinoma
AT weimingu developmentandvalidationofanovelonlinecalculatorforestimatingsurvivalbenefitofadjuvanttranscatheterarterialchemoembolizationinpatientsundergoingsurgeryforhepatocellularcarcinoma
AT haoxing developmentandvalidationofanovelonlinecalculatorforestimatingsurvivalbenefitofadjuvanttranscatheterarterialchemoembolizationinpatientsundergoingsurgeryforhepatocellularcarcinoma
AT yongkangdiao developmentandvalidationofanovelonlinecalculatorforestimatingsurvivalbenefitofadjuvanttranscatheterarterialchemoembolizationinpatientsundergoingsurgeryforhepatocellularcarcinoma
AT wanyeelau developmentandvalidationofanovelonlinecalculatorforestimatingsurvivalbenefitofadjuvanttranscatheterarterialchemoembolizationinpatientsundergoingsurgeryforhepatocellularcarcinoma
AT chengwuzhang developmentandvalidationofanovelonlinecalculatorforestimatingsurvivalbenefitofadjuvanttranscatheterarterialchemoembolizationinpatientsundergoingsurgeryforhepatocellularcarcinoma
AT timothympawlik developmentandvalidationofanovelonlinecalculatorforestimatingsurvivalbenefitofadjuvanttranscatheterarterialchemoembolizationinpatientsundergoingsurgeryforhepatocellularcarcinoma
AT fengshen developmentandvalidationofanovelonlinecalculatorforestimatingsurvivalbenefitofadjuvanttranscatheterarterialchemoembolizationinpatientsundergoingsurgeryforhepatocellularcarcinoma
AT dongshenghuang developmentandvalidationofanovelonlinecalculatorforestimatingsurvivalbenefitofadjuvanttranscatheterarterialchemoembolizationinpatientsundergoingsurgeryforhepatocellularcarcinoma
AT tianyang developmentandvalidationofanovelonlinecalculatorforestimatingsurvivalbenefitofadjuvanttranscatheterarterialchemoembolizationinpatientsundergoingsurgeryforhepatocellularcarcinoma