Development and Validation a Nomogram for Predicting Overall Survival in Patients With Intrahepatic Cholangiocarcinoma
Background: This study aims to establish an effective nomogram to predict the overall survival of patients with intrahepatic cholangiocarcinoma (ICC).Patients and Methods: Data used to build the nomogram comes from the Surveillance, Epidemiology, and End Results (SEER) database. Patients diagnosed w...
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doaj-734561b30615429ead1896150106ac572021-05-17T06:09:38ZengFrontiers Media S.A.Frontiers in Surgery2296-875X2021-05-01810.3389/fsurg.2021.659422659422Development and Validation a Nomogram for Predicting Overall Survival in Patients With Intrahepatic CholangiocarcinomaChen YuanZhigang HuKai WangShubing ZouBackground: This study aims to establish an effective nomogram to predict the overall survival of patients with intrahepatic cholangiocarcinoma (ICC).Patients and Methods: Data used to build the nomogram comes from the Surveillance, Epidemiology, and End Results (SEER) database. Patients diagnosed with ICC between 2005 and 2016 were retrospectively collected. Prediction accuracy and discrimination ability of the nomogram was evaluated by concordance index (C-index) and calibration curve. The area under receiver operating characteristic (ROC) curve (AUC) and decision curve analysis (DCA) were used to compare the precision of the 1-, 3-, and 5-year survival of the nomogram with 8th American Joint Commission on Cancer (AJCC) tumor–node–metastasis (TNM) staging system. Finally, it was verified in a prospective study of patients diagnosed with ICC in the Second Affiliated Hospital of Nanchang University from 2013 to 2020 by bootstrap resampling.Result: The study contains two parts of data; we establish a nomogram using external data, and we conducted internal verification and external verification. The nomogram that we have established has good calibration, with a concordance index (C-index) of 0.75 (95% CI, 0.74–0.76) for overall survival (OS) prediction. The AUC value of the nomogram predicting 1-, 3-, and 5-year OS rates were 0.821, 0.828, and 0.836, which were higher than those of the 8th AJCC TNM staging systems. The calibration curve for the probability of survival between prediction by nomogram and actual observation shows good agreement. The nomogram showed better accuracy than the 8th edition AJCC TNM staging.Conclusion: The nomogram established can provide a more accurate prognosis for patients with intrahepatic cholangiocarcinoma.https://www.frontiersin.org/articles/10.3389/fsurg.2021.659422/fullintrahepatic cholangiocarcinomaprognosisnomogramoverall survivalSEER |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Chen Yuan Zhigang Hu Kai Wang Shubing Zou |
spellingShingle |
Chen Yuan Zhigang Hu Kai Wang Shubing Zou Development and Validation a Nomogram for Predicting Overall Survival in Patients With Intrahepatic Cholangiocarcinoma Frontiers in Surgery intrahepatic cholangiocarcinoma prognosis nomogram overall survival SEER |
author_facet |
Chen Yuan Zhigang Hu Kai Wang Shubing Zou |
author_sort |
Chen Yuan |
title |
Development and Validation a Nomogram for Predicting Overall Survival in Patients With Intrahepatic Cholangiocarcinoma |
title_short |
Development and Validation a Nomogram for Predicting Overall Survival in Patients With Intrahepatic Cholangiocarcinoma |
title_full |
Development and Validation a Nomogram for Predicting Overall Survival in Patients With Intrahepatic Cholangiocarcinoma |
title_fullStr |
Development and Validation a Nomogram for Predicting Overall Survival in Patients With Intrahepatic Cholangiocarcinoma |
title_full_unstemmed |
Development and Validation a Nomogram for Predicting Overall Survival in Patients With Intrahepatic Cholangiocarcinoma |
title_sort |
development and validation a nomogram for predicting overall survival in patients with intrahepatic cholangiocarcinoma |
publisher |
Frontiers Media S.A. |
series |
Frontiers in Surgery |
issn |
2296-875X |
publishDate |
2021-05-01 |
description |
Background: This study aims to establish an effective nomogram to predict the overall survival of patients with intrahepatic cholangiocarcinoma (ICC).Patients and Methods: Data used to build the nomogram comes from the Surveillance, Epidemiology, and End Results (SEER) database. Patients diagnosed with ICC between 2005 and 2016 were retrospectively collected. Prediction accuracy and discrimination ability of the nomogram was evaluated by concordance index (C-index) and calibration curve. The area under receiver operating characteristic (ROC) curve (AUC) and decision curve analysis (DCA) were used to compare the precision of the 1-, 3-, and 5-year survival of the nomogram with 8th American Joint Commission on Cancer (AJCC) tumor–node–metastasis (TNM) staging system. Finally, it was verified in a prospective study of patients diagnosed with ICC in the Second Affiliated Hospital of Nanchang University from 2013 to 2020 by bootstrap resampling.Result: The study contains two parts of data; we establish a nomogram using external data, and we conducted internal verification and external verification. The nomogram that we have established has good calibration, with a concordance index (C-index) of 0.75 (95% CI, 0.74–0.76) for overall survival (OS) prediction. The AUC value of the nomogram predicting 1-, 3-, and 5-year OS rates were 0.821, 0.828, and 0.836, which were higher than those of the 8th AJCC TNM staging systems. The calibration curve for the probability of survival between prediction by nomogram and actual observation shows good agreement. The nomogram showed better accuracy than the 8th edition AJCC TNM staging.Conclusion: The nomogram established can provide a more accurate prognosis for patients with intrahepatic cholangiocarcinoma. |
topic |
intrahepatic cholangiocarcinoma prognosis nomogram overall survival SEER |
url |
https://www.frontiersin.org/articles/10.3389/fsurg.2021.659422/full |
work_keys_str_mv |
AT chenyuan developmentandvalidationanomogramforpredictingoverallsurvivalinpatientswithintrahepaticcholangiocarcinoma AT zhiganghu developmentandvalidationanomogramforpredictingoverallsurvivalinpatientswithintrahepaticcholangiocarcinoma AT kaiwang developmentandvalidationanomogramforpredictingoverallsurvivalinpatientswithintrahepaticcholangiocarcinoma AT shubingzou developmentandvalidationanomogramforpredictingoverallsurvivalinpatientswithintrahepaticcholangiocarcinoma |
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1721438646533357568 |