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Prediction of Survival Among Patients Receiving Transarterial Chemoembolization for Hepatocellular Carcinoma: A Response‐Based Approach
BACKGROUND AND AIMS: The heterogeneity of intermediate‐stage hepatocellular carcinoma (HCC) and the widespread use of transarterial chemoembolization (TACE) outside recommended guidelines have encouraged the development of scoring systems that predict patient survival. The aim of this study was to b...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7496334/ https://www.ncbi.nlm.nih.gov/pubmed/31698504 http://dx.doi.org/10.1002/hep.31022 |
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author | Han, Guohong Berhane, Sarah Toyoda, Hidenori Bettinger, Dominik Elshaarawy, Omar Chan, Anthony W. H. Kirstein, Martha Mosconi, Cristina Hucke, Florian Palmer, Daniel Pinato, David J. Sharma, Rohini Ottaviani, Diego Jang, Jeong W. Labeur, Tim A. van Delden, Otto M. Pirisi, Mario Stern, Nick Sangro, Bruno Meyer, Tim Fateen, Waleed García‐Fiñana, Marta Gomaa, Asmaa Waked, Imam Rewisha, Eman Aithal, Guru P. Travis, Simon Kudo, Masatoshi Cucchetti, Alessandro Peck‐Radosavljevic, Markus Takkenberg, R.B. Chan, Stephen L. Vogel, Arndt Johnson, Philip J. |
author_facet | Han, Guohong Berhane, Sarah Toyoda, Hidenori Bettinger, Dominik Elshaarawy, Omar Chan, Anthony W. H. Kirstein, Martha Mosconi, Cristina Hucke, Florian Palmer, Daniel Pinato, David J. Sharma, Rohini Ottaviani, Diego Jang, Jeong W. Labeur, Tim A. van Delden, Otto M. Pirisi, Mario Stern, Nick Sangro, Bruno Meyer, Tim Fateen, Waleed García‐Fiñana, Marta Gomaa, Asmaa Waked, Imam Rewisha, Eman Aithal, Guru P. Travis, Simon Kudo, Masatoshi Cucchetti, Alessandro Peck‐Radosavljevic, Markus Takkenberg, R.B. Chan, Stephen L. Vogel, Arndt Johnson, Philip J. |
author_sort | Han, Guohong |
collection | PubMed |
description | BACKGROUND AND AIMS: The heterogeneity of intermediate‐stage hepatocellular carcinoma (HCC) and the widespread use of transarterial chemoembolization (TACE) outside recommended guidelines have encouraged the development of scoring systems that predict patient survival. The aim of this study was to build and validate statistical models that offer individualized patient survival prediction using response to TACE as a variable. APPROACH AND RESULTS: Clinically relevant baseline parameters were collected for 4,621 patients with HCC treated with TACE at 19 centers in 11 countries. In some of the centers, radiological responses (as assessed by modified Response Evaluation Criteria in Solid Tumors [mRECIST]) were also accrued. The data set was divided into a training set, an internal validation set, and two external validation sets. A pre‐TACE model (“Pre‐TACE‐Predict”) and a post‐TACE model (“Post‐TACE‐Predict”) that included response were built. The performance of the models in predicting overall survival (OS) was compared with existing ones. The median OS was 19.9 months. The factors influencing survival were tumor number and size, alpha‐fetoprotein, albumin, bilirubin, vascular invasion, cause, and response as assessed by mRECIST. The proposed models showed superior predictive accuracy compared with existing models (the hepatoma arterial embolization prognostic score and its various modifications) and allowed for patient stratification into four distinct risk categories whose median OS ranged from 7 months to more than 4 years. CONCLUSIONS: A TACE‐specific and extensively validated model based on routinely available clinical features and response after first TACE permitted patient‐level prognostication. |
format | Online Article Text |
id | pubmed-7496334 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-74963342020-09-25 Prediction of Survival Among Patients Receiving Transarterial Chemoembolization for Hepatocellular Carcinoma: A Response‐Based Approach Han, Guohong Berhane, Sarah Toyoda, Hidenori Bettinger, Dominik Elshaarawy, Omar Chan, Anthony W. H. Kirstein, Martha Mosconi, Cristina Hucke, Florian Palmer, Daniel Pinato, David J. Sharma, Rohini Ottaviani, Diego Jang, Jeong W. Labeur, Tim A. van Delden, Otto M. Pirisi, Mario Stern, Nick Sangro, Bruno Meyer, Tim Fateen, Waleed García‐Fiñana, Marta Gomaa, Asmaa Waked, Imam Rewisha, Eman Aithal, Guru P. Travis, Simon Kudo, Masatoshi Cucchetti, Alessandro Peck‐Radosavljevic, Markus Takkenberg, R.B. Chan, Stephen L. Vogel, Arndt Johnson, Philip J. Hepatology Original Articles BACKGROUND AND AIMS: The heterogeneity of intermediate‐stage hepatocellular carcinoma (HCC) and the widespread use of transarterial chemoembolization (TACE) outside recommended guidelines have encouraged the development of scoring systems that predict patient survival. The aim of this study was to build and validate statistical models that offer individualized patient survival prediction using response to TACE as a variable. APPROACH AND RESULTS: Clinically relevant baseline parameters were collected for 4,621 patients with HCC treated with TACE at 19 centers in 11 countries. In some of the centers, radiological responses (as assessed by modified Response Evaluation Criteria in Solid Tumors [mRECIST]) were also accrued. The data set was divided into a training set, an internal validation set, and two external validation sets. A pre‐TACE model (“Pre‐TACE‐Predict”) and a post‐TACE model (“Post‐TACE‐Predict”) that included response were built. The performance of the models in predicting overall survival (OS) was compared with existing ones. The median OS was 19.9 months. The factors influencing survival were tumor number and size, alpha‐fetoprotein, albumin, bilirubin, vascular invasion, cause, and response as assessed by mRECIST. The proposed models showed superior predictive accuracy compared with existing models (the hepatoma arterial embolization prognostic score and its various modifications) and allowed for patient stratification into four distinct risk categories whose median OS ranged from 7 months to more than 4 years. CONCLUSIONS: A TACE‐specific and extensively validated model based on routinely available clinical features and response after first TACE permitted patient‐level prognostication. John Wiley and Sons Inc. 2020-05-27 2020-07 /pmc/articles/PMC7496334/ /pubmed/31698504 http://dx.doi.org/10.1002/hep.31022 Text en © 2020 The Authors. Hepatology published by Wiley Periodicals, Inc., on behalf of American Association for the Study of Liver Diseases. This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Articles Han, Guohong Berhane, Sarah Toyoda, Hidenori Bettinger, Dominik Elshaarawy, Omar Chan, Anthony W. H. Kirstein, Martha Mosconi, Cristina Hucke, Florian Palmer, Daniel Pinato, David J. Sharma, Rohini Ottaviani, Diego Jang, Jeong W. Labeur, Tim A. van Delden, Otto M. Pirisi, Mario Stern, Nick Sangro, Bruno Meyer, Tim Fateen, Waleed García‐Fiñana, Marta Gomaa, Asmaa Waked, Imam Rewisha, Eman Aithal, Guru P. Travis, Simon Kudo, Masatoshi Cucchetti, Alessandro Peck‐Radosavljevic, Markus Takkenberg, R.B. Chan, Stephen L. Vogel, Arndt Johnson, Philip J. Prediction of Survival Among Patients Receiving Transarterial Chemoembolization for Hepatocellular Carcinoma: A Response‐Based Approach |
title | Prediction of Survival Among Patients Receiving Transarterial Chemoembolization for Hepatocellular Carcinoma: A Response‐Based Approach |
title_full | Prediction of Survival Among Patients Receiving Transarterial Chemoembolization for Hepatocellular Carcinoma: A Response‐Based Approach |
title_fullStr | Prediction of Survival Among Patients Receiving Transarterial Chemoembolization for Hepatocellular Carcinoma: A Response‐Based Approach |
title_full_unstemmed | Prediction of Survival Among Patients Receiving Transarterial Chemoembolization for Hepatocellular Carcinoma: A Response‐Based Approach |
title_short | Prediction of Survival Among Patients Receiving Transarterial Chemoembolization for Hepatocellular Carcinoma: A Response‐Based Approach |
title_sort | prediction of survival among patients receiving transarterial chemoembolization for hepatocellular carcinoma: a response‐based approach |
topic | Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7496334/ https://www.ncbi.nlm.nih.gov/pubmed/31698504 http://dx.doi.org/10.1002/hep.31022 |
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