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Development and Validation of a New Prognostic System for Patients with Hepatocellular Carcinoma
BACKGROUND: Prognostic assessment in patients with hepatocellular carcinoma (HCC) remains controversial. Using the Italian Liver Cancer (ITA.LI.CA) database as a training set, we sought to develop and validate a new prognostic system for patients with HCC. METHODS AND FINDINGS: Prospective collected...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4846017/ https://www.ncbi.nlm.nih.gov/pubmed/27116206 http://dx.doi.org/10.1371/journal.pmed.1002006 |
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author | Farinati, Fabio Vitale, Alessandro Spolverato, Gaya Pawlik, Timothy M. Huo, Teh-la Lee, Yun-Hsuan Frigo, Anna Chiara Giacomin, Anna Giannini, Edoardo G. Ciccarese, Francesca Piscaglia, Fabio Rapaccini, Gian Lodovico Di Marco, Mariella Caturelli, Eugenio Zoli, Marco Borzio, Franco Cabibbo, Giuseppe Felder, Martina Sacco, Rodolfo Morisco, Filomena Biasini, Elisabetta Foschi, Francesco Giuseppe Gasbarrini, Antonio Svegliati Baroni, Gianluca Virdone, Roberto Masotto, Alberto Trevisani, Franco Cillo, Umberto |
author_facet | Farinati, Fabio Vitale, Alessandro Spolverato, Gaya Pawlik, Timothy M. Huo, Teh-la Lee, Yun-Hsuan Frigo, Anna Chiara Giacomin, Anna Giannini, Edoardo G. Ciccarese, Francesca Piscaglia, Fabio Rapaccini, Gian Lodovico Di Marco, Mariella Caturelli, Eugenio Zoli, Marco Borzio, Franco Cabibbo, Giuseppe Felder, Martina Sacco, Rodolfo Morisco, Filomena Biasini, Elisabetta Foschi, Francesco Giuseppe Gasbarrini, Antonio Svegliati Baroni, Gianluca Virdone, Roberto Masotto, Alberto Trevisani, Franco Cillo, Umberto |
author_sort | Farinati, Fabio |
collection | PubMed |
description | BACKGROUND: Prognostic assessment in patients with hepatocellular carcinoma (HCC) remains controversial. Using the Italian Liver Cancer (ITA.LI.CA) database as a training set, we sought to develop and validate a new prognostic system for patients with HCC. METHODS AND FINDINGS: Prospective collected databases from Italy (training cohort, n = 3,628; internal validation cohort, n = 1,555) and Taiwan (external validation cohort, n = 2,651) were used to develop the ITA.LI.CA prognostic system. We first defined ITA.LI.CA stages (0, A, B1, B2, B3, C) using only tumor characteristics (largest tumor diameter, number of nodules, intra- and extrahepatic macroscopic vascular invasion, extrahepatic metastases). A parametric multivariable survival model was then used to calculate the relative prognostic value of ITA.LI.CA tumor stage, Eastern Cooperative Oncology Group (ECOG) performance status, Child–Pugh score (CPS), and alpha-fetoprotein (AFP) in predicting individual survival. Based on the model results, an ITA.LI.CA integrated prognostic score (from 0 to 13 points) was constructed, and its prognostic power compared with that of other integrated systems (BCLC, HKLC, MESIAH, CLIP, JIS). Median follow-up was 58 mo for Italian patients (interquartile range, 26–106 mo) and 39 mo for Taiwanese patients (interquartile range, 12–61 mo). The ITA.LI.CA integrated prognostic score showed optimal discrimination and calibration abilities in Italian patients. Observed median survival in the training and internal validation sets was 57 and 61 mo, respectively, in quartile 1 (ITA.LI.CA score ≤ 1), 43 and 38 mo in quartile 2 (ITA.LI.CA score 2–3), 23 and 23 mo in quartile 3 (ITA.LI.CA score 4–5), and 9 and 8 mo in quartile 4 (ITA.LI.CA score > 5). Observed and predicted median survival in the training and internal validation sets largely coincided. Although observed and predicted survival estimations were significantly lower (log-rank test, p < 0.001) in Italian than in Taiwanese patients, the ITA.LI.CA score maintained very high discrimination and calibration features also in the external validation cohort. The concordance index (C index) of the ITA.LI.CA score in the internal and external validation cohorts was 0.71 and 0.78, respectively. The ITA.LI.CA score’s prognostic ability was significantly better (p < 0.001) than that of BCLC stage (respective C indexes of 0.64 and 0.73), CLIP score (0.68 and 0.75), JIS stage (0.67 and 0.70), MESIAH score (0.69 and 0.77), and HKLC stage (0.68 and 0.75). The main limitations of this study are its retrospective nature and the intrinsically significant differences between the Taiwanese and Italian groups. CONCLUSIONS: The ITA.LI.CA prognostic system includes both a tumor staging—stratifying patients with HCC into six main stages (0, A, B1, B2, B3, and C)—and a prognostic score—integrating ITA.LI.CA tumor staging, CPS, ECOG performance status, and AFP. The ITA.LI.CA prognostic system shows a strong ability to predict individual survival in European and Asian populations. |
format | Online Article Text |
id | pubmed-4846017 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-48460172016-05-05 Development and Validation of a New Prognostic System for Patients with Hepatocellular Carcinoma Farinati, Fabio Vitale, Alessandro Spolverato, Gaya Pawlik, Timothy M. Huo, Teh-la Lee, Yun-Hsuan Frigo, Anna Chiara Giacomin, Anna Giannini, Edoardo G. Ciccarese, Francesca Piscaglia, Fabio Rapaccini, Gian Lodovico Di Marco, Mariella Caturelli, Eugenio Zoli, Marco Borzio, Franco Cabibbo, Giuseppe Felder, Martina Sacco, Rodolfo Morisco, Filomena Biasini, Elisabetta Foschi, Francesco Giuseppe Gasbarrini, Antonio Svegliati Baroni, Gianluca Virdone, Roberto Masotto, Alberto Trevisani, Franco Cillo, Umberto PLoS Med Research Article BACKGROUND: Prognostic assessment in patients with hepatocellular carcinoma (HCC) remains controversial. Using the Italian Liver Cancer (ITA.LI.CA) database as a training set, we sought to develop and validate a new prognostic system for patients with HCC. METHODS AND FINDINGS: Prospective collected databases from Italy (training cohort, n = 3,628; internal validation cohort, n = 1,555) and Taiwan (external validation cohort, n = 2,651) were used to develop the ITA.LI.CA prognostic system. We first defined ITA.LI.CA stages (0, A, B1, B2, B3, C) using only tumor characteristics (largest tumor diameter, number of nodules, intra- and extrahepatic macroscopic vascular invasion, extrahepatic metastases). A parametric multivariable survival model was then used to calculate the relative prognostic value of ITA.LI.CA tumor stage, Eastern Cooperative Oncology Group (ECOG) performance status, Child–Pugh score (CPS), and alpha-fetoprotein (AFP) in predicting individual survival. Based on the model results, an ITA.LI.CA integrated prognostic score (from 0 to 13 points) was constructed, and its prognostic power compared with that of other integrated systems (BCLC, HKLC, MESIAH, CLIP, JIS). Median follow-up was 58 mo for Italian patients (interquartile range, 26–106 mo) and 39 mo for Taiwanese patients (interquartile range, 12–61 mo). The ITA.LI.CA integrated prognostic score showed optimal discrimination and calibration abilities in Italian patients. Observed median survival in the training and internal validation sets was 57 and 61 mo, respectively, in quartile 1 (ITA.LI.CA score ≤ 1), 43 and 38 mo in quartile 2 (ITA.LI.CA score 2–3), 23 and 23 mo in quartile 3 (ITA.LI.CA score 4–5), and 9 and 8 mo in quartile 4 (ITA.LI.CA score > 5). Observed and predicted median survival in the training and internal validation sets largely coincided. Although observed and predicted survival estimations were significantly lower (log-rank test, p < 0.001) in Italian than in Taiwanese patients, the ITA.LI.CA score maintained very high discrimination and calibration features also in the external validation cohort. The concordance index (C index) of the ITA.LI.CA score in the internal and external validation cohorts was 0.71 and 0.78, respectively. The ITA.LI.CA score’s prognostic ability was significantly better (p < 0.001) than that of BCLC stage (respective C indexes of 0.64 and 0.73), CLIP score (0.68 and 0.75), JIS stage (0.67 and 0.70), MESIAH score (0.69 and 0.77), and HKLC stage (0.68 and 0.75). The main limitations of this study are its retrospective nature and the intrinsically significant differences between the Taiwanese and Italian groups. CONCLUSIONS: The ITA.LI.CA prognostic system includes both a tumor staging—stratifying patients with HCC into six main stages (0, A, B1, B2, B3, and C)—and a prognostic score—integrating ITA.LI.CA tumor staging, CPS, ECOG performance status, and AFP. The ITA.LI.CA prognostic system shows a strong ability to predict individual survival in European and Asian populations. Public Library of Science 2016-04-26 /pmc/articles/PMC4846017/ /pubmed/27116206 http://dx.doi.org/10.1371/journal.pmed.1002006 Text en © 2016 Farinati et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Farinati, Fabio Vitale, Alessandro Spolverato, Gaya Pawlik, Timothy M. Huo, Teh-la Lee, Yun-Hsuan Frigo, Anna Chiara Giacomin, Anna Giannini, Edoardo G. Ciccarese, Francesca Piscaglia, Fabio Rapaccini, Gian Lodovico Di Marco, Mariella Caturelli, Eugenio Zoli, Marco Borzio, Franco Cabibbo, Giuseppe Felder, Martina Sacco, Rodolfo Morisco, Filomena Biasini, Elisabetta Foschi, Francesco Giuseppe Gasbarrini, Antonio Svegliati Baroni, Gianluca Virdone, Roberto Masotto, Alberto Trevisani, Franco Cillo, Umberto Development and Validation of a New Prognostic System for Patients with Hepatocellular Carcinoma |
title | Development and Validation of a New Prognostic System for Patients with Hepatocellular Carcinoma |
title_full | Development and Validation of a New Prognostic System for Patients with Hepatocellular Carcinoma |
title_fullStr | Development and Validation of a New Prognostic System for Patients with Hepatocellular Carcinoma |
title_full_unstemmed | Development and Validation of a New Prognostic System for Patients with Hepatocellular Carcinoma |
title_short | Development and Validation of a New Prognostic System for Patients with Hepatocellular Carcinoma |
title_sort | development and validation of a new prognostic system for patients with hepatocellular carcinoma |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4846017/ https://www.ncbi.nlm.nih.gov/pubmed/27116206 http://dx.doi.org/10.1371/journal.pmed.1002006 |
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