Cargando…
The Singapore Liver Cancer Recurrence (SLICER) Score for Relapse Prediction in Patients with Surgically Resected Hepatocellular Carcinoma
BACKGROUND AND AIMS: Surgery is the primary curative option in patients with hepatocellular carcinoma (HCC). Current prognostic models for HCC are developed on datasets of primarily patients with advanced cancer, and may be less relevant to resectable HCC. We developed a postoperative nomogram, the...
Autores principales: | , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2015
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4382157/ https://www.ncbi.nlm.nih.gov/pubmed/25830231 http://dx.doi.org/10.1371/journal.pone.0118658 |
_version_ | 1782364560914644992 |
---|---|
author | Ang, Soo Fan Ng, Elizabeth Shu-Hui Li, Huihua Ong, Yu-Han Choo, Su Pin Ngeow, Joanne Toh, Han Chong Lim, Kiat Hon Yap, Hao Yun Tan, Chee Kiat Ooi, London Lucien Peng Jin Chung, Alexander Yaw Fui Chow, Pierce Kah Hoe Foo, Kian Fong Tan, Min-Han Cheow, Peng Chung |
author_facet | Ang, Soo Fan Ng, Elizabeth Shu-Hui Li, Huihua Ong, Yu-Han Choo, Su Pin Ngeow, Joanne Toh, Han Chong Lim, Kiat Hon Yap, Hao Yun Tan, Chee Kiat Ooi, London Lucien Peng Jin Chung, Alexander Yaw Fui Chow, Pierce Kah Hoe Foo, Kian Fong Tan, Min-Han Cheow, Peng Chung |
author_sort | Ang, Soo Fan |
collection | PubMed |
description | BACKGROUND AND AIMS: Surgery is the primary curative option in patients with hepatocellular carcinoma (HCC). Current prognostic models for HCC are developed on datasets of primarily patients with advanced cancer, and may be less relevant to resectable HCC. We developed a postoperative nomogram, the Singapore Liver Cancer Recurrence (SLICER) Score, to predict outcomes of HCC patients who have undergone surgical resection. METHODS: Records for 544 consecutive patients undergoing first-line curative surgery for HCC in one institution from 1992–2007 were reviewed, with 405 local patients selected for analysis. Freedom from relapse (FFR) was the primary outcome measure. An outcome-blinded modeling strategy including clustering, data reduction and transformation was used. We compared the performance of SLICER in estimating FFR with other HCC prognostic models using concordance-indices and likelihood analysis. RESULTS: A nomogram predicting FFR was developed, incorporating non-neoplastic liver cirrhosis, multifocality, preoperative alpha-fetoprotein level, Child-Pugh score, vascular invasion, tumor size, surgical margin and symptoms at presentation. Our nomogram outperformed other HCC prognostic models in predicting FFR by means of log-likelihood ratio statistics with good calibration demonstrated at 3 and 5 years post-resection and a concordance index of 0.69. Using decision curve analysis, SLICER also demonstrated superior net benefit at higher threshold probabilities. CONCLUSION: The SLICER score enables well-calibrated individualized predictions of relapse following curative HCC resection, and may represent a novel tool for biomarker research and individual counseling. |
format | Online Article Text |
id | pubmed-4382157 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-43821572015-04-09 The Singapore Liver Cancer Recurrence (SLICER) Score for Relapse Prediction in Patients with Surgically Resected Hepatocellular Carcinoma Ang, Soo Fan Ng, Elizabeth Shu-Hui Li, Huihua Ong, Yu-Han Choo, Su Pin Ngeow, Joanne Toh, Han Chong Lim, Kiat Hon Yap, Hao Yun Tan, Chee Kiat Ooi, London Lucien Peng Jin Chung, Alexander Yaw Fui Chow, Pierce Kah Hoe Foo, Kian Fong Tan, Min-Han Cheow, Peng Chung PLoS One Research Article BACKGROUND AND AIMS: Surgery is the primary curative option in patients with hepatocellular carcinoma (HCC). Current prognostic models for HCC are developed on datasets of primarily patients with advanced cancer, and may be less relevant to resectable HCC. We developed a postoperative nomogram, the Singapore Liver Cancer Recurrence (SLICER) Score, to predict outcomes of HCC patients who have undergone surgical resection. METHODS: Records for 544 consecutive patients undergoing first-line curative surgery for HCC in one institution from 1992–2007 were reviewed, with 405 local patients selected for analysis. Freedom from relapse (FFR) was the primary outcome measure. An outcome-blinded modeling strategy including clustering, data reduction and transformation was used. We compared the performance of SLICER in estimating FFR with other HCC prognostic models using concordance-indices and likelihood analysis. RESULTS: A nomogram predicting FFR was developed, incorporating non-neoplastic liver cirrhosis, multifocality, preoperative alpha-fetoprotein level, Child-Pugh score, vascular invasion, tumor size, surgical margin and symptoms at presentation. Our nomogram outperformed other HCC prognostic models in predicting FFR by means of log-likelihood ratio statistics with good calibration demonstrated at 3 and 5 years post-resection and a concordance index of 0.69. Using decision curve analysis, SLICER also demonstrated superior net benefit at higher threshold probabilities. CONCLUSION: The SLICER score enables well-calibrated individualized predictions of relapse following curative HCC resection, and may represent a novel tool for biomarker research and individual counseling. Public Library of Science 2015-04-01 /pmc/articles/PMC4382157/ /pubmed/25830231 http://dx.doi.org/10.1371/journal.pone.0118658 Text en © 2015 Ang 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 Ang, Soo Fan Ng, Elizabeth Shu-Hui Li, Huihua Ong, Yu-Han Choo, Su Pin Ngeow, Joanne Toh, Han Chong Lim, Kiat Hon Yap, Hao Yun Tan, Chee Kiat Ooi, London Lucien Peng Jin Chung, Alexander Yaw Fui Chow, Pierce Kah Hoe Foo, Kian Fong Tan, Min-Han Cheow, Peng Chung The Singapore Liver Cancer Recurrence (SLICER) Score for Relapse Prediction in Patients with Surgically Resected Hepatocellular Carcinoma |
title | The Singapore Liver Cancer Recurrence (SLICER) Score for Relapse Prediction in Patients with Surgically Resected Hepatocellular Carcinoma |
title_full | The Singapore Liver Cancer Recurrence (SLICER) Score for Relapse Prediction in Patients with Surgically Resected Hepatocellular Carcinoma |
title_fullStr | The Singapore Liver Cancer Recurrence (SLICER) Score for Relapse Prediction in Patients with Surgically Resected Hepatocellular Carcinoma |
title_full_unstemmed | The Singapore Liver Cancer Recurrence (SLICER) Score for Relapse Prediction in Patients with Surgically Resected Hepatocellular Carcinoma |
title_short | The Singapore Liver Cancer Recurrence (SLICER) Score for Relapse Prediction in Patients with Surgically Resected Hepatocellular Carcinoma |
title_sort | singapore liver cancer recurrence (slicer) score for relapse prediction in patients with surgically resected hepatocellular carcinoma |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4382157/ https://www.ncbi.nlm.nih.gov/pubmed/25830231 http://dx.doi.org/10.1371/journal.pone.0118658 |
work_keys_str_mv | AT angsoofan thesingaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT ngelizabethshuhui thesingaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT lihuihua thesingaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT ongyuhan thesingaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT choosupin thesingaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT ngeowjoanne thesingaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT tohhanchong thesingaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT limkiathon thesingaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT yaphaoyun thesingaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT tancheekiat thesingaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT ooilondonlucienpengjin thesingaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT chungalexanderyawfui thesingaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT chowpiercekahhoe thesingaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT fookianfong thesingaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT tanminhan thesingaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT cheowpengchung thesingaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT angsoofan singaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT ngelizabethshuhui singaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT lihuihua singaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT ongyuhan singaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT choosupin singaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT ngeowjoanne singaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT tohhanchong singaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT limkiathon singaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT yaphaoyun singaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT tancheekiat singaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT ooilondonlucienpengjin singaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT chungalexanderyawfui singaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT chowpiercekahhoe singaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT fookianfong singaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT tanminhan singaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma AT cheowpengchung singaporelivercancerrecurrenceslicerscoreforrelapsepredictioninpatientswithsurgicallyresectedhepatocellularcarcinoma |