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How do we estimate survival? External validation of a tool for survival estimation in patients with metastatic bone disease—decision analysis and comparison of three international patient populations
BACKGROUND: We recently developed a clinical decision support tool, capable of estimating the likelihood of survival at 3 and 12 months following surgery for patients with operable skeletal metastases. After making it publicly available on www.PATHFx.org, we attempted to externally validate it using...
Autores principales: | , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4443666/ https://www.ncbi.nlm.nih.gov/pubmed/25998535 http://dx.doi.org/10.1186/s12885-015-1396-5 |
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author | Piccioli, Andrea Spinelli, M. Silvia Forsberg, Jonathan A. Wedin, Rikard Healey, John H. Ippolito, Vincenzo Daolio, Primo Andrea Ruggieri, Pietro Maccauro, Giulio Gasbarrini, Alessandro Biagini, Roberto Piana, Raimondo Fazioli, Flavio Luzzati, Alessandro Di Martino, Alberto Nicolosi, Francesco Camnasio, Francesco Rosa, Michele Attilio Campanacci, Domenico Andrea Denaro, Vincenzo Capanna, Rodolfo |
author_facet | Piccioli, Andrea Spinelli, M. Silvia Forsberg, Jonathan A. Wedin, Rikard Healey, John H. Ippolito, Vincenzo Daolio, Primo Andrea Ruggieri, Pietro Maccauro, Giulio Gasbarrini, Alessandro Biagini, Roberto Piana, Raimondo Fazioli, Flavio Luzzati, Alessandro Di Martino, Alberto Nicolosi, Francesco Camnasio, Francesco Rosa, Michele Attilio Campanacci, Domenico Andrea Denaro, Vincenzo Capanna, Rodolfo |
author_sort | Piccioli, Andrea |
collection | PubMed |
description | BACKGROUND: We recently developed a clinical decision support tool, capable of estimating the likelihood of survival at 3 and 12 months following surgery for patients with operable skeletal metastases. After making it publicly available on www.PATHFx.org, we attempted to externally validate it using independent, international data. METHODS: We collected data from patients treated at 13 Italian orthopaedic oncology referral centers between 2010 and 2013, then applied to PATHFx, which generated a probability of survival at three and 12-months for each patient. We assessed accuracy using the area under the receiver-operating characteristic curve (AUC), clinical utility using Decision Curve Analysis (DCA), and compared the Italian patient data to the training set (United States) and first external validation set (Scandinavia). RESULTS: The Italian dataset contained 287 records with at least 12 months follow-up information. The AUCs for the three-month and 12-month estimates was 0.80 and 0.77, respectively. There were missing data, including the surgeon’s estimate of survival that was missing in the majority of records. Physiologically, Italian patients were similar to patients in the training and first validation sets. However notable differences were observed in the proportion of those surviving three and 12-months, suggesting differences in referral patterns and perhaps indications for surgery. CONCLUSIONS: PATHFx was successfully validated in an Italian dataset containing missing data. This study demonstrates its broad applicability to European patients, even in centers with differing treatment philosophies from those previously studied. |
format | Online Article Text |
id | pubmed-4443666 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-44436662015-05-27 How do we estimate survival? External validation of a tool for survival estimation in patients with metastatic bone disease—decision analysis and comparison of three international patient populations Piccioli, Andrea Spinelli, M. Silvia Forsberg, Jonathan A. Wedin, Rikard Healey, John H. Ippolito, Vincenzo Daolio, Primo Andrea Ruggieri, Pietro Maccauro, Giulio Gasbarrini, Alessandro Biagini, Roberto Piana, Raimondo Fazioli, Flavio Luzzati, Alessandro Di Martino, Alberto Nicolosi, Francesco Camnasio, Francesco Rosa, Michele Attilio Campanacci, Domenico Andrea Denaro, Vincenzo Capanna, Rodolfo BMC Cancer Research Article BACKGROUND: We recently developed a clinical decision support tool, capable of estimating the likelihood of survival at 3 and 12 months following surgery for patients with operable skeletal metastases. After making it publicly available on www.PATHFx.org, we attempted to externally validate it using independent, international data. METHODS: We collected data from patients treated at 13 Italian orthopaedic oncology referral centers between 2010 and 2013, then applied to PATHFx, which generated a probability of survival at three and 12-months for each patient. We assessed accuracy using the area under the receiver-operating characteristic curve (AUC), clinical utility using Decision Curve Analysis (DCA), and compared the Italian patient data to the training set (United States) and first external validation set (Scandinavia). RESULTS: The Italian dataset contained 287 records with at least 12 months follow-up information. The AUCs for the three-month and 12-month estimates was 0.80 and 0.77, respectively. There were missing data, including the surgeon’s estimate of survival that was missing in the majority of records. Physiologically, Italian patients were similar to patients in the training and first validation sets. However notable differences were observed in the proportion of those surviving three and 12-months, suggesting differences in referral patterns and perhaps indications for surgery. CONCLUSIONS: PATHFx was successfully validated in an Italian dataset containing missing data. This study demonstrates its broad applicability to European patients, even in centers with differing treatment philosophies from those previously studied. BioMed Central 2015-05-22 /pmc/articles/PMC4443666/ /pubmed/25998535 http://dx.doi.org/10.1186/s12885-015-1396-5 Text en © Piccioli et al.; licensee BioMed Central. 2015 This article is published under license to BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Piccioli, Andrea Spinelli, M. Silvia Forsberg, Jonathan A. Wedin, Rikard Healey, John H. Ippolito, Vincenzo Daolio, Primo Andrea Ruggieri, Pietro Maccauro, Giulio Gasbarrini, Alessandro Biagini, Roberto Piana, Raimondo Fazioli, Flavio Luzzati, Alessandro Di Martino, Alberto Nicolosi, Francesco Camnasio, Francesco Rosa, Michele Attilio Campanacci, Domenico Andrea Denaro, Vincenzo Capanna, Rodolfo How do we estimate survival? External validation of a tool for survival estimation in patients with metastatic bone disease—decision analysis and comparison of three international patient populations |
title | How do we estimate survival? External validation of a tool for survival estimation in patients with metastatic bone disease—decision analysis and comparison of three international patient populations |
title_full | How do we estimate survival? External validation of a tool for survival estimation in patients with metastatic bone disease—decision analysis and comparison of three international patient populations |
title_fullStr | How do we estimate survival? External validation of a tool for survival estimation in patients with metastatic bone disease—decision analysis and comparison of three international patient populations |
title_full_unstemmed | How do we estimate survival? External validation of a tool for survival estimation in patients with metastatic bone disease—decision analysis and comparison of three international patient populations |
title_short | How do we estimate survival? External validation of a tool for survival estimation in patients with metastatic bone disease—decision analysis and comparison of three international patient populations |
title_sort | how do we estimate survival? external validation of a tool for survival estimation in patients with metastatic bone disease—decision analysis and comparison of three international patient populations |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4443666/ https://www.ncbi.nlm.nih.gov/pubmed/25998535 http://dx.doi.org/10.1186/s12885-015-1396-5 |
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