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Development and validation of novel nomograms for predicting the survival of patients after surgical resection of pancreatic ductal adenocarcinoma

BACKGROUND/AIMS: Pancreatic ductal adenocarcinoma (PDAC) is associated with high mortality, even after surgical resection. The existing predictive models for survival have limitations. This study aimed to develop better nomograms for predicting overall survival (OS) and cancer‐specific survival (CSS...

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Autores principales: Li, Ge, Chen, Jiang‐Zhi, Chen, Shi, Lin, Sheng‐Zhe, Pan, Wei, Meng, Ze‐Wu, Cai, Xin‐Ran, Chen, Yan‐Ling
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7221449/
https://www.ncbi.nlm.nih.gov/pubmed/32181599
http://dx.doi.org/10.1002/cam4.2959
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author Li, Ge
Chen, Jiang‐Zhi
Chen, Shi
Lin, Sheng‐Zhe
Pan, Wei
Meng, Ze‐Wu
Cai, Xin‐Ran
Chen, Yan‐Ling
author_facet Li, Ge
Chen, Jiang‐Zhi
Chen, Shi
Lin, Sheng‐Zhe
Pan, Wei
Meng, Ze‐Wu
Cai, Xin‐Ran
Chen, Yan‐Ling
author_sort Li, Ge
collection PubMed
description BACKGROUND/AIMS: Pancreatic ductal adenocarcinoma (PDAC) is associated with high mortality, even after surgical resection. The existing predictive models for survival have limitations. This study aimed to develop better nomograms for predicting overall survival (OS) and cancer‐specific survival (CSS) in PDAC patients after surgery. METHODS: A total of 6323 PDAC patients were retrospectively recruited from the Surveillance, Epidemiology, and End Results (SEER) database and randomly allocated into training, validation, and test cohorts. Multivariate Cox regression analysis was conducted to identify significant independent factors for OS and CSS, which were used for construction of nomograms. The performance was evaluated, validated, and compared with that of the 8th edition AJCC staging system. RESULTS: Ten independent factors were significantly correlated with OS and CSS. The 1‐, 3‐, and 5‐year OS rates were 40%, 20%, and 15%, and 1‐, 3‐, and 5‐year CSS rates were 45%, 24%, and 19%, respectively. The nomograms were calibrated well, with c‐indexes of 0.640 for OS and 0.643 for CSS, respectively. Notably, relative to the 8th edition AJCC staging system, the nomograms were able to stratify each AJCC stage into three prognostic subgroups for more robust risk stratification. Furthermore, the nomograms achieved significant clinical validity, exhibiting wide threshold probabilities and high net benefit. Performance assessment also showed high predictive accuracy and reliability. CONCLUSIONS: The predictive ability and reliability of the established nomograms have been validated, and therefore, these nomograms hold potential as novel approaches to predicting survival and assessing survival risks for PDAC patients after surgery.
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spelling pubmed-72214492020-05-15 Development and validation of novel nomograms for predicting the survival of patients after surgical resection of pancreatic ductal adenocarcinoma Li, Ge Chen, Jiang‐Zhi Chen, Shi Lin, Sheng‐Zhe Pan, Wei Meng, Ze‐Wu Cai, Xin‐Ran Chen, Yan‐Ling Cancer Med Clinical Cancer Research BACKGROUND/AIMS: Pancreatic ductal adenocarcinoma (PDAC) is associated with high mortality, even after surgical resection. The existing predictive models for survival have limitations. This study aimed to develop better nomograms for predicting overall survival (OS) and cancer‐specific survival (CSS) in PDAC patients after surgery. METHODS: A total of 6323 PDAC patients were retrospectively recruited from the Surveillance, Epidemiology, and End Results (SEER) database and randomly allocated into training, validation, and test cohorts. Multivariate Cox regression analysis was conducted to identify significant independent factors for OS and CSS, which were used for construction of nomograms. The performance was evaluated, validated, and compared with that of the 8th edition AJCC staging system. RESULTS: Ten independent factors were significantly correlated with OS and CSS. The 1‐, 3‐, and 5‐year OS rates were 40%, 20%, and 15%, and 1‐, 3‐, and 5‐year CSS rates were 45%, 24%, and 19%, respectively. The nomograms were calibrated well, with c‐indexes of 0.640 for OS and 0.643 for CSS, respectively. Notably, relative to the 8th edition AJCC staging system, the nomograms were able to stratify each AJCC stage into three prognostic subgroups for more robust risk stratification. Furthermore, the nomograms achieved significant clinical validity, exhibiting wide threshold probabilities and high net benefit. Performance assessment also showed high predictive accuracy and reliability. CONCLUSIONS: The predictive ability and reliability of the established nomograms have been validated, and therefore, these nomograms hold potential as novel approaches to predicting survival and assessing survival risks for PDAC patients after surgery. John Wiley and Sons Inc. 2020-03-17 /pmc/articles/PMC7221449/ /pubmed/32181599 http://dx.doi.org/10.1002/cam4.2959 Text en © 2020 The Authors. Cancer Medicine published by John Wiley & Sons Ltd 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 Clinical Cancer Research
Li, Ge
Chen, Jiang‐Zhi
Chen, Shi
Lin, Sheng‐Zhe
Pan, Wei
Meng, Ze‐Wu
Cai, Xin‐Ran
Chen, Yan‐Ling
Development and validation of novel nomograms for predicting the survival of patients after surgical resection of pancreatic ductal adenocarcinoma
title Development and validation of novel nomograms for predicting the survival of patients after surgical resection of pancreatic ductal adenocarcinoma
title_full Development and validation of novel nomograms for predicting the survival of patients after surgical resection of pancreatic ductal adenocarcinoma
title_fullStr Development and validation of novel nomograms for predicting the survival of patients after surgical resection of pancreatic ductal adenocarcinoma
title_full_unstemmed Development and validation of novel nomograms for predicting the survival of patients after surgical resection of pancreatic ductal adenocarcinoma
title_short Development and validation of novel nomograms for predicting the survival of patients after surgical resection of pancreatic ductal adenocarcinoma
title_sort development and validation of novel nomograms for predicting the survival of patients after surgical resection of pancreatic ductal adenocarcinoma
topic Clinical Cancer Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7221449/
https://www.ncbi.nlm.nih.gov/pubmed/32181599
http://dx.doi.org/10.1002/cam4.2959
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