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Development and Validation of a Nomogram for Predicting Survival in Patients with Advanced Pancreatic Ductal Adenocarcinoma
This study aimed to develop and validate an effective prognostic nomogram for advanced PDAC patients. We conducted a prospective multicenter cohort study involving 1,526 advanced PDAC patients from three participating hospitals in China between January 1, 2004 and December 31, 2013. Two thirds of th...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5599641/ https://www.ncbi.nlm.nih.gov/pubmed/28912447 http://dx.doi.org/10.1038/s41598-017-11227-8 |
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author | Deng, Qing-Long Dong, Shu Wang, Lei Zhang, Chen-Yue Ying, Hai-Feng Li, Zhao-Shen Shen, Xiao-Heng Guo, Yuan-Bao Meng, Zhi-Qiang Yu, Jin-Ming Chen, Qi-Wen |
author_facet | Deng, Qing-Long Dong, Shu Wang, Lei Zhang, Chen-Yue Ying, Hai-Feng Li, Zhao-Shen Shen, Xiao-Heng Guo, Yuan-Bao Meng, Zhi-Qiang Yu, Jin-Ming Chen, Qi-Wen |
author_sort | Deng, Qing-Long |
collection | PubMed |
description | This study aimed to develop and validate an effective prognostic nomogram for advanced PDAC patients. We conducted a prospective multicenter cohort study involving 1,526 advanced PDAC patients from three participating hospitals in China between January 1, 2004 and December 31, 2013. Two thirds of the patients were randomly assigned to the training set (n = 1,017), and one third were assigned to the validation set (n = 509). Multivariate cox regression analysis was performed to identify significant prognostic factors for overall survival to develop the nomogram. Internal and external validation using C-index and calibration curve were conducted in the training set and validation set respectively. As results, seven independent prognostic factors were identified: age, tumor stage, tumor size, ALT (alanine aminotransferase), ALB (albumin), CA 19-9, HBV infection status, and these factors were entered into the nomogram. The proposed nomogram showed favorable discrimination and calibration both in the training set and validation set. The C-indexes of the training set and validation set were 0.720 and 0.696 respectively, which were both significantly higher than that of the staging system (C-index = 0.613, P < 0.001). In conclusion, the proposed nomogram may be served as an effective tool for prognostic evaluation of advanced PDAC. |
format | Online Article Text |
id | pubmed-5599641 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-55996412017-09-15 Development and Validation of a Nomogram for Predicting Survival in Patients with Advanced Pancreatic Ductal Adenocarcinoma Deng, Qing-Long Dong, Shu Wang, Lei Zhang, Chen-Yue Ying, Hai-Feng Li, Zhao-Shen Shen, Xiao-Heng Guo, Yuan-Bao Meng, Zhi-Qiang Yu, Jin-Ming Chen, Qi-Wen Sci Rep Article This study aimed to develop and validate an effective prognostic nomogram for advanced PDAC patients. We conducted a prospective multicenter cohort study involving 1,526 advanced PDAC patients from three participating hospitals in China between January 1, 2004 and December 31, 2013. Two thirds of the patients were randomly assigned to the training set (n = 1,017), and one third were assigned to the validation set (n = 509). Multivariate cox regression analysis was performed to identify significant prognostic factors for overall survival to develop the nomogram. Internal and external validation using C-index and calibration curve were conducted in the training set and validation set respectively. As results, seven independent prognostic factors were identified: age, tumor stage, tumor size, ALT (alanine aminotransferase), ALB (albumin), CA 19-9, HBV infection status, and these factors were entered into the nomogram. The proposed nomogram showed favorable discrimination and calibration both in the training set and validation set. The C-indexes of the training set and validation set were 0.720 and 0.696 respectively, which were both significantly higher than that of the staging system (C-index = 0.613, P < 0.001). In conclusion, the proposed nomogram may be served as an effective tool for prognostic evaluation of advanced PDAC. Nature Publishing Group UK 2017-09-14 /pmc/articles/PMC5599641/ /pubmed/28912447 http://dx.doi.org/10.1038/s41598-017-11227-8 Text en © The Author(s) 2017 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Deng, Qing-Long Dong, Shu Wang, Lei Zhang, Chen-Yue Ying, Hai-Feng Li, Zhao-Shen Shen, Xiao-Heng Guo, Yuan-Bao Meng, Zhi-Qiang Yu, Jin-Ming Chen, Qi-Wen Development and Validation of a Nomogram for Predicting Survival in Patients with Advanced Pancreatic Ductal Adenocarcinoma |
title | Development and Validation of a Nomogram for Predicting Survival in Patients with Advanced Pancreatic Ductal Adenocarcinoma |
title_full | Development and Validation of a Nomogram for Predicting Survival in Patients with Advanced Pancreatic Ductal Adenocarcinoma |
title_fullStr | Development and Validation of a Nomogram for Predicting Survival in Patients with Advanced Pancreatic Ductal Adenocarcinoma |
title_full_unstemmed | Development and Validation of a Nomogram for Predicting Survival in Patients with Advanced Pancreatic Ductal Adenocarcinoma |
title_short | Development and Validation of a Nomogram for Predicting Survival in Patients with Advanced Pancreatic Ductal Adenocarcinoma |
title_sort | development and validation of a nomogram for predicting survival in patients with advanced pancreatic ductal adenocarcinoma |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5599641/ https://www.ncbi.nlm.nih.gov/pubmed/28912447 http://dx.doi.org/10.1038/s41598-017-11227-8 |
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