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Development and Validation of an Individualized Nomogram for Predicting Survival in Patients with Esophageal Carcinoma after Resection
An accurate estimation of prognosis of the esophageal carcinoma patients after surgery is urgently needed. Clinical nomogram has been developed to quantify risk by incorporating prognostic factors for individual patient. Based on the Surveillance, Epidemiology, and End Results (SEER) database from 2...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Ivyspring International Publisher
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7196250/ https://www.ncbi.nlm.nih.gov/pubmed/32368284 http://dx.doi.org/10.7150/jca.40767 |
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author | Du, Feng Sun, Zhiwei Jia, Jun Yang, Ying Yu, Jing Shi, Youwu Jia, Bo Zhao, Jiuda Zhang, Xiaodong |
author_facet | Du, Feng Sun, Zhiwei Jia, Jun Yang, Ying Yu, Jing Shi, Youwu Jia, Bo Zhao, Jiuda Zhang, Xiaodong |
author_sort | Du, Feng |
collection | PubMed |
description | An accurate estimation of prognosis of the esophageal carcinoma patients after surgery is urgently needed. Clinical nomogram has been developed to quantify risk by incorporating prognostic factors for individual patient. Based on the Surveillance, Epidemiology, and End Results (SEER) database from 2004 to 2013, a total of 4566 patients were selected. Of those, 3198 patients were assigned to training set to construct the nomogram, which incorporated age, gender, histology, grade, T stage, N stage, nodes examined, radiation and chemotherapy. The calibration curve for probability of survival showed good agreement between prediction by nomogram and actual observation. The C-index of the nomogram was 0.71(95%CI 0.70-0.72), which was statistically higher than the TNM staging system. The results were then validated using bootstrap resampling and a validation set of 1368 patients in the SEER database. Besides, in the esophageal squamous cell carcinoma and esophageal adenocarcinoma subgroups, the nomogram discrimination was superior to the TNM staging system. It is likely that these results would play a supplementary role in the current staging system and help to identify the high risk population after surgery. |
format | Online Article Text |
id | pubmed-7196250 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Ivyspring International Publisher |
record_format | MEDLINE/PubMed |
spelling | pubmed-71962502020-05-04 Development and Validation of an Individualized Nomogram for Predicting Survival in Patients with Esophageal Carcinoma after Resection Du, Feng Sun, Zhiwei Jia, Jun Yang, Ying Yu, Jing Shi, Youwu Jia, Bo Zhao, Jiuda Zhang, Xiaodong J Cancer Research Paper An accurate estimation of prognosis of the esophageal carcinoma patients after surgery is urgently needed. Clinical nomogram has been developed to quantify risk by incorporating prognostic factors for individual patient. Based on the Surveillance, Epidemiology, and End Results (SEER) database from 2004 to 2013, a total of 4566 patients were selected. Of those, 3198 patients were assigned to training set to construct the nomogram, which incorporated age, gender, histology, grade, T stage, N stage, nodes examined, radiation and chemotherapy. The calibration curve for probability of survival showed good agreement between prediction by nomogram and actual observation. The C-index of the nomogram was 0.71(95%CI 0.70-0.72), which was statistically higher than the TNM staging system. The results were then validated using bootstrap resampling and a validation set of 1368 patients in the SEER database. Besides, in the esophageal squamous cell carcinoma and esophageal adenocarcinoma subgroups, the nomogram discrimination was superior to the TNM staging system. It is likely that these results would play a supplementary role in the current staging system and help to identify the high risk population after surgery. Ivyspring International Publisher 2020-04-06 /pmc/articles/PMC7196250/ /pubmed/32368284 http://dx.doi.org/10.7150/jca.40767 Text en © The author(s) This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/). See http://ivyspring.com/terms for full terms and conditions. |
spellingShingle | Research Paper Du, Feng Sun, Zhiwei Jia, Jun Yang, Ying Yu, Jing Shi, Youwu Jia, Bo Zhao, Jiuda Zhang, Xiaodong Development and Validation of an Individualized Nomogram for Predicting Survival in Patients with Esophageal Carcinoma after Resection |
title | Development and Validation of an Individualized Nomogram for Predicting Survival in Patients with Esophageal Carcinoma after Resection |
title_full | Development and Validation of an Individualized Nomogram for Predicting Survival in Patients with Esophageal Carcinoma after Resection |
title_fullStr | Development and Validation of an Individualized Nomogram for Predicting Survival in Patients with Esophageal Carcinoma after Resection |
title_full_unstemmed | Development and Validation of an Individualized Nomogram for Predicting Survival in Patients with Esophageal Carcinoma after Resection |
title_short | Development and Validation of an Individualized Nomogram for Predicting Survival in Patients with Esophageal Carcinoma after Resection |
title_sort | development and validation of an individualized nomogram for predicting survival in patients with esophageal carcinoma after resection |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7196250/ https://www.ncbi.nlm.nih.gov/pubmed/32368284 http://dx.doi.org/10.7150/jca.40767 |
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