Cargando…
Development and External Validation of Web-Based Models to Predict the Prognosis of Remnant Gastric Cancer after Surgery: A Multicenter Study
BACKGROUND: Remnant gastric cancer (RGC) is a rare malignant tumor with poor prognosis. There is no universally accepted prognostic model for RGC. METHODS: We analyzed data for 253 RGC patients who underwent radical gastrectomy from 6 centers. The prognosis prediction performances of the AJCC7th and...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2019
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6481035/ https://www.ncbi.nlm.nih.gov/pubmed/31093283 http://dx.doi.org/10.1155/2019/6012826 |
_version_ | 1783413701954502656 |
---|---|
author | Chen, Qi-Yue Zhong, Qing Zhou, Jun-Feng Qiu, Xian-Tu Dang, Xue-Yi Cai, Li-Sheng Su, Guo-Qiang Xu, Dong-Bo Liu, Zhi-Yu Li, Ping Guo, Kai-Qing Xie, Jian-Wei Chen, Qiu-Xian Wang, Jia-Bin Li, Teng-Wen Lin, Jian-Xian Lin, Shuang-Ming Lu, Jun Cao, Long-Long Lin, Mi Tu, Ru-Hong Huang, Ze-Ning Lin, Ju-Li Lin, Wei He, Qing-Liang Zheng, Chao-Hui Huang, Chang-Ming |
author_facet | Chen, Qi-Yue Zhong, Qing Zhou, Jun-Feng Qiu, Xian-Tu Dang, Xue-Yi Cai, Li-Sheng Su, Guo-Qiang Xu, Dong-Bo Liu, Zhi-Yu Li, Ping Guo, Kai-Qing Xie, Jian-Wei Chen, Qiu-Xian Wang, Jia-Bin Li, Teng-Wen Lin, Jian-Xian Lin, Shuang-Ming Lu, Jun Cao, Long-Long Lin, Mi Tu, Ru-Hong Huang, Ze-Ning Lin, Ju-Li Lin, Wei He, Qing-Liang Zheng, Chao-Hui Huang, Chang-Ming |
author_sort | Chen, Qi-Yue |
collection | PubMed |
description | BACKGROUND: Remnant gastric cancer (RGC) is a rare malignant tumor with poor prognosis. There is no universally accepted prognostic model for RGC. METHODS: We analyzed data for 253 RGC patients who underwent radical gastrectomy from 6 centers. The prognosis prediction performances of the AJCC7th and AJCC8th TNM staging systems and the TRM staging system for RGC patients were evaluated. Web-based prediction models based on independent prognostic factors were developed to predict the survival of the RGC patients. External validation was performed using a cohort of 49 Chinese patients. RESULTS: The predictive abilities of the AJCC8th and TRM staging systems were no better than those of the AJCC7th staging system (c-index: AJCC7th vs. AJCC8th vs. TRM, 0.743 vs. 0.732 vs. 0.744; P>0.05). Within each staging system, the survival of the two adjacent stages was not well discriminated (P>0.05). Multivariate analysis showed that age, tumor size, T stage, and N stage were independent prognostic factors. Based on the above variables, we developed 3 web-based prediction models, which were superior to the AJCC7th staging system in their discriminatory ability (c-index), predictive homogeneity (likelihood ratio chi-square), predictive accuracy (AIC, BIC), and model stability (time-dependent ROC curves). External validation showed predictable accuracies of 0.780, 0.822, and 0.700, respectively, in predicting overall survival, disease-specific survival, and disease-free survival. CONCLUSIONS: The AJCC TNM staging system and the TRM staging system did not enable good distinction among the RGC patients. We have developed and validated visual web-based prediction models that are superior to these staging systems. |
format | Online Article Text |
id | pubmed-6481035 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-64810352019-05-15 Development and External Validation of Web-Based Models to Predict the Prognosis of Remnant Gastric Cancer after Surgery: A Multicenter Study Chen, Qi-Yue Zhong, Qing Zhou, Jun-Feng Qiu, Xian-Tu Dang, Xue-Yi Cai, Li-Sheng Su, Guo-Qiang Xu, Dong-Bo Liu, Zhi-Yu Li, Ping Guo, Kai-Qing Xie, Jian-Wei Chen, Qiu-Xian Wang, Jia-Bin Li, Teng-Wen Lin, Jian-Xian Lin, Shuang-Ming Lu, Jun Cao, Long-Long Lin, Mi Tu, Ru-Hong Huang, Ze-Ning Lin, Ju-Li Lin, Wei He, Qing-Liang Zheng, Chao-Hui Huang, Chang-Ming J Oncol Research Article BACKGROUND: Remnant gastric cancer (RGC) is a rare malignant tumor with poor prognosis. There is no universally accepted prognostic model for RGC. METHODS: We analyzed data for 253 RGC patients who underwent radical gastrectomy from 6 centers. The prognosis prediction performances of the AJCC7th and AJCC8th TNM staging systems and the TRM staging system for RGC patients were evaluated. Web-based prediction models based on independent prognostic factors were developed to predict the survival of the RGC patients. External validation was performed using a cohort of 49 Chinese patients. RESULTS: The predictive abilities of the AJCC8th and TRM staging systems were no better than those of the AJCC7th staging system (c-index: AJCC7th vs. AJCC8th vs. TRM, 0.743 vs. 0.732 vs. 0.744; P>0.05). Within each staging system, the survival of the two adjacent stages was not well discriminated (P>0.05). Multivariate analysis showed that age, tumor size, T stage, and N stage were independent prognostic factors. Based on the above variables, we developed 3 web-based prediction models, which were superior to the AJCC7th staging system in their discriminatory ability (c-index), predictive homogeneity (likelihood ratio chi-square), predictive accuracy (AIC, BIC), and model stability (time-dependent ROC curves). External validation showed predictable accuracies of 0.780, 0.822, and 0.700, respectively, in predicting overall survival, disease-specific survival, and disease-free survival. CONCLUSIONS: The AJCC TNM staging system and the TRM staging system did not enable good distinction among the RGC patients. We have developed and validated visual web-based prediction models that are superior to these staging systems. Hindawi 2019-04-10 /pmc/articles/PMC6481035/ /pubmed/31093283 http://dx.doi.org/10.1155/2019/6012826 Text en Copyright © 2019 Qi-Yue Chen et al. https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Chen, Qi-Yue Zhong, Qing Zhou, Jun-Feng Qiu, Xian-Tu Dang, Xue-Yi Cai, Li-Sheng Su, Guo-Qiang Xu, Dong-Bo Liu, Zhi-Yu Li, Ping Guo, Kai-Qing Xie, Jian-Wei Chen, Qiu-Xian Wang, Jia-Bin Li, Teng-Wen Lin, Jian-Xian Lin, Shuang-Ming Lu, Jun Cao, Long-Long Lin, Mi Tu, Ru-Hong Huang, Ze-Ning Lin, Ju-Li Lin, Wei He, Qing-Liang Zheng, Chao-Hui Huang, Chang-Ming Development and External Validation of Web-Based Models to Predict the Prognosis of Remnant Gastric Cancer after Surgery: A Multicenter Study |
title | Development and External Validation of Web-Based Models to Predict the Prognosis of Remnant Gastric Cancer after Surgery: A Multicenter Study |
title_full | Development and External Validation of Web-Based Models to Predict the Prognosis of Remnant Gastric Cancer after Surgery: A Multicenter Study |
title_fullStr | Development and External Validation of Web-Based Models to Predict the Prognosis of Remnant Gastric Cancer after Surgery: A Multicenter Study |
title_full_unstemmed | Development and External Validation of Web-Based Models to Predict the Prognosis of Remnant Gastric Cancer after Surgery: A Multicenter Study |
title_short | Development and External Validation of Web-Based Models to Predict the Prognosis of Remnant Gastric Cancer after Surgery: A Multicenter Study |
title_sort | development and external validation of web-based models to predict the prognosis of remnant gastric cancer after surgery: a multicenter study |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6481035/ https://www.ncbi.nlm.nih.gov/pubmed/31093283 http://dx.doi.org/10.1155/2019/6012826 |
work_keys_str_mv | AT chenqiyue developmentandexternalvalidationofwebbasedmodelstopredicttheprognosisofremnantgastriccanceraftersurgeryamulticenterstudy AT zhongqing developmentandexternalvalidationofwebbasedmodelstopredicttheprognosisofremnantgastriccanceraftersurgeryamulticenterstudy AT zhoujunfeng developmentandexternalvalidationofwebbasedmodelstopredicttheprognosisofremnantgastriccanceraftersurgeryamulticenterstudy AT qiuxiantu developmentandexternalvalidationofwebbasedmodelstopredicttheprognosisofremnantgastriccanceraftersurgeryamulticenterstudy AT dangxueyi developmentandexternalvalidationofwebbasedmodelstopredicttheprognosisofremnantgastriccanceraftersurgeryamulticenterstudy AT cailisheng developmentandexternalvalidationofwebbasedmodelstopredicttheprognosisofremnantgastriccanceraftersurgeryamulticenterstudy AT suguoqiang developmentandexternalvalidationofwebbasedmodelstopredicttheprognosisofremnantgastriccanceraftersurgeryamulticenterstudy AT xudongbo developmentandexternalvalidationofwebbasedmodelstopredicttheprognosisofremnantgastriccanceraftersurgeryamulticenterstudy AT liuzhiyu developmentandexternalvalidationofwebbasedmodelstopredicttheprognosisofremnantgastriccanceraftersurgeryamulticenterstudy AT liping developmentandexternalvalidationofwebbasedmodelstopredicttheprognosisofremnantgastriccanceraftersurgeryamulticenterstudy AT guokaiqing developmentandexternalvalidationofwebbasedmodelstopredicttheprognosisofremnantgastriccanceraftersurgeryamulticenterstudy AT xiejianwei developmentandexternalvalidationofwebbasedmodelstopredicttheprognosisofremnantgastriccanceraftersurgeryamulticenterstudy AT chenqiuxian developmentandexternalvalidationofwebbasedmodelstopredicttheprognosisofremnantgastriccanceraftersurgeryamulticenterstudy AT wangjiabin developmentandexternalvalidationofwebbasedmodelstopredicttheprognosisofremnantgastriccanceraftersurgeryamulticenterstudy AT litengwen developmentandexternalvalidationofwebbasedmodelstopredicttheprognosisofremnantgastriccanceraftersurgeryamulticenterstudy AT linjianxian developmentandexternalvalidationofwebbasedmodelstopredicttheprognosisofremnantgastriccanceraftersurgeryamulticenterstudy AT linshuangming developmentandexternalvalidationofwebbasedmodelstopredicttheprognosisofremnantgastriccanceraftersurgeryamulticenterstudy AT lujun developmentandexternalvalidationofwebbasedmodelstopredicttheprognosisofremnantgastriccanceraftersurgeryamulticenterstudy AT caolonglong developmentandexternalvalidationofwebbasedmodelstopredicttheprognosisofremnantgastriccanceraftersurgeryamulticenterstudy AT linmi developmentandexternalvalidationofwebbasedmodelstopredicttheprognosisofremnantgastriccanceraftersurgeryamulticenterstudy AT turuhong developmentandexternalvalidationofwebbasedmodelstopredicttheprognosisofremnantgastriccanceraftersurgeryamulticenterstudy AT huangzening developmentandexternalvalidationofwebbasedmodelstopredicttheprognosisofremnantgastriccanceraftersurgeryamulticenterstudy AT linjuli developmentandexternalvalidationofwebbasedmodelstopredicttheprognosisofremnantgastriccanceraftersurgeryamulticenterstudy AT linwei developmentandexternalvalidationofwebbasedmodelstopredicttheprognosisofremnantgastriccanceraftersurgeryamulticenterstudy AT heqingliang developmentandexternalvalidationofwebbasedmodelstopredicttheprognosisofremnantgastriccanceraftersurgeryamulticenterstudy AT zhengchaohui developmentandexternalvalidationofwebbasedmodelstopredicttheprognosisofremnantgastriccanceraftersurgeryamulticenterstudy AT huangchangming developmentandexternalvalidationofwebbasedmodelstopredicttheprognosisofremnantgastriccanceraftersurgeryamulticenterstudy |