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Prognostic risk model development and prospective validation among patients with cervical cancer stage IB2 to IIB submitted to neoadjuvant chemotherapy
This study was designed to develop a risk model for disease recurrence among cervical cancer patients who underwent neoadjuvant chemotherapy and radical surgery. Data for 853 patients were obtained from a retrospective study and used to train the model, and then data for 447 patients from a prospect...
Autores principales: | , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4899714/ https://www.ncbi.nlm.nih.gov/pubmed/27279023 http://dx.doi.org/10.1038/srep27568 |
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author | Huang, Kecheng Sun, Haiying Li, Xiong Hu, Ting Yang, Ru Wang, ShaoShuai Jia, Yao Chen, Zhilan Tang, Fangxu Shen, Jian Qin, Xiaomin Zhou, Hang Yang, Runfeng Gui, Juan Wang, Lin Zhao, Xiaolin Zhang, Jincheng Liu, Jiong Guo, Lili Li, Shuang Wang, Shixuan |
author_facet | Huang, Kecheng Sun, Haiying Li, Xiong Hu, Ting Yang, Ru Wang, ShaoShuai Jia, Yao Chen, Zhilan Tang, Fangxu Shen, Jian Qin, Xiaomin Zhou, Hang Yang, Runfeng Gui, Juan Wang, Lin Zhao, Xiaolin Zhang, Jincheng Liu, Jiong Guo, Lili Li, Shuang Wang, Shixuan |
author_sort | Huang, Kecheng |
collection | PubMed |
description | This study was designed to develop a risk model for disease recurrence among cervical cancer patients who underwent neoadjuvant chemotherapy and radical surgery. Data for 853 patients were obtained from a retrospective study and used to train the model, and then data for 447 patients from a prospective cohort study were employed to validate the model. The Cox regression model was used for calculating the coefficients of the risk factors. According to risk scores, patients were classified into high-, intermediate-, and low-risk groups. There were 49 (49/144, 34%) recurrences observed in the high-risk group (with a risk score ≥ 2.65), compared with 3 (3/142, 2%) recurrences in the low-risk group (with a risk score < 0.90). Disease-free survival (DFS) was significantly different (log-rank p < 0.001) among the three risk groups; the risk model also revealed a significant increase in the accuracy of predicting 5-year DFS with the area under the ROC curve (AUC = 0.754 for risk model vs 0.679 for FIGO stage system); the risk model was also validated with data from the prospective study (log-rank p < 0.001, AUC = 0.766). Both high-risk and intermediate-risk patients can be more effectively identified by this risk model. |
format | Online Article Text |
id | pubmed-4899714 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-48997142016-06-13 Prognostic risk model development and prospective validation among patients with cervical cancer stage IB2 to IIB submitted to neoadjuvant chemotherapy Huang, Kecheng Sun, Haiying Li, Xiong Hu, Ting Yang, Ru Wang, ShaoShuai Jia, Yao Chen, Zhilan Tang, Fangxu Shen, Jian Qin, Xiaomin Zhou, Hang Yang, Runfeng Gui, Juan Wang, Lin Zhao, Xiaolin Zhang, Jincheng Liu, Jiong Guo, Lili Li, Shuang Wang, Shixuan Sci Rep Article This study was designed to develop a risk model for disease recurrence among cervical cancer patients who underwent neoadjuvant chemotherapy and radical surgery. Data for 853 patients were obtained from a retrospective study and used to train the model, and then data for 447 patients from a prospective cohort study were employed to validate the model. The Cox regression model was used for calculating the coefficients of the risk factors. According to risk scores, patients were classified into high-, intermediate-, and low-risk groups. There were 49 (49/144, 34%) recurrences observed in the high-risk group (with a risk score ≥ 2.65), compared with 3 (3/142, 2%) recurrences in the low-risk group (with a risk score < 0.90). Disease-free survival (DFS) was significantly different (log-rank p < 0.001) among the three risk groups; the risk model also revealed a significant increase in the accuracy of predicting 5-year DFS with the area under the ROC curve (AUC = 0.754 for risk model vs 0.679 for FIGO stage system); the risk model was also validated with data from the prospective study (log-rank p < 0.001, AUC = 0.766). Both high-risk and intermediate-risk patients can be more effectively identified by this risk model. Nature Publishing Group 2016-06-09 /pmc/articles/PMC4899714/ /pubmed/27279023 http://dx.doi.org/10.1038/srep27568 Text en Copyright © 2016, Macmillan Publishers Limited http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Huang, Kecheng Sun, Haiying Li, Xiong Hu, Ting Yang, Ru Wang, ShaoShuai Jia, Yao Chen, Zhilan Tang, Fangxu Shen, Jian Qin, Xiaomin Zhou, Hang Yang, Runfeng Gui, Juan Wang, Lin Zhao, Xiaolin Zhang, Jincheng Liu, Jiong Guo, Lili Li, Shuang Wang, Shixuan Prognostic risk model development and prospective validation among patients with cervical cancer stage IB2 to IIB submitted to neoadjuvant chemotherapy |
title | Prognostic risk model development and prospective validation among patients with cervical cancer stage IB2 to IIB submitted to neoadjuvant chemotherapy |
title_full | Prognostic risk model development and prospective validation among patients with cervical cancer stage IB2 to IIB submitted to neoadjuvant chemotherapy |
title_fullStr | Prognostic risk model development and prospective validation among patients with cervical cancer stage IB2 to IIB submitted to neoadjuvant chemotherapy |
title_full_unstemmed | Prognostic risk model development and prospective validation among patients with cervical cancer stage IB2 to IIB submitted to neoadjuvant chemotherapy |
title_short | Prognostic risk model development and prospective validation among patients with cervical cancer stage IB2 to IIB submitted to neoadjuvant chemotherapy |
title_sort | prognostic risk model development and prospective validation among patients with cervical cancer stage ib2 to iib submitted to neoadjuvant chemotherapy |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4899714/ https://www.ncbi.nlm.nih.gov/pubmed/27279023 http://dx.doi.org/10.1038/srep27568 |
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