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Development and validation of prognostic nomogram for germ cell testicular cancer patients
The purpose of our study was to establish a reliable and practical nomogram based on significant clinical factors to predict the overall survival (OS) and cancer-specific survival (CSS) of patients with germ cell testicular cancer (GCTC). Patients diagnosed with GCTC between 2004 and 2015 were obtai...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Impact Journals
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7695357/ https://www.ncbi.nlm.nih.gov/pubmed/33136554 http://dx.doi.org/10.18632/aging.104063 |
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author | Mao, Weipu Wu, Jianping Kong, Qingfang Li, Jian Xu, Bin Chen, Ming |
author_facet | Mao, Weipu Wu, Jianping Kong, Qingfang Li, Jian Xu, Bin Chen, Ming |
author_sort | Mao, Weipu |
collection | PubMed |
description | The purpose of our study was to establish a reliable and practical nomogram based on significant clinical factors to predict the overall survival (OS) and cancer-specific survival (CSS) of patients with germ cell testicular cancer (GCTC). Patients diagnosed with GCTC between 2004 and 2015 were obtained from the SEER database. Nomograms were constructed using the R software to predict the OS and CSS probabilities and the constructed nomograms were validated and calibrated. A total of 22,165 GCTC patients were enrolled in the study, including the training cohort (15,515 patients) and the validation cohort (6,650 patients). In the training cohort, multivariate Cox regression showed that age, race, AJCC stage, SEER stage and surgery were independent prognostic factors for OS, while age, race, AJCC stage, TM stage, SEER stage and radiotherapy were independent prognostic factors for CSS. Based on the above Cox regression results, we constructed prognostic nomograms of OS and CSS in GCTC patients and found that the OS nomograms had higher C-index and AUC compared to TNM stage in the training and validation cohorts. In addition, in the training and external validation cohorts, the calibration curves showed a good consistency between the predicted and actual 3-, 5- and 10-year OS and CSS rates of the nomogram. The current prognostic nomogram can provide a personalized risk assessment for the survival of GCTC patients. |
format | Online Article Text |
id | pubmed-7695357 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Impact Journals |
record_format | MEDLINE/PubMed |
spelling | pubmed-76953572020-12-04 Development and validation of prognostic nomogram for germ cell testicular cancer patients Mao, Weipu Wu, Jianping Kong, Qingfang Li, Jian Xu, Bin Chen, Ming Aging (Albany NY) Research Paper The purpose of our study was to establish a reliable and practical nomogram based on significant clinical factors to predict the overall survival (OS) and cancer-specific survival (CSS) of patients with germ cell testicular cancer (GCTC). Patients diagnosed with GCTC between 2004 and 2015 were obtained from the SEER database. Nomograms were constructed using the R software to predict the OS and CSS probabilities and the constructed nomograms were validated and calibrated. A total of 22,165 GCTC patients were enrolled in the study, including the training cohort (15,515 patients) and the validation cohort (6,650 patients). In the training cohort, multivariate Cox regression showed that age, race, AJCC stage, SEER stage and surgery were independent prognostic factors for OS, while age, race, AJCC stage, TM stage, SEER stage and radiotherapy were independent prognostic factors for CSS. Based on the above Cox regression results, we constructed prognostic nomograms of OS and CSS in GCTC patients and found that the OS nomograms had higher C-index and AUC compared to TNM stage in the training and validation cohorts. In addition, in the training and external validation cohorts, the calibration curves showed a good consistency between the predicted and actual 3-, 5- and 10-year OS and CSS rates of the nomogram. The current prognostic nomogram can provide a personalized risk assessment for the survival of GCTC patients. Impact Journals 2020-11-02 /pmc/articles/PMC7695357/ /pubmed/33136554 http://dx.doi.org/10.18632/aging.104063 Text en Copyright: © 2020 Mao et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/3.0/) (CC BY 3.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Paper Mao, Weipu Wu, Jianping Kong, Qingfang Li, Jian Xu, Bin Chen, Ming Development and validation of prognostic nomogram for germ cell testicular cancer patients |
title | Development and validation of prognostic nomogram for germ cell testicular cancer patients |
title_full | Development and validation of prognostic nomogram for germ cell testicular cancer patients |
title_fullStr | Development and validation of prognostic nomogram for germ cell testicular cancer patients |
title_full_unstemmed | Development and validation of prognostic nomogram for germ cell testicular cancer patients |
title_short | Development and validation of prognostic nomogram for germ cell testicular cancer patients |
title_sort | development and validation of prognostic nomogram for germ cell testicular cancer patients |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7695357/ https://www.ncbi.nlm.nih.gov/pubmed/33136554 http://dx.doi.org/10.18632/aging.104063 |
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