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Development and validation of a nomogram to predict survival in patients with metastatic testicular germ cell tumors
BACKGROUND: To develop a nomogram to predict cancer-specific survival (CSS) in patients with metastatic testicular germ cell tumors (mTGCTs). METHODS: Data were obtained from the Surveillance, Epidemiology, and End Results database. Univariate and multivariate Cox regression models were used to iden...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
AME Publishing Company
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8799105/ https://www.ncbi.nlm.nih.gov/pubmed/35117600 http://dx.doi.org/10.21037/tcr.2020.03.59 |
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author | Yu, Dong-Dong Hui, Dong Chen, Wei-Kang Xiao, Yun-Bei Wu, Zhi-Gang Wang, Qin-Quan Zhou, Chao-Feng Chen, Zhi-Xia Li, Cheng-Di Cai, Jian |
author_facet | Yu, Dong-Dong Hui, Dong Chen, Wei-Kang Xiao, Yun-Bei Wu, Zhi-Gang Wang, Qin-Quan Zhou, Chao-Feng Chen, Zhi-Xia Li, Cheng-Di Cai, Jian |
author_sort | Yu, Dong-Dong |
collection | PubMed |
description | BACKGROUND: To develop a nomogram to predict cancer-specific survival (CSS) in patients with metastatic testicular germ cell tumors (mTGCTs). METHODS: Data were obtained from the Surveillance, Epidemiology, and End Results database. Univariate and multivariate Cox regression models were used to identify factors associated with CSS. Survival times between different groups were compared using Kaplan-Meier survival curves and the log-rank test. A nomogram visualization model was established using the R language to predict survival rates. Harrell’s concordance index (C-index), the area under the receiver operating characteristic curve (AUC) and calibration plots were used to assess the performance of the model. RESULTS: We analyzed the data of 949 patients. The median follow-up time was 32 months (range 0 to 83 months), and 224 (23.60%) patients died before the last follow-up, of whom 193 (20.33%) died of mTGCTs. The site of distant metastases was an independent prognostic factor for CSS. Compared to patients without involvement of the corresponding organ, patients with bone, brain, liver, and lung involvement had worse CSS. We also found that age, histological type, surgery, radiation therapy, chemotherapy, metastatic site and insurance status affected the CSS of patients with mTGCTs. We used these prognostic factors to construct our nomogram. Harrell’s C-index for CSS was 0.739. The AUC and calibration plots indicated good performance of the nomogram. CONCLUSIONS: A nomogram for predicting CSS in patients with mTGCTs has been developed, which can help patients and clinicians accurately predict mortality risk and recommend personalized treatment modalities. |
format | Online Article Text |
id | pubmed-8799105 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | AME Publishing Company |
record_format | MEDLINE/PubMed |
spelling | pubmed-87991052022-02-02 Development and validation of a nomogram to predict survival in patients with metastatic testicular germ cell tumors Yu, Dong-Dong Hui, Dong Chen, Wei-Kang Xiao, Yun-Bei Wu, Zhi-Gang Wang, Qin-Quan Zhou, Chao-Feng Chen, Zhi-Xia Li, Cheng-Di Cai, Jian Transl Cancer Res Original Article BACKGROUND: To develop a nomogram to predict cancer-specific survival (CSS) in patients with metastatic testicular germ cell tumors (mTGCTs). METHODS: Data were obtained from the Surveillance, Epidemiology, and End Results database. Univariate and multivariate Cox regression models were used to identify factors associated with CSS. Survival times between different groups were compared using Kaplan-Meier survival curves and the log-rank test. A nomogram visualization model was established using the R language to predict survival rates. Harrell’s concordance index (C-index), the area under the receiver operating characteristic curve (AUC) and calibration plots were used to assess the performance of the model. RESULTS: We analyzed the data of 949 patients. The median follow-up time was 32 months (range 0 to 83 months), and 224 (23.60%) patients died before the last follow-up, of whom 193 (20.33%) died of mTGCTs. The site of distant metastases was an independent prognostic factor for CSS. Compared to patients without involvement of the corresponding organ, patients with bone, brain, liver, and lung involvement had worse CSS. We also found that age, histological type, surgery, radiation therapy, chemotherapy, metastatic site and insurance status affected the CSS of patients with mTGCTs. We used these prognostic factors to construct our nomogram. Harrell’s C-index for CSS was 0.739. The AUC and calibration plots indicated good performance of the nomogram. CONCLUSIONS: A nomogram for predicting CSS in patients with mTGCTs has been developed, which can help patients and clinicians accurately predict mortality risk and recommend personalized treatment modalities. AME Publishing Company 2020-04 /pmc/articles/PMC8799105/ /pubmed/35117600 http://dx.doi.org/10.21037/tcr.2020.03.59 Text en 2020 Translational Cancer Research. All rights reserved. https://creativecommons.org/licenses/by-nc-nd/4.0/Open Access Statement: This is an Open Access article distributed in accordance with the Creative Commons Attribution-NonCommercial-NoDerivs 4.0 International License (CC BY-NC-ND 4.0), which permits the non-commercial replication and distribution of the article with the strict proviso that no changes or edits are made and the original work is properly cited (including links to both the formal publication through the relevant DOI and the license). See: https://creativecommons.org/licenses/by-nc-nd/4.0/. |
spellingShingle | Original Article Yu, Dong-Dong Hui, Dong Chen, Wei-Kang Xiao, Yun-Bei Wu, Zhi-Gang Wang, Qin-Quan Zhou, Chao-Feng Chen, Zhi-Xia Li, Cheng-Di Cai, Jian Development and validation of a nomogram to predict survival in patients with metastatic testicular germ cell tumors |
title | Development and validation of a nomogram to predict survival in patients with metastatic testicular germ cell tumors |
title_full | Development and validation of a nomogram to predict survival in patients with metastatic testicular germ cell tumors |
title_fullStr | Development and validation of a nomogram to predict survival in patients with metastatic testicular germ cell tumors |
title_full_unstemmed | Development and validation of a nomogram to predict survival in patients with metastatic testicular germ cell tumors |
title_short | Development and validation of a nomogram to predict survival in patients with metastatic testicular germ cell tumors |
title_sort | development and validation of a nomogram to predict survival in patients with metastatic testicular germ cell tumors |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8799105/ https://www.ncbi.nlm.nih.gov/pubmed/35117600 http://dx.doi.org/10.21037/tcr.2020.03.59 |
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