Cargando…
Risk Factors, Prognostic Factors, and Nomograms for Bone Metastasis in Patients with Newly Diagnosed Clear Cell Renal Cell Carcinoma: A Large Population-Based Study
BACKGROUND: This study aimed to investigate risk factors and prognostic factors in patients with clear cell renal cell carcinoma (ccRCC) with bone metastasis (BM) and establish nomograms to provide a quantitative prediction of the risk of BM and survival probability. METHODS: The clinicopathological...
Autores principales: | , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9011336/ https://www.ncbi.nlm.nih.gov/pubmed/35433803 http://dx.doi.org/10.3389/fsurg.2022.877653 |
_version_ | 1784687668719779840 |
---|---|
author | Zhou, Hongmin Yang, Sheng Xie, Tiancheng Wang, Longfei Zhong, Sen Sheng, Tianyang Fan, Guoxin Liao, Xiang Xu, Yunfei |
author_facet | Zhou, Hongmin Yang, Sheng Xie, Tiancheng Wang, Longfei Zhong, Sen Sheng, Tianyang Fan, Guoxin Liao, Xiang Xu, Yunfei |
author_sort | Zhou, Hongmin |
collection | PubMed |
description | BACKGROUND: This study aimed to investigate risk factors and prognostic factors in patients with clear cell renal cell carcinoma (ccRCC) with bone metastasis (BM) and establish nomograms to provide a quantitative prediction of the risk of BM and survival probability. METHODS: The clinicopathological characteristics of patients with ccRCC between January 2010 and December 2015 were obtained from the Surveillance, Epidemiology and End Results (SEER) database. Independent factors for BM in ccRCC patients were identified using univariate and multivariate logistic regression analyses. Prognostic factors for predicting cancer-specific death were evaluated using univariate and multivariate analyses based on a competing risk regression model. We then constructed a diagnostic nomogram and a prognostic nomogram. The two nomograms were evaluated using calibration curves, receiver operating characteristic curves, and decision curve analysis. RESULTS: Our study included 34,659 patients diagnosed with ccRCC in the SEER database, with 1,415 patients who presented with bone metastasis. Risk factors for BM in patients with ccRCC included age, stage T, stage N, brain metastasis, liver metastasis, lung metastasis, tumor size, and laterality. Independent prognostic factors for patients with ccRCC patients with BM were Fuhrman grade, tumor size, T stage, N stage, brain metastases, lung metastasis, and surgery. For the diagnostic nomogram, the area under the curve values in the training and testing cohorts were 0.863 (95% CI, 0.851–0.875) and 0.859 (95% CI, 0.839–0.878), respectively. In the prognostic cohort, the area under the curve values for 1-, 2-, and 3-year cancer-specific survival rates in the training cohort were 0.747, 0.774, and 0.780, respectively, and 0.671, 0.706, and 0.696, respectively, in the testing cohort. Through calibration curves and decision curve analyses, the nomograms displayed excellent performance. CONCLUSIONS: Several factors related to the development and prognosis of BM in patients with ccRCC were identified. The nomograms constructed in this study are expected to become effective and precise tools for clinicians to improve cancer management. |
format | Online Article Text |
id | pubmed-9011336 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-90113362022-04-16 Risk Factors, Prognostic Factors, and Nomograms for Bone Metastasis in Patients with Newly Diagnosed Clear Cell Renal Cell Carcinoma: A Large Population-Based Study Zhou, Hongmin Yang, Sheng Xie, Tiancheng Wang, Longfei Zhong, Sen Sheng, Tianyang Fan, Guoxin Liao, Xiang Xu, Yunfei Front Surg Surgery BACKGROUND: This study aimed to investigate risk factors and prognostic factors in patients with clear cell renal cell carcinoma (ccRCC) with bone metastasis (BM) and establish nomograms to provide a quantitative prediction of the risk of BM and survival probability. METHODS: The clinicopathological characteristics of patients with ccRCC between January 2010 and December 2015 were obtained from the Surveillance, Epidemiology and End Results (SEER) database. Independent factors for BM in ccRCC patients were identified using univariate and multivariate logistic regression analyses. Prognostic factors for predicting cancer-specific death were evaluated using univariate and multivariate analyses based on a competing risk regression model. We then constructed a diagnostic nomogram and a prognostic nomogram. The two nomograms were evaluated using calibration curves, receiver operating characteristic curves, and decision curve analysis. RESULTS: Our study included 34,659 patients diagnosed with ccRCC in the SEER database, with 1,415 patients who presented with bone metastasis. Risk factors for BM in patients with ccRCC included age, stage T, stage N, brain metastasis, liver metastasis, lung metastasis, tumor size, and laterality. Independent prognostic factors for patients with ccRCC patients with BM were Fuhrman grade, tumor size, T stage, N stage, brain metastases, lung metastasis, and surgery. For the diagnostic nomogram, the area under the curve values in the training and testing cohorts were 0.863 (95% CI, 0.851–0.875) and 0.859 (95% CI, 0.839–0.878), respectively. In the prognostic cohort, the area under the curve values for 1-, 2-, and 3-year cancer-specific survival rates in the training cohort were 0.747, 0.774, and 0.780, respectively, and 0.671, 0.706, and 0.696, respectively, in the testing cohort. Through calibration curves and decision curve analyses, the nomograms displayed excellent performance. CONCLUSIONS: Several factors related to the development and prognosis of BM in patients with ccRCC were identified. The nomograms constructed in this study are expected to become effective and precise tools for clinicians to improve cancer management. Frontiers Media S.A. 2022-04-01 /pmc/articles/PMC9011336/ /pubmed/35433803 http://dx.doi.org/10.3389/fsurg.2022.877653 Text en Copyright © 2022 Zhou, Yang, Xie, Wang, Zhong, Sheng, Fan, Liao and Xu. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Surgery Zhou, Hongmin Yang, Sheng Xie, Tiancheng Wang, Longfei Zhong, Sen Sheng, Tianyang Fan, Guoxin Liao, Xiang Xu, Yunfei Risk Factors, Prognostic Factors, and Nomograms for Bone Metastasis in Patients with Newly Diagnosed Clear Cell Renal Cell Carcinoma: A Large Population-Based Study |
title | Risk Factors, Prognostic Factors, and Nomograms for Bone Metastasis in Patients with Newly Diagnosed Clear Cell Renal Cell Carcinoma: A Large Population-Based Study |
title_full | Risk Factors, Prognostic Factors, and Nomograms for Bone Metastasis in Patients with Newly Diagnosed Clear Cell Renal Cell Carcinoma: A Large Population-Based Study |
title_fullStr | Risk Factors, Prognostic Factors, and Nomograms for Bone Metastasis in Patients with Newly Diagnosed Clear Cell Renal Cell Carcinoma: A Large Population-Based Study |
title_full_unstemmed | Risk Factors, Prognostic Factors, and Nomograms for Bone Metastasis in Patients with Newly Diagnosed Clear Cell Renal Cell Carcinoma: A Large Population-Based Study |
title_short | Risk Factors, Prognostic Factors, and Nomograms for Bone Metastasis in Patients with Newly Diagnosed Clear Cell Renal Cell Carcinoma: A Large Population-Based Study |
title_sort | risk factors, prognostic factors, and nomograms for bone metastasis in patients with newly diagnosed clear cell renal cell carcinoma: a large population-based study |
topic | Surgery |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9011336/ https://www.ncbi.nlm.nih.gov/pubmed/35433803 http://dx.doi.org/10.3389/fsurg.2022.877653 |
work_keys_str_mv | AT zhouhongmin riskfactorsprognosticfactorsandnomogramsforbonemetastasisinpatientswithnewlydiagnosedclearcellrenalcellcarcinomaalargepopulationbasedstudy AT yangsheng riskfactorsprognosticfactorsandnomogramsforbonemetastasisinpatientswithnewlydiagnosedclearcellrenalcellcarcinomaalargepopulationbasedstudy AT xietiancheng riskfactorsprognosticfactorsandnomogramsforbonemetastasisinpatientswithnewlydiagnosedclearcellrenalcellcarcinomaalargepopulationbasedstudy AT wanglongfei riskfactorsprognosticfactorsandnomogramsforbonemetastasisinpatientswithnewlydiagnosedclearcellrenalcellcarcinomaalargepopulationbasedstudy AT zhongsen riskfactorsprognosticfactorsandnomogramsforbonemetastasisinpatientswithnewlydiagnosedclearcellrenalcellcarcinomaalargepopulationbasedstudy AT shengtianyang riskfactorsprognosticfactorsandnomogramsforbonemetastasisinpatientswithnewlydiagnosedclearcellrenalcellcarcinomaalargepopulationbasedstudy AT fanguoxin riskfactorsprognosticfactorsandnomogramsforbonemetastasisinpatientswithnewlydiagnosedclearcellrenalcellcarcinomaalargepopulationbasedstudy AT liaoxiang riskfactorsprognosticfactorsandnomogramsforbonemetastasisinpatientswithnewlydiagnosedclearcellrenalcellcarcinomaalargepopulationbasedstudy AT xuyunfei riskfactorsprognosticfactorsandnomogramsforbonemetastasisinpatientswithnewlydiagnosedclearcellrenalcellcarcinomaalargepopulationbasedstudy |