Establishment and validation of a prognostic nomogram for patients with renal cell carcinoma based on SEER and TCGA database

被引:2
|
作者
Wang, Changming [1 ]
Wu, Baorui [1 ]
Shen, Deyun [1 ]
Zhang, Bin [2 ]
Wang, Lei [1 ]
Xiao, Jun [1 ,2 ]
机构
[1] Univ Sci & Technol China, Affiliated Hosp USTC 1, Div Life Sci & Med, Dept Urol, Hefei, Peoples R China
[2] Anhui Med Univ, Affiliated Anhui Prov Hosp, Dept Urol, Hefei, Peoples R China
基金
中国国家自然科学基金;
关键词
Renal cell carcinoma (RCC); Surveillance; Epidemiology; and End Results (SEER) database; The Cancer Genome Atlas (TCGA) database; overall survival (OS); nomogram; RADICAL NEPHRECTOMY; CANCER STATISTICS; MODEL; PREDICTION;
D O I
10.21037/tcr-22-2692
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background: Renal cell carcinoma (RCC) is a lethal urological malignancy. Precise risk-stratification is very important for decision-making in postoperative patient management. This study aimed to establish and validate a prognostic nomogram of overall survival (OS) in patients with RCC based on Surveillance, Epidemiology, and End Results (SEER) and TCGA database. Methods: The retrospective data of 40,154 patients diagnosed with RCC during 2010 to 2015 from SEER database (development cohort) and 1,188 patients from TCGA database (validation cohort) were downloaded for analysis. Independent prognostic factors were identified by univariate and multivariate Cox regression analyses and adopted to set up a predictive nomogram of OS. The discrimination and calibration of the nomogram were evaluated by ROC curves, C-index values, and calibration plots, and survival analyses were conducted using Kaplan-Meier curves and long-rank tests. Results: The results of multivariate Cox regression analysis demonstrated that age, sex, tumor grade, the American Joint Committee on Cancer (AJCC) stage, tumor size, and pathological types were independent predictors of the OS of RCC patients. These variables were integrated to construct the nomogram, and verification was conducted subsequently. The area under the ROC curve values of 3- and 5-year survival were 0.785 and 0.769 in the development cohort and 0.786 and 0.763 in the validation cohort. The C-index was 0.746 (95% CI: 0.740-0.752) in the development cohort and 0.763 (95% CI: 0.738-0.788) in the validation cohort, indicating good performance of the nomogram. Calibration curve analysis also suggested supreme accuracy on prediction. Finally, patients in the development and validation cohorts were stratified into three risk-level groups (high, intermediate, and low) based on the risk scores calculated by the nomogram, and significant differences in OS were observed among these three groups. Conclusions: In this study, a prognostic nomogram was established to provide tool for clinicians to better advise RCC patients, determine the follow-up strategies and to select suitable patients for clinical trials.
引用
收藏
页码:1411 / +
页数:13
相关论文
共 50 条
  • [41] Development and validation of a prognostic nomogram for patients with ganglioneuroblastoma: A SEER-based study
    Li, Weiyu
    Ou, Zhaoxing
    Wu, Zhanghai
    Li, Liujun
    Ye, Feile
    Wen, Xin
    Ye, Dalin
    HELIYON, 2024, 10 (09)
  • [42] Clinical features and prognostic factors of combined small cell lung cancer: development and validation of a nomogram based on the SEER database
    Yang, Lan
    Zhou, Yuwen
    Wang, Gang
    Liu, Dan
    Chen, Bojiang
    Pu, Dan
    Correale, Pierpaolo
    Rades, Dirk
    Tomita, Yusuke
    Inno, Alessandro
    Santarpia, Mariacarmela
    Li, Yalun
    Li, Weimin
    TRANSLATIONAL LUNG CANCER RESEARCH, 2021, 10 (11) : 4250 - +
  • [43] A nomogram for prediction of distant metastasis in patients with hypopharyngeal squamous cell carcinoma: a study based on the SEER database
    Liu, Xiaozhu
    Wang, Shuchen
    Wu, Wenling
    Zhang, Jian
    Peng, Shengxian
    AMERICAN JOURNAL OF TRANSLATIONAL RESEARCH, 2022, 14 (08): : 5409 - +
  • [44] Development and Validation of Prognostic Nomogram in Patients With WHO Grade III Meningioma: A Retrospective Cohort Study Based on SEER Database
    Jia, Zetian
    Yan, Yaqi
    Wang, Jiuxin
    Yang, He
    Zhan, Haihua
    Chen, Qian
    He, Yawei
    Hu, Yuhua
    FRONTIERS IN ONCOLOGY, 2021, 11
  • [45] Analysis of prognostic factors for cervical mucinous adenocarcinoma and establishment and validation a nomogram: a SEER-based study
    Hao, Yiping
    Liu, Qingqing
    Li, Ruowen
    Mao, Zhonghao
    Jiang, Nan
    Wang, Bingyu
    Zhang, Wenjing
    Cui, Baoxia
    JOURNAL OF OBSTETRICS AND GYNAECOLOGY, 2022,
  • [46] External validation of a sunitinib prognostic nomogram in patients (pts) with metastatic renal cell carcinoma (mRCC).
    Yu, Changhong
    Kattan, Michael W.
    Hutson, Thomas E.
    Hudes, Gary R.
    Yuan, Jinyu
    Valota, Olga
    Motzer, Robert John
    JOURNAL OF CLINICAL ONCOLOGY, 2012, 30 (15)
  • [47] Prognostic value of preoperative inflammatory response biomarkers in patients with sarcomatoid renal cell carcinoma and the establishment of a nomogram
    Liangyou Gu
    Xin Ma
    Hongzhao Li
    Luyao Chen
    Yongpeng Xie
    Chaofei Zhao
    Guoxiong Luo
    Xu Zhang
    Scientific Reports, 6
  • [48] Prognostic value of preoperative inflammatory response biomarkers in patients with sarcomatoid renal cell carcinoma and the establishment of a nomogram
    Gu, Liangyou
    Ma, Xin
    Li, Hongzhao
    Chen, Luyao
    Xie, Yongpeng
    Zhao, Chaofei
    Luo, Guoxiong
    Zhang, Xu
    SCIENTIFIC REPORTS, 2016, 6
  • [49] The ceRNA Network Has Potential Prognostic Value in Clear Cell Renal Cell Carcinoma: A Study Based on TCGA Database
    Liu, Haosheng
    Zhu, Zhaowen
    Fang, Jianxiong
    Liu, Tianqi
    Zhang, Zhenhui
    Zhao, Chao
    Pu, Xiaoyong
    Liu, Jiumin
    BIOMED RESEARCH INTERNATIONAL, 2020, 2020
  • [50] Risk factor analysis and nomogram establishment and verification of brain astrocytoma patients based on SEER database
    Wang, Ruiqi
    Cui, Jiaxue
    Diao, Yizhuo
    Jin, Chenxin
    Chen, Yongxing
    Lv, Xiupeng
    Li, Xiaofeng
    SCIENTIFIC REPORTS, 2023, 13 (01)