Prognostic nomogram based on the lymph node metastasis indicators for patients with bladder cancer: A SEER population-based study and external validation

被引:8
|
作者
Li, Shuai [1 ,2 ]
Wang, Yicun [1 ,2 ]
Hu, Xiaopeng [1 ,2 ]
机构
[1] Capital Med Univ, Beijing Chao Yang Hosp, Dept Urol, 8 GongTi South Rd, Beijing 100020, Peoples R China
[2] Capital Med Univ, Inst Urol, Beijing, Peoples R China
来源
CANCER MEDICINE | 2023年 / 12卷 / 06期
关键词
bladder cancer; LODDS; lymph node metastasis; nomogram; prognosis; SEER; RADICAL CYSTECTOMY; CARCINOMA; SURVIVAL; DATABASE; DISEASE; COUNT; RATIO; PN;
D O I
10.1002/cam4.5475
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
PurposeThis study aimed to compare the prognostic value of multiple lymph node metastasis (LNM) indicators and to develop optimal prognostic nomograms for bladder cancer (BC) patients. MethodsBC patients were obtained from the Surveillance, Epidemiology, and End Results (SEER) database between 2004 and 2015, and randomly partitioned into training and internal validation cohorts. Genomic and clinical data were collected from The Cancer Genome Atlas (TCGA) as external validation cohort. The predictive efficiency of LNM indicators was compared by constructing multivariate Cox regression models. We constructed nomograms on basis of the optimal models selected for overall survival (OS) and cause-specific survival (CSS). The performance of nomograms was evaluated with calibration plot, time-dependent area under the curve (AUC) and decision curve analysis (DCA) in three cohorts. We subsequently estimated the difference of biological function and tumor immunity between two risk groups stratified by nomograms in TCGA cohort. ResultsTotally, 10,093 and 107 BC patients were screened from the SEER and TCGA databases. N classification, positive lymph nodes (PLNs), lymph node ratio (LNR) and log odds of positive lymph nodes (LODDS) were all independent predictors for OS and CSS. The filtered models containing LODDS had minimal Akaike Information Criterion, maximal concordance indexes and AUCs. Age, LODDS, T and M classification were integrated into nomogram for OS, while nomogram for CSS included gender, tumor grade, LODDS, T and M classification. The nomograms were successfully validated in predictive accuracy and clinical utility in three cohorts. Additionally, the tumor microenvironment was different between two risk groups. ConclusionsLODDS demonstrated superior prognostic performance over N classification, PLN and LNR for OS and CSS of BC patients. The nomograms incorporating LODDS provided appropriate prediction of BC, which could contribute to the tumor assessment and clinical decision-making.
引用
收藏
页码:6853 / 6866
页数:14
相关论文
共 50 条
  • [1] A predictive nomogram for lymph node metastasis of incidental gallbladder cancer: a SEER population-based study
    Yang, Yingnan
    Tu, Zhuolong
    Cai, Huajie
    Hu, Bingren
    Ye, Chentao
    Tu, Jinfu
    BMC CANCER, 2020, 20 (01)
  • [2] Development and Validation of a Prognostic Nomogram for Predicting Cancer-Specific Survival in Patients With Lymph Node Positive Bladder Cancer: A Study Based on SEER Database
    Zhan, Xiangpeng
    Jiang, Ming
    Deng, Wen
    Liu, Xiaoqiang
    Chen, Luyao
    Fu, Bin
    FRONTIERS IN ONCOLOGY, 2022, 12
  • [3] A predictive nomogram for lymph node metastasis of incidental gallbladder cancer: a SEER population-based study
    Yingnan Yang
    Zhuolong Tu
    Huajie Cai
    Bingren Hu
    Chentao Ye
    Jinfu Tu
    BMC Cancer, 20
  • [4] Development and validation of prognostic nomogram in patients with nonmetastatic malignant melanoma: a SEER population-based study
    Xiao, Yu
    Peng, Shanshan
    Hu, Youhong
    Zhang, Jie
    Cao, Xianwei
    CANCER MEDICINE, 2020, 9 (22): : 8562 - 8570
  • [5] Nomogram for predicting distant metastasis of male breast cancer: A SEER population-based study
    Wang, Dasong
    Yang, Lei
    Yang, Yan
    Chen, Maoshan
    Yang, Hongwei
    MEDICINE, 2022, 101 (39) : E30978
  • [6] Nomogram for predicting overall survival of patients with bladder cancer: A population-based study
    Wang, Jiawu
    Wu, Yan
    He, Weiyang
    Yang, Bo
    Gou, Xin
    INTERNATIONAL JOURNAL OF BIOLOGICAL MARKERS, 2020, 35 (02) : 29 - 39
  • [7] Construction and validation of a prognostic nomogram for primary vulvar melanoma: a SEER population-based study
    Zhou, Hongyu
    Zou, Xuan
    Li, Haoran
    Chen, Lihua
    Cheng, Xi
    JAPANESE JOURNAL OF CLINICAL ONCOLOGY, 2020, 50 (12) : 1386 - 1394
  • [8] Development and validation of a prognostic nomogram for esophageal cancer patients based on SEER Asian population
    Guo, Xinwei
    Qin, Lang
    Tian, Jie
    Li, Pengcheng
    Dou, Zhenling
    Gong, Yu
    Wang, Haobiao
    SCIENTIFIC REPORTS, 2024, 14 (01):
  • [9] Marital Status and Prognostic Nomogram for Bladder Cancer With Distant Metastasis: A SEER-Based Study
    Tao, Liangjun
    Pan, Xinyuan
    Zhang, Lixiang
    Wang, Jiawei
    Zhang, Zican
    Zhang, Li
    Liang, Chaozhao
    FRONTIERS IN ONCOLOGY, 2020, 10
  • [10] Nomogram for predicting preoperative regional lymph nodes metastasis in patients with metaplastic breast cancer: a SEER population-based study
    Zhang, Mi
    Wang, Biyuan
    Liu, Na
    Wang, Hui
    Zhang, Juan
    Wu, Lei
    Zhao, Andi
    Wang, Le
    Zhao, Xiaoai
    Yang, Jin
    BMC CANCER, 2021, 21 (01)