Development and validation of a nomogram predicting the overall survival of stage IV breast cancer patients

被引:40
|
作者
Li, Shunrong [1 ,2 ]
Zhao, Jianli [1 ,2 ]
Zhu, Liling [1 ,2 ,3 ]
Su, Fengxi [1 ,2 ]
Chen, Kai [1 ,2 ]
机构
[1] Sun Yat Sen Univ, Sun Yat Sen Mem Hosp, Guangdong Prov Key Lab Malignant Tumor Epigenet &, Guangzhou, Guangdong, Peoples R China
[2] Sun Yat Sen Univ, Sun Yat Sen Mem Hosp, Breast Tumor Ctr, 107 Yanjiang West Rd, Guangzhou 510120, Guangdong, Peoples R China
[3] Yale Univ, Dept Biostat, Yale Sch Publ Hlth, New Haven, CT 06511 USA
来源
CANCER MEDICINE | 2017年 / 6卷 / 11期
基金
中国国家自然科学基金;
关键词
Breast cancer; NCDB; nomogram; overall survival; prediction; prognosis; stage IV; PROGNOSTIC IMPACT; RECURRENCE; WOMEN;
D O I
10.1002/cam4.1224
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
This study aimed to develop a nomogram to predict the overall survival (OS) of stage IV breast cancer patients. We searched the National Cancer Database (NCDB) for stage IV breast cancer patients diagnosed between 2010 and 2013. Predictors of OS were identified and a nomogram was developed and validated using concordance index (C-index), calibration plots, and risk group stratifications. A total of 7199 patients from the NCDB were included in the study. With a median follow-up of 25.7months, the 1-year and 3-year OS rates were 80.6% and 52.5%, respectively. Race, age, comorbidity status, T-stage, grade, ER/PR/Her2 status, the presence of lung/liver/brain metastasis, surgery, radiotherapy, and chemotherapy were significantly associated with OS. The developed nomogram had a C-index of 0.722 (95% CI 0.710-0.734) and 0.725 (95% CI 0.713-0.736) in the training and the validation cohorts, respectively. The predicted survival using the nomogram is well correlated with actual OS. The nomogram was able to stratify patients into different risk groups, among which the survival benefit of local therapy varied. We developed a nomogram to predict the overall survival of stage IV breast cancer patients. Prospectively designed studies with international collaborations are needed to further validate our nomogram.
引用
收藏
页码:2586 / 2594
页数:9
相关论文
共 50 条
  • [31] Development and validation of nomograms for prediction of overall survival and cancer-specific survival of patients with Stage IV colorectal cancer
    Zhang, Jieyun
    Gong, Zhe
    Gong, Yiwei
    Guo, Weijian
    JAPANESE JOURNAL OF CLINICAL ONCOLOGY, 2019, 49 (05) : 438 - 446
  • [32] Development and external validation of a nomogram for predicting the overall survival of patients with stage II nasopharyngeal carcinoma after curative treatment
    He, Sha-Sha
    Wang, Cheng-Tao
    Peng, Zhen-Wei
    Ren, Yu-Feng
    Lu, Li-Xia
    Chen, Rui-Wan
    Liang, Shao-Bo
    Wang, Yan
    Chen, Yong
    CANCER MANAGEMENT AND RESEARCH, 2019, 11 : 4403 - 4412
  • [33] Development and validation of a nomogram prediction model for overall survival in patients with rectal cancer
    Liang, Ling
    Li, Xiao-Sheng
    Huang, Ze-Jun
    Hu, Zu-Hai
    Xu, Qian-Jie
    Yuan, Yu-Liang
    Zhang, Wei
    Lei, Hai-Ke
    WORLD JOURNAL OF GASTROINTESTINAL ONCOLOGY, 2025, 17 (02)
  • [34] A reliable nomogram for predicting overall survival in patients with triple-negative breast cancer
    Ma, M. W.
    Jing, N.
    Gao, S. X.
    ANNALS OF ONCOLOGY, 2018, 29
  • [35] A Reliable Nomogram for Predicting Overall Survival in Patients with Triple-Negative Breast Cancer
    Ma, M.
    Gao, X. S.
    Jing, N.
    INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2018, 102 (03): : E602 - E602
  • [36] Construction and Validation of a Nomogram Predicting the Overall Survival Benefit of Unilateral Breast Cancer Patients Undergoing Contralateral Prophylactic Mastectomy
    Dai, Luyao
    Yan, Wenyu
    Ren, Xueting
    Liu, Dandan
    Chang, Lidan
    Lin, Shuai
    Wu, Hao
    Kang, Huafeng
    Ma, Xiaobin
    CLINICAL BREAST CANCER, 2024, 24 (04) : 351 - 362
  • [37] Development and external validation of a nomogram predicting overall survival after curative resection of colon cancer
    Wang, Shuanhu
    Liu, Yakui
    Shi, Yi
    Guan, Jiajia
    Liu, Mulin
    Wang, Wenbin
    JOURNAL OF INTERNATIONAL MEDICAL RESEARCH, 2021, 49 (05)
  • [38] Development and validation of a novel nomogram for predicting overall survival in gastric cancer based on inflammatory markers
    Luo, Pan-Quan
    Song, En-Dong
    Liu, Fei
    Rankine, Abigail N.
    Zhang, Li-Xiang
    Wei, Zhi-Jian
    Han, Wen-Xiu
    Xu, A-Man
    WORLD JOURNAL OF GASTROINTESTINAL SURGERY, 2023, 15 (01): : 49 - 59
  • [39] Development and validation of a nomogram for predicting survival on the base of modified lymph node ratio in breast cancer patients
    Wen, Jiahuai
    Yang, Yanning
    Liu, Peng
    Ye, Feng
    Tang, Hailin
    Huang, Xiaojia
    Zhong, Shaowen
    Xie, Xiaoming
    BREAST, 2017, 33 : 14 - 22
  • [40] Development and validation of a nomogram for predicting survival of breast cancer patients with ipsilateral supraclavicular lymph node metastasis
    Min-Hao Lyu
    You-Zhao Ma
    Pei-Qi Tian
    Hui-Hui Guo
    Chao Wang
    Zhen-Zhen Liu
    Xiu-Chun Chen
    中华医学杂志英文版, 2021, 134 (22) : 2692 - 2699