Development and validation of a nomogram for predicting pelvic lymph node metastasis and prognosis in patients with cervical cancer

被引:5
|
作者
Wang, Mengting [1 ]
Ma, Min [1 ]
Yang, Liju [1 ]
Liang, Chengtong [2 ]
机构
[1] Yangzhou Univ, Affiliated Hosp, Dept Obstet & Gynecol, Yangzhou, Jiangsu, Peoples R China
[2] Yangzhou Univ, Clin Med Coll, Dept Lab Med, Yangzhou, Jiangsu, Peoples R China
来源
FRONTIERS IN ONCOLOGY | 2022年 / 12卷
关键词
cervical cancer; lymph node metastasis; SEER; nomogram; prognosis; POSITRON-EMISSION-TOMOGRAPHY; RADICAL HYSTERECTOMY; LYMPHADENECTOMY; STRATIFICATION; IDENTIFICATION; ONCOLOGY; RATES; WOMEN; RISK;
D O I
10.3389/fonc.2022.952347
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
ObjectiveCervical cancer (CC) is one of the main causes of death among gynecological malignancies. Patients with CC with lymph node metastasis (LNM) have poor prognoses. We investigated the risk factors and prognosis of LNM in patients with CC patients using data from the SEER database. MethodsWe collected the information of cervical cancer patients registered in SEER database from 2010 to 2015. The dataset was divided into a training set and a validation set at a 7:3 ratio. LASSO regression analysis was used to evaluate risk factors for LNM in patients with CC. Using the results, we established a nomogram prediction model. C-index, ROC curves, calibration curves, decision curve analysis, and clinical impact curves were used to evaluate the prediction performance of the model. ResultsWe included 14,356 patients with CC in the analysis. Among these, 3997 patients were diagnosed with LNM. A training set (10,050 cases) and a validation set (4306 cases) were used for the following analysis. We established nomogram LNM prediction models for the patients with T1-2-stage CC. The C-indices for the internal and external validations of the prediction models were 0.758 and 0.744, respectively. In addition, we established a prognostic nomogram for all CC patients with LNM, and the internal and external validation C-indices were 0.763 and 0.737. ConclusionWe constructed a quantitative and visual predictive nomogram that predicted prognosis of patients with LNM in CC to provide clinicians with a reference for diagnosis and treatment.
引用
收藏
页数:13
相关论文
共 50 条
  • [1] Development of a nomogram for predicting pelvic lymph node metastasis in cervical squamous cell carcinoma
    Yang, Simeng
    Zhao, Jing
    Zhao, Hongqin
    Hu, Yan
    Zhu, Haiyan
    [J]. INTERNATIONAL JOURNAL OF GYNECOLOGY & OBSTETRICS, 2023, 160 (03) : 1020 - 1027
  • [2] Development and Validation of a Nomogram for Predicting Axillary Lymph Node Metastasis in Breast Cancer
    Li, Xue
    Yang, Lifeng
    Jiao, Xiong
    [J]. CLINICAL BREAST CANCER, 2023, 23 (05) : 538 - 545
  • [3] Development and validation of a nomogram for predicting lymph node metastasis in early gastric cancer
    He, Jing-Yang
    Cao, Meng-Xuan
    Li, En-Ze
    Hu, Can
    Zhang, Yan-Qiang
    Zhang, Ruo-Lan
    Cheng, Xiang-Dong
    Xu, Zhi-Yuan
    [J]. WORLD JOURNAL OF GASTROINTESTINAL ONCOLOGY, 2024, 16 (07)
  • [4] Development and External Validation of a Preoperative Nomogram for Predicting Lateral Pelvic Lymph Node Metastasis in Patients With Advanced Lower Rectal Cancer
    Zhang, Lei
    Shi, Feiyu
    Hu, Chenhao
    Zhang, Zhe
    Liu, Junguang
    Liu, Ruihan
    She, Junjun
    Tang, Jianqiang
    [J]. FRONTIERS IN ONCOLOGY, 2022, 12
  • [5] 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
    [J]. 中华医学杂志(英文版), 2021, 134 (22) : 2692 - 2699
  • [6] Development and validation of a nomogram for predicting survival of breast cancer patients with ipsilateral supraclavicular lymph node metastasis
    Lyu, Min-Hao
    Ma, You-Zhao
    Tian, Pei-Qi
    Guo, Hui-Hui
    Wang, Chao
    Liu, Zhen-Zhen
    Chen, Xiu-Chun
    [J]. CHINESE MEDICAL JOURNAL, 2021, 134 (22) : 2692 - 2699
  • [7] Development and validation of a collagen signature-based nomogram for preoperatively predicting lymph node metastasis and prognosis in colorectal cancer
    Fu, Meiting
    Chen, Dexin
    Luo, Fuzheng
    Wang, Guangxing
    Xu, Shuoyu
    Wang, Yadong
    Sun, Caihong
    Xu, Xueqin
    Li, Aimin
    Zhuo, Shuangmu
    Liu, Side
    Yan, Jun
    [J]. ANNALS OF TRANSLATIONAL MEDICINE, 2021, 9 (08)
  • [8] Establishment and validation of a nomogram for predicting potential lateral pelvic lymph node metastasis in low rectal cancer
    Sumii, Atsuhiko
    Hida, Koya
    Sakai, Yoshiharu
    Hoshino, Nobuaki
    Nishizaki, Daisuke
    Akagi, Tomonori
    Fukuda, Meiki
    Yamaguchi, Tomohiro
    Takemasa, Ichiro
    Tokunaga, Takuya
    Watanabe, Jun
    Watanabe, Masahiko
    [J]. INTERNATIONAL JOURNAL OF CLINICAL ONCOLOGY, 2022, 27 (07) : 1173 - 1179
  • [9] Establishment and validation of a nomogram for predicting potential lateral pelvic lymph node metastasis in low rectal cancer
    Atsuhiko Sumii
    Koya Hida
    Yoshiharu Sakai
    Nobuaki Hoshino
    Daisuke Nishizaki
    Tomonori Akagi
    Meiki Fukuda
    Tomohiro Yamaguchi
    Ichiro Takemasa
    Takuya Tokunaga
    Jun Watanabe
    Masahiko Watanabe
    [J]. International Journal of Clinical Oncology, 2022, 27 : 1173 - 1179
  • [10] Development and internal validation of a novel nomogram for predicting lymph node invasion for prostate cancer patients undergoing extended pelvic lymph node dissection
    Li, Zhen
    Huang, Yixin
    Zhao, Diwei
    Luo, Xin
    Wu, Zeshen
    Zheng, Xinyi
    Xie, Ye
    Liu, Yixuan
    Wu, Jianwei
    Peng, Yulu
    Li, Yonghong
    Zhou, Fangjian
    [J]. FRONTIERS IN ONCOLOGY, 2023, 13