Development and Validation of Prognostic Nomogram for Young Patients with Hepatocellular Carcinoma (HCC): A Study Based on SEER Database

被引:0
|
作者
Zhou, Changqing [1 ]
Zhu, Degang [1 ]
机构
[1] Nanjing Forestry Univ, Coll Sci, Nanjing, Peoples R China
关键词
hepatocellular carcinoma (HCC); nomogram; overall survival (OS); cancer-specific survival (CSS);
D O I
10.1109/ICBEA58866.2023.00011
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This study was to establish nomogram models for prognostic evaluation of hepatocellular carcinoma (HCC) in both overall survival (OS) and cancer-specific survival (CSS). Firstly, retrospective collected clinical data from 650 patients diagnosed with HCC in the Monitoring SEER database from 2004 to 2018 were divided into validation sets and training sets in a 1:1 ratio. Then using the cox proportional risk regression model, the survival rate was calculated using the Kaplan-Meier method and the survival curve was plotted. The consistency index (C-index) and calibration graph were used to verify the predictive performance of the nomogram. A total of 650 HCCs were selected during this process. Age, race, tumor size, T stage, N stage, and M stage were independent risk factors affecting the prognosis of HCC patients, and the OS nomogram was constructed based on the above independent risk factors, the CSS nomogram was constructed based on tumor size and SEER stage. In the training set, the C-index of the OS nomogram is 0.718 (95% CI is 0.691-0.745), and the C-index of the CSS nomogram is 0.674 (95% CI 0.647-0.701). In external validation, the C index of the OS nomogram is 0.688 (95% CI is 0.661-0.715), and the C index of the CSS nomogram is 0.655 (95% CI 0.636-0.694). Both OS and CSS nomogram models showed high-quality calibration plots. The nomogram models provided an insightful and applicable tool to evaluate the prognosis of HCC both in OS and CSS.
引用
收藏
页码:15 / 22
页数:8
相关论文
共 50 条
  • [1] Prognostic factors and survival prediction in hepatocellular carcinoma: development and validation of a novel nomogram based on the SEER database
    Huang, Shanshan
    Zhu, Zheng
    Ruan, Yejiao
    Zhang, Fayuan
    Xu, Yueting
    Jin, Lingxiang
    Lopez-Lopez, Victor
    Merle, Philippe
    Lu, Guangrong
    Li, Liyi
    JOURNAL OF GASTROINTESTINAL ONCOLOGY, 2023, 14 (04) : 1817 - 1829
  • [2] Clinical features and prognostic factors in patients with microvascular infiltration of hepatocellular carcinoma: Development and validation of a nomogram and risk stratification based on the SEER database
    Yang, Dashuai
    Zhu, Mingqiang
    Xiong, Xiangyun
    Su, Yang
    Zhao, Fangrui
    Hu, Yong
    Zhang, Guo
    Pei, Junpeng
    Ding, Youming
    FRONTIERS IN ONCOLOGY, 2022, 12
  • [3] Development and validation of prognostic nomogram for patients with metastatic gastric adenocarcinoma based on the SEER database
    Liu, Xianming
    Ren, Yanyan
    Wang, Fayan
    Bu, Yuqing
    Peng, Lili
    Liang, Jinlong
    Kang, Xiyun
    Zhang, Hongzhen
    MEDICINE, 2023, 102 (09) : E33019
  • [4] Development and validation of prognostic nomogram for elderly patients with clear cell renal cell carcinoma based on the SEER database
    Lin, Mingxin
    Wang, Cong
    Zhou, Jianan
    MEDICINE, 2023, 102 (42) : E35694
  • [5] Development of a Prognostic Nomogram for PCNSL Based on the SEER Database and External Validation
    Wang, Hua
    Fu, Bibo
    Chen, Guanjun
    BLOOD, 2021, 138
  • [6] Development and validation of a prognostic nomogram for adult patients with renal sarcoma: A retrospective study based on the SEER database
    Zhu, Yongkun
    Mao, Weipu
    Zhang, Guangyuan
    Sun, Si
    Tao, Shuchun
    Jiang, Tiancheng
    Wang, Qingbo
    Meng, Yuan
    Wu, Jianping
    Chen, Ming
    FRONTIERS IN PUBLIC HEALTH, 2022, 10
  • [7] Development and validation of a prognostic nomogram for ovarian clear cell carcinoma: a study based on the SEER database and a Chinese cohort
    Yao Shen
    Fei Xi
    Pingge Zhao
    Yuhang Zhang
    Guanlin Guo
    Xueyuan Jia
    Jie Wu
    Ye Kuang
    Discover Oncology, 16 (1)
  • [8] Development and validation of a diagnostic and prognostic model for lung metastasis of hepatocellular carcinoma: a study based on the SEER database
    Shao, Guangzhao
    Zhi, Yao
    Fan, Zhongqi
    Qiu, Wei
    Lv, Guoyue
    FRONTIERS IN MEDICINE, 2023, 10
  • [9] Construction and validation of a SEER-based prognostic nomogram for young and middle-aged males patients with hepatocellular carcinoma
    Yang, Renyi
    Yu, Xiaopeng
    Zeng, Puhua
    JOURNAL OF CANCER RESEARCH AND CLINICAL ONCOLOGY, 2023, 149 (12) : 10099 - 10108
  • [10] Construction and validation of a SEER-based prognostic nomogram for young and middle-aged males patients with hepatocellular carcinoma
    Renyi Yang
    Xiaopeng Yu
    Puhua Zeng
    Journal of Cancer Research and Clinical Oncology, 2023, 149 : 10099 - 10108