Prognostic Value of a CT Radiomics-Based Nomogram for the Overall Survival of Patients with Nonmetastatic BCLC Stage C Hepatocellular Carcinoma after Stereotactic Body Radiotherapy

被引:4
|
作者
Wang, Lihong [1 ]
Yan, Danfang [1 ]
Shen, Liang [2 ]
Xie, Yalin [3 ]
Yan, Senxiang [1 ]
机构
[1] Zhejiang Univ, Affiliated Hosp 1, Sch Med, Dept Radiat Oncol, Hangzhou, Peoples R China
[2] Zhejiang Univ, Affiliated Hosp 1, Sch Med, Hepatopancreatobiliary Surg Dept, Hangzhou, Peoples R China
[3] Hangzhou Canc Hosp, Dept Radiotherapy, Hangzhou, Peoples R China
基金
国家重点研发计划;
关键词
RADIATION-THERAPY; MANAGEMENT; SORAFENIB; CANCERS; IMAGES;
D O I
10.1155/2023/1554599
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Purpose. This study aimed to investigatie the feasibility of pretherapeutic CT radiomics-based nomograms to predict the overall survival (OS) of patients with nondistant metastatic Barcelona Clinic Liver Cancer stage C (BCLC-C) hepatocellular carcinoma (HCC) undergoing stereotactic body radiotherapy (SBRT). Methods. A retrospective review of 137 patients with nondistant metastatic BCLC-C HCC who underwent SBRT was made. Radiomics features distilled from pretherapeutic CT images were selected by the method of LASSO regression for radiomics signature construction. Then, the clinical model was constructed based on clinical characteristics. A radiomics nomogram was constructed using the radiomics score (Rad-score) and clinical characteristics to predict post-SBRT OS in BCLC-C HCC patients. An analysis of discriminatory ability and calibration was performed to confirm the efficacy of the radiomics nomogram. Results. In order to construct the radiomic signature, seven significant features were selected. Patients were divided into low-risk (Rad-score < -0.03) and high-risk (Rad-score & GE; -0.03) groups based on the best Rad-score cutoff value. There were statistically significant differences in OS both in the training set (p < 0.0001) and the validation set (p=0.03) after stratification. The C-indexes of the radiomics nomogram were 0.77 (95% CI: 0.72-0.82) in the training set and 0.71 (95% CI: 0.61-0.81) in the validation set, which outperformed the clinical model and radiomics signature. An AUC of 0.76, 0.79, and 0.84 was reached for 6-, 12-, and 18-month survival predictions, respectively. Conclusions. The predictive nomogram that combines radiomic features with clinical characteristics has great prospects for application in the prediction of post-SBRT OS in nondistant metastatic BCLC-C HCC patients.
引用
收藏
页数:12
相关论文
共 50 条
  • [41] IGF-1 Child-Turcotte-Pugh score as a predictor of overall survival to therapy in CTP-A, BCLC stage C patients with advanced hepatocellular carcinoma
    Abugabal, Yehia I.
    Qayyum, Aliya
    Hassan, Manal
    Xiao, Lianchun
    Duda, Dan G.
    Hatia, Rikita
    Lee, Sunyoung S.
    Wolff, Robert A.
    Pestana, Roberto
    Morris, Jeffrey
    Yao, James C.
    Amin, Hesham M.
    Kaseb, Ahmed Omar
    JOURNAL OF CLINICAL ONCOLOGY, 2020, 38 (04)
  • [42] Factors affecting overall survival and disease-free survival after surgery for hepatocellular carcinoma: a nomogram-based prognostic model-a Western European multicenter study
    Masuda, Yoshio
    Yeo, Mark Hao Xuan
    Burdio, Fernando
    Sanchez-Velazquez, Patricia
    Perez-Xaus, Marc
    Pelegrina, Amalia
    Koh, Ye Xin
    Di Martino, Marcello
    Goh, Brian K. P.
    Tan, Ek Khoon
    Teo, Jin Yao
    Romano, Fabrizio
    Famularo, Simone
    Ferrari, Cecilia
    Griseri, Guido
    Piardi, Tullio
    Sommacale, Daniele
    Gianotti, Luca
    Molfino, Sarah
    Baiocchi, Gianluca
    Ielpo, Benedetto
    UPDATES IN SURGERY, 2024, 76 (01) : 57 - 69
  • [43] A novel nomogram based on complement C3 to predict the overall survival of early-stage hepatocellular carcinoma patients with microvascular invasion-positive undergoing curative resection
    Xia, Guoyi
    Yu, Zeyan
    Lu, Shaolong
    Wang, Xiaobo
    Zhao, Yuanquan
    Chen, Jie
    FRONTIERS IN ONCOLOGY, 2025, 15
  • [44] Prognostic value of SUVmax on FDG-PET/CT before and after stereotactic body radiotherapy (SBRT) on recurrence and survival in early-stage non-small cell lung cancer (NSCLC).
    Deshpande, Saarang
    Podder, Tarun Kanti
    Zhang, Yuxia
    Zheng, Yiran
    Grubb, William
    Kharouta, Michael
    Linden, Philip Aaron
    Biswas, Tithi
    JOURNAL OF CLINICAL ONCOLOGY, 2021, 39 (15)
  • [45] A Radiomics Signature-Based Nomogram to Predict the Progression-Free Survival of Patients With Hepatocellular Carcinoma After Transcatheter Arterial Chemoembolization Plus Radiofrequency Ablation
    Fang, Shiji
    Lai, Linqiang
    Zhu, Jinyu
    Zheng, Liyun
    Xu, Yuanyuan
    Chen, Weiqian
    Wu, Fazong
    Wu, Xulu
    Chen, Minjiang
    Weng, Qiaoyou
    Ji, Jiansong
    Zhao, Zhongwei
    Tu, Jianfei
    FRONTIERS IN MOLECULAR BIOSCIENCES, 2021, 8
  • [46] Controlling nutritional status (CONUT) score-based nomogram to predict overall survival of patients with HBV-associated hepatocellular carcinoma after curative hepatectomy
    Z.-X. Lin
    D.-Y. Ruan
    C.-C. Jia
    T.-T. Wang
    J.-T. Cheng
    H.-Q. Huang
    X.-Y. Wu
    Clinical and Translational Oncology, 2020, 22 : 370 - 380
  • [47] Controlling nutritional status (CONUT) score-based nomogram to predict overall survival of patients with HBV-associated hepatocellular carcinoma after curative hepatectomy
    Lin, Z. -X.
    Ruan, D. -Y.
    Jia, C. -C.
    Wang, T. -T.
    Cheng, J. -T.
    Huang, H. -Q.
    Wu, X. -Y.
    CLINICAL & TRANSLATIONAL ONCOLOGY, 2020, 22 (03): : 370 - 380
  • [48] A Prognostic Scoring System for Predicting Overall Survival of Patients with the TNM 8th Edition Stage I and II Hepatocellular Carcinoma After Surgery: A Population-Based Study
    Bai, Yannan
    Lian, Yuan'e
    Wu, Jiayi
    Chen, Shi
    Lai, Jianlin
    Zheng, Yu
    Tian, Yifeng
    Yan, Maolin
    Wang, Yaodong
    CANCER MANAGEMENT AND RESEARCH, 2021, 13 : 2131 - 2142
  • [49] Nomogram for predicting early cancer-related death due to recurrence after liver resection in hepatocellular carcinoma patients with Barcelona Clinic Liver Cancer (BCLC) stage B/C: a multicenter study
    Qiu, Zhan-Cheng
    Cai, Hao-Zheng
    Wu, You-Wei
    Dai, Jun-Long
    Qi, Wei-Li
    Chen, Chu-Wen
    Xu, Yue-Qing
    Li, Chuan
    Wen, Tian-Fu
    BMC GASTROENTEROLOGY, 2025, 25 (01)
  • [50] Volume-based Parameters Measured by Using FDG PET/CT in Patients with Stage I NSCLC Treated with Stereotactic Body Radiation Therapy: Prognostic Value
    Satoh, Yoko
    Onishi, Hiroshi
    Nambu, Atsushi
    Araki, Tsutomu
    RADIOLOGY, 2014, 270 (01) : 275 - 281