An interpretable MRI-based radiomics model predicting the prognosis of high-intensity focused ultrasound ablation of uterine fibroids

被引:0
|
作者
Chengwei Li
Zhimin He
Fajin Lv
Yang Liu
Yan Hu
Jian Zhang
Hui Liu
Si Ma
Zhibo Xiao
机构
[1] Chongqing Medical University,State Key Laboratory of Ultrasound in Medicine and Engineering, College of Biomedical Engineering
[2] The First Affiliated Hospital of Chongqing Medical University,Department of Radiology
来源
关键词
Machine learning; Radiomics; HIFU; Uterine fibroid; Magnetic resonance imaging;
D O I
暂无
中图分类号
学科分类号
摘要
Radiomics models can be used to effectively predict the prognosis of fibroids treated with HIFU.The heterogeneity of fibroids can be characterized by various radiomics features.The application of SHAP can be used to visually explain the prediction process of radiomics models.
引用
收藏
相关论文
共 50 条
  • [31] Ventral hernia after high-intensity focused ultrasound ablation for uterine fibroids treatment:A case report
    Jung-Woo Park
    Hwa Yeon Choi
    World Journal of Clinical Cases, 2022, 10 (30) : 11204 - 11209
  • [32] Ventral hernia after high-intensity focused ultrasound ablation for uterine fibroids treatment: A case report
    Park, Jung-Woo
    Choi, Hwa Yeon
    WORLD JOURNAL OF CLINICAL CASES, 2022, 10 (30) : 11204 - 11209
  • [33] Clinical significance of bladder training in preoperative localization of high-intensity focused ultrasound ablation of uterine fibroids
    He, Xiaofei
    Liao, Sha
    GINEKOLOGIA POLSKA, 2024, 95 (10) : 791 - 795
  • [34] A radiomics nomogram model for predicting prognosis of pancreatic ductal adenocarcinoma after high-intensity focused ultrasound surgery
    Shao, Changjie
    Zhang, Juntao
    Guo, Jing
    Zhang, Liang
    Zhang, Yuhan
    Ma, Leiyuan
    Gong, Chuanxin
    Tian, Yaqi
    Chen, Jingjing
    Yu, Ning
    INTERNATIONAL JOURNAL OF HYPERTHERMIA, 2023, 40 (01)
  • [35] High-intensity focused ultrasound ablation of uterine localized adenomyosis
    Dong, Xiaojing
    Yang, Zhu
    CURRENT OPINION IN OBSTETRICS & GYNECOLOGY, 2010, 22 (04) : 326 - 330
  • [36] Magnetic resonance imaging parameters in predicting the ablative efficiency of high-intensity focused ultrasound for uterine fibroids
    Gong, Chunmei
    Lin, Zhenjiang
    Lv, Fajin
    Zhang, Lian
    Wang, Zhibiao
    INTERNATIONAL JOURNAL OF HYPERTHERMIA, 2021, 38 (01) : 523 - 531
  • [37] Preliminary study on ultrasound-guided high-intensity focused ultrasound ablation for treatment of broad ligament uterine fibroids
    Wang, Yiran
    Xu, Yonghua
    Wong, Felix
    Wang, Yi
    Cheng, Yu
    Yang, Lixia
    INTERNATIONAL JOURNAL OF HYPERTHERMIA, 2021, 38 (02) : 18 - 23
  • [38] MRI evaluation of endopelvic fascial swelling and analysis of influencing factors in patients with uterine fibroids after high-intensity focused ultrasound ablation
    Zhang, Ya-Jiao
    Xiao, Zhi-Bo
    Lv, Fu-Rong
    Sheng, Bo
    Li, Jia
    Zheng, Yi-Neng
    Lv, Fa-Jin
    Chen, Jin-Yun
    INTERNATIONAL JOURNAL OF HYPERTHERMIA, 2020, 37 (01) : 175 - 181
  • [39] High-intensity focused ultrasound treatment for large and small solitary uterine fibroids
    Chang, Chih-Ting
    Jeng, Cherng-Jye
    Long, Cheng-Yu
    Chuang, Linus T.
    Shen, Jenta
    INTERNATIONAL JOURNAL OF HYPERTHERMIA, 2022, 39 (01) : 485 - 489
  • [40] Establishment of a scoring system for predicting the difficulty level of high-intensity focussed ultrasound ablation of uterine fibroids
    Liu, Zhongqiong
    Gong, Chunmei
    Liu, Yunchang
    Zhang, Lian
    INTERNATIONAL JOURNAL OF HYPERTHERMIA, 2018, 34 (01) : 77 - 86