Radiomics applications in the modern management of esophageal squamous cell carcinoma

被引:0
|
作者
Liqiang Shi [1 ]
Xipeng Wang [1 ]
Chengqiang Li [1 ]
Yaya Bai [2 ]
Yajie Zhang [1 ]
Hecheng Li [1 ]
机构
[1] Ruijin Hospital,Department of Thoracic Surgery
[2] Shanghai Jiao Tong University School of Medicine,Department of Nuclear Medicine
[3] Ruijin Hospital,undefined
[4] Shanghai Jiao Tong University School of Medicine,undefined
关键词
Esophageal squamous cell carcinoma; Radiomics; Applications; Artificial intelligence; Prediction model; Biomarkers;
D O I
10.1007/s12032-025-02775-5
中图分类号
学科分类号
摘要
Esophageal cancer ranks among the most lethal malignancies globally, with China accounting for more than half of worldwide esophageal squamous cell carcinoma (ESCC) cases. Late-stage diagnosis frequently precludes surgical intervention, contributing to poor outcomes. While precise clinical assessment is essential for treatment planning, therapeutic responses and prognosis exhibit substantial inter-patient heterogeneity, underscoring the urgent need for reliable biomarkers to enhance prognostic accuracy and guide personalized therapeutic strategies. Radiomics, an emerging field that extracts high-dimensional features from medical images, provides non-invasive approaches to improve diagnostic accuracy, predict survival, monitor adverse events, detect recurrence, and optimize treatment strategies. Radiomics has shown promising potential in the modern management of ESCC. Here, we review the critical contributions of radiomics to ESCC research and clinical practice, examining its workflow, applications, strengths, and limitations. Radiomics represents a compelling frontier with substantial potential to advance precision medicine for ESCC patients.
引用
收藏
相关论文
共 50 条
  • [31] Alterations in gut microbiota of esophageal squamous cell carcinoma patients
    Cheung, Man Kit
    Yue, Grace Gar Lee
    Lauw, Susana
    Li, Cindy Shin Yee
    Yung, Man Yee
    Ng, Siew Chien
    Yip, Hon Chi
    Kwan, Hoi Shan
    Chiu, Philip Wai Yan
    San Lau, Clara Bik
    JOURNAL OF GASTROENTEROLOGY AND HEPATOLOGY, 2022, 37 (10) : 1919 - 1927
  • [32] CT radiomics to predict pathologic complete response after neoadjuvant immunotherapy plus chemoradiotherapy in locally advanced esophageal squamous cell carcinoma
    Shi, Liqiang
    Li, Chengqiang
    Bai, Yaya
    Cao, Yuqin
    Zhao, Shengguang
    Chen, Xiaoyan
    Cheng, Zenghui
    Zhang, Yajie
    Li, Hecheng
    EUROPEAN RADIOLOGY, 2025, 35 (03) : 1594 - 1604
  • [33] Radiomics nomogram outperforms size criteria in discriminating lymph node metastasis in resectable esophageal squamous cell carcinoma
    Tan, Xianzheng
    Ma, Zelan
    Yan, Lifen
    Ye, Weitao
    Liu, Zaiyi
    Liang, Changhong
    EUROPEAN RADIOLOGY, 2019, 29 (01) : 392 - 400
  • [34] The role of spleen radiomics model for predicting prognosis in esophageal squamous cell carcinoma patients receiving definitive radiotherapy
    Guo, Longxiang
    Liu, Ao
    Geng, Xiaotao
    Zhao, Zongxing
    Nie, Yu
    Wang, Lu
    Liu, Defeng
    Li, Yi
    Li, Yuanlin
    Li, Dianxing
    Wang, Qiankun
    Li, Zhichao
    Liu, Xiuli
    Li, Minghuan
    THORACIC CANCER, 2024, 15 (12) : 947 - 964
  • [35] Radiomics nomogram combined with clinical factors for predicting pathological complete response in resectable esophageal squamous cell carcinoma
    Lu, Zihao
    Li, Yongsen
    Hu, Wenxuan
    Cao, Yonghao
    Lv, Xin
    Jia, Xinyu
    Shen, Shiyu
    Zhao, Jun
    Xu, Chun
    FRONTIERS IN ONCOLOGY, 2024, 14
  • [36] Management of postoperative recurrence of squamous cell esophageal carcinoma in 19 patients.
    Seitz, JF
    Renou, C
    Perrier, H
    Thomas, P
    HannounLevy, JM
    Giovannini, M
    Bardou, VJ
    Hardwigsen, J
    Guidicelli, R
    Fuentes, P
    GASTROENTEROLOGIE CLINIQUE ET BIOLOGIQUE, 1997, 21 (04): : 287 - 292
  • [37] Radiomics and radiogenomics in head and neck squamous cell carcinoma: Potential contribution to patient management and challenges
    Bruixola, Gema
    Remacha, Elena
    Jimenez-Pastor, Ana
    Dualde, Delfina
    Viala, Alba
    Monton, Jose Vicente
    Ibarrola-Villava, Maider
    Alberich-Bayarri, Angel
    Cervantes, Andres
    CANCER TREATMENT REVIEWS, 2021, 99
  • [38] Characteristics and interplay of esophageal microbiota in esophageal squamous cell carcinoma
    Zheng Lin
    Wenqing Rao
    Zhisheng Xiang
    Qiaoyan Zeng
    Shuang Liu
    Kaili Yu
    Jinsong Zhou
    Jianwen Wang
    Weilin Chen
    Yuanmei Chen
    Xiane Peng
    Zhijian Hu
    BMC Cancer, 22
  • [39] Genomic Variations in Esophageal Squamous Cell Carcinoma and Esophageal Adenocarcinoma
    Yasar, Hatime A.
    CUREUS JOURNAL OF MEDICAL SCIENCE, 2023, 15 (09)
  • [40] Radiomics nomogram outperforms size criteria in discriminating lymph node metastasis in resectable esophageal squamous cell carcinoma
    Xianzheng Tan
    Zelan Ma
    Lifen Yan
    Weitao Ye
    Zaiyi Liu
    Changhong Liang
    European Radiology, 2019, 29 : 392 - 400