State-of-the-art in radiomics of hepatocellular carcinoma: a review of basic principles, applications, and limitations

被引:50
|
作者
Miranda Magalhaes Santos, Joao Manoel [1 ]
Clemente Oliveira, Brunna [2 ,3 ]
Araujo-Filho, Jose de Arimateia Batista [2 ]
Assuncao-, Antonildes N., Jr. [4 ]
Machado, Felipe Augusto de M. [5 ]
Carlos Tavares Rocha, Camila [1 ]
Horvat, Joao Vicente [1 ,2 ]
Menezes, Marcos Roberto [1 ,2 ]
Horvat, Natally [1 ,2 ]
机构
[1] Univ Sao Paulo, Dept Radiol, Sao Paulo, Brazil
[2] Hosp Sirio Libanes, Dept Radiol, Adma Jafet 91, BR-01308050 Sao Paulo, SP, Brazil
[3] Hosp Samaritano, Dept Radiol, Sao Paulo, Brazil
[4] Hosp Sirio Libanes, Res & Educ Inst, Sao Paulo, Brazil
[5] Univ Sao Paulo, Polytech Sch, Sao Paulo, Brazil
关键词
Hepatocellular carcinoma; Radiomics; Textural analysis; Liver neoplasms; Magnetic resonance imaging; Computed tomography; Positron emission tomography; PREOPERATIVE PREDICTION; MICROVASCULAR INVASION; LUNG-CANCER; RECURRENCE; RESECTION; CT; CLASSIFICATION; EPIDEMIOLOGY; NOMOGRAM; SYSTEM;
D O I
10.1007/s00261-019-02299-3
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Radiomics is a new field in medical imaging with the potential of changing medical practice. Radiomics is characterized by the extraction of several quantitative imaging features which are not visible to the naked eye from conventional imaging modalities, and its correlation with specific relevant clinical endpoints, such as pathology, therapeutic response, and survival. Several studies have evaluated the use of radiomics in patients with hepatocellular carcinoma (HCC) with encouraging results, particularly in the pretreatment prediction of tumor biological characteristics, risk of recurrence, and survival. In spite of this, there are limitations and challenges to be overcome before the implementation of radiomics into clinical routine. In this article, we will review the concepts of radiomics and their current potential applications in patients with HCC. It is important that the multidisciplinary team involved in the treatment of patients with HCC be aware of the basic principles, benefits, and limitations of radiomics in order to achieve a balanced interpretation of the results toward a personalized medicine.
引用
收藏
页码:342 / 353
页数:12
相关论文
共 50 条
  • [1] State-of-the-art in radiomics of hepatocellular carcinoma: a review of basic principles, applications, and limitations
    Joao Manoel Miranda Magalhaes Santos
    Brunna Clemente Oliveira
    Jose de Arimateia Batista Araujo-Filho
    Antonildes N. Assuncao-Jr
    Felipe Augusto de M. Machado
    Camila Carlos Tavares Rocha
    Joao Vicente Horvat
    Marcos Roberto Menezes
    Natally Horvat
    Abdominal Radiology, 2020, 45 : 342 - 353
  • [2] Radiomics in hepatocellular carcinoma: A state-of-the-art review
    Shan Yao
    Zheng Ye
    Yi Wei
    Han-Yu Jiang
    Bin Song
    World Journal of Gastrointestinal Oncology, 2021, (11) : 1599 - 1615
  • [3] Radiomics in hepatocellular carcinoma: A state-of-the-art review
    Yao, Shan
    Ye, Zheng
    Wei, Yi
    Jiang, Han-Yu
    Song, Bin
    WORLD JOURNAL OF GASTROINTESTINAL ONCOLOGY, 2021, 13 (11) : 1599 - 1615
  • [4] Advances in Pharmacotherapy of Hepatocellular Carcinoma: A State-of-the-Art Review
    Reiter, Florian P.
    Ben Khaled, Najib
    Ye, Liangtao
    Zhang, Changhua
    Seidensticker, Max
    op den Winkel, Mark
    Denk, Gerald
    Geier, Andreas
    De Toni, Enrico N.
    DIGESTIVE DISEASES, 2021, : 565 - 580
  • [5] Imaging Diagnosis of Hepatocellular Carcinoma: A State-of-the-Art Review
    Candita, Gianvito
    Rossi, Sara
    Cwiklinska, Karolina
    Fanni, Salvatore Claudio
    Cioni, Dania
    Lencioni, Riccardo
    Neri, Emanuele
    DIAGNOSTICS, 2023, 13 (04)
  • [6] State-of-the-art imaging of hepatocellular carcinoma
    Afyouni, Shadi
    Zandieh, Ghazal
    Nia, Iman Yazdani
    Pawlik, Timothy M.
    Kamel, Ihab R.
    JOURNAL OF GASTROINTESTINAL SURGERY, 2024, 28 (10) : 1717 - 1725
  • [7] State-of-the-art surgery for hepatocellular carcinoma
    Nikolaos Machairas
    Diamantis I. Tsilimigras
    Timothy M. Pawlik
    Langenbeck's Archives of Surgery, 2021, 406 : 2151 - 2162
  • [8] State-of-the-art surgery for hepatocellular carcinoma
    Machairas, Nikolaos
    Tsilimigras, Diamantis I.
    Pawlik, Timothy M.
    LANGENBECKS ARCHIVES OF SURGERY, 2021, 406 (07) : 2151 - 2162
  • [9] State-of-the-art ultrasonography of hepatocellular carcinoma
    Lee, Jae Young
    Choi, Byung Ihn
    Han, Joon Koo
    Lee, Jeong Min
    Kim, Se Hyung
    EUROPEAN JOURNAL OF RADIOLOGY, 2006, 58 (02) : 177 - 185
  • [10] Radiomics in Gynaecological Imaging: A State-of-the-Art Review
    Franco, Paolo Niccolo
    Vernuccio, Federica
    Maino, Cesare
    Cannella, Roberto
    Otero-Garcia, Milagros
    Ippolito, Davide
    APPLIED SCIENCES-BASEL, 2023, 13 (21):