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
  • [21] State-of-the-Art of Topology Processors for EMS and PMU Applications and Their Limitations
    Farrokhabadi, Mostafa
    Vanfretti, Luigi
    38TH ANNUAL CONFERENCE ON IEEE INDUSTRIAL ELECTRONICS SOCIETY (IECON 2012), 2012, : 1422 - 1427
  • [22] Ductal Carcinoma in Situ: State-of-the-Art Review
    Grimm, Lars J.
    Rahbar, Habib
    Abdelmalak, Monica
    Hall, Allison H.
    Ryser, Marc D.
    RADIOLOGY, 2022, 302 (02) : 246 - 255
  • [23] A review of state-of-the-art aerogel applications in buildings
    Riffat, Saffa B.
    Qiu, Guoquan
    INTERNATIONAL JOURNAL OF LOW-CARBON TECHNOLOGIES, 2013, 8 (01) : 1 - 6
  • [24] STATE-OF-THE-ART IN LIVER-TRANSPLANTATION FOR HEPATOCELLULAR-CARCINOMA
    KNOEFEL, WT
    ROGIERS, X
    MALAGO, M
    STERNECK, M
    GUNDLACH, M
    HOSCH, SB
    BROELSCH, CE
    ZENTRALBLATT FUR CHIRURGIE, 1994, 119 (11): : 772 - 776
  • [25] State-of-the-Art in Radiomics in Radiology and Radiation Oncology
    Giger, Maryellen
    Deasy, Joseph
    MEDICAL PHYSICS, 2016, 43 (06) : 3715 - 3715
  • [26] A state-of-the-art review of pulse combustion: Principles, modeling, applications and R&D issues
    Meng, Xiangmei
    de Jong, Wiebren
    Kudra, Tadeusz
    RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2016, 55 : 73 - 114
  • [27] Principles, properties and applications of smart conductive cement-based composites: A state-of-the-art review
    Wang, Zhenjun
    Shao, Tingquan
    Zhang, Hongrui
    Huo, Jinyang
    Liu, Jianan
    Zhang, Tonghuan
    Ji, Xin
    Zhang, Haibao
    Wang, Jiahui
    Guo, Haoyan
    Yu, Pengfei
    CONSTRUCTION AND BUILDING MATERIALS, 2023, 408
  • [28] Diagnosis and management of parathyroid carcinoma: a state-of-the-art review
    Roser, Pia
    Leca, Bianca M.
    Coelho, Claudia
    Schulte, Klaus-Martin
    Gilbert, Jackie
    Drakou, Eftychia E.
    Kosmas, Christos
    Ling Chuah, Ling
    Wassati, Husam
    Miras, Alexander D.
    Crane, James
    Aylwin, Simon J. B.
    Grossman, Ashley B.
    Dimitriadis, Georgios K.
    ENDOCRINE-RELATED CANCER, 2023, 30 (04)
  • [29] Aerogel insulation for building applications: A state-of-the-art review
    Baetens, Ruben
    Jelle, Bjorn Petter
    Gustavsen, Arild
    ENERGY AND BUILDINGS, 2011, 43 (04) : 761 - 769
  • [30] A state-of-the-art review of biomass torrefaction, densification and applications
    Chen, Wei-Hsin
    Peng, Jianghong
    Bi, Xiaotao T.
    RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2015, 44 : 847 - 866