Current status and future perspectives of radiomics in hepatocellular carcinoma

被引:10
|
作者
Miranda, Joao [1 ]
Horvat, Natally [2 ]
Fonseca, Gilton Marques [3 ]
Araujo-Filho, Jose de Arimateia Batista [4 ]
Fernandes, Maria Clara [2 ]
Charbel, Charlotte [2 ]
Chakraborty, Jayasree [5 ]
Coelho, Fabricio Ferreira [3 ]
Nomura, Cesar Higa [1 ]
Herman, Paulo [3 ,6 ]
机构
[1] Univ Sao Paulo, Dept Radiol, BR-05403010 Sao Paulo, Brazil
[2] Mem Sloan Kettering Canc Ctr, Dept Radiol, New York, NY 10065 USA
[3] Univ Sao Paulo, Dept Gastroenterol, BR-05403000 Sao Paulo, Brazil
[4] Hosp Sirio Libanes, Dept Radiol, BR-01308050 Sao Paulo, Brazil
[5] Mem Sloan Kettering Canc Ctr, Dept Surg, New York, NY 10065 USA
[6] Univ Sao Paulo, Dept Gastroenterol, 255 Ave Dr Eneas Carvalho Aguiar, BR-05403000 Sao Paulo, Brazil
关键词
Radiomics; Hepatocellular carcinoma; Texture analysis; Radiology; PREOPERATIVE PREDICTION; MICROVASCULAR INVASION; TEXTURE ANALYSIS; ENHANCED-MRI; FEATURES; RECURRENCE; EXPRESSION; NOMOGRAM; RESISTANCE; CANCER;
D O I
10.3748/wjg.v29.i1.43
中图分类号
R57 [消化系及腹部疾病];
学科分类号
摘要
Given the frequent co-existence of an aggressive tumor and underlying chronic liver disease, the management of hepatocellular carcinoma (HCC) patients requires experienced multidisciplinary team discussion. Moreover, imaging plays a key role in the diagnosis, staging, restaging, and surveillance of HCC. Currently, imaging assessment of HCC entails the assessment of qualitative characteristics which are prone to inter-reader variability. Radiomics is an emerging field that extracts high-dimensional mineable quantitative features that cannot be assessed visually with the naked eye from medical imaging. The main potential applications of radiomic models in HCC are to predict histology, response to treatment, genetic signature, recurrence, and survival. Despite the encouraging results to date, there are challenges and limitations that need to be overcome before radiomics implementation in clinical practice. The purpose of this article is to review the main concepts and challenges pertaining to radiomics, and to review recent studies and potential applications of radiomics in HCC.
引用
收藏
页码:43 / 60
页数:18
相关论文
共 50 条
  • [41] Percutaneous ablation for perivascular hepatocellular carcinoma: Refining the current status based on emerging evidence and future perspectives
    Kang, Tae Wook
    Lim, Hyo Keun
    Cha, Dong Ik
    WORLD JOURNAL OF GASTROENTEROLOGY, 2018, 24 (47) : 5331 - 5337
  • [42] Radiomics in hepatocellular carcinoma: a quantitative review
    Wakabayashi, Taiga
    Ouhmich, Farid
    Gonzalez-Cabrera, Cristians
    Felli, Emanuele
    Saviano, Antonio
    Agnus, Vincent
    Savadjiev, Peter
    Baumert, Thomas F.
    Pessaux, Patrick
    Marescaux, Jacques
    Gallix, Benoit
    HEPATOLOGY INTERNATIONAL, 2019, 13 (05) : 546 - 559
  • [43] Natural killer cells in hepatocellular carcinoma: current status and perspectives for future immunotherapeutic approaches
    Yu, Min
    Li, Zonghai
    FRONTIERS OF MEDICINE, 2017, 11 (04) : 509 - 521
  • [44] Ultrasonography-Guided Radiofrequency Ablation in Hepatocellular Carcinoma: Current Status and Future Perspectives
    Lin, Shi-Ming
    JOURNAL OF MEDICAL ULTRASOUND, 2013, 21 (01) : 9 - 15
  • [45] Natural killer cells in hepatocellular carcinoma: current status and perspectives for future immunotherapeutic approaches
    Min Yu
    Zonghai Li
    Frontiers of Medicine, 2017, 11 : 509 - 521
  • [46] Molecularly Targeted Therapy for Advanced Hepatocellular Carcinoma in 2012: Current Status and Future Perspectives
    Zhu, Andrew X.
    SEMINARS IN ONCOLOGY, 2012, 39 (04) : 493 - 502
  • [47] Nomogram Based on CT Radiomics Features Combined With Clinical Factors to Predict Ki-67 Expression in Hepatocellular Carcinoma
    Wu, Cuiyun
    Chen, Junfa
    Fan, Yuqian
    Zhao, Ming
    He, Xiaodong
    Wei, Yuguo
    Ge, Weidong
    Liu, Yang
    FRONTIERS IN ONCOLOGY, 2022, 12
  • [48] State-of-the-art in radiomics of hepatocellular carcinoma: a review of basic principles, applications, and limitations
    Miranda Magalhaes Santos, Joao Manoel
    Clemente Oliveira, Brunna
    Araujo-Filho, Jose de Arimateia Batista
    Assuncao-, Antonildes N., Jr.
    Machado, Felipe Augusto de M.
    Carlos Tavares Rocha, Camila
    Horvat, Joao Vicente
    Menezes, Marcos Roberto
    Horvat, Natally
    ABDOMINAL RADIOLOGY, 2020, 45 (02) : 342 - 353
  • [49] Current perspectives on the tumor microenvironment in hepatocellular carcinoma
    Santhakumar, Cositha
    Gane, Edward J.
    Liu, Ken
    McCaughan, Geoffrey W.
    HEPATOLOGY INTERNATIONAL, 2020, 14 (06) : 947 - 957
  • [50] Current Status of Radiomics and Deep Learning in Liver Imaging
    Chu, Linda C.
    Park, Seyoun
    Kawamoto, Satomi
    Yuille, Alan L.
    Hruban, Ralph H.
    Fishman, Elliot K.
    JOURNAL OF COMPUTER ASSISTED TOMOGRAPHY, 2021, 45 (03) : 343 - 351