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
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