Applications and limitations of radiomics

被引:952
作者
Yip, Stephen S. F. [1 ,2 ]
Aerts, Hugo J. W. L. [1 ,2 ,3 ]
机构
[1] Brigham & Womens Hosp, Dept Radiat Oncol, Dana Farber Canc Inst, 75 Francis St, Boston, MA 02115 USA
[2] Harvard Univ, Sch Med, Boston, MA USA
[3] Dana Farber Canc Inst, Dept Radiol, Boston, MA 02115 USA
关键词
PET; quantitative imaging; radiomics; CELL LUNG-CANCER; TRACER UPTAKE HETEROGENEITY; STANDARDIZED UPTAKE VALUES; F-18-FDG PET/CT IMAGES; TUMOR TEXTURE ANALYSIS; CONTRAST-ENHANCED MRI; ESOPHAGEAL CANCER; FDG UPTAKE; PATHOLOGICAL RESPONSE; PULMONARY NODULES;
D O I
10.1088/0031-9155/61/13/R150
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Radiomics is an emerging field in quantitative imaging that uses advanced imaging features to objectively and quantitatively describe tumour phenotypes. Radiomic features have recently drawn considerable interest due to its potential predictive power for treatment outcomes and cancer genetics, which may have important applications in personalized medicine. In this technical review, we describe applications and challenges of the radiomic field. We will review radiomic application areas and technical issues, as well as proper practices for the designs of radiomic studies.
引用
收藏
页码:R150 / R166
页数:17
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