Radiomics in Gynaecological Imaging: A State-of-the-Art Review

被引:0
|
作者
Franco, Paolo Niccolo [1 ]
Vernuccio, Federica [2 ]
Maino, Cesare [1 ]
Cannella, Roberto [3 ]
Otero-Garcia, Milagros [4 ]
Ippolito, Davide [1 ,5 ]
机构
[1] Fdn IRCCS San Gerardo Tintori, Dept Diagnost Radiol, I-20900 Monza, Italy
[2] Univ Hosp Padova, Inst Radiol, I-35128 Padua, Italy
[3] Univ Palermo, Dept Biomed Neurosci & Adv Diagnost BiND, I-90134 Palermo, Italy
[4] Hosp Alvaro Cunqueiro, Radiol Dept, Vigo 36312, Spain
[5] Univ Milano Bicocca, Sch Med, Piazza Ateneo Nuovo 1, I-20100 Milan, Italy
来源
APPLIED SCIENCES-BASEL | 2023年 / 13卷 / 21期
关键词
radiomics; gynaecological imaging; MRI; CT; endometrial cancer; cervical cancer; ovarian cancer; mesenchymal tumours; PREOPERATIVE RISK STRATIFICATION; LYMPHOVASCULAR SPACE INVASION; CERVICAL-CANCER; ENDOMETRIAL CARCINOMA; MYOMETRIAL INVASION; UTERINE SARCOMA; MRI; PREDICTION; CT; METAANALYSIS;
D O I
10.3390/app132111839
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Radiomics is an emerging field of research based on extracting mathematical descriptive features from medical images with the aim of improving diagnostic performance and providing increasing support to clinical decisions. In recent years, a number of studies have been published regarding different possible applications of radiomics in gynaecological imaging. Many fields have been explored, such as tumour diagnosis and staging, differentiation of histological subtypes, assessment of distant metastases, prediction of response to therapy, recurrence, and patients' outcome. However, several studies are not robust, do not include validation cohorts, or lack reproducibility. On these bases, the purpose of this narrative review is to provide an overview of the most relevant studies in the literature on radiomics in gynaecological imaging. We focused on gynaecological malignancies, particularly endometrial, cervical, mesenchymal, and ovarian malignant pathologies.
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页数:22
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