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用于胰腺囊性病变诊断与鉴别的影像组学

Radiomics for the Diagnosis and Differentiation of Pancreatic Cystic Lesions.

作者信息

Machicado Jorge D, Koay Eugene J, Krishna Somashekar G

机构信息

Division of Gastroenterology and Hepatology, Mayo Clinic Heath System, Eau Claire, WI 54703, USA.

Department of Radiation Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA.

出版信息

Diagnostics (Basel). 2020 Jul 21;10(7):505. doi: 10.3390/diagnostics10070505.

Abstract

Radiomics, also known as quantitative imaging or texture analysis, involves extracting a large number of features traditionally unmeasured in conventional radiological cross-sectional images and converting them into mathematical models. This review describes this approach and its use in the evaluation of pancreatic cystic lesions (PCLs). This discipline has the potential of more accurately assessing, classifying, risk stratifying, and guiding the management of PCLs. Existing studies have provided important insight into the role of radiomics in managing PCLs. Although these studies are limited by the use of retrospective design, single center data, and small sample sizes, radiomic features in combination with clinical data appear to be superior to the current standard of care in differentiating cyst type and in identifying mucinous PCLs with high-grade dysplasia. Combining radiomic features with other novel endoscopic diagnostics, including cyst fluid molecular analysis and confocal endomicroscopy, can potentially optimize the predictive accuracy of these models. There is a need for multicenter prospective studies to elucidate the role of radiomics in the management of PCLs.

摘要

放射组学,也称为定量成像或纹理分析,涉及从传统放射学横断面图像中提取大量传统上未测量的特征,并将其转化为数学模型。本综述描述了这种方法及其在胰腺囊性病变(PCL)评估中的应用。该学科有潜力更准确地评估、分类、进行风险分层并指导PCL的管理。现有研究为放射组学在PCL管理中的作用提供了重要见解。尽管这些研究受到回顾性设计、单中心数据和小样本量的限制,但放射组学特征与临床数据相结合在区分囊肿类型和识别具有高级别异型增生的黏液性PCL方面似乎优于当前的标准治疗方法。将放射组学特征与其他新型内镜诊断方法(包括囊液分子分析和共聚焦内镜显微镜检查)相结合,可能会优化这些模型的预测准确性。需要开展多中心前瞻性研究以阐明放射组学在PCL管理中的作用。

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