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基于影像组学的肝细胞癌微血管侵犯检测

Radiomics for the detection of microvascular invasion in hepatocellular carcinoma.

机构信息

Department of Radiology, Huashan Hospital, Fudan University, Shanghai 200040, China.

出版信息

World J Gastroenterol. 2022 May 28;28(20):2176-2183. doi: 10.3748/wjg.v28.i20.2176.

Abstract

Hepatocellular carcinoma (HCC) is the most common primary liver cancer, accounting for about 90% of liver cancer cases. It is currently the fifth most common cancer in the world and the third leading cause of cancer-related mortality. Moreover, recurrence of HCC is common. Microvascular invasion (MVI) is a major factor associated with recurrence in postoperative HCC. It is difficult to evaluate MVI using traditional imaging modalities. Currently, MVI is assessed primarily through pathological and immunohistochemical analyses of postoperative tissue samples. Needle biopsy is the primary method used to confirm MVI diagnosis before surgery. As the puncture specimens represent just a small part of the tumor, and given the heterogeneity of HCC, biopsy samples may yield false-negative results. Radiomics, an emerging, powerful, and non-invasive tool based on various imaging modalities, such as computed tomography, magnetic resonance imaging, ultrasound, and positron emission tomography, can predict the HCC-MVI status preoperatively by delineating the tumor and/or the regions at a certain distance from the surface of the tumor to extract the image features. Although positive results have been reported for radiomics, its drawbacks have limited its clinical translation. This article reviews the application of radiomics, based on various imaging modalities, in preoperative evaluation of HCC-MVI and explores future research directions that facilitate its clinical translation.

摘要

肝细胞癌 (HCC) 是最常见的原发性肝癌,约占肝癌病例的 90%。它目前是世界上第五种最常见的癌症,也是癌症相关死亡的第三大主要原因。此外,HCC 的复发较为常见。微血管侵犯 (MVI) 是与术后 HCC 复发相关的主要因素。传统影像学模式很难评估 MVI。目前,MVI 主要通过术后组织样本的病理和免疫组织化学分析进行评估。在手术前,针吸活检是确认 MVI 诊断的主要方法。由于穿刺标本仅代表肿瘤的一小部分,并且鉴于 HCC 的异质性,活检样本可能会产生假阴性结果。基于各种影像学模式(如计算机断层扫描、磁共振成像、超声和正电子发射断层扫描)的新兴、强大且非侵入性的工具——影像组学,可以通过描绘肿瘤和/或肿瘤表面一定距离内的区域来提取图像特征,从而预测 HCC-MVI 术前状态。尽管已经有关于影像组学的阳性结果报告,但它的缺点限制了其临床转化。本文综述了基于各种影像学模式的影像组学在 HCC-MVI 术前评估中的应用,并探讨了促进其临床转化的未来研究方向。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c7c/9157623/e5fc72a1e223/WJG-28-2176-g001.jpg

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