Radiomics and clinicoradiological factors as a promising approach for predicting microvascular invasion in hepatitis B-related hepatocellular carcinoma

无线电技术 肝细胞癌 医学 乙型肝炎病毒 乙型肝炎 肿瘤科 放射科 内科学 适宜性标准 回顾性队列研究 医学物理学 免疫学 病毒
作者
Weronika Kruczkowska,Julia Gałęziewska,Mateusz Kciuk,Żaneta Kałuzińska‐Kołat,Lin-Yong Zhao,Damian Kołat
出处
期刊:World Journal of Gastroenterology [Baishideng Publishing Group]
卷期号:31 (11)
标识
DOI:10.3748/wjg.v31.i11.101903
摘要

Microvascular invasion (MVI) is a critical factor in hepatocellular carcinoma (HCC) prognosis, particularly in hepatitis B virus (HBV)-related cases. This editorial examines a recent study by Xu et al who developed models to predict MVI and high-risk (M2) status in HBV-related HCC using contrast-enhanced computed tomography (CECT) radiomics and clinicoradiological factors. The study analyzed 270 patients, creating models that achieved an area under the curve values of 0.841 and 0.768 for MVI prediction, and 0.865 and 0.798 for M2 status prediction in training and validation datasets, respectively. These results are comparable to previous radiomics-based approaches, which reinforces the potential of this method in MVI prediction. The strengths of the study include its focus on HBV-related HCC and the use of widely accessible CECT imaging. However, limitations, such as retrospective design and manual segmentation, highlight areas for improvement. The editorial discusses the implications of the study including the need for standardized radiomics approaches and the potential impact on personalized treatment strategies. It also suggests future research directions, such as exploring mechanistic links between radiomics features and MVI, as well as integrating additional biomarkers or imaging modalities. Overall, this study contributes significantly to HCC management, paving the way for more accurate, personalized treatment approaches in the era of precision oncology.

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