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基于影像组学的肝内胆管癌个性化预后预测:应用与发展趋势

Personalized intrahepatic cholangiocarcinoma prognosis prediction using radiomics: Application and development trend.

作者信息

Chen Pengyu, Yang Zhenwei, Zhang Haofeng, Huang Guan, Li Qingshan, Ning Peigang, Yu Haibo

机构信息

Department of Hepatobiliary Surgery, Henan University People's Hospital, Henan Provincial People's Hospital, Zhengzhou, China.

Department of Hepatobiliary Surgery, People's Hospital of Zhengzhou University, Zhengzhou, China.

出版信息

Front Oncol. 2023 Mar 23;13:1133867. doi: 10.3389/fonc.2023.1133867. eCollection 2023.

DOI:10.3389/fonc.2023.1133867
PMID:37035147
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10076873/
Abstract

Radiomics was proposed by Lambin et al. in 2012 and since then there has been an explosion of related research. There has been significant interest in developing high-throughput methods that can automatically extract a large number of quantitative image features from medical images for better diagnostic or predictive performance. There have also been numerous radiomics investigations on intrahepatic cholangiocarcinoma in recent years, but no pertinent review materials are readily available. This work discusses the modeling analysis of radiomics for the prediction of lymph node metastasis, microvascular invasion, and early recurrence of intrahepatic cholangiocarcinoma, as well as the use of deep learning. This paper briefly reviews the current status of radiomics research to provide a reference for future studies.

摘要

放射组学由兰宾等人于2012年提出,自那时以来相关研究呈爆发式增长。人们对开发高通量方法有着浓厚兴趣,这些方法能够从医学图像中自动提取大量定量图像特征,以获得更好的诊断或预测性能。近年来,也有许多关于肝内胆管癌的放射组学研究,但目前尚无现成的相关综述材料。本研究探讨了放射组学在预测肝内胆管癌淋巴结转移、微血管侵犯和早期复发方面的建模分析,以及深度学习的应用。本文简要回顾了放射组学的研究现状,为未来的研究提供参考。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9c91/10076873/78a5d7e36d16/fonc-13-1133867-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9c91/10076873/0f9c5e12050b/fonc-13-1133867-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9c91/10076873/db9f208c82d0/fonc-13-1133867-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9c91/10076873/9512f83897b2/fonc-13-1133867-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9c91/10076873/78a5d7e36d16/fonc-13-1133867-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9c91/10076873/0f9c5e12050b/fonc-13-1133867-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9c91/10076873/db9f208c82d0/fonc-13-1133867-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9c91/10076873/9512f83897b2/fonc-13-1133867-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9c91/10076873/78a5d7e36d16/fonc-13-1133867-g004.jpg

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To accurately predict lymph node metastasis in patients with mass-forming intrahepatic cholangiocarcinoma by using CT radiomics features of tumor habitat subregions.

本文引用的文献

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Automatic volumetric diagnosis of hepatocellular carcinoma based on four-phase CT scans with minimum extra information.基于四期CT扫描且所需额外信息最少的肝细胞癌自动容积诊断
Front Oncol. 2022 Oct 13;12:960178. doi: 10.3389/fonc.2022.960178. eCollection 2022.
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The Application Value of MRI T2WI Radiomics Nomogram in Discriminating Hepatocellular Carcinoma from Intrahepatic Cholangiocarcinoma.MRI T2WI 影像组学列线图在鉴别肝细胞癌与肝内胆管细胞癌中的应用价值。
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F-FDG PET/CT radiomic analysis for classifying and predicting microvascular invasion in hepatocellular carcinoma and intrahepatic cholangiocarcinoma.
通过使用肿瘤栖息地亚区域的CT影像组学特征准确预测肿块型肝内胆管癌患者的淋巴结转移。
Cancer Imaging. 2025 Feb 26;25(1):19. doi: 10.1186/s40644-025-00842-8.
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Impact of Image Enhancement on the Radiomics Stability of Diffusion-Weighted MRI Images of Cervical Cancer.图像增强对宫颈癌扩散加权磁共振成像图像放射组学稳定性的影响。
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Contrast-Enhanced Imaging in the Management of Intrahepatic Cholangiocarcinoma: State of Art and Future Perspectives.对比增强成像在肝内胆管癌管理中的应用:现状与未来展望
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用于肝细胞癌和肝内胆管癌微血管侵犯分类及预测的F-FDG PET/CT影像组学分析
Quant Imaging Med Surg. 2022 Aug;12(8):4135-4150. doi: 10.21037/qims-21-1167.
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Radiomics-Based Preoperative Prediction of Lymph Node Metastasis in Intrahepatic Cholangiocarcinoma Using Contrast-Enhanced Computed Tomography.基于影像组学的增强 CT 术前预测肝内胆管细胞癌淋巴结转移
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