Preoperative ternary classification using DCE-MRI radiomics and machine learning for HCC, ICC, and HIPT

Preoperative ternary classification using DCE-MRI radiomics and machine learning for HCC, ICC, and HIPT

Abstract Objectives This study develops a machine learning model using dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) radiomics and clinical data to preoperatively differentiate hepatocellular carcinoma (HCC), intrahepatic cholangiocarcinoma (ICC), and hepatic inflammatory pseudotumo...

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Main Authors: Peng Xie, Zhong-Jian Liao, Lu Xie, Junyuan Zhong, Xiaodong Zhang, Wei Yuan, Yujin Yin, Tianxian Chen, Huizhen Lv, Xinglin Wen, Xiaochun Wang, Ling Zhang
Format: Article
Language:English
Published: SpringerOpen 2025-08-01
Series:Insights into Imaging
Subjects:
Hepatocellular carcinoma
Intrahepatic cholangiocarcinoma
Inflammatory pseudotumor
Radiomics
Machine learning
Online Access:https://doi.org/10.1186/s13244-025-02062-x
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