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Minghua Ying on Muck Rack

Minghua Ying

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Articles

Prediction of microvascular invasion in hepatocellular carcinoma using contrast-enhanced ultrasound and deep learning

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By Chuan Pang, Jinyu Ru, Yue Liu, Jundong Yao, Shuhong Liu, Hui Feng, Jing J. Liu, Min Chen, Ming Kuang, Shuling Chen, Jinghan Yang, Chaonan Chen, Xiaoling Yu, Haoyan Zhang, Xiaopeng Gao, Jie Tian, Kun Wang, Jie Yu, Ping Liang, Wenzhen Ding, Suwan Chai, Minghua Ying
| Nature Verified
Abstract Microvascular invasion (MVI) is a key prognostic factor in hepatocellular carcinoma but is currently only detectable after surgery. Here, we develop MAPUSE, a deep learning model using contrast-enhanced ultrasound (CEUS) to predict MVI non-invasively. We train and test the model on 5148 CEUS videos from 1716 patients across multiple centers.
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