Multi-task deep learning network to predict future macrovascular invasion in hepatocellular carcinoma.

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作者： Sirui,Fu ^[1] ; Haoran,Lai ^[2] ; Meiyan,Huang ^[2] ; Qiyang,Li ^[3] ; Yao,Liu ^[4] ; Jiawei,Zhang ^[5] ; Jianwen,Huang ^[1] ; Xiumei,Chen ^[2] ; Chongyang,Duan ^[1] ; Xiaoqun,Li ^[2] ; Tao,Wang ^[6] ; Xiaofeng,He ^[7] ; Jianfeng,Yan ^[2] ; Ligong,Lu ^[8]

作者单位： Zhuhai Interventional Medical Centre, Zhuhai People's Hospital (Zhuhai hospital affiliated to Jinan University), Zhuhai, China. ^[1] School of Biomedical Engineering, Southern Medical University, Guangzhou, China. ^[2] Guangdong Provincial Key Laboratory of Medical Image Processing, Southern Medical University, Guangzhou, China. ^[3] Guangdong Province Engineering Laboratory for Medical Imaging and Diagnostic Technology, Southern Medical University, Guangzhou, China. ^[4] Department of Radiology, Shenzhen People's Hospital, Shenzhen, China. ^[5] Department of Biostatistics, School of Public Health, Southern Medical University, Guangzhou, China. ^[6] Department of Interventional Treatment, Zhongshan City People's Hospital, Zhongshan, China. ^[7] Interventional Diagnosis and Treatment Department, Nanfang Hospital, Southern Medical University, Guangzhou, China. ^[8] Department of Radiology, Yangjiang People's hospital, Yangjiang, China. ^[9]

关键词 AUC, AUC areas under curve BCLC, Barcelona Clinic Liver Cancer CI, confidence interval CT, computed tomography Clinical factors HCC, hepatocellular carcinoma HR, hazard ratio Hepatocellular carcinoma IDI, integrated discrimination improvement MTnet, multi-task deep learning neural network Macrovascular invasion Multi-task deep learning NRI, net reclassification improvement OS, overall survival PD, disease progression ROC, receiver operating characteristic Radiological characteristics TACE, transarterial chemoembolization

DOI 10.1016/j.eclinm.2021.101201

PMID 34917908

发布时间 2022-04-29

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EClinicalMedicine

2021年42卷

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Multi-task deep learning network to predict future macrovascular invasion in hepatocellular carcinoma.

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Multi-task deep learning network to predict future macrovascular invasion in hepatocellular carcinoma.

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