Deep learning based radiomics for gastrointestinal cancer diagnosis and treatment:A minireview

查看全文 作　　者：Pak Kin [1]Wong;In Neng [1]Chan;Hao-Ming [2]Yan;Shan [3]Gao;Chi Hong [4]Wong;Tao [5]Yan;Liang [1,6]Yao;Ying [6]Hu;Zhong-Ren [5]Wang;Hon Ho [7]Yu

机构地区：[1]Department of Electromechanical Engineering,University of Macao,Taipa 999078,Macao,China;[2]School of Clinical Medicine,China Medical University,Shenyang 110013,Liaoning Province,China;[3]Department of Gastroenterology,Xiangyang Central Hospital,Affiliated Hospital of Hubei University of Arts and Science,Xiangyang 441021,Hubei Province,China;[4]Faculty of Medicine,Macao University of Science and Technology,Taipa 999078,Macao,China;[5]School of Mechanical Engineering,Hubei University of Arts and Science,Xiangyang 441053,Hubei Province,China;[6]Shenzhen Institute of Advanced Technology,Chinese Academy of Sciences,Shenzhen 518055,Guangdong Province,China;[7]Department of Gastroenterology,Kiang Wu Hospital,Macao 999078,China

出　　处：《World Journal of Gastroenterology》索引2022年第28卷第45期,共17页

基　　金：the Guangdong Basic and Applied Basic Research Fund,Shenzhen Joint Fund(Guangdong-Shenzhen Joint Fund)Guangdong-Hong Kong-Macao Research Team Project,No.2021B1515130003;Science and Technology Development Fund of Macao,No.0026/2022/A;Project of Xiangyang Science and Technology on Medical and Health Field,No.2022YL05A. 摘　　要：Gastrointestinal(GI)cancers are the major cause of cancer-related mortality globally.Medical imaging is an important auxiliary means for the diagnosis,assessment and prognostic prediction of GI cancers.Radiomics is an emerging and effective technology to decipher the encoded information within medical images,and traditional machine learning is the most commonly used tool.Recent advances in deep learning technology have further promoted the development of radiomics.In the field of GI cancer,although there are several surveys on radiomics,there is no specific review on the application of deep-learning-based radiomics(DLR).In this review,a search was conducted on Web of Science,PubMed,and Google Scholar with an emphasis on the application of DLR for GI cancers,including esophageal,gastric,liver,pancreatic,and colorectal cancers.Besides,the challenges and recommendations based on the findings of the review are comprehensively analyzed to advance DLR. 关键词：Radiomics Deep learning Gastrointestinal cancer Medical imaging

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Deep learning based radiomics for gastrointestinal cancer diagnosis and treatment:A minireview

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