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J-GLOBAL ID：201802271531372588   Reference number：18A0508565

Identifying Medical Diagnoses and Treatable Diseases by Image-Based Deep Learning

画像ベース深層学習による医用診断と治療可能な疾患の同定【Powered by NICT】

Author (52)： Kermany Daniel S. (Guangzhou Women and Children’s Medical Center, Guangzhou Medical University, 510005 Guangzhou, China) ,  Kermany Daniel S. (Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA) ,  Goldbaum Michael (Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA) ,  Cai Wenjia (Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA) ,  Valentim Carolina C.S. (Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA) ,  Liang Huiying (Guangzhou Women and Children’s Medical Center, Guangzhou Medical University, 510005 Guangzhou, China) ,  Baxter Sally L. (Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA) ,  McKeown Alex (Heidelberg Engineering, Heidelberg, Germany) ,  Yang Ge (Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA) ,  Wu Xiaokang (Molecular Medicine Research Center, State Key Laboratory of Biotherapy, The National Clinical Research Center of Senile Disease, West China Hospital, Sichuan University, Chengdu, China) ,  Yan Fangbing (Molecular Medicine Research Center, State Key Laboratory of Biotherapy, The National Clinical Research Center of Senile Disease, West China Hospital, Sichuan University, Chengdu, China) ,  Dong Justin (Guangzhou Women and Children’s Medical Center, Guangzhou Medical University, 510005 Guangzhou, China) ,  Prasadha Made K. (Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA) ,  Pei Jacqueline (Guangzhou Women and Children’s Medical Center, Guangzhou Medical University, 510005 Guangzhou, China) ,  Pei Jacqueline (Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA) ,  Ting Magdalena (Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA) ,  Zhu Jie (Guangzhou Women and Children’s Medical Center, Guangzhou Medical University, 510005 Guangzhou, China) ,  Zhu Jie (Guangzhou KangRui Biological Pharmaceutical Technology Company, 510005 Guangzhou, China) ,  Li Christina (Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA) ,  Hewett Sierra (Guangzhou Women and Children’s Medical Center, Guangzhou Medical University, 510005 Guangzhou, China) ,  Hewett Sierra (Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA) ,  Dong Jason (Guangzhou Women and Children’s Medical Center, Guangzhou Medical University, 510005 Guangzhou, China) ,  Ziyar Ian (Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA) ,  Shi Alexander (Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA) ,  Zhang Runze (Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA) ,  Zheng Lianghong (YouHealth AI, 510005 Guangzhou, China) ,  Hou Rui (Guangzhou KangRui Biological Pharmaceutical Technology Company, 510005 Guangzhou, China) ,  Shi William (Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA) ,  Fu Xin (Guangzhou Women and Children’s Medical Center, Guangzhou Medical University, 510005 Guangzhou, China) ,  Fu Xin (Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA) ,  Duan Yaou (Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA) ,  Huu Viet A.N. (Guangzhou Women and Children’s Medical Center, Guangzhou Medical University, 510005 Guangzhou, China) ,  Huu Viet A.N. (Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA) ,  Wen Cindy (Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA) ,  Zhang Edward D. (Guangzhou Women and Children’s Medical Center, Guangzhou Medical University, 510005 Guangzhou, China) ,  Zhang Edward D. (Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA) ,  Zhang Charlotte L. (Guangzhou Women and Children’s Medical Center, Guangzhou Medical University, 510005 Guangzhou, China) ,  Zhang Charlotte L. (Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA) ,  Li Oulan (Guangzhou Women and Children’s Medical Center, Guangzhou Medical University, 510005 Guangzhou, China) ,  Li Oulan (Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA) ,  Wang Xiaobo (Beihai Hospital, Dalian, 116021, China) ,  Singer Michael A. (Department of Ophthalmology, University of Texas Health Science Center, San Antonio, TX 78229, USA) ,  Sun Xiaodong (Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai General Hospital, Shanghai JiaoTong University, 200080 Shanghai, China) ,  Xu Jie (Beijing Instute of Ophthalmology, Beijing Tongren Eye Center, Beijing Tongren Hospital, Capital Medical University, Beijing, China) ,  Tafreshi Ali (Heidelberg Engineering, Heidelberg, Germany) ,  Lewis M. Anthony (Qualcomm, San Diego, CA 92121, USA) ,  Xia Huimin (Guangzhou Women and Children’s Medical Center, Guangzhou Medical University, 510005 Guangzhou, China) ,  Zhang Kang (Guangzhou Women and Children’s Medical Center, Guangzhou Medical University, 510005 Guangzhou, China) ,  Zhang Kang (Shiley Eye Institute, Institute for Engineering in Medicine, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA) ,  Zhang Kang (Molecular Medicine Research Center, State Key Laboratory of Biotherapy, The National Clinical Research Center of Senile Disease, West China Hospital, Sichuan University, Chengdu, China) ,  Zhang Kang (Guangzhou Regenerative Medicine and Health Guangdong Laboratory, 510005 Guangzhou, China) ,  Zhang Kang (Veterans Administration Healthcare System, San Diego, CA 92037, USA)
Material： Cell (Cambridge, Mass.)  (Cell (Camb. Mass.))
Volume： 172  Issue： 5  Page： 1122-1131.e9  Publication year： 2018 
JST Material Number： A0707B  ISSN： 0092-8674  Document type： Article
Article type： 原著論文  Country of issue： United States (USA)  Language： ENGLISH (EN)

Abstract/Point： The implementation of clinical...

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Thesaurus term： child ,  neural network (network) ,  artificial intelligence system ,  adaptability ,  *Learning ,  patient ,  neural network (biomodel) ,  *therapy ,  algorithm ,  *image ,  screening (inspection) ,  medical image processing ,  *deep learning
Semi thesaurus term： 転帰 ,  転移学習 , 【Automatic Indexing@JST】

Author keywords (10)： artificial intelligence ,  transfer learning ,  deep learning ,  age-related macular degeneration ,  choroidal neovascularization ,  diabetic retinopathy ,  diabetic macular edema ,  screening ,  optical coherence tomography ,  pneumonia

JST classification (2)： Cell physiology in general  (EF02010S) ,  Basic psychiatry  (GR01020I)

Terms in the title (5)： 深層学習 ,  診断 ,  治療 ,  疾患 ,  同定