A Competition for the Diagnosis of Myopic Maculopathy by Artificial Intelligence Algorithms.

Journal: JAMA ophthalmology
PMID:

Abstract

IMPORTANCE: Myopic maculopathy (MM) is a major cause of vision impairment globally. Artificial intelligence (AI) and deep learning (DL) algorithms for detecting MM from fundus images could potentially improve diagnosis and assist screening in a variety of health care settings.

Authors

  • Bo Qian
    Department of Radiology, Nanjing Tongren Hospital, School of Medicine, Southeast University, No. 2007, Ji Yin Avenue, Jiang Ning District, Nanjing, 211102, PR China.
  • Bin Sheng
    MOE Key Laboratory of AI, School of Electronic, Information, and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China.
  • Hao Chen
    The First School of Medicine, Wenzhou Medical University, Wenzhou, China.
  • Xiangning Wang
    Department of Ophthalmology, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, 200233, China.
  • Tingyao Li
    Shanghai Belt and Road International Joint Laboratory for Intelligent Prevention and Treatment of Metabolic Disorders, Department of Computer Science and Engineering, School of Electronic, Information, and Electrical Engineering, Shanghai Jiao Tong University, Department of Endocrinology and Metabolism, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai, China.
  • Yixiao Jin
    School of Clinical Medicine, Tsinghua Medicine, Tsinghua University, Beijing, China.
  • Zhouyu Guan
    Shanghai International Joint Laboratory of Intelligent Prevention and Treatment for Metabolic Diseases, Department of Computer Science and Engineering, School of Electronic, Information, and Electrical Engineering, Shanghai Jiao Tong University, Department of Endocrinology and Metabolism, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai 200240, China.
  • Zehua Jiang
    Beijing Visual Science and Translational Eye Research Institute (BERI), Beijing Tsinghua Changgung Hospital Eye Center, School of Clinical Medicine, Tsinghua Medicine, Tsinghua University, Beijing, China.
  • Yilan Wu
    School of Clinical Medicine, Tsinghua Medicine, Tsinghua University, Beijing, China.
  • Jinyuan Wang
    National University of Singapore, Singapore, Singapore.
  • Tingli Chen
    Department of Ophthalmology, Huadong Sanatorium, Wuxi, China.
  • Zhengrui Guo
    Department of Computer Science and Engineering, The Hong Kong University of Science and Technology, Hong Kong, China.
  • Xiang Chen
    Yangtze Delta Region Institute (Huzhou), University of Electronic Science and Technology of China, Huzhou, Zhejiang, China.
  • Dawei Yang
    Department of Pulmonary and Critical Care Medicine, Zhongshan Hospital Fudan University, Shanghai, China.
  • Junlin Hou
  • Rui Feng
    Department of Pharmacy, The Fourth Hospital of Hebei Medical University Shijiazhuang 050000, Hebei, China.
  • Fan Xiao
    School of Biomedical Engineering, Southern Medical University, Guangzhou, People's Republic of China.
  • Yihao Li
    LaTIM UMR 1101, Inserm, Brest, France; University of Western Brittany, Brest, France.
  • Mostafa El Habib Daho
    LaTIM UMR 1101, Inserm, Brest, France; University of Western Brittany, Brest, France. Electronic address: mostafa.elhabibdaho@univ-brest.fr.
  • Li Lu
    Department of Ophthalmology, The First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, Zhejiang, China.
  • Ye Ding
  • Di Liu
    Laboratory of Nutrition and Functional Food, College of Food Science and Engineering, Jilin University, Changchun, China.
  • Bo Yang
    Center for Cognition and Brain Disorders, Hangzhou Normal University, Hangzhou, Zhejiang Province 311121, China.
  • Wenhui Zhu
    Center for Soil Protection and Landscape Design, The Innovation Center of Zero-Waste Society, Chinese Academy of Environmental Planning, Beijing, China.
  • Yalin Wang
    Comp.Sci.& Engin, Arizona State Univ, Arizona, USA.
  • Hyeonmin Kim
    Mediwhale Inc., Seoul, South Korea.
  • Hyeonseob Nam
    Lunit, Seoul, South Korea.
  • Huayu Li
    Department of Electrical and Computer Engineering, University of Arizona, Tucson.
  • Wei-Chi Wu
    Department of Ophthalmology, Chang Gung Memorial Hospital, Taoyuan, Taiwan, 333. weichi666@gmail.com.
  • Qiang Wu
    Department of Radiotherapy, West China Hospital, Sichuan University, Chengdu, PR China; Lung Cancer Center, West China Hospital, Sichuan University, Chengdu, PR China.
  • Rongping Dai
    Department of Ophthalmology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, and Peking Union Medical College, Beijing, China.
  • Huating Li
    Shanghai Jiao Tong University Affiliated Sixth People's Hospital, China. Electronic address: huarting99@sjtu.edu.cn.
  • Marcus Ang
    Singapore National Eye Centre, Singapore, Singapore.
  • Daniel Shu Wei Ting
    Singapore National Eye Center, Singapore Eye Research Institute Singapore Health Service Singapore Singapore.
  • Carol Y Cheung
    Department of Ophthalmology and Visual Sciences, Chinese University of Hong Kong, Hong Kong Special Administrative Region, China. Electronic address: carolcheung@cuhk.edu.hk.
  • Xiaofei Wang
    Key Laboratory for Biomechanics and Mechanobiology of Ministry of Education, Beijing Advanced Innovation Center for Biomedical Engineering, School of Biological Science and Medical Engineering, Beihang University, Beijing, China.
  • Ching-Yu Cheng
    Singapore National Eye Centre, Singapore Eye Research Institute, Singapore, Singapore.
  • Gavin Siew Wei Tan
    Singapore Eye Research Institute, Singapore National Eye Center, Singapore.
  • Kyoko Ohno-Matsui
    Department of Ophthalmology and Visual Science, Tokyo Medical and Dental University, Tokyo, Japan. Electronic address: k.ohno.oph@tmd.ac.jp.
  • Jost B Jonas
    Department of Ophthalmology, Ruprecht-Karls University of Heidelberg, Heidelberg, Germany.
  • Yingfeng Zheng
    State Key Laboratory of Ophthalmology, Clinical Research Center for Ocular Disease, Zhongshan Ophthalmic Centre, Sun Yat-sen University, Guangzhou, China.
  • Yih-Chung Tham
    Singapore Eye Research Institute, Singapore National Eye Centre, Singapore; Ophthalmology and Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore.
  • Tien Yin Wong
    Singapore National Eye Center, Duke-National University of Singapore Medical School, Singapore 168751, Singapore; National Institutes of Health Research Biomedical Research Centre Biomedical Centre, Moorfields Eye Hospital NHS Foundation Trust and UCL Institute of Ophthalmology, London, UK.
  • Ya Xing Wang
    Beijing Visual Science and Translational Eye Research Institute (BERI), Eye Center of Beijing Tsinghua Changgung Hospital, School of Clinical Medicine, Tsinghua Medicine, Tsinghua University, Beijing, China.