Deep-learning-based cardiovascular risk stratification using coronary artery calcium scores predicted from retinal photographs.

Abstract

Authors

• Tyler Hyungtaek Rim
  Department of Ocular Epidemiology, Singapore Eye Research Institute, Singapore, Singapore.
• Chan Joo Lee
  Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Seoul, South Korea.
• 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.
• Ning Cheung
  Singapore Eye Research Institute, Singapore National Eye Centre, Singapore; Ophthalmology and Visual Sciences Academic Clinical Program, Duke-NUS Medical School, Singapore.
• Marco Yu
  Singapore Eye Research Institute, Singapore National Eye Centre, Singapore.
• Geunyoung Lee
  MediWhale, Seoul, South Korea.
• Youngnam Kim
  Medi Whale Inc., Seoul, South Korea.
• Daniel S W Ting
  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. Electronic address: daniel.ting.s.w@singhealth.com.sg.
• Crystal Chun Yuen Chong
  Singapore Eye Research Institute, Singapore National Eye Centre, Singapore.
• Yoon Seong Choi
  Department of Radiology and Research Institute of Radiological Science, Yonsei University College of Medicine, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 120-752, South Korea.
• Tae Keun Yoo
• Ik Hee Ryu
  B&VIIt Eye Center, Seoul, South Korea.
• Su Jung Baik
  Healthcare Research Team, Health Promotion Center, Severance Gangnam Hospital, Yonsei University College of Medicine, Seoul, South Korea.
• Young Ah Kim
  Department of Medical Informatics, Yonsei University Health System, Seoul, Korea.
• Sung Kyu Kim
  Philip Medical Center, Bundang, Seongnam, South Korea.
• Sang-Hak Lee
  Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Seoul, South Korea; Integrated Research Center for Cerebrovascular and Cardiovascular Diseases, Yonsei University College of Medicine, Seoul, South Korea.
• Byoung Kwon Lee
  Division of Cardiology, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Korea.
• Seok-Min Kang
  Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Seoul, South Korea.
• Edmund Yick Mun Wong
  Singapore Eye Research Institute, Singapore National Eye Center, Singapore.
• Hyeon Chang Kim
  Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Seoul, Korea.
• Sung Soo Kim
  The Heart Center of Chonnam National University Hospital, 42 Jaebongro, Dong-gu, Gwangju 501-757, South Korea.
• Sungha Park
  Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Seoul, South Korea; Integrated Research Center for Cerebrovascular and Cardiovascular Disease, Yonsei University College of Medicine, Seoul, South Korea.
• Ching-Yu Cheng
  Singapore National Eye Centre, Singapore Eye Research Institute, Singapore, 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.

Keywords

External Resources