Deep learning algorithms to detect diabetic kidney disease from retinal photographs in multiethnic populations with diabetes.

Journal: Journal of the American Medical Informatics Association : JAMIA
PMID:

Abstract

OBJECTIVE: To develop a deep learning algorithm (DLA) to detect diabetic kideny disease (DKD) from retinal photographs of patients with diabetes, and evaluate performance in multiethnic populations.

Authors

  • Bjorn Kaijun Betzler
    Yong Loo Lin School of Medicine, National University of Singapore, 117597, Singapore.
  • Evelyn Yi Lyn Chee
    School of Computing, National University of Singapore, 117417, Singapore.
  • Feng He
    Department of Ophthalmology, Peking Union Medical College Hospital, Dongcheng District, Beijing, China.
  • Cynthia Ciwei Lim
    Department of Renal Medicine, Singapore General Hospital, 168753, Singapore.
  • Jinyi Ho
    Singapore Eye Research Institute, Singapore National Eye Centre, Singapore.
  • Haslina Hamzah
    Singapore Eye Research Institute, Singapore National Eye Center, Singapore.
  • Ngiap Chuan Tan
    Duke-NUS Medical School, National University of Singapore, Singapore.
  • Gerald Liew
    Department of Ophthalmology, Westmead Institute for Medical Research, University of Sydney, Sydney, NSW, Australia.
  • Gareth J McKay
    Center for Public Health, Royal Victoria Hospital, Queen's University Belfast, Belfast, UK.
  • Ruth E Hogg
    Centre for Public Health, Queen's University Belfast, Belfast BT12 6BA, United Kingdom.
  • Ian S Young
    Centre for Public Health, Queen's University Belfast, Belfast BT12 6BA, United Kingdom.
  • Ching-Yu Cheng
    Singapore National Eye Centre, Singapore Eye Research Institute, Singapore, Singapore.
  • Su Chi Lim
    Khoo Teck Puat Hospital, 768828, Singapore.
  • Aaron Y Lee
    Department of Ophthalmology, University of Washington, Seattle, Washington.
  • 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.
  • Mong Li Lee
    School of Computing, National University of Singapore.
  • Wynne Hsu
    School of Computing, National University of Singapore.
  • Gavin Siew Wei Tan
    Singapore Eye Research Institute, Singapore National Eye Center, Singapore.
  • Charumathi Sabanayagam
    Singapore National Eye Centre, Singapore Eye Research Institute, Singapore, Singapore.