Artificial intelligence-assisted automated heart failure detection and classification from electronic health records.

Journal: ESC heart failure
PMID: 38700133

Abstract

AIMS: Electronic health records (EHR) linked to Digital Imaging and Communications in Medicine (DICOM), biological specimens, and deep learning (DL) algorithms could potentially improve patient care through automated case detection and surveillance. We hypothesized that by applying keyword searches to routinely stored EHR, in conjunction with AI-powered automated reading of DICOM echocardiography images and analysing biomarkers from routinely stored plasma samples, we were able to identify heart failure (HF) patients.

Authors

  • Mon Myat Oo
    Division of Molecular and Clinical Medicine, School of Medicine, University of Dundee, Dundee, UK.
  • Chuang Gao
    Health Informatics Centre, School of Medicine, University of Dundee, Dundee, UK.
  • Christian Cole
    Division of Population Health and Genomics, Ninewells Hospital and Medical School, Dundee DD1 9SY.
  • Yoran Hummel
    Us2.ai, 2 College Rd, #02-00, Singapore 169850, Singapore.
  • Magalie Guignard-Duff
    Health Informatics Centre, School of Medicine, University of Dundee, Dundee, UK.
  • Emily Jefferson
    Division of Population Health and Genomics, Ninewells Hospital and Medical School, Dundee DD1 9SY.
  • James Hare
    Us2.ai, Singapore.
  • Adriaan A Voors
    University of Groningen, University Medical Center Groningen, Groningen, The Netherlands.
  • Rudolf A de Boer
    Department of Cardiology, University Medical Center Groningen, Groningen, The Netherlands; Department of Cardiology, Erasmus Medical Center, Rotterdam, The Netherlands.
  • Carolyn S P Lam
    Duke-NUS Medical School, 8 College Rd, Singapore 169857, Singapore.
  • Ify R Mordi
    Division of Molecular and Clinical Medicine, School of Medicine, University of Dundee, Dundee, UK.
  • Jasper Tromp
    Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore.
  • Chim C Lang
    Division of Molecular and Clinical Medicine, School of Medicine, University of Dundee, Dundee, UK.

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