Implementation of a national AI technology program on cardiovascular outcomes and the health system.

Journal: Nature medicine
Published Date:

Abstract

Coronary artery disease (CAD) is a major cause of ill health and death worldwide. Coronary computed tomographic angiography (CCTA) is the first-line investigation to detect CAD in symptomatic patients. This diagnostic approach risks greater second-line heart tests and treatments at a cost to the patient and health system. The National Health Service funded use of an artificial intelligence (AI) diagnostic tool, computed tomography (CT)-derived fractional flow reserve (FFR-CT), in patients with chest pain to improve physician decision-making and reduce downstream tests. This observational cohort study assessed the impact of FFR-CT on cardiovascular outcomes by including all patients investigated with CCTA during the national AI implementation program at 27 hospitals (CCTA n = 90,553 and FFR-CT n = 7,863). FFR-CT was safe, with no difference in all-cause (n = 1,134 (3.2%) versus 1,612 (2.9%), adjusted-hazard ratio (aHR) 1.00 (0.93-1.08), P = 0.97) or cardiovascular mortality (n = 465 (1.3%) versus 617 (1.1%), aHR 0.96 (0.85-1.08), P = 0.48), while reducing invasive coronary angiograms (n = 5,720 (16%) versus 8,183 (14.9%), aHR 0.93 (0.90-0.97), P < 0.001) and noninvasive cardiac tests (189/1,000 patients versus 167/1,000), P < 0.001). Implementation of an AI-diagnostic tool as part of a health intervention program was safe and beneficial to the patient pathway and health system with fewer cardiac tests at 2 years.

Authors

  • Timothy A Fairbairn
    Liverpool Centre for Cardiovascular Science, Liverpool Heart and Chest Hospital, Liverpool, UK. tfair@liverpool.ac.uk.
  • Liam Mullen
    Liverpool Centre for Cardiovascular Science, Liverpool Heart and Chest Hospital, Liverpool, UK.
  • Edward Nicol
    Royal Brompton and Harefield Hospital, Guys and St Thomas' NHS Trust, London, UK.
  • Gregory Y H Lip
    Liverpool Centre for Cardiovascular Science, University of Liverpool, Liverpool John Moores University and Liverpool Heart & Chest Hospital, L69 3BX Liverpool, UK.
  • Matthias Schmitt
    Manchester University NHS Foundation Trust, Manchester, UK.
  • Matthew Shaw
    Liverpool Centre for Cardiovascular Science, Liverpool Heart and Chest Hospital, Liverpool, UK.
  • Laurence Tidbury
    Liverpool Centre for Cardiovascular Science, Liverpool Heart and Chest Hospital, Liverpool, UK.
  • Ian Kemp
    Liverpool Centre for Cardiovascular Science, Liverpool Heart and Chest Hospital, Liverpool, UK.
  • Jennifer Crooks
    Liverpool Centre for Cardiovascular Science, Liverpool Heart and Chest Hospital, Liverpool, UK.
  • Girvan Burnside
    Institute of Population Health, Faculty of Health and Life Sciences, University of Liverpool, Liverpool, UK.
  • Sumeet Sharma
    Ashford and St Peters Hospital NHS Foundation Trust, London, UK.
  • Anoop Chauhan
    Respiratory Department, Portsmouth Hospitals University NHS Foundation Trust, Portsmouth, UK.
  • Chee Liew
    Blackpool Teaching Hospitals NHS Foundation Trusts, Blackpool, UK.
  • Sawan Waidyanatha
    Dudley Group NHS Foundation Trust, Birmingham, UK.
  • Sri Iyenger
    Frimley Health NHS Foundation Trust, Guildford, UK.
  • Andrew Beale
    Great Western Hospitals NHS Foundation Trust, Swindon, UK.
  • Imran Sunderji
    Wales Heart Research Institute, Cardiff University, Cardiff, United Kingdom.
  • John P Greenwood
    Leeds Institute of Cardiovascular and Metabolic Medicine, University of Leeds, and Leeds Teaching Hospitals NHS Trust, UK.
  • Manish Motwani
    Departments of Imaging, Medicine, and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, California.
  • Anna Reid
    Manchester University NHS Foundation Trust, Manchester, UK.
  • Anna Beattie
    Newcastle Upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK.
  • Justin Carter
    North Tees and Hartlepool NHS Foundation Trust, Middlesbrough, UK.
  • Peter Haworth
    Portsmouth Hospitals NHS Trust, Portsmouth, UK.
  • Nicholas Bellenger
    Royal Devon and Exeter Hospital NHS Trust, Exeter, UK.
  • Benjamin Hudson
    Royal United Hospitals Bath NHS Foundation Trust, Bath, UK.
  • Jonathan Rodrigues
    Royal United Hospitals Bath NHS Foundation Trust, Bath, UK.
  • Oliver Watson
    Evariste Technologies Ltd , Goring on Thames RG8 9AL , United Kingdom.
  • Vinod Venugopal
    United Lincolnshire Hospitals NHS Trust, Lincoln, UK.
  • Russell Bull
    University Hospital Dorset NHS Trust, Bournemouth, UK.
  • Peter O'Kane
    University Hospital Dorset NHS Trust, Bournemouth, UK.
  • Aparna Deshpande
    University Hospitals of Leicester NHS Trust, Leicester, UK.
  • Gerald P McCann
    University Hospitals of Leicester NHS Trust, Leicester, UK.
  • Simon Duckett
    University Hospitals of North Midlands NHS Trust, Stoke-On-Trent, UK.
  • Hatef Mansoubi
    University Hospitals Sussex NHS Foundation Trust, Brighton, UK.
  • Victoria Parish
    University Hospitals Sussex NHS Foundation Trust, Brighton, UK.
  • Joban Sehmi
    West Hertfordshire Hospital NHS Trust, Watford, UK.
  • Campbell Rogers
    HeartFlow Inc., Redwood City, CA, USA.
  • Sarah Mullen
    HeartFlow, Inc., Mountain View, CA, USA.
  • Jonathan Weir-McCalL
    Royal Brompton and Harefield Hospital, Guys and St Thomas' NHS Trust, London, UK.