Using machine learning to predict carotid artery symptoms from CT angiography: A radiomics and deep learning approach
Our study highlights the potential of novel image analysis techniques in extracting quantitative information beyond calcification in the identification of CAD. Though further work is required, the transition of these novel techniques into clinical practice may eventually facilitate better stroke risk stratification.
Authors
- Nicholas R. Evans (ORCID: https://orcid.org/0000-0002-7640-4701)
- C. Wall (ORCID: https://orcid.org/0000-0001-8624-5313)
- Mark Yu Zheng Wong (ORCID: https://orcid.org/0000-0003-3943-5717)
- Michael Roberts (ORCID: https://orcid.org/0000-0002-3484-5031)
- Evis Sala (ORCID: https://orcid.org/0000-0002-5518-9360)
- Holly Pavey (ORCID: https://orcid.org/0000-0001-5014-5118)
- Carola‐Bibiane Schönlieb (ORCID: https://orcid.org/0000-0003-0099-6306)
- Patrick A. Coughlin
- Fulvio Zaccagna (ORCID: https://orcid.org/0000-0001-6838-9532)
- Elizabeth Le (ORCID: https://orcid.org/0000-0002-3065-1627)
- Rouchelle Sriranjan (ORCID: https://orcid.org/0000-0002-9515-1201)
- Jonathan Richard Weir-McCall (ORCID: https://orcid.org/0000-0001-5842-842X)
- Yuan Huang (ORCID: https://orcid.org/0000-0002-2044-099X)
- Elizabeth A. Warburton (ORCID: https://orcid.org/0000-0003-2575-3255)
- Jason M. Tarkin (ORCID: https://orcid.org/0000-0002-9132-120X)
- James H.F. Rudd (ORCID: https://orcid.org/0000-0003-2243-3117)
- Andrej Ćorović
- Leonardo Rundo (ORCID: https://orcid.org/0000-0003-3341-5483)
- Mohammed M. Chowdhury (ORCID: https://orcid.org/0000-0003-0384-7197)
Institutions
- Università Cattolica del Sacro Cuore (IT)
- Engineering and Physical Sciences Research Council (GB)
- University of Leeds (GB)
- University of Salerno (IT)
- University of Cambridge (GB)
- Royal Papworth Hospital (GB)
- Cambridge University Hospitals NHS Foundation Trust (GB)
- Agostino Gemelli University Polyclinic (IT)
- University of Oxford (GB)
- Cancer Research UK Cambridge Center (GB)
- Cambridge School (PT)
- Istituti di Ricovero e Cura a Carattere Scientifico (IT)
Publication Details
- Journal
- European Journal of Radiology Open
- Published
- 2024-08-31
- DOI
- https://doi.org/10.1016/j.ejro.2024.100594
- Citations
- 14
- Primary Topic
- Cerebrovascular and Carotid Artery Diseases
- Type
- article
- Field-Weighted Citation Impact
- 5.87
Funders
- Wellcome Trust
- National Institute for Health and Care Research
- British Heart Foundation
- Department of Health and Social Care
- Medical Research Council
- Engineering and Physical Sciences Research Council
- NIHR Cambridge Biomedical Research Centre