Fully automated, deep learning, cardiac CT-based multimodal network for cardiovascular risk stratification in high-risk perioperative patients
Our multimodal system built using automated CAD-RADS, anatomical segmentations and patient demographics outperforms both human expert and automated CAD-RADS for MACE prediction. This approach has the potential to enhance patient outcomes by leveraging the synergy between automated imaging and clinical data.
Authors
- Y. A. Liu
- Craig Butler (ORCID: https://orcid.org/0009-0009-2947-9848)
- Peter Nägele (ORCID: https://orcid.org/0000-0001-8369-3858)
- Simon C.M. Kwok (ORCID: https://orcid.org/0000-0001-6003-5350)
- Girish Dwivedi (ORCID: https://orcid.org/0000-0003-0717-740X)
- Bruce Biccard (ORCID: https://orcid.org/0000-0001-5872-8369)
- G. Figtree
- G. Huangfu (ORCID: https://orcid.org/0000-0002-2244-6033)
- Vikas Tandon (ORCID: https://orcid.org/0000-0002-8876-5803)
- Yang Faridah Abdul Aziz (ORCID: https://orcid.org/0000-0002-0869-1972)
- Juan Lu (ORCID: https://orcid.org/0000-0002-7508-0565)
- David Newby (ORCID: https://orcid.org/0000-0001-7728-4054)
- Kai Niu (ORCID: https://orcid.org/0009-0009-3357-6130)
- Michelle C. Williams
- John Konstantopoulos
- Matthew T V Chan
- B Chow
- Abdul Rahman Ihdayhid
- Pj Devereaux
- Tej Sheth
- Wojciech Szczeklik
- Marko Mrkobrada
- Pamela K Woodard
Institutions
- Western University (CA)
- Jagiellonian University (PL)
- The University of Sydney (AU)
- University of Ottawa (CA)
- Chinese University of Hong Kong (HK)
- The University of Western Australia (AU)
- Victor Chang Cardiac Research Institute (AU)
- Washington University in St. Louis (US)
- Harry Perkins Institute of Medical Research (AU)
- Royal North Shore Hospital (AU)
- Fiona Stanley Hospital (AU)
- Groote Schuur Hospital (ZA)
- University of Alberta Hospital (CA)
- University of Malaya (MY)
- Auckland University of Technology (NZ)
- University of Chicago (US)
- Artistic Realization Technologies (US)
- McMaster University (CA)
- University of Edinburgh (GB)
Publication Details
- Journal
- European Heart Journal - Digital Health
- Published
- 2026-03-03
- DOI
- https://doi.org/10.1093/ehjdh/ztag037
- Primary Topic
- Cardiac, Anesthesia and Surgical Outcomes
- Type
- article
- Field-Weighted Citation Impact
- 0.00