Examination of the performance of machine learning-based automated coronary plaque characterization by near-infrared spectroscopy–intravascular ultrasound and optical coherence tomography with histology
NIRS-IVUS-ML plaque compositional analysis has a good performance in assessing plaque components while OCT-ML performs well for the FT, moderately for the Ca, and has weak performance in detecting NC tissue. This may be attributable to the limitations of standalone intravascular imaging and to the fact that the OCT-ML classifier was trained on human experts rather than histological standards.
Authors
- Jouke Dijkstra (ORCID: https://orcid.org/0000-0002-8666-3731)
- Francesco Prati (ORCID: https://orcid.org/0000-0003-0312-2030)
- Ramya Parasa (ORCID: https://orcid.org/0000-0003-4725-8108)
- Medeni Karaduman (ORCID: https://orcid.org/0000-0002-6080-6335)
- Nathan Angelo Lecaros Yap (ORCID: https://orcid.org/0000-0001-6294-5796)
- Ryo Torii (ORCID: https://orcid.org/0000-0001-9479-8719)
- Stephanie Grainger (ORCID: https://orcid.org/0000-0001-6889-7174)
- Carol A.G.R. Busk (ORCID: https://orcid.org/0009-0002-0744-2971)
- Helle Precht (ORCID: https://orcid.org/0000-0003-1525-5316)
- Christos V. Bourantas (ORCID: https://orcid.org/0000-0001-5319-1064)
- Andreas Baumbach (ORCID: https://orcid.org/0000-0001-7707-2254)
- Anthony Mathur (ORCID: https://orcid.org/0000-0001-7941-9653)
- Mohil Garg (ORCID: https://orcid.org/0000-0003-3986-7544)
- Retesh Bajaj (ORCID: https://orcid.org/0000-0001-7424-0419)
- Alexander Broersen (ORCID: https://orcid.org/0000-0003-4314-1156)
- Héctor M. García‐García (ORCID: https://orcid.org/0000-0001-5100-0471)
- Murat Çap (ORCID: https://orcid.org/0000-0003-1164-2124)
- Tom Johnson (ORCID: https://orcid.org/0000-0003-4638-601X)
- Steven A. White (ORCID: https://orcid.org/0000-0001-9948-1075)
Institutions
- Van Yüzüncü Yıl Üniversitesi (TR)
- MedStar Washington Hospital Center (US)
- MedStar National Rehabilitation Hospital (US)
- University of Ottawa (CA)
- University of Southern Denmark (DK)
- Barts Health NHS Trust (GB)
- University College Lillebaelt (DK)
- Azienda Ospedaliera San Giovanni Addolorata (IT)
- Leiden University Medical Center (NL)
- University Hospitals Bristol NHS Foundation Trust (GB)
- Washington Hospital (US)
- Essex Cardiothoracic Centre (GB)
- Lega Italiana per la Lotta ai Tumori (IT)
- Lillebaelt Hospital (DK)
- The London College (GB)
- William Harvey Research Institute (GB)
- Infrared Laboratories (United States) (US)
- University Hospitals Bristol and Weston NHS Foundation Trust (GB)
- University College London (GB)
- Newcastle University (GB)
Publication Details
- Journal
- European Heart Journal - Digital Health
- Published
- 2025-03-04
- DOI
- https://doi.org/10.1093/ehjdh/ztaf009
- Citations
- 4
- Primary Topic
- Cardiac Imaging and Diagnostics
- Type
- article
- Field-Weighted Citation Impact
- 5.44