Validation of machine learning angiography-derived physiological pattern of coronary artery disease
The machine learning models for physiological patterns of CAD classification outperformed the binary PPGi method, providing robust and generalizable classification across different study populations.
Authors
- Mattia Lunardi (ORCID: https://orcid.org/0000-0001-8344-6048)
- William C. Wijns (ORCID: https://orcid.org/0000-0002-7267-4376)
- Andrew J. Simpkin (ORCID: https://orcid.org/0000-0002-4975-444X)
- Flavio Luciano Ribichini (ORCID: https://orcid.org/0000-0002-6662-0304)
- Angela McInerney (ORCID: https://orcid.org/0000-0002-1160-7735)
- Concetta Mammone
- Norma Bargary (ORCID: https://orcid.org/0000-0003-4372-0019)
- Antonio Maria Leone (ORCID: https://orcid.org/0000-0002-1276-9883)
- Roberto Scarsini (ORCID: https://orcid.org/0000-0002-5916-8882)
- Gabriele Pesarini (ORCID: https://orcid.org/0000-0002-2770-8231)
- Simone Fezzi (ORCID: https://orcid.org/0000-0003-2755-2094)
- Max Wagener (ORCID: https://orcid.org/0000-0002-7970-8989)
- Carlo Trani (ORCID: https://orcid.org/0000-0001-9777-013X)
- Francesco Burzotta (ORCID: https://orcid.org/0000-0002-6569-9401)
- Daixin Ding (ORCID: https://orcid.org/0000-0002-8370-9837)
- Shengxian Tu
- David J. Connolly (ORCID: https://orcid.org/0000-0003-2129-1874)
- Gábor G. Tóth (ORCID: https://orcid.org/0000-0002-0283-9091)
- Yueyun Zhu (ORCID: https://orcid.org/0000-0003-2066-4050)
Institutions
- Università Cattolica del Sacro Cuore (IT)
- University of Verona (IT)
- Shanghai Jiao Tong University (CN)
- Ollscoil na Gaillimhe – University of Galway (IE)
- Medical University of Graz (AT)
- University of Limerick (IE)
- Istituti di Ricovero e Cura a Carattere Scientifico (IT)
Publication Details
- Journal
- European Heart Journal - Digital Health
- Published
- 2025-04-07
- DOI
- https://doi.org/10.1093/ehjdh/ztaf031
- Citations
- 5
- Primary Topic
- Cardiac Imaging and Diagnostics
- Type
- article
- Field-Weighted Citation Impact
- 6.80
Funders
- Science Foundation Ireland
- National Natural Science Foundation of China
- Bracco Imaging
- MicroPort
- Abbott Vascular