Unsupervised machine learning analysis to enhance risk stratification in patients with asymptomatic aortic stenosis
Artificial intelligence-guided phenotypic classification revealed 5 distinct groups and enhanced risk stratification of patients with AS. This approach may be useful to optimize and individualize medical and interventional management of AS.
Authors
- Marie Arsenault
- Mickaël Leclercq (ORCID: https://orcid.org/0000-0001-6205-888X)
- Pierre‐Alexandre Mattei (ORCID: https://orcid.org/0000-0002-1297-908X)
- Fŕed́eric Precioso (ORCID: https://orcid.org/0000-0001-8712-1443)
- Sébastien Hecht (ORCID: https://orcid.org/0000-0002-5408-8576)
- Philippe Pîbarot (ORCID: https://orcid.org/0000-0002-3607-279X)
- Lionel Tastet (ORCID: https://orcid.org/0000-0002-6374-5398)
- Romain Capoulade (ORCID: https://orcid.org/0000-0002-7233-7409)
- Louis Ohl (ORCID: https://orcid.org/0000-0002-3467-5167)
- Erwan Salaün (ORCID: https://orcid.org/0000-0003-4393-6696)
- Jonathan Beaudoin (ORCID: https://orcid.org/0000-0002-9914-6821)
- Jérémy Bernard (ORCID: https://orcid.org/0000-0002-0645-2636)
- Arnaud Droit (ORCID: https://orcid.org/0000-0001-7922-790X)
- Marie‐Ange Fleury
- Mathieu Bernier (ORCID: https://orcid.org/0000-0001-9240-3816)
- Nancy Côté (ORCID: https://orcid.org/0000-0003-4062-3643)
- Kathia Abdoun
- Élisabeth Bédard (ORCID: https://orcid.org/0000-0001-9276-2835)
- Mylène Shen
Institutions
- Linköping University (SE)
- Centre National de la Recherche Scientifique (FR)
- Inserm (FR)
- University of California, San Francisco (US)
- Centre Hospitalier Universitaire de Nantes (FR)
- University of California San Diego (US)
- Institut universitaire de cardiologie et de pneumologie de Québec (CA)
- Centre hospitalier de l'Université Laval (CA)
- Institut du Thorax (FR)
- Institut de Physique de Nice (FR)
- Université Laval (CA)
- University of San Francisco (US)
- Nantes Université (FR)
Publication Details
- Journal
- European Heart Journal - Digital Health
- Published
- 2025-10-07
- DOI
- https://doi.org/10.1093/ehjdh/ztaf115
- Primary Topic
- Cardiac Valve Diseases and Treatments
- Type
- article
- Field-Weighted Citation Impact
- 0.00