Machine-learning phenotyping of patients with functional mitral regurgitation undergoing transcatheter edge-to-edge repair: the MITRA-AI study
A ML analysis identified meaningful clinical phenotypic presentations in FMR undergoing TEER, with significant differences in terms of cardiovascular death and HF hospitalizations, confirmed in an external validation cohort.
Authors
- Gianluca Alunni
- Paolo Boretto (ORCID: https://orcid.org/0000-0003-1088-5589)
- Christian Templin (ORCID: https://orcid.org/0000-0003-0287-4193)
- Victoria Lucia Camman
- Jacopo Oreglia (ORCID: https://orcid.org/0000-0002-8406-7696)
- Rodrigo Estévez-Loureiro
- Simone Frea (ORCID: https://orcid.org/0000-0002-2977-3299)
- Corrado Pancotti (ORCID: https://orcid.org/0000-0003-2327-1148)
- Marco Pocar (ORCID: https://orcid.org/0000-0003-3728-4863)
- Saverio Muscoli (ORCID: https://orcid.org/0000-0002-4037-7561)
- Fabrizio D’Ascenzo (ORCID: https://orcid.org/0000-0002-6646-9317)
- Giuseppe Patti (ORCID: https://orcid.org/0000-0002-5404-3968)
- Veronica Dusi (ORCID: https://orcid.org/0000-0002-2290-3126)
- Mario Iannaccone (ORCID: https://orcid.org/0000-0003-0571-3918)
- Gabriele Crimi (ORCID: https://orcid.org/0000-0002-2852-061X)
- Ovidio De Filippo (ORCID: https://orcid.org/0000-0002-4915-9501)
- Elena Cavallone (ORCID: https://orcid.org/0009-0001-6085-3385)
- Claudia Raineri (ORCID: https://orcid.org/0000-0001-9653-1516)
- Ran Kornowski
- Cristina Giannini (ORCID: https://orcid.org/0000-0002-5472-6881)
- Gaetano Maria De Ferrari (ORCID: https://orcid.org/0000-0003-4940-0876)
- Pier Paolo Bocchino (ORCID: https://orcid.org/0000-0001-7868-1852)
- Luca Baldetti
- Stefano Pidello (ORCID: https://orcid.org/0000-0002-2105-7693)
- Piero Fariselli (ORCID: https://orcid.org/0000-0003-1811-4762)
- Davide Stolfo (ORCID: https://orcid.org/0000-0002-4538-6811)
- Antonio Montefusco (ORCID: https://orcid.org/0000-0003-1949-3178)
- Federico Conrotto (ORCID: https://orcid.org/0000-0002-5402-6826)
- Marianna Adamo (ORCID: https://orcid.org/0000-0002-3855-1815)
- Giuseppe Biondi‐Zoccai (ORCID: https://orcid.org/0000-0001-6103-8510)
- Leor Perl (ORCID: https://orcid.org/0000-0002-0625-7937)
- Sonia Petronio
- Italo Porto (ORCID: https://orcid.org/0000-0002-9854-5046)
- Filippo Finizio (ORCID: https://orcid.org/0009-0003-5833-4791)
- Matteo Pagnesi (ORCID: https://orcid.org/0000-0002-9298-7871)
- Nuccia Morici (ORCID: https://orcid.org/0000-0003-1070-8857)
- Filippo Angelini (ORCID: https://orcid.org/0000-0003-4711-0891)
- Mauro Chiarito (ORCID: https://orcid.org/0000-0002-9333-2658)
- Arturo Giordano (ORCID: https://orcid.org/0000-0002-5467-8736)
- Sergio Raposeiras Roubin
- Michele La Torre
Institutions
- University of Rome Tor Vergata (IT)
- Università degli Studi del Piemonte Orientale “Amedeo Avogadro” (IT)
- Humanitas University (IT)
- Vita-Salute San Raffaele University (IT)
- Tel Aviv University (IL)
- Rabin Medical Center (IL)
- University Hospital Complex Of Vigo (ES)
- Azienda Ospedaliera Citta' della Salute e della Scienza di Torino (IT)
- Azienda Socio Sanitaria Territoriale Grande Ospedale Metropolitano Niguarda (IT)
- University Hospital of Zurich (CH)
- Maria Cecilia Hospital (IT)
- Surgical Specialties (Canada) (CA)
- Don Carlo Gnocchi Foundation (IT)
- Azienda Ospedaliero Universitaria Maggiore della Carita (IT)
- Ospedale San Giovanni Bosco (IT)
- Clinica Mediterranea (IT)
- Presidio Ospedaliero (IT)
- Department of Medical Sciences (BY)
- Istituti di Ricovero e Cura a Carattere Scientifico (IT)
- Azienda Sanitaria Universitaria Integrata di Trieste (IT)
- Azienda Ospedaliera Universitaria Pisana (IT)
- Istituto di Ricovero e Cura a Carattere Scientifico San Raffaele (IT)
- University of Turin (IT)
- University of Brescia (IT)
- University of Genoa (IT)
- Sapienza University of Rome (IT)
Publication Details
- Journal
- European Heart Journal - Digital Health
- Published
- 2025-02-13
- DOI
- https://doi.org/10.1093/ehjdh/ztaf006
- Citations
- 8
- Primary Topic
- Cardiac Valve Diseases and Treatments
- Type
- article
- Field-Weighted Citation Impact
- 11.11