Artificial intelligence-enabled phenotyping of patients with severe aortic stenosis: on the recovery of extra-aortic valve cardiac damage after transcatheter aortic valve replacement.


Journal

Open heart
ISSN: 2053-3624
Titre abrégé: Open Heart
Pays: England
ID NLM: 101631219

Informations de publication

Date de publication:
10 2022
Historique:
received: 02 06 2022
accepted: 26 09 2022
entrez: 19 10 2022
pubmed: 20 10 2022
medline: 22 10 2022
Statut: ppublish

Résumé

A novel artificial intelligence-based phenotyping approach to stratify patients with severe aortic stenosis (AS) prior to transcatheter aortic valve replacement (TAVR) has been proposed, based on echocardiographic and haemodynamic data. This study aimed to analyse the recovery of extra-aortic valve cardiac damage in accordance with this novel stratification system following TAVR. The proposed phenotyping approach was previously established employing data from 366 patients with severe AS from a bicentric registry. For this consecutive study, echocardiographic follow-up data, obtained on day 147±75.1 after TAVR, were available from 247 patients (67.5%). Correction of severe AS by TAVR significantly reduced the proportion of patients suffering from concurrent severe mitral regurgitation (from 9.29% to 3.64%, p value: 0.0015). Moreover, pulmonary artery pressures were ameliorated (estimated systolic pulmonary artery pressure: from 47.2±15.8 to 43.3±15.1 mm Hg, p value: 0.0079). However, right heart dysfunction as well as the proportion of patients with severe tricuspid regurgitation remained unchanged. Clusters with persistent right heart dysfunction ultimately displayed 2-year survival rates of 69.2% (95% CI 56.6% to 84.7%) and 74.6% (95% CI 65.9% to 84.4%), which were significantly lower compared with clusters with little or no persistent cardiopulmonary impairment (88.3% (95% CI 83.3% to 93.5%) and 85.5% (95% CI 77.1% to 94.8%)). This phenotyping approach preprocedurally identifies patients with severe AS, who will not recover from extra-aortic valve cardiac damage following TAVR and whose survival is therefore significantly reduced. Importantly, not the degree of pulmonary hypertension at initial presentation, but the irreversibility of right heart dysfunction determines prognosis.

Identifiants

pubmed: 36261218
pii: openhrt-2022-002068
doi: 10.1136/openhrt-2022-002068
pmc: PMC9582320
pii:
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Informations de copyright

© Author(s) (or their employer(s)) 2022. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ.

Déclaration de conflit d'intérêts

Competing interests: None declared.

Références

Eur Heart J. 2020 Aug 1;41(29):2785-2795
pubmed: 32176280
Circ Cardiovasc Interv. 2015 Apr;8(4):
pubmed: 25855679
Nat Med. 2022 Jan;28(1):31-38
pubmed: 35058619
Eur Heart J. 2016 Jan 1;37(1):67-119
pubmed: 26320113
Bioinformatics. 2012 Jan 1;28(1):112-8
pubmed: 22039212
JACC Cardiovasc Interv. 2022 Feb 28;15(4):381-394
pubmed: 35210045
Eur Heart J. 2020 May 21;41(20):1930-1931
pubmed: 32337531
JACC Cardiovasc Interv. 2019 Nov 11;12(21):2155-2168
pubmed: 31699377
J Card Fail. 2021 Dec;27(12):1337-1344
pubmed: 33839289
JACC Cardiovasc Interv. 2021 Oct 25;14(20):2246-2256
pubmed: 34600873
Innovations (Phila). 2018 May/Jun;13(3):190-199
pubmed: 29912741
N Engl J Med. 2012 May 3;366(18):1696-704
pubmed: 22443478
Circ Cardiovasc Interv. 2021 Aug;14(8):e010437
pubmed: 34266311
Circ Cardiovasc Imaging. 2020 May;13(5):e009707
pubmed: 32418453
Eur Heart J. 2018 Jul 21;39(28):2659-2667
pubmed: 29741615
JACC Cardiovasc Interv. 2021 Oct 11;14(19):2127-2140
pubmed: 34620391
JACC Cardiovasc Imaging. 2019 Apr;12(4):577-587
pubmed: 29454762
Eur Heart J. 2022 Feb 12;43(7):561-632
pubmed: 34453165
Sci Rep. 2017 Nov 7;7(1):14723
pubmed: 29116212
JACC Cardiovasc Imaging. 2021 Jun;14(6):1085-1095
pubmed: 33582056
Front Cardiovasc Med. 2021 Jun 28;8:702589
pubmed: 34262955
J Am Soc Echocardiogr. 2017 Jan;30(1):47-51
pubmed: 28063482
Eur Heart J. 2018 Apr 14;39(15):1255-1264
pubmed: 29281101
Heart. 2018 May;104(10):821-827
pubmed: 28970276
EuroIntervention. 2016 Dec 20;12(12):1542-1549
pubmed: 27998847
Eur Heart J. 2017 Dec 01;38(45):3351-3358
pubmed: 29020232
Eur Heart J Cardiovasc Imaging. 2015 Jan;16(1):47-52
pubmed: 25187607

Auteurs

Mark Lachmann (M)

First Department of Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany.
DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany.

Elena Rippen (E)

First Department of Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany.
DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany.

Tibor Schuster (T)

Department of Family Medicine, McGill University, Montreal, Quebec, Canada.

Erion Xhepa (E)

DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany.
Department of Cardiology, Deutsches Herzzentrum München, Technical University of Munich, Munich, Germany.

Moritz von Scheidt (M)

DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany.
Department of Cardiology, Deutsches Herzzentrum München, Technical University of Munich, Munich, Germany.

Teresa Trenkwalder (T)

DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany.
Department of Cardiology, Deutsches Herzzentrum München, Technical University of Munich, Munich, Germany.

Costanza Pellegrini (C)

Department of Cardiology, Deutsches Herzzentrum München, Technical University of Munich, Munich, Germany.

Tobias Rheude (T)

Department of Cardiology, Deutsches Herzzentrum München, Technical University of Munich, Munich, Germany.

Amelie Hesse (A)

First Department of Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany.
DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany.

Anja Stundl (A)

First Department of Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany.

Gerhard Harmsen (G)

Department of Physics, University of Johannesburg, Auckland Park, South Africa.

Shinsuke Yuasa (S)

Department of Cardiology, Keio University School of Medicine, Tokyo, Japan.

Heribert Schunkert (H)

DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany.
Department of Cardiology, Deutsches Herzzentrum München, Technical University of Munich, Munich, Germany.

Adnan Kastrati (A)

DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany.
Department of Cardiology, Deutsches Herzzentrum München, Technical University of Munich, Munich, Germany.

Karl-Ludwig Laugwitz (KL)

First Department of Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany.
DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany.

Michael Joner (M)

DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany.
Department of Cardiology, Deutsches Herzzentrum München, Technical University of Munich, Munich, Germany.

Christian Kupatt (C)

First Department of Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany christian.kupatt@tum.de.
DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany.

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