Artificial intelligence and cloud based platform for fully automated PCI guidance from coronary angiography-study protocol.


Journal

PloS one
ISSN: 1932-6203
Titre abrégé: PLoS One
Pays: United States
ID NLM: 101285081

Informations de publication

Date de publication:
2022
Historique:
received: 05 05 2022
accepted: 23 08 2022
entrez: 9 9 2022
pubmed: 10 9 2022
medline: 14 9 2022
Statut: epublish

Résumé

Ischemic heart disease represent a heavy burden for the medical systems irrespective of the methods used for diagnosis and treatment of such patients in the daily medical routine. The present paper depicts the protocol of a study whose main aim is to develop, implement and test an artificial intelligence algorithm and cloud based platform for fully automated PCI guidance using coronary angiography images. We propose the utilisation of multiple artificial intelligence based models to produce three-dimensional coronary anatomy reconstruction and assess function- post-PCI FFR computation- for developing an extensive report describing and motivating the optimal PCI strategy selection. All the relevant artificial intelligence model outputs (anatomical and functional assessment-pre- and post-PCI) are presented to the clinician via a cloud platform, who can then take the utmost treatment decision. The physician will be provided with multiple scenarios and treatment possibilities for the same case allowing a real-time evaluation of the most appropriate PCI strategy planning and follow-up. The artificial intelligence algorithms and cloud based PCI selection workflow will be verified and validated in a pilot clinical study including subjects prospectively to compare the artificial intelligence services and results against annotations and invasive measurements.

Identifiants

pubmed: 36084034
doi: 10.1371/journal.pone.0274296
pii: PONE-D-22-12988
pmc: PMC9462679
doi:

Types de publication

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

Langues

eng

Sous-ensembles de citation

IM

Pagination

e0274296

Déclaration de conflit d'intérêts

The authors have declared no competing interests exist.

Références

Nature. 2015 May 28;521(7553):436-44
pubmed: 26017442
Med Image Comput Comput Assist Interv. 2013;16(Pt 3):371-9
pubmed: 24505783
JACC Cardiovasc Interv. 2019 Jul 22;12(14):1315-1324
pubmed: 31320025
JACC Cardiovasc Interv. 2022 Feb 28;15(4):468-470
pubmed: 35210057
N Engl J Med. 2018 Nov 1;379(18):1699-1710
pubmed: 30145971
JAMA Cardiol. 2019 Apr 1;4(4):370-374
pubmed: 30840026
Eur Heart J. 2020 Jan 14;41(3):407-477
pubmed: 31504439
N Engl J Med. 2022 Jan 13;386(2):128-137
pubmed: 34735046
Am J Cardiol. 2021 Jan 15;139:8-14
pubmed: 33058806
N Engl J Med. 2013 Sep 19;369(12):1115-23
pubmed: 23991625
J Appl Physiol (1985). 2016 Jul 1;121(1):42-52
pubmed: 27079692
JACC Cardiovasc Interv. 2014 Jul;7(7):768-77
pubmed: 25060020
Circulation. 2019 Jan 29;139(5):694-706
pubmed: 30689413
Lancet. 2015 Nov 7;386(10006):1853-60
pubmed: 26333474
Eur Heart J. 2018 Jan 7;39(2):119-177
pubmed: 28886621
Am J Cardiol. 2016 Jan 1;117(1):29-35
pubmed: 26596195
Cardiovasc Revasc Med. 2022 May;38:127-128
pubmed: 34384691
Eur Heart J. 2021 Apr 7;42(14):1289-1367
pubmed: 32860058
N Engl J Med. 2019 Oct 10;381(15):1411-1421
pubmed: 31475795

Auteurs

Vlad Ploscaru (V)

Department of Cardiology, Emergency Clinical Hospital, Bucharest, Romania.

Nicoleta-Monica Popa-Fotea (NM)

Department of Cardiology, Emergency Clinical Hospital, Bucharest, Romania.
Department Cardio-Thoracic 4, University of Medicine and Pharmacy "Carol Davila", Bucharest, Romania.

Lucian Calmac (L)

Department of Cardiology, Emergency Clinical Hospital, Bucharest, Romania.

Lucian Mihai Itu (LM)

Department of Image Fusion and Analytics, Siemens SRL, Brasov, Romania.
Department of Automation and Applied Informatics, Transylvania University of Brasov, Brasov, Romania.

Cosmin Mihai (C)

Department of Cardiology, Emergency Clinical Hospital, Bucharest, Romania.

Vlad Bataila (V)

Department of Cardiology, Emergency Clinical Hospital, Bucharest, Romania.

Bogdan Dragoescu (B)

Department of Cardiology, Emergency Clinical Hospital, Bucharest, Romania.

Andrei Puiu (A)

Department of Image Fusion and Analytics, Siemens SRL, Brasov, Romania.
Department of Automation and Applied Informatics, Transylvania University of Brasov, Brasov, Romania.

Cosmin Cojocaru (C)

Department of Cardiology, Emergency Clinical Hospital, Bucharest, Romania.
Department Cardio-Thoracic 4, University of Medicine and Pharmacy "Carol Davila", Bucharest, Romania.

Minoiu Aurelian Costin (MA)

Department of Cardiology, Emergency Clinical Hospital, Bucharest, Romania.

Alexandru Scafa-Udriste (A)

Department of Cardiology, Emergency Clinical Hospital, Bucharest, Romania.
Department Cardio-Thoracic 4, University of Medicine and Pharmacy "Carol Davila", Bucharest, Romania.

Articles similaires

[Redispensing of expensive oral anticancer medicines: a practical application].

Lisanne N van Merendonk, Kübra Akgöl, Bastiaan Nuijen
1.00
Humans Antineoplastic Agents Administration, Oral Drug Costs Counterfeit Drugs

Smoking Cessation and Incident Cardiovascular Disease.

Jun Hwan Cho, Seung Yong Shin, Hoseob Kim et al.
1.00
Humans Male Smoking Cessation Cardiovascular Diseases Female
Humans United States Aged Cross-Sectional Studies Medicare Part C
1.00
Humans Yoga Low Back Pain Female Male

Classifications MeSH