|
1
|
Onnis C, van Assen M, Muscogiuri E, Muscogiuri G, Gershon G, Saba L, De Cecco CN. The Role of Artificial Intelligence in Cardiac Imaging. Radiol Clin North Am 2024; 62:473-488. [PMID: 38553181 DOI: 10.1016/j.rcl.2024.01.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/02/2024]
Abstract
Artificial intelligence (AI) is having a significant impact in medical imaging, advancing almost every aspect of the field, from image acquisition and postprocessing to automated image analysis with outreach toward supporting decision making. Noninvasive cardiac imaging is one of the main and most exciting fields for AI development. The aim of this review is to describe the main applications of AI in cardiac imaging, including CT and MR imaging, and provide an overview of recent advancements and available clinical applications that can improve clinical workflow, disease detection, and prognostication in cardiac disease.
Collapse
Affiliation(s)
- Carlotta Onnis
- Translational Laboratory for Cardiothoracic Imaging and Artificial Intelligence, Department of Radiology and Imaging Sciences, Emory University, 100 Woodruff Circle, Atlanta, GA 30322, USA; Department of Radiology, Azienda Ospedaliero Universitaria (A.O.U.), di Cagliari-Polo di Monserrato, SS 554 km 4,500 Monserrato, Cagliari 09042, Italy. https://twitter.com/CarlottaOnnis
| | - Marly van Assen
- Translational Laboratory for Cardiothoracic Imaging and Artificial Intelligence, Department of Radiology and Imaging Sciences, Emory University, 100 Woodruff Circle, Atlanta, GA 30322, USA. https://twitter.com/marly_van_assen
| | - Emanuele Muscogiuri
- Translational Laboratory for Cardiothoracic Imaging and Artificial Intelligence, Department of Radiology and Imaging Sciences, Emory University, 100 Woodruff Circle, Atlanta, GA 30322, USA; Division of Thoracic Imaging, Department of Radiology, University Hospitals Leuven, Herestraat 49, Leuven 3000, Belgium
| | - Giuseppe Muscogiuri
- Department of Diagnostic and Interventional Radiology, Papa Giovanni XXIII Hospital, Piazza OMS, 1, Bergamo BG 24127, Italy. https://twitter.com/GiuseppeMuscog
| | - Gabrielle Gershon
- Translational Laboratory for Cardiothoracic Imaging and Artificial Intelligence, Department of Radiology and Imaging Sciences, Emory University, 100 Woodruff Circle, Atlanta, GA 30322, USA. https://twitter.com/gabbygershon
| | - Luca Saba
- Department of Radiology, Azienda Ospedaliero Universitaria (A.O.U.), di Cagliari-Polo di Monserrato, SS 554 km 4,500 Monserrato, Cagliari 09042, Italy. https://twitter.com/lucasabaITA
| | - Carlo N De Cecco
- Translational Laboratory for Cardiothoracic Imaging and Artificial Intelligence, Department of Radiology and Imaging Sciences, Emory University, 100 Woodruff Circle, Atlanta, GA 30322, USA; Division of Cardiothoracic Imaging, Department of Radiology and Imaging Sciences, Emory University, Emory University Hospital, 1365 Clifton Road Northeast, Suite AT503, Atlanta, GA 30322, USA.
| |
Collapse
|
|
2
|
Forleo C, Carella MC, Basile P, Mandunzio D, Greco G, Napoli G, Carulli E, Dicorato MM, Dentamaro I, Santobuono VE, Memeo R, Latorre MD, Baggiano A, Mushtaq S, Ciccone MM, Pontone G, Guaricci AI. The Role of Magnetic Resonance Imaging in Cardiomyopathies in the Light of New Guidelines: A Focus on Tissue Mapping. J Clin Med 2024; 13:2621. [PMID: 38731153 PMCID: PMC11084160 DOI: 10.3390/jcm13092621] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2024] [Revised: 04/27/2024] [Accepted: 04/28/2024] [Indexed: 05/13/2024] Open
Abstract
Cardiomyopathies (CMPs) are a group of myocardial disorders that are characterized by structural and functional abnormalities of the heart muscle. These abnormalities occur in the absence of coronary artery disease (CAD), hypertension, valvular disease, and congenital heart disease. CMPs are an increasingly important topic in the field of cardiovascular diseases due to the complexity of their diagnosis and management. In 2023, the ESC guidelines on cardiomyopathies were first published, marking significant progress in the field. The growth of techniques such as cardiac magnetic resonance imaging (CMR) and genetics has been fueled by the development of multimodal imaging approaches. For the diagnosis of CMPs, a multimodal imaging approach, including CMR, is recommended. CMR has become the standard for non-invasive analysis of cardiac morphology and myocardial function. This document provides an overview of the role of CMR in CMPs, with a focus on tissue mapping. CMR enables the characterization of myocardial tissues and the assessment of cardiac functions. CMR sequences and techniques, such as late gadolinium enhancement (LGE) and parametric mapping, provide detailed information on tissue composition, fibrosis, edema, and myocardial perfusion. These techniques offer valuable insights for early diagnosis, prognostic evaluation, and therapeutic guidance of CMPs. The use of quantitative CMR markers enables personalized treatment plans, improving overall patient outcomes. This review aims to serve as a guide for the use of these new tools in clinical practice.
Collapse
Affiliation(s)
- Cinzia Forleo
- University Cardiologic Unit, Interdisciplinary Department of Medicine, Polyclinic University Hospital, 70124 Bari, Italy; (C.F.); (M.C.C.); (P.B.); (D.M.); (G.G.); (G.N.); (E.C.); (M.M.D.); (I.D.); (V.E.S.); (R.M.); (M.D.L.); (M.M.C.)
| | - Maria Cristina Carella
- University Cardiologic Unit, Interdisciplinary Department of Medicine, Polyclinic University Hospital, 70124 Bari, Italy; (C.F.); (M.C.C.); (P.B.); (D.M.); (G.G.); (G.N.); (E.C.); (M.M.D.); (I.D.); (V.E.S.); (R.M.); (M.D.L.); (M.M.C.)
| | - Paolo Basile
- University Cardiologic Unit, Interdisciplinary Department of Medicine, Polyclinic University Hospital, 70124 Bari, Italy; (C.F.); (M.C.C.); (P.B.); (D.M.); (G.G.); (G.N.); (E.C.); (M.M.D.); (I.D.); (V.E.S.); (R.M.); (M.D.L.); (M.M.C.)
| | - Donato Mandunzio
- University Cardiologic Unit, Interdisciplinary Department of Medicine, Polyclinic University Hospital, 70124 Bari, Italy; (C.F.); (M.C.C.); (P.B.); (D.M.); (G.G.); (G.N.); (E.C.); (M.M.D.); (I.D.); (V.E.S.); (R.M.); (M.D.L.); (M.M.C.)
| | - Giulia Greco
- University Cardiologic Unit, Interdisciplinary Department of Medicine, Polyclinic University Hospital, 70124 Bari, Italy; (C.F.); (M.C.C.); (P.B.); (D.M.); (G.G.); (G.N.); (E.C.); (M.M.D.); (I.D.); (V.E.S.); (R.M.); (M.D.L.); (M.M.C.)
| | - Gianluigi Napoli
- University Cardiologic Unit, Interdisciplinary Department of Medicine, Polyclinic University Hospital, 70124 Bari, Italy; (C.F.); (M.C.C.); (P.B.); (D.M.); (G.G.); (G.N.); (E.C.); (M.M.D.); (I.D.); (V.E.S.); (R.M.); (M.D.L.); (M.M.C.)
| | - Eugenio Carulli
- University Cardiologic Unit, Interdisciplinary Department of Medicine, Polyclinic University Hospital, 70124 Bari, Italy; (C.F.); (M.C.C.); (P.B.); (D.M.); (G.G.); (G.N.); (E.C.); (M.M.D.); (I.D.); (V.E.S.); (R.M.); (M.D.L.); (M.M.C.)
| | - Marco Maria Dicorato
- University Cardiologic Unit, Interdisciplinary Department of Medicine, Polyclinic University Hospital, 70124 Bari, Italy; (C.F.); (M.C.C.); (P.B.); (D.M.); (G.G.); (G.N.); (E.C.); (M.M.D.); (I.D.); (V.E.S.); (R.M.); (M.D.L.); (M.M.C.)
| | - Ilaria Dentamaro
- University Cardiologic Unit, Interdisciplinary Department of Medicine, Polyclinic University Hospital, 70124 Bari, Italy; (C.F.); (M.C.C.); (P.B.); (D.M.); (G.G.); (G.N.); (E.C.); (M.M.D.); (I.D.); (V.E.S.); (R.M.); (M.D.L.); (M.M.C.)
| | - Vincenzo Ezio Santobuono
- University Cardiologic Unit, Interdisciplinary Department of Medicine, Polyclinic University Hospital, 70124 Bari, Italy; (C.F.); (M.C.C.); (P.B.); (D.M.); (G.G.); (G.N.); (E.C.); (M.M.D.); (I.D.); (V.E.S.); (R.M.); (M.D.L.); (M.M.C.)
| | - Riccardo Memeo
- University Cardiologic Unit, Interdisciplinary Department of Medicine, Polyclinic University Hospital, 70124 Bari, Italy; (C.F.); (M.C.C.); (P.B.); (D.M.); (G.G.); (G.N.); (E.C.); (M.M.D.); (I.D.); (V.E.S.); (R.M.); (M.D.L.); (M.M.C.)
| | - Michele Davide Latorre
- University Cardiologic Unit, Interdisciplinary Department of Medicine, Polyclinic University Hospital, 70124 Bari, Italy; (C.F.); (M.C.C.); (P.B.); (D.M.); (G.G.); (G.N.); (E.C.); (M.M.D.); (I.D.); (V.E.S.); (R.M.); (M.D.L.); (M.M.C.)
| | - Andrea Baggiano
- Department of Perioperative Cardiology and Cardiovascular Imaging, Centro Cardiologico Monzino, IRCCS, 20138 Milan, Italy; (A.B.); (S.M.); (G.P.)
| | - Saima Mushtaq
- Department of Perioperative Cardiology and Cardiovascular Imaging, Centro Cardiologico Monzino, IRCCS, 20138 Milan, Italy; (A.B.); (S.M.); (G.P.)
| | - Marco Matteo Ciccone
- University Cardiologic Unit, Interdisciplinary Department of Medicine, Polyclinic University Hospital, 70124 Bari, Italy; (C.F.); (M.C.C.); (P.B.); (D.M.); (G.G.); (G.N.); (E.C.); (M.M.D.); (I.D.); (V.E.S.); (R.M.); (M.D.L.); (M.M.C.)
| | - Gianluca Pontone
- Department of Perioperative Cardiology and Cardiovascular Imaging, Centro Cardiologico Monzino, IRCCS, 20138 Milan, Italy; (A.B.); (S.M.); (G.P.)
- Department of Biomedical, Surgical and Dental Sciences, University of Milan, 20138 Milan, Italy
| | - Andrea Igoren Guaricci
- University Cardiologic Unit, Interdisciplinary Department of Medicine, Polyclinic University Hospital, 70124 Bari, Italy; (C.F.); (M.C.C.); (P.B.); (D.M.); (G.G.); (G.N.); (E.C.); (M.M.D.); (I.D.); (V.E.S.); (R.M.); (M.D.L.); (M.M.C.)
| |
Collapse
|
|
3
|
Khan AA, Khan MA, Cohen C. Letter to the Editor regarding How can artificial intelligence enhance the role of CT in arrhythmia management? Br J Radiol 2024; 97:477-478. [PMID: 38308026 DOI: 10.1093/bjr/tqad031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2023] [Accepted: 11/02/2023] [Indexed: 02/04/2024] Open
Affiliation(s)
- Ameer Ahmed Khan
- Tameside General Hospital, Fountain Street, OL6 9RW, United Kingdom
| | - Munir Ahmed Khan
- University of Leeds, School of Medicine Worsley Building, Woodhouse, Leeds LS2 9JT, United Kingdom
| | - Claudia Cohen
- Tameside General Hospital, Fountain Street, OL6 9RW, United Kingdom
| |
Collapse
|
|
4
|
Carrabba N, Amico MA, Guaricci AI, Carella MC, Maestrini V, Monosilio S, Pedrotti P, Ricci F, Monti L, Figliozzi S, Torlasco C, Barison A, Baggiano A, Scatteia A, Pontone G, Dellegrottaglie S. CMR Mapping: The 4th-Era Revolution in Cardiac Imaging. J Clin Med 2024; 13:337. [PMID: 38256470 PMCID: PMC10816333 DOI: 10.3390/jcm13020337] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2023] [Revised: 01/04/2024] [Accepted: 01/05/2024] [Indexed: 01/24/2024] Open
Abstract
Cardiac magnetic resonance (CMR) imaging has witnessed substantial progress with the advent of parametric mapping techniques, most notably T1 and T2 mapping. These advanced techniques provide valuable insights into a wide range of cardiac conditions, including ischemic heart disease, cardiomyopathies, inflammatory cardiomyopathies, heart valve disease, and athlete's heart. Mapping could be the first sign of myocardial injury and oftentimes precedes symptoms, changes in ejection fraction, and irreversible myocardial remodeling. The ability of parametric mapping to offer a quantitative assessment of myocardial tissue properties addresses the limitations of conventional CMR methods, which often rely on qualitative or semiquantitative data. However, challenges persist, especially in terms of standardization and reference value establishment, hindering the wider clinical adoption of parametric mapping. Future developments should prioritize the standardization of techniques to enhance their clinical applicability, ultimately optimizing patient care pathways and outcomes. In this review, we endeavor to provide insights into the potential contributions of CMR mapping techniques in enhancing the diagnostic processes across a range of cardiac conditions.
Collapse
Affiliation(s)
- Nazario Carrabba
- Cardio-Thoraco-Vascular Department, Careggi Hospital, 50134 Florence, Italy;
| | - Mattia Alexis Amico
- Cardio-Thoraco-Vascular Department, Careggi Hospital, 50134 Florence, Italy;
| | - Andrea Igoren Guaricci
- University Cardiology Unit, Interdisciplinary Department of Medicine, University of Bari Aldo Moro, 70121 Bari, Italy
| | - Maria Cristina Carella
- University Cardiology Unit, Interdisciplinary Department of Medicine, University of Bari Aldo Moro, 70121 Bari, Italy
| | - Viviana Maestrini
- Department of Clinical, Anestesiological and Cardiovascular Science, Sapienza University of Rome, 00185 Rome, Italy (S.M.)
- Institute of Sports Medicine and Science of Rome, Comitato Olimpico Nazionale Italiano (CONI), 00197 Rome, Italy
| | - Sara Monosilio
- Department of Clinical, Anestesiological and Cardiovascular Science, Sapienza University of Rome, 00185 Rome, Italy (S.M.)
- Institute of Sports Medicine and Science of Rome, Comitato Olimpico Nazionale Italiano (CONI), 00197 Rome, Italy
| | - Patrizia Pedrotti
- S.S. Cardiologia Diagnostica per Immagini—RM Cardiaca; S.C. Cardiologia 4 Diagnostica-Riabilitativa Dipartimento CardioToracoVascolare “De Gasperis”, ASST Grande Ospedale Metropolitano Niguarda, 20162 Milano, Italy
| | - Fabrizio Ricci
- Department of Neuroscience, Imaging and Clinical Sciences, G. d’Annunzio University of Chieti-Pescara, 66100 Chieti, Italy
| | - Lorenzo Monti
- IRCCS Humanitas Research Hospital, Via Manzoni 56, Rozzano, 20089 Milan, Italy; (L.M.)
| | - Stefano Figliozzi
- IRCCS Humanitas Research Hospital, Via Manzoni 56, Rozzano, 20089 Milan, Italy; (L.M.)
| | - Camilla Torlasco
- Department of Cardiovascular, Neural and Metabolic Sciences, IRCCS Istituto Auxologico Italiano, 20165 Milan, Italy;
| | - Andrea Barison
- Fondazione Toscana Gabriele Monasterio, 56127 Pisa, Italy
| | - Andrea Baggiano
- Department of Perioperative Cardiology and Cardiovascular Imaging, Centro Cardiologico Monzino IRCCS, 20138 Milan, Italy; (A.B.); (G.P.)
- Department of Biomedical, Surgical and Dental Sciences, University of Milan, 20133 Milan, Italy
| | - Alessandra Scatteia
- Cardiovascular MRI Laboratory, Unit of Advanced Cardiovascular Imaging, Ospedale Medico-Chirurgico Accreditato Villa dei Fiori, 80011 Acerra, Italy
| | - Gianluca Pontone
- Department of Perioperative Cardiology and Cardiovascular Imaging, Centro Cardiologico Monzino IRCCS, 20138 Milan, Italy; (A.B.); (G.P.)
- Department of Biomedical, Surgical and Dental Sciences, University of Milan, 20133 Milan, Italy
| | - Santo Dellegrottaglie
- Cardiovascular MRI Laboratory, Unit of Advanced Cardiovascular Imaging, Ospedale Medico-Chirurgico Accreditato Villa dei Fiori, 80011 Acerra, Italy
| |
Collapse
|
|
5
|
Argentiero A, Carella MC, Mandunzio D, Greco G, Mushtaq S, Baggiano A, Fazzari F, Fusini L, Muscogiuri G, Basile P, Siena P, Soldato N, Napoli G, Santobuono VE, Forleo C, Garrido EC, Di Marco A, Pontone G, Guaricci AI. Cardiac Magnetic Resonance as Risk Stratification Tool in Non-Ischemic Dilated Cardiomyopathy Referred for Implantable Cardioverter Defibrillator Therapy-State of Art and Perspectives. J Clin Med 2023; 12:7752. [PMID: 38137821 PMCID: PMC10743710 DOI: 10.3390/jcm12247752] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2023] [Revised: 12/12/2023] [Accepted: 12/15/2023] [Indexed: 12/24/2023] Open
Abstract
Non-ischemic dilated cardiomyopathy (DCM) is a disease characterized by left ventricular dilation and systolic dysfunction. Patients with DCM are at higher risk for ventricular arrhythmias and sudden cardiac death (SCD). According to current international guidelines, left ventricular ejection fraction (LVEF) ≤ 35% represents the main indication for prophylactic implantable cardioverter defibrillator (ICD) implantation in patients with DCM. However, LVEF lacks sensitivity and specificity as a risk marker for SCD. It has been seen that the majority of patients with DCM do not actually benefit from the ICD implantation and, on the contrary, that many patients at risk of SCD are not identified as they have preserved or mildly depressed LVEF. Therefore, the use of LVEF as unique decision parameter does not maximize the benefit of ICD therapy. Multiple risk factors used in combination could likely predict SCD risk better than any single risk parameter. Several predictors have been proposed including genetic variants, electric indexes, and volumetric parameters of LV. Cardiac magnetic resonance (CMR) can improve risk stratification thanks to tissue characterization sequences such as LGE sequence, parametric mapping, and feature tracking. This review evaluates the role of CMR as a risk stratification tool in DCM patients referred for ICD.
Collapse
Affiliation(s)
- Adriana Argentiero
- University Cardiology Unit, Interdisciplinary Department of Medicine, University of Bari Aldo Moro, 70121 Bari, Italy; (A.A.); (M.C.C.); (D.M.); (G.G.); (P.B.); (P.S.); (N.S.); (G.N.); (V.E.S.); (C.F.)
| | - Maria Cristina Carella
- University Cardiology Unit, Interdisciplinary Department of Medicine, University of Bari Aldo Moro, 70121 Bari, Italy; (A.A.); (M.C.C.); (D.M.); (G.G.); (P.B.); (P.S.); (N.S.); (G.N.); (V.E.S.); (C.F.)
| | - Donato Mandunzio
- University Cardiology Unit, Interdisciplinary Department of Medicine, University of Bari Aldo Moro, 70121 Bari, Italy; (A.A.); (M.C.C.); (D.M.); (G.G.); (P.B.); (P.S.); (N.S.); (G.N.); (V.E.S.); (C.F.)
| | - Giulia Greco
- University Cardiology Unit, Interdisciplinary Department of Medicine, University of Bari Aldo Moro, 70121 Bari, Italy; (A.A.); (M.C.C.); (D.M.); (G.G.); (P.B.); (P.S.); (N.S.); (G.N.); (V.E.S.); (C.F.)
| | - Saima Mushtaq
- Perioperative and Cardiovascular Imaging Department, Centro Cardiologico Monzino IRCCS, 20138 Milan, Italy; (S.M.); (A.B.); (F.F.); (L.F.); (G.P.)
| | - Andrea Baggiano
- Perioperative and Cardiovascular Imaging Department, Centro Cardiologico Monzino IRCCS, 20138 Milan, Italy; (S.M.); (A.B.); (F.F.); (L.F.); (G.P.)
| | - Fabio Fazzari
- Perioperative and Cardiovascular Imaging Department, Centro Cardiologico Monzino IRCCS, 20138 Milan, Italy; (S.M.); (A.B.); (F.F.); (L.F.); (G.P.)
| | - Laura Fusini
- Perioperative and Cardiovascular Imaging Department, Centro Cardiologico Monzino IRCCS, 20138 Milan, Italy; (S.M.); (A.B.); (F.F.); (L.F.); (G.P.)
| | | | - Paolo Basile
- University Cardiology Unit, Interdisciplinary Department of Medicine, University of Bari Aldo Moro, 70121 Bari, Italy; (A.A.); (M.C.C.); (D.M.); (G.G.); (P.B.); (P.S.); (N.S.); (G.N.); (V.E.S.); (C.F.)
| | - Paola Siena
- University Cardiology Unit, Interdisciplinary Department of Medicine, University of Bari Aldo Moro, 70121 Bari, Italy; (A.A.); (M.C.C.); (D.M.); (G.G.); (P.B.); (P.S.); (N.S.); (G.N.); (V.E.S.); (C.F.)
| | - Nicolò Soldato
- University Cardiology Unit, Interdisciplinary Department of Medicine, University of Bari Aldo Moro, 70121 Bari, Italy; (A.A.); (M.C.C.); (D.M.); (G.G.); (P.B.); (P.S.); (N.S.); (G.N.); (V.E.S.); (C.F.)
| | - Gianluigi Napoli
- University Cardiology Unit, Interdisciplinary Department of Medicine, University of Bari Aldo Moro, 70121 Bari, Italy; (A.A.); (M.C.C.); (D.M.); (G.G.); (P.B.); (P.S.); (N.S.); (G.N.); (V.E.S.); (C.F.)
| | - Vincenzo Ezio Santobuono
- University Cardiology Unit, Interdisciplinary Department of Medicine, University of Bari Aldo Moro, 70121 Bari, Italy; (A.A.); (M.C.C.); (D.M.); (G.G.); (P.B.); (P.S.); (N.S.); (G.N.); (V.E.S.); (C.F.)
| | - Cinzia Forleo
- University Cardiology Unit, Interdisciplinary Department of Medicine, University of Bari Aldo Moro, 70121 Bari, Italy; (A.A.); (M.C.C.); (D.M.); (G.G.); (P.B.); (P.S.); (N.S.); (G.N.); (V.E.S.); (C.F.)
| | - Eduard Claver Garrido
- Bio-Heart Cardiovascular Diseases Research Group, Bellvitge Biomedical Research Institute (IDIBELL), L’Hospitalet de Llobregat, 08907 Barcelona, Spain; (E.C.G.); (A.D.M.)
- Department of Cardiology, Hospital Universitari de Bellvitge, L’Hospitalet de Llobregat, 08907 Barcelona, Spain
| | - Andrea Di Marco
- Bio-Heart Cardiovascular Diseases Research Group, Bellvitge Biomedical Research Institute (IDIBELL), L’Hospitalet de Llobregat, 08907 Barcelona, Spain; (E.C.G.); (A.D.M.)
- Department of Cardiology, Hospital Universitari de Bellvitge, L’Hospitalet de Llobregat, 08907 Barcelona, Spain
| | - Gianluca Pontone
- Perioperative and Cardiovascular Imaging Department, Centro Cardiologico Monzino IRCCS, 20138 Milan, Italy; (S.M.); (A.B.); (F.F.); (L.F.); (G.P.)
- Department of Biomedical, Surgical and Dental Sciences, University of Milan, 20122 Milan, Italy
| | - Andrea Igoren Guaricci
- University Cardiology Unit, Interdisciplinary Department of Medicine, University of Bari Aldo Moro, 70121 Bari, Italy; (A.A.); (M.C.C.); (D.M.); (G.G.); (P.B.); (P.S.); (N.S.); (G.N.); (V.E.S.); (C.F.)
| |
Collapse
|
|
6
|
Chahal CAA, Khanji MY. Improving Risk Stratification of Sudden Death in Cardiomyopathy: Can Magnetic Resonance Help Beyond Ejection Fraction? JACC Cardiovasc Imaging 2023; 16:1401-1403. [PMID: 37480905 DOI: 10.1016/j.jcmg.2023.06.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Accepted: 06/15/2023] [Indexed: 07/24/2023]
Affiliation(s)
- C Anwar A Chahal
- Center for Inherited Cardiovascular Diseases, WellSpan Health, Lancaster, Pennsylvania, USA; Barts Heart Centre, St Bartholomew's Hospital, Barts Health NHS Trust, London, United Kingdom; Department of Cardiovascular Medicine, Mayo Clinic, Rochester, Minnesota, USA.
| | - Mohammed Y Khanji
- Barts Heart Centre, St Bartholomew's Hospital, Barts Health NHS Trust, London, United Kingdom; NIHR Barts Biomedical Research Centre, William Harvey Research Institute, Queen Mary University of London, London, United Kingdom; Newham University Hospital, Barts Health NHS Trust, London, United Kingdom
| |
Collapse
|