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GhaffariJolfayi A, Salmanipour A, Heshmat-Ghahdarijani K, MozafaryBazargany M, Azimi A, Pirouzi P, Mohammadzadeh A. Machine learning-based interpretation of non-contrast feature tracking strain analysis and T1/T2 mapping for assessing myocardial viability. Sci Rep 2025; 15:753. [PMID: 39755814 DOI: 10.1038/s41598-024-85029-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2024] [Accepted: 12/30/2024] [Indexed: 01/06/2025] Open
Abstract
Assessing myocardial viability is crucial for managing ischemic heart disease. While late gadolinium enhancement (LGE) cardiovascular magnetic resonance (CMR) is the gold standard for viability evaluation, it has limitations, including contraindications in patients with renal dysfunction and lengthy scan times. This study investigates the potential of non-contrast CMR techniques-feature tracking strain analysis and T1/T2 mapping-combined with machine learning (ML) models, as an alternative to LGE-CMR for myocardial viability assessment. A retrospective analysis was conducted on 79 patients with myocardial infarction (MI) 2-4 weeks post-event. Patients with prior ischemia or poor imaging quality were excluded to ensure robust data acquisition. Various ML algorithms were applied to data from LGE-CMR and non-contrast CMR techniques. Random forest (RF) demonstrated the highest predictive accuracy, with area under the curve (AUC) values of 0.89, 0.90, and 0.92 for left anterior descending (LAD), right coronary artery (RCA), and left circumflex (LCX) coronary artery territories, respectively. For the LAD territory, RF, k-nearest neighbors (KNN), and logistic regression were the top performers, while RCA showed the best results from RF, neural networks (NN), and KNN. In the LCX territory, RF, NN, and logistic regression were most effective. The integration of T1/T2 mapping and strain analysis significantly enhanced myocardial viability prediction, positioning these non-contrast techniques as promising alternatives to LGE-CMR. ML models, particularly RF, provided superior diagnostic accuracy across coronary territories. Future studies should validate these findings across diverse populations and clinical settings.
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Affiliation(s)
- Amir GhaffariJolfayi
- Cardiovascular Research Center, Rajaie Cardiovascular, Medical, and Research Center, University of Medical Sciences, Tehran, Iran
| | - Alireza Salmanipour
- Cardiovascular Research Center, Rajaie Cardiovascular, Medical, and Research Center, University of Medical Sciences, Tehran, Iran
| | - Kiyan Heshmat-Ghahdarijani
- Cardiovascular Research Center, Rajaie Cardiovascular, Medical, and Research Center, University of Medical Sciences, Tehran, Iran
- Heart Failure Research Center, Cardiovascular Research Institute, Isfahan University of Medical Sciences, Isfahan, Iran
| | | | - Amir Azimi
- Cardiovascular Research Center, Rajaie Cardiovascular, Medical, and Research Center, University of Medical Sciences, Tehran, Iran
| | - Pirouz Pirouzi
- Cardiovascular Research Center, Rajaie Cardiovascular, Medical, and Research Center, University of Medical Sciences, Tehran, Iran
| | - Ali Mohammadzadeh
- Cardiovascular Research Center, Rajaie Cardiovascular, Medical, and Research Center, University of Medical Sciences, Tehran, Iran.
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2
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Antonopoulos AS, Xintarakou A, Protonotarios A, Lazaros G, Miliou A, Tsioufis K, Vlachopoulos C. Imagenetics for Precision Medicine in Dilated Cardiomyopathy. CIRCULATION. GENOMIC AND PRECISION MEDICINE 2024; 17:e004301. [PMID: 38415367 DOI: 10.1161/circgen.123.004301] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/29/2024]
Abstract
Dilated cardiomyopathy (DCM) is a common heart muscle disorder of nonischemic etiology associated with heart failure development and the risk of malignant ventricular arrhythmias and sudden cardiac death. A tailored approach to risk stratification and prevention of sudden cardiac death is required in genetic DCM given its variable presentation and phenotypic severity. Currently, advances in cardiogenetics have shed light on disease mechanisms, the complex genetic architecture of DCM, polygenic contributors to disease susceptibility and the role of environmental triggers. Parallel advances in imaging have also enhanced disease recognition and the identification of the wide spectrum of phenotypes falling under the DCM umbrella. Genotype-phenotype associations have been also established for specific subtypes of DCM, such as DSP (desmoplakin) or FLNC (filamin-C) cardiomyopathy but overall, they remain elusive and not readily identifiable. Also, despite the accumulated knowledge on disease mechanisms, certain aspects remain still unclear, such as which patients with DCM are at risk for disease progression or remission after treatment. Imagenetics, that is, the combination of imaging and genetics, is expected to further advance research in the field and contribute to precision medicine in DCM management and treatment. In the present article, we review the existing literature in the field, summarize the established knowledge and emerging data on the value of genetics and imaging in establishing genotype-phenotype associations in DCM and in clinical decision making for DCM patients.
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Affiliation(s)
- Alexios S Antonopoulos
- 1st Cardiology Department, Hippokration Hospital, National and Kapodistrian University of Athens, Greece (A.S.A., A.X., G.L., A.M., K.T., C.V.)
| | - Anastasia Xintarakou
- 1st Cardiology Department, Hippokration Hospital, National and Kapodistrian University of Athens, Greece (A.S.A., A.X., G.L., A.M., K.T., C.V.)
| | - Alexandros Protonotarios
- Institute of Cardiovascular Science, University College London, United Kingdom (A.P.)
- Inherited Cardiovascular Disease Unit, St Bartholomew's Hospital, London, United Kingdom (A.P.)
| | - George Lazaros
- 1st Cardiology Department, Hippokration Hospital, National and Kapodistrian University of Athens, Greece (A.S.A., A.X., G.L., A.M., K.T., C.V.)
| | - Antigoni Miliou
- 1st Cardiology Department, Hippokration Hospital, National and Kapodistrian University of Athens, Greece (A.S.A., A.X., G.L., A.M., K.T., C.V.)
| | - Konstantinos Tsioufis
- 1st Cardiology Department, Hippokration Hospital, National and Kapodistrian University of Athens, Greece (A.S.A., A.X., G.L., A.M., K.T., C.V.)
| | - Charalambos Vlachopoulos
- 1st Cardiology Department, Hippokration Hospital, National and Kapodistrian University of Athens, Greece (A.S.A., A.X., G.L., A.M., K.T., C.V.)
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Russo V, Antonini G, Massa R, Casali C, Mauriello A, Martino AM, Marconi R, Garibaldi M, Franciosa P, Zecchin M, Gaudio C, D'Andrea A, Strano S. Comprehensive Cardiovascular Management of Myotonic Dystrophy Type 1 Patients: A Report from the Italian Neuro-Cardiology Network. J Cardiovasc Dev Dis 2024; 11:63. [PMID: 38392277 PMCID: PMC10889677 DOI: 10.3390/jcdd11020063] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/01/2024] [Revised: 02/12/2024] [Accepted: 02/15/2024] [Indexed: 02/24/2024] Open
Abstract
Myotonic dystrophy is a hereditary disorder with systemic involvement. The Italian Neuro-Cardiology Network-"Rete delle Neurocardiologie" (INCN-RNC) is a unique collaborative experience involving neurology units combined with cardio-arrhythmology units. The INCN facilitates the creation of integrated neuro-cardiac teams in Neuromuscular Disease Centers for the management of cardiovascular involvement in the treatment of myotonic dystrophy type 1 (MD1).
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Affiliation(s)
- Vincenzo Russo
- Cardiology Unit, Department of Medical Translational Sciences, University of Campania "Luigi Vanvitelli"-"Monaldi" Hospital, 80126 Naples, Italy
| | - Giovanni Antonini
- Neuromuscular Disease Centre, Department of Neurosciences, Mental Health and Sensory Organs (NESMOS), Sapienza University of Rome, "Sant'Andrea" Hospital, Via di Grottarossa, 1035-1039, 00189 Rome, Italy
| | - Roberto Massa
- Neuromuscular Diseases Unit, Department of Systems Medicine, University of Rome "Tor Vergata", 00133 Rome, Italy
| | - Carlo Casali
- Department of Medico-Surgical Sciences and Biotechnologies, Sapienza University of Rome, 00196 Rome, Italy
| | - Alfredo Mauriello
- Cardiology Unit, Department of Medical Translational Sciences, University of Campania "Luigi Vanvitelli"-"Monaldi" Hospital, 80126 Naples, Italy
- Department of Cardiology, "Umberto I" Hospital, 84014 Nocera Inferiore, Italy
| | | | - Roberto Marconi
- Unit of Neurology, Cardio-Thoracic-Neuro-Vascular Department, "Misericordia" Hospital, 58100 Grosseto, Italy
| | - Matteo Garibaldi
- Neuromuscular Disease Centre, Department of Neurosciences, Mental Health and Sensory Organs (NESMOS), Sapienza University of Rome, "Sant'Andrea" Hospital, Via di Grottarossa, 1035-1039, 00189 Rome, Italy
| | - Pasquale Franciosa
- Department of Internal, Anesthesiological and Cardiovascular Clinical Sciences, Sapienza University of Rome, 00196 Rome, Italy
| | - Massimo Zecchin
- Cardiothoracovascular Department, "Cattinara" Hospital, ASUGI and University of Trieste, 34149 Trieste, Italy
| | - Carlo Gaudio
- Department of Internal, Anesthesiological and Cardiovascular Clinical Sciences, Sapienza University of Rome, 00196 Rome, Italy
| | - Antonello D'Andrea
- Department of Cardiology, "Umberto I" Hospital, 84014 Nocera Inferiore, Italy
| | - Stefano Strano
- Department of Internal, Anesthesiological and Cardiovascular Clinical Sciences, Sapienza University of Rome, 00196 Rome, Italy
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Kashyap N, Nikhanj A, Labib D, Prosia E, Rivest S, Flewitt J, Pfeffer G, Bakal JA, Siddiqi ZA, Coulden RA, Thompson R, White JA, Oudit GY. Prognostic Utility of Cardiovascular Magnetic Resonance-Based Phenotyping in Patients With Muscular Dystrophy. J Am Heart Assoc 2023; 12:e030229. [PMID: 37929714 PMCID: PMC10727409 DOI: 10.1161/jaha.123.030229] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Accepted: 10/06/2023] [Indexed: 11/07/2023]
Abstract
Background The prognostic utility of cardiovascular magnetic resonance imaging, including strain analysis and tissue characterization, has not been comprehensively investigated in adult patients with muscular dystrophy. Methods and Results We prospectively enrolled 148 patients with dystrophinopathies (including heterozygotes), limb-girdle muscular dystrophy, and type 1 myotonic dystrophy (median age, 36.0 [interquartile range, 23.0-50.0] years; 51 [34.5%] women) over 7.7 years in addition to an age- and sex-matched healthy control cohort (n=50). Cardiovascular magnetic resonance markers, including 3-dimensional strain and fibrosis, were assessed for their respective association with major adverse cardiac events. Our results showed that markers of contractile performance were reduced across all muscular dystrophy groups. In particular, the dystrophinopathies cohort experienced reduced left ventricular (LV) ejection fraction and high burden of replacement fibrosis. Patients with type 1 myotonic dystrophy showed a 26.8% relative reduction in LV mass with corresponding reduction in chamber volumes. Eighty-two major adverse cardiac events occurred over a median follow-up of 5.2 years. Although LV ejection fraction was significantly associated with major adverse cardiac events (adjusted hazard ratio [aHR], 3.0 [95% CI, 1.4-6.4]) after adjusting for covariates, peak 3-dimensional strain amplitude demonstrated greater predictive value (minimum principal amplitude: aHR, 5.5 [95% CI, 2.5-11.9]; maximum principal amplitude: aHR, 3.3 [95% CI, 1.6-6.8]; circumferential amplitude: aHR, 3.4 [95% CI, 1.6-7.2]; longitudinal amplitude: aHR, 3.4 [95% CI, 1.7-6.9]; and radial strain amplitude: aHR, 3.0 [95% CI, 1.4-6.1]). Minimum principal strain yielded incremental prognostic value beyond LV ejection fraction for association with major adverse cardiac events (change in χ2=13.8; P<0.001). Conclusions Cardiac dysfunction is observed across all muscular dystrophy subtypes; however, the subtypes demonstrate distinct phenotypic profiles. Myocardial deformation analysis highlights unique markers of principal strain that improve risk assessment over other strain markers, LV ejection fraction, and late gadolinium enhancement in this vulnerable patient population.
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Affiliation(s)
- Niharika Kashyap
- Division of CardiologyUniversity of AlbertaEdmontonAlbertaCanada
- Department of Medicine, Faculty of Medicine and DentistryMazankowski Alberta Heart Institute, University of AlbertaEdmontonAlbertaCanada
| | - Anish Nikhanj
- Division of CardiologyUniversity of AlbertaEdmontonAlbertaCanada
- Department of Medicine, Faculty of Medicine and DentistryMazankowski Alberta Heart Institute, University of AlbertaEdmontonAlbertaCanada
| | - Dina Labib
- Department of Cardiac SciencesUniversity of AlbertaEdmontonAlbertaCanada
- Libin Cardiovascular Institute of Alberta, University of CalgaryCalgaryAlbertaCanada
| | - Easter Prosia
- Department of Cardiac SciencesUniversity of AlbertaEdmontonAlbertaCanada
- Libin Cardiovascular Institute of Alberta, University of CalgaryCalgaryAlbertaCanada
| | - Sandra Rivest
- Department of Cardiac SciencesUniversity of AlbertaEdmontonAlbertaCanada
| | - Jacqueline Flewitt
- Libin Cardiovascular Institute of Alberta, University of CalgaryCalgaryAlbertaCanada
| | - Gerald Pfeffer
- Department of Clinical NeurosciencesUniversity of CalgaryCalgaryAlbertaCanada
- Hotchkiss Brain Institute, University of CalgaryCalgaryAlbertaCanada
| | - Jeffrey A. Bakal
- Alberta Strategy for Patient Oriented Research UnitUniversity of CalgaryCalgaryAlbertaCanada
- Provincial Research Data ServicesUniversity of AlbertaEdmontonAlbertaCanada
| | - Zaeem A. Siddiqi
- Division of Neurology, Department of Medicine, Faculty of Medicine and DentistryUniversity of AlbertaEdmontonAlbertaCanada
| | - Richard A. Coulden
- Department of Radiology and Diagnostic ImagingUniversity of Alberta HospitalEdmontonAlbertaCanada
| | - Richard Thompson
- Division of CardiologyUniversity of AlbertaEdmontonAlbertaCanada
- Department of Medicine, Faculty of Medicine and DentistryMazankowski Alberta Heart Institute, University of AlbertaEdmontonAlbertaCanada
| | - James A. White
- Department of Cardiac SciencesUniversity of AlbertaEdmontonAlbertaCanada
- Libin Cardiovascular Institute of Alberta, University of CalgaryCalgaryAlbertaCanada
| | - Gavin Y. Oudit
- Division of CardiologyUniversity of AlbertaEdmontonAlbertaCanada
- Department of Medicine, Faculty of Medicine and DentistryMazankowski Alberta Heart Institute, University of AlbertaEdmontonAlbertaCanada
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Li YS, Ao YW, Zhu DY, Zhang L, Yang RJ, Zhao YL, Zha YF. Reduced myocardial strain of interventricular septum among male amateur marathon runners: a cardiac magnetic resonance study. J Sci Med Sport 2023; 26:506-513. [PMID: 37730468 DOI: 10.1016/j.jsams.2023.06.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2023] [Revised: 06/27/2023] [Accepted: 06/30/2023] [Indexed: 09/22/2023]
Abstract
OBJECTIVES To analyze the long-term effect of multiple marathons on cardiac structure and function in amateur marathon runners compared with healthy controls. DESIGN Cross-sectional study using male amateur marathon runners (n = 32) and age-matched cohort of male healthy controls (n = 12). METHODS A total of 32 male amateur marathon runners (age 44 ± 7 years) and 12 male healthy controls (age 42 ± 8 years) underwent cardiac magnetic resonance (CMR). The relevant parameters of cardiac structure and function were studied employing feature-tracking strain analysis. RESULTS Amateur marathon runners showed lower heart rates, body mass index and body surface area. The left ventricular (LV) mass index, LV end-diastolic volume index and right ventricular end-systolic volume index were significantly higher in amateur marathon runners compared with healthy controls. Furthermore, walls of interventricular septum (IVS) in amateur marathon runners were thicker than healthy controls. There was no significant difference between two groups in the global myocardial strain (MS) in LV. However, the segmental radial and circumferential strains of the LV were lower in amateur marathon runners compared to healthy controls, specifically in the 8th and 9th segments. Finally, we also found as the total running intensity increased, so did global longitudinal strain. CONCLUSIONS We reported higher wall thickness and lower regional radial and circumferential strain in the IVS region in amateur marathon runners, suggesting that prolonged and high-intensity exercise may cause cardiac remodeling. Further studies are needed to investigate whether this is an adaptive or maladaptive change in amateur marathon runners.
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Affiliation(s)
- Yu-Shuang Li
- Department of Radiology, Renmin Hospital of Wuhan University, Hubei Zhang Road, Wuchang District No. 99 Jiefang Road 238, Wuhan, Hubei 430060, China
| | - Ya-Wen Ao
- Department of Radiology, Renmin Hospital of Wuhan University, Hubei Zhang Road, Wuchang District No. 99 Jiefang Road 238, Wuhan, Hubei 430060, China
| | - Dong-Yong Zhu
- Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, No. 1277 Jiefang Avenue, Wuhan, Hubei 430022, China
| | - Liang Zhang
- Department of Radiology, Renmin Hospital of Wuhan University, Hubei Zhang Road, Wuchang District No. 99 Jiefang Road 238, Wuhan, Hubei 430060, China
| | - Ren-Jie Yang
- Department of Radiology, Renmin Hospital of Wuhan University, Hubei Zhang Road, Wuchang District No. 99 Jiefang Road 238, Wuhan, Hubei 430060, China
| | - Yi-Lin Zhao
- Department of Radiology, Renmin Hospital of Wuhan University, Hubei Zhang Road, Wuchang District No. 99 Jiefang Road 238, Wuhan, Hubei 430060, China.
| | - Yun-Fei Zha
- Department of Radiology, Renmin Hospital of Wuhan University, Hubei Zhang Road, Wuchang District No. 99 Jiefang Road 238, Wuhan, Hubei 430060, China.
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6
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Russo V, Capolongo A, Bottino R, Carbone A, Palladino A, Liccardo B, Nigro G, Marchel M, Golino P, D’Andrea A. Echocardiographic Features of Cardiac Involvement in Myotonic Dystrophy 1: Prevalence and Prognostic Value. J Clin Med 2023; 12:jcm12051947. [PMID: 36902735 PMCID: PMC10004242 DOI: 10.3390/jcm12051947] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2023] [Revised: 02/24/2023] [Accepted: 02/27/2023] [Indexed: 03/06/2023] Open
Abstract
Myotonic dystrophy type 1 (DM1) is the most common muscular dystrophy in adults. Cardiac involvement is reported in 80% of cases and includes conduction disturbances, arrhythmias, subclinical diastolic and systolic dysfunction in the early stage of the disease; in contrast, severe ventricular systolic dysfunction occurs in the late stage of the disease. Echocardiography is recommended at the time of diagnosis with periodic revaluation in DM1 patients, regardless of the presence or absence of symptoms. Data regarding the echocardiographic findings in DM1 patients are few and conflicting. This narrative review aimed to describe the echocardiographic features of DM1 patients and their prognostic role as predictors of cardiac arrhythmias and sudden death.
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Affiliation(s)
- Vincenzo Russo
- Cardiology Unit, Department of Medical Translational Sciences, University of Campania “Luigi Vanvitelli”, Monaldi Hospital, 80121 Naples, Italy
- Correspondence: ; Tel.: +39-0817062815
| | - Antonio Capolongo
- Cardiology Unit, Department of Medical Translational Sciences, University of Campania “Luigi Vanvitelli”, Monaldi Hospital, 80121 Naples, Italy
| | - Roberta Bottino
- Cardiology Unit, Department of Medical Translational Sciences, University of Campania “Luigi Vanvitelli”, Monaldi Hospital, 80121 Naples, Italy
| | - Andreina Carbone
- Cardiology Unit, Department of Medical Translational Sciences, University of Campania “Luigi Vanvitelli”, Monaldi Hospital, 80121 Naples, Italy
| | - Alberto Palladino
- Cardiomyology and Genetic Section, University of Campania “Luigi Vanvitelli”, 80138 Naples, Italy
| | - Biagio Liccardo
- Cardiology Unit, Department of Medical Translational Sciences, University of Campania “Luigi Vanvitelli”, Monaldi Hospital, 80121 Naples, Italy
| | - Gerardo Nigro
- Cardiology Unit, Department of Medical Translational Sciences, University of Campania “Luigi Vanvitelli”, Monaldi Hospital, 80121 Naples, Italy
| | - Michał Marchel
- 1st Department of Cardiology, Medical University of Warsaw, 02-091 Warsaw, Poland
| | - Paolo Golino
- Cardiology Unit, Department of Medical Translational Sciences, University of Campania “Luigi Vanvitelli”, Monaldi Hospital, 80121 Naples, Italy
| | - Antonello D’Andrea
- Department of Cardiology, Umberto I Hospital, 84014 Nocera Inferiore, Italy
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