Cardiac Magnetic Resonance in Athletes: Advanced Techniques in Sports Cardiology
Abstract
1. Introduction
2. Indications for CMR in Athletes
3. Morphologic Findings and Ventricular Function in Athlete’s Heart
4. T1 Mapping and Extracellular Volume Quantification in Athletes
5. LGE Quantification and Interpretation in Athletes
6. T2 Mapping in Athletes
7. Advanced CMR Techniques Beyond Mapping: Strain and 4D Flow
8. Specific Applications in Athletes Populations
9. Technical Challenges and Standardization
10. Future Directions of Advanced CMR Techniques in Athletes
11. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| AI | Artificial Intelligence |
| ARVC | Arrhythmogenic Right Ventricular Cardiomyopathy |
| bSSFP | balanced State Free Precession |
| CMR | Cardiac Magnetic Resonance |
| CT | Computed Tomography |
| cDTI | Cardiac Diffusion Tensor Imaging |
| ECV | Extra-cellular Volume |
| DCM | Dilated Cardiomyopathy |
| EF | Ejection Fraction |
| FWHM | Full Width Half Maximum |
| GLS | Global Longitudinal Strain |
| HCM | Hypertrophic Cardiomyopathy |
| LGE | Late Gadolinium Enhancement |
| LV | Left Ventricle |
| LVEF | Left Ventricular Ejection Fraction |
| LVEDV | Left Ventricular End Diastolic Volume |
| MOLLI | Modified Look-Locker Inversion Recovery |
| NILVS | Non-ischemic Left Ventricular Scar |
| PA | Pulmonary Artery |
| Qp/Qs | Pulmonary-to-Systemic flow ratio |
| RTP | Return-to-play |
| RV | Right Ventricle |
| RVEF | Right Ventricular Ejection Fraction |
| RVEDV | Right Ventricular End Diastolic Volume |
| SD | Standard Deviation |
| ShMOLLI | Shortened Modified Look-Locker Inversion Recovery |
| SI | Signal Intensity |
| SSFP | Steady State Free Precession |
| 4D | Four Dimensions |
References
- Grech, N.; Abela, M. The Role of Cardiovascular Magnetic Resonance Imaging in Athletic Individuals—A Narrative Review. J. Clin. Med. 2025, 14, 3576. [Google Scholar] [CrossRef]
- Gati, S.; Sharma, S.; Pennell, D. The Role of Cardiovascular Magnetic Resonance Imaging in the Assessment of Highly Trained Athletes. JACC Cardiovasc. Imaging 2018, 11, 247–259. [Google Scholar] [CrossRef]
- Fogante, M.; Agliata, G.; Basile, M.C.; Compagnucci, P.; Volpato, G.; Falanga, U.; Stronati, G.; Guerra, F.; Vignale, D.; Esposito, A.; et al. Cardiac Imaging in Athlete’s Heart: The Role of the Radiologist. Medicina 2021, 57, 455. [Google Scholar] [CrossRef]
- Rajiah, P.S.; Kumar, V.; Domenech-Ximenos, B.; Francone, M.; Broncano, J.; Allison, T.G. Utility of MRI and CT in Sports Cardiology. RadioGraphics 2025, 45, e240045. [Google Scholar] [CrossRef]
- Pelliccia, A.; Sharma, S.; Gati, S.; Bäck, M.; Börjesson, M.; Caselli, S.; Collet, J.-P.; Corrado, D.; Drezner, J.A.; Halle, M.; et al. 2020 ESC Guidelines on sports cardiology and exercise in patients with cardiovascular disease. Eur. Heart J. 2021, 42, 17–96. [Google Scholar] [CrossRef]
- Szabo, L.; Brunetti, G.; Cipriani, A.; Juhasz, V.; Graziano, F.; Hirschberg, K.; Dohy, Z.; Balla, D.; Drobni, Z.; Marra, M.P.; et al. Certainties and Uncertainties of Cardiac Magnetic Resonance Imaging in Athletes. J. Cardiovasc. Dev. Dis. 2022, 9, 361. [Google Scholar] [CrossRef]
- Androulakis, E.; Mouselimis, D.; Tsarouchas, A.; Antonopoulos, A.; Bakogiannis, C.; Papagkikas, P.; Vlachopoulos, C. The Role of Cardiovascular Magnetic Resonance Imaging in the Assessment of Myocardial Fibrosis in Young and Veteran Athletes: Insights From a Meta-Analysis. Front. Cardiovasc. Med. 2021, 8, 784474. [Google Scholar] [CrossRef]
- Bakogiannis, C.; Mouselimis, D.; Tsarouchas, A.; Papatheodorou, E.; Vassilikos, V.P.; Androulakis, E. Hypertrophic cardiomyopathy or athlete’s heart? A systematic review of novel cardiovascular magnetic resonance imaging parameters. Eur. J. Sport Sci. 2021, 23, 143–154. [Google Scholar] [CrossRef]
- Zloić, S.K.; Hrabak-Paar, M. The Role of Cardiac Magnetic Resonance Imaging in Distinguishing the Athlete’s Heart from Hypertrophic Cardiomyopathy–A Brief Literature Review. Echocardiography 2024, 41, e70021. [Google Scholar] [CrossRef]
- Ommen, S.R.; Mital, S.; Burke, M.A.; Day, S.M.; Deswal, A.; Elliott, P.; Evanovich, L.L.; Hung, J.; Joglar, J.A. 2020 AHA/ACC Guideline for the Diagnosis and Treatment of Patients with Hypertrophic Cardiomyopathy: A Report of the American College of Cardiology/American Heart Association Joint Committee on Clinical Practice Guidelines. Circulation 2020, 142, e558–e631. [Google Scholar] [CrossRef]
- Maestrini, V.; Torlasco, C.; Hughes, R.; Moon, J.C. Cardiovascular Magnetic Resonance and Sport Cardiology: A Growing Role in Clinical Dilemmas. J. Cardiovasc. Transl. Res. 2020, 13, 296–305. [Google Scholar] [CrossRef]
- Balla, D.; Szabo, L.; Graziano, F.; Mesko, C.; Dohy, Z.; Juhasz, V.; Amirifard, D.; Sydo, N.; Csulak, E.; Petrov, I.; et al. The role of sex, training load, and sports type in athletic cardiac remodelling: Insights from T1 and T2 mapping via cardiac magnetic resonance. Int. J. Cardiol. 2025, 426, 133080. [Google Scholar] [CrossRef]
- Messroghli, D.R.; Moon, J.C.; Ferreira, V.M.; Grosse-Wortmann, L.; He, T.; Kellman, P.; Mascherbauer, J.; Nezafat, R.; Salerno, M.; Schelbert, E.B.; et al. Clinical recommendations for cardiovascular magnetic resonance mapping of T1, T2, T2* and extracellular volume: A consensus statement by the Society for Cardiovascular Magnetic Resonance (SCMR) endorsed by the European Association for Cardiovascular Imaging (EACVI). J. Cardiovasc. Magn. Reson. 2016, 19, 75. [Google Scholar] [CrossRef]
- Maestrini, V.; Penza, M.; Monosilio, S.; Borrazzo, C.; Prosperi, S.; Filomena, D.; Birtolo, L.I.; Lemme, E.; Mango, R.; Di Gioia, G.; et al. The role of cardiac magnetic resonance in sports cardiology: Results from a large cohort of athletes. Clin. Res. Cardiol. 2024, 113, 781–789. [Google Scholar] [CrossRef]
- Kim, J.H.; Baggish, A.L.; Levine, B.D.; Ackerman, M.J.; Day, S.M.; Dineen, E.H.; Ii, J.S.G.; La Gerche, A.; Lampert, R.; Martinez, M.W.; et al. Clinical Considerations for Competitive Sports Participation for Athletes with Cardiovascular Abnormalities. J. Am. Coll. Cardiol. 2025, 85, 1059–1108. [Google Scholar] [CrossRef]
- Pelliccia, A.; Solberg, E.E.; Papadakis, M.; Adami, P.E.; Biffi, A.; Caselli, S.; La Gerche, A.; Niebauer, J.; Pressler, A.; Schmied, C.M.; et al. Recommendations for participation in competitive and leisure time sport in athletes with cardiomyopathies, myocarditis, and pericarditis: Position statement of the Sport Cardiology Section of the European Association of Preventive Cardiology (EAPC). Eur. Heart J. 2018, 40, 19–33. [Google Scholar] [CrossRef]
- Pelliccia, A.; Caselli, S.; Sharma, S.; Basso, C.; Bax, J.J.; Corrado, D.; D’aNdrea, A.; D’aScenzi, F.; Di Paolo, F.M.; Edvardsen, T.; et al. European Association of Preventive Cardiology (EAPC) and European Association of Cardiovascular Imaging (EACVI) joint position statement: Recommendations for the indication and interpretation of cardiovascular imaging in the evaluation of the athlete’s heart. Eur. Heart J. 2017, 39, 1949–1969. [Google Scholar] [CrossRef]
- Arbelo, E.; Protonotarios, A.; Gimeno, J.R.; Arbustini, E.; Barriales-Villa, R.; Basso, C.; Bezzina, C.R.; Biagini, E.; Blom, N.; de Boer, R.; et al. 2023 ESC Guidelines for the management of cardiomyopathies: Developed by the task force on the management of cardiomyopathies of the European So-ciety of Cardiology (ESC). Eur. Heart J. 2023, 44, 3503–3626. [Google Scholar] [CrossRef]
- Graziano, F.; Mastella, G.; Merkely, B.; Vago, H.; Corrado, D.; Zorzi, A. Ventricular arrhythmias recorded on 12-lead ambulatory electrocardiogram monitoring in healthy volunteer athletes and controls: What is common and what is not. Europace 2023, 25, euad255. [Google Scholar] [CrossRef]
- Graziano, F.; Tonelli, R.; Balla, D.; Pizzolato, M.; Bondarev, S.; Vago, H.; Corrado, D.; Zorzi, A. Modern Interpretation of Electrocardiogram and Premature Ventricular Beats in Athletes. Cardiol. Discov. 2025, 5, 225–236. [Google Scholar] [CrossRef]
- De Lazzari, M.; Zorzi, A.; Bettella, N.; Cipriani, A.; Pilichou, K.; Cason, M.; Vessella, T.; Sarto, P.; Gualea, M.R.; Chianura, F.; et al. Papillary Muscles Abnormalities in Athletes with Otherwise Unexplained T-Wave Inversion in the ECG Lateral Leads. J. Am. Heart Assoc. 2021, 10, e019239. [Google Scholar] [CrossRef]
- Graziano, F.; Genta, O.E.; Manfrin, L.; Corrado, D.; Brusamolin, L.; Giada, F.; Gerbino, L.; Compagno, S.; Zorzi, A. Prevalence and determinants of low QRS voltages and QRS fragmentation in children and adolescents undergoing sports pre-participation screening. Eur. J. Prev. Cardiol. 2024, 31, 1535–1542. [Google Scholar] [CrossRef]
- Graziano, F.; Balla, D.; Juhasz, V.; Sydo, N.; Kiss, O.; Csulak, E.; Babity, M.; Zamodics, M.; Mesko, C.; Dohy, Z.; et al. Cardiopulmonary physical fitness and tissue characterization through T1 and T2 mapping: New insights on athlete’s heart. Eur. J. Prev. Cardiol. 2025, zwaf616. [Google Scholar] [CrossRef]
- Zorzi, A.; D’AScenzi, F.; Andreini, D.; Castelletti, S.; Casella, M.; Cavarretta, E.; Cipriani, A.; Compagnucci, P.; Delise, P.; Russo, A.D.; et al. Interpretation and management of premature ventricular beats in athletes: An expert opinion document of the Italian Society of Sports Cardiology (SICSPORT). Int. J. Cardiol. 2023, 391, 131220. [Google Scholar] [CrossRef]
- Myerson, S.G. CMR in Evaluating Valvular Heart Disease. JACC Cardiovasc. Imaging 2021, 14, 2020–2032. [Google Scholar] [CrossRef]
- Marra, M.P.; Basso, C.; De Lazzari, M.; Rizzo, S.; Cipriani, A.; Giorgi, B.; Lacognata, C.; Rigato, I.; Migliore, F.; Pilichou, K.; et al. Morphofunctional Abnormalities of Mitral Annulus and Arrhythmic Mitral Valve Prolapse. Circ. Cardiovasc. Imaging 2016, 9, e005030. [Google Scholar] [CrossRef]
- Monosilio, S.; Prosperi, S.; Ciuffreda, A.; Lemme, E.; Di Gioia, G.; Mango, R.; Tonti, G.; Pedrizzetti, G.; Gualdi, G.; Pelliccia, A.; et al. Right ventricle adaptation to high intensity training assessed by cardiac magnetic resonance in olympic athletes. Eur. J. Prev. Cardiol. 2023, 30, zwad125.133. [Google Scholar] [CrossRef]
- Corrado, D.; Zorzi, A.; Cipriani, A.; Bauce, B.; Bariani, R.; Brunetti, G.; Graziano, F.; De Lazzari, M.; Mattesi, G.; Migliore, F.; et al. Scarring/arrhythmogenic cardiomyopathy. Eur. Heart J. Suppl. 2023, 25, C144–C154. [Google Scholar] [CrossRef]
- Brunetti, G.; Cipriani, A.; Marra, M.P.; De Lazzari, M.; Bauce, B.; Calore, C.; Rigato, I.; Graziano, F.; Vio, R.; Corrado, D.; et al. Role of Cardiac Magnetic Resonance Imaging in the Evaluation of Athletes with Premature Ventricular Beats. J. Clin. Med. 2022, 11, 426. [Google Scholar] [CrossRef]
- Zeppenfeld, K.; Tfelt-Hansen, J.; de Riva, M.; Winkel, B.G.; Behr, E.R.; Blom, N.; Charron, P.; Corrado, D.; Dagres, N.; de Chillou, C.; et al. 2022 ESC Guidelines for the management of patients with ventricular arrhythmias and the prevention of sudden cardiac death. Eur. Heart J. 2022, 43, 3997–4126. [Google Scholar] [CrossRef]
- Galderisi, M.; Cardim, N.; D’Andrea, A.; Bruder, O.; Cosyns, B.; Davin, L.; Donal, E.; Edvardsen, T.; Freitas, A.; Habib, G.; et al. The multi-modality cardiac imaging approach to the Athlete’s heart: An expert consensus of the European Association of Cardiovascular Imaging. Eur. Heart J. Cardiovasc. Imaging 2015, 16, 353–353r. [Google Scholar] [CrossRef]
- Gati, S.; Sharma, S. Determinants of the athlete’s heart: A cardiovascular magnetic resonance imaging study. Eur. J. Prev. Cardiol. 2019, 27, 536–539. [Google Scholar] [CrossRef]
- Balla, D.; Szabo, L.; Juhasz, V.; Mesko, C.S.; Dohy, Z.S.; Sydo, N.; Graziano, F.; Csulak, E.; Merkely, B.; Vago, H. Cardiac magnetic resonance characteristics of the athlete’s heart: Deeper insights into cardiac remodelling. Eur. Heart J. 2024, 45, ehae666.3004. [Google Scholar] [CrossRef]
- Monosilio, S.; Filomena, D.; Birtolo, L.; Penza, M.; Lemme, E.; Squeo, M.R.; Mango, R.; Tonti, G.; Pedrizzetti, G.; Fedele, F.; et al. Left ventricle myocardial deformation in olympic athletes assessed by cardiac magnetic resonance: Does the sex and discipline matter? Eur. J. Prev. Cardiol. 2022, 29, 328. [Google Scholar] [CrossRef]
- D’AScenzi, F.; Anselmi, F.; Piu, P.; Fiorentini, C.; Carbone, S.F.; Volterrani, L.; Focardi, M.; Bonifazi, M.; Mondillo, S. Cardiac Magnetic Resonance Normal Reference Values of Biventricular Size and Function in Male Athlete’s Heart. JACC Cardiovasc. Imaging 2019, 12, 1755–1765. [Google Scholar] [CrossRef]
- Pujadas, S.; Doñate, M.; Li, C.-H.; Merchan, S.; Cabanillas, A.; Alomar, X.; Pons-Llado, G.; Serra-Grima, R.; Carreras, F. Myocardial remodelling and tissue characterisation by cardiovascular magnetic resonance (CMR) in endurance athletes. BMJ Open Sport Exerc. Med. 2018, 4, e000422. [Google Scholar] [CrossRef]
- La Gerche, A.; Burns, A.T.; Mooney, D.J.; Inder, W.J.; Taylor, A.J.; Bogaert, J.; MacIsaac, A.I.; Heidbüchel, H.; Prior, D.L. Exercise-induced right ventricular dysfunction and structural remodelling in endurance athletes. Eur. Heart J. 2011, 33, 998–1006. [Google Scholar] [CrossRef]
- Graziano, F.; Juhasz, V.; Brunetti, G.; Cipriani, A.; Szabo, L.; Merkely, B.; Corrado, D.; D’ascenzi, F.; Vago, H.; Zorzi, A. May Strenuous Endurance Sports Activity Damage the Cardiovascular System of Healthy Athletes? A Narrative Review. J. Cardiovasc. Dev. Dis. 2022, 9, 347. [Google Scholar] [CrossRef]
- van Hattum, J.C.; van Diepen, M.; Verwijs, S.M.; Boekholdt, S.M.; van Randen, A.; Groenink, M.; Planken, R.N.; Moen, M.H.; Daems, J.J.N.; Prakken, N.H.J.; et al. Extreme phenotypes of the female athlete’s heart: A sports-specific cardiac magnetic resonance imaging study. Eur. Heart J. Cardiovasc. Imaging 2025, 26, 1199–1207. [Google Scholar] [CrossRef]
- Bryde, R.; Applewhite, A.I.; Abu Dabrh, A.M.; Taylor, B.J.; Heckman, M.G.; Filmalter, S.E.; Pujalte, G.; Rojas, C.; Heckman, A.J.; Brigham, T.J.; et al. Cardiac structure and function in elite female athletes: A systematic review and meta-analysis. Physiol. Rep. 2021, 9, e15141. [Google Scholar] [CrossRef]
- Csecs, I.; Czimbalmos, C.; Toth, A.; Dohy, Z.; Suhai, I.F.; Szabo, L.; Kovacs, A.; Lakatos, B.; Sydo, N.; Kheirkhahan, M.; et al. The impact of sex, age and training on biventricular cardiac adaptation in healthy adult and adolescent athletes: Cardiac magnetic resonance imaging study. Eur. J. Prev. Cardiol. 2019, 27, 540–549. [Google Scholar] [CrossRef]
- Monosilio, S.; Prosperi, S.; Filomena, D.; Lemme, E.; Di Gioia, G.; Mango, R.; Netti, L.; Tonti, G.; Pedrizzetti, G.; Gualdi, G.; et al. Cardiac magnetic resonance feature tracking in Olympic athletes: A myocardial deformation analysis. Eur. J. Prev. Cardiol. 2025, zwaf042. [Google Scholar] [CrossRef]
- Moccia, E.; Papatheodorou, E.; Miles, C.J.; Merghani, A.; Malhotra, A.; Dhutia, H.; Bastiaenen, R.; Sheikh, N.; Zaidi, A.; Sanna, G.D.; et al. Arrhythmogenic cardiomyopathy and differential diagnosis with physiological right ventricular remodelling in athletes using cardiovascular magnetic resonance. Int. J. Cardiovasc. Imaging 2022, 38, 2723–2732. [Google Scholar] [CrossRef]
- Czimbalmos, C.; Csecs, I.; Dohy, Z.; Toth, A.; Suhai, F.I.; Müssigbrodt, A.; Kiss, O.; Geller, L.; Merkely, B.; Vago, H. Cardiac magnetic resonance based deformation imaging: Role of feature tracking in athletes with suspected arrhythmogenic right ventricular cardiomyopathy. Int. J. Cardiovasc. Imaging 2018, 35, 529–538. [Google Scholar] [CrossRef]
- Bohm, P.; Schneider, G.; Linneweber, L.; Rentzsch, A.; Krämer, N.; Abdul-Khaliq, H.; Kindermann, W.; Meyer, T.; Scharhag, J. Right and Left Ventricular Function and Mass in Male Elite Master Athletes. Circulation 2016, 133, 1927–1935. [Google Scholar] [CrossRef]
- Maceira, A.M.; Monmeneu, J.V.; López, M.P.; García, M.P.; Higueras, L.; Masiá, M.D.; Boraita, A. Reference ventricular dimensions and function parameters by cardiovascular magnetic resonance in highly trained Caucasian athletes. J. Cardiovasc. Magn. Reson. 2023, 25, 12. [Google Scholar] [CrossRef]
- Monosilio, S.; Ferrera, A.; Daniello, C.; Di Gioia, G.; Spinelli, A.; Serdoz, A.; Lemme, E.; Mango, R.; Pedrizzetti, G.; Tonti, G.; et al. Deeper insight into elite athletes cardiac remodelling: A CMR cluster analysis. Eur. J. Prev. Cardiol. 2025, 32, zwaf236.005. [Google Scholar] [CrossRef]
- Nussbaumer, C.; Bouchardy, J.; Blanche, C.; Piccini, D.; Pavon, A.-G.; Monney, P.; Stuber, M.; Schwitter, J.; Rutz, T. 2D cine vs. 3D self-navigated free-breathing high-resolution whole heart cardiovascular magnetic resonance for aortic root measurements in congenital heart disease. J. Cardiovasc. Magn. Reson. 2021, 23, 65. [Google Scholar] [CrossRef]
- Verwijs, S.; Van Hattum, J.; Stomilovic, N.; Daems, J.; Boekholdt, S.; Planken, J.; Groenink, M.; Van Randen, A.; Bakermans, A.; Nederveen, A.; et al. Aortic dilatation using cardiac magnetic resonance in asymptomatic ELITE athletes. Eur. J. Prev. Cardiol. 2022, 29, zwac056.270. [Google Scholar] [CrossRef]
- Androulakis, E.; Swoboda, P.P. The Role of Cardiovascular Magnetic Resonance in Sports Cardiology; Current Utility and Future Perspectives. Curr. Treat. Options Cardiovasc. Med. 2018, 20, 86. [Google Scholar] [CrossRef]
- Nazir, M.S.; Bustin, A.; Hajhosseiny, R.; Yazdani, M.; Ryan, M.; Vergani, V.; Neji, R.; Kunze, K.P.; Nicol, E.; Masci, P.G.; et al. High-resolution non-contrast free-breathing coronary cardiovascular magnetic resonance angiography for detection of coronary artery disease: Validation against invasive coronary angiography. J. Cardiovasc. Magn. Reson. 2022, 24, 26. [Google Scholar] [CrossRef]
- Haaf, P.; Garg, P.; Messroghli, D.R.; Broadbent, D.A.; Greenwood, J.P.; Plein, S. Cardiac T1 Mapping and Extracellular Volume (ECV) in clinical practice: A comprehensive review. J. Cardiovasc. Magn. Reson. 2016, 18, 89. [Google Scholar] [CrossRef]
- Moon, J.C.; Messroghli, D.R.; Kellman, P.; Piechnik, S.K.; Robson, M.D.; Ugander, M.; Gatehouse, P.D.; Arai, A.; Friedrich, M.G.; Neubauer, S.; et al. Myocardial T1 mapping and extracellular volume quantification: A Society for Cardiovascular Magnetic Resonance (SCMR) and CMR Working Group of the European Society of Cardiology consensus statement. J. Cardiovasc. Magn. Reson. 2013, 15, 92. [Google Scholar] [CrossRef]
- Roy, C.; Slimani, A.; de Meester, C.; Amzulescu, M.; Pasquet, A.; Vancraeynest, D.; Vanoverschelde, J.-L.; Pouleur, A.-C.; Gerber, B.L. Age and sex corrected normal reference values of T1, T2 T2* and ECV in healthy subjects at 3T CMR. J. Cardiovasc. Magn. Reson. 2016, 19, 72. [Google Scholar] [CrossRef]
- Prosperi, S.; Monosilio, S.; Lemme, E.; Filomena, D.; Penza, M.; Birtolo, L.I.; Mango, R.; Di Gioia, G.; Gualdi, G.; Squeo, M.R.; et al. CMR native T1 and T2 mapping in Olympic athletes: The influence of sports discipline and sex. Eur. Heart J. Cardiovasc. Imaging 2024, 26, 89–95. [Google Scholar] [CrossRef]
- Gaizauskiene, K.; Leketaite, K.; Glaveckaite, S.; Valeviciene, N. Diagnostic Value of Cardiovascular Magnetic Resonance T1 and T2 Mapping in Acute Myocarditis: A Systematic Literature Review. Medicina 2024, 60, 1162. [Google Scholar] [CrossRef]
- Ogier, A.C.; Bustin, A.; Cochet, H.; Schwitter, J.; van Heeswijk, R.B. The Road Toward Reproducibility of Parametric Mapping of the Heart: A Technical Review. Front. Cardiovasc. Med. 2022, 9, 876475. [Google Scholar] [CrossRef]
- Daems, J.J.N.; Verwijs, S.M.; van Diepen, M.; van Hattum, J.C.; van Luijk, R.D.; Moen, M.H.; Nelissen, J.L.; Nederveen, A.J.; Planken, R.N.; van Randen, A.; et al. Native T1 mapping times are strongly influenced by elite athlete status. Eur. Heart J. Cardiovasc. Imaging 2025, 26, 1208–1216. [Google Scholar] [CrossRef]
- Daems, J.J.N.; Verwijs, S.M.; Janssen, R.D.; Van Hattum, J.C.; Boekholdt, S.M.; Van Randen, A.; Planken, R.N.; Van Luijk-Snoeks, R.D.; Moen, M.; Groenink, M.; et al. Elite athlete status, gender and mitchell sports classification strongly influence native t1 mapping times. Eur. J. Prev. Cardiol. 2023, 30, zwad125.035. [Google Scholar] [CrossRef]
- Ragab, H.; Lund, G.K.; Breitsprecher, L.; Sinn, M.R.; Muellerleile, K.; Cavus, E.; Stehning, C.; Tahir, E.; Blankenberg, S.; Patten, M.; et al. Prevalence and pattern of focal and potential diffuse myocardial fibrosis in male and female marathon runners using contrast-enhanced cardiac magnetic resonance. Eur. Radiol. 2023, 33, 4648–4656. [Google Scholar] [CrossRef]
- Farooq, M.; Brown, L.A.E.; Fitzpatrick, A.; Broadbent, D.A.; Wahab, A.; Klassen, J.R.L.; Farley, J.; Saunderson, C.E.D.; Das, A.; Craven, T.; et al. Identification of non-ischaemic fibrosis in male veteran endurance athletes, mechanisms and association with premature ventricular beats. Sci. Rep. 2023, 13, 14640. [Google Scholar] [CrossRef]
- Javed, W.; Botis, I.; Goh, Z.M.; Shabi, M.; Brown, B.; Tomoaia, R.; Farooq, M.; Levelt, E.; Graham, L.; Gierula, J.; et al. Ventricular Arrhythmia and Cardiac Fibrosis in Endurance Experienced Athletes (VENTOUX). Circ. Cardiovasc. Imaging 2025, 18, e018470. [Google Scholar] [CrossRef]
- Klaeboe, L.G.; Lie, Ø.H.; Brekke, P.H.; Bosse, G.; Hopp, E.; Haugaa, K.H.; Edvardsen, T. Differentiation of Myocardial Properties in Physiological Athletic Cardiac Remodeling and Mild Hypertrophic Cardiomyopathy. Biomedicines 2024, 12, 420. [Google Scholar] [CrossRef]
- Javed, W.; Tomoaia, R.; Farooq, M.; Chambers, B.; Botis, I.; Goh, Z.M.; Brown, B.; Brown, L.; Farley, J.; Xue, H.; et al. Cardiovascular magnetic resonance to differentiate veteran athlete’s heart with cavity dilatation and mild dilated cardiomyopathy. Eur. Heart J. Cardiovasc. Imaging 2025, 26, 1762–1770. [Google Scholar] [CrossRef]
- Puntmann, V.O.; Voigt, T.; Chen, Z.; Mayr, M.; Karim, R.; Rhode, K.; Pastor, A.; Carr-White, G.; Razavi, R.; Schaeffter, T.; et al. Native T1 Mapping in Differentiation of Normal Myocardium From Diffuse Disease in Hypertrophic and Dilated Cardiomyopathy. JACC Cardiovasc. Imaging 2013, 6, 475–484. [Google Scholar] [CrossRef]
- Monaco, M.L.; Stankowski, K.; Figliozzi, S.; Nicoli, F.; Scialò, V.; Gad, A.; Lisi, C.; Marchini, F.; Dellino, C.M.; Mollace, R.; et al. Multiparametric Mapping via Cardiovascular Magnetic Resonance in the Risk Stratification of Ventricular Arrhythmias and Sudden Cardiac Death. Medicina 2024, 60, 691. [Google Scholar] [CrossRef]
- Zorzi, A.; Marra, M.P.; Rigato, I.; De Lazzari, M.; Susana, A.; Niero, A.; Pilichou, K.; Migliore, F.; Rizzo, S.; Giorgi, B.; et al. Nonischemic Left Ventricular Scar as a Substrate of Life-Threatening Ventricular Arrhythmias and Sudden Cardiac Death in Competitive Athletes. Circ. Arrhythmia Electrophysiol. 2016, 9, e004229. [Google Scholar] [CrossRef]
- Jada, L.; Holtackers, R.J.; Martens, B.; Nies, H.M.J.M.; Van De Heyning, C.M.; Botnar, R.M.; Wildberger, J.E.; Ismail, T.F.; Razavi, R.; Chiribiri, A. Quantification of myocardial scar of different etiology using dark- and bright-blood late gadolinium enhancement cardiovascular magnetic resonance. Sci. Rep. 2024, 14, 5395. [Google Scholar] [CrossRef]
- Gavrysh, J.; Reisdorf, P.; Hadler, T.; Mayr, T.; Ammann, C.; Gröschel, J.; Kuhnt, J.; von Knobelsdorff-Brenkenhoff, F.; Muehlberg, F.; Schwenke, C.; et al. Reproducibility of late gadolinium enhancement quantification techniques in ischemic and non-ischemic heart diseases (ReLate study). Front. Cardiovasc. Med. 2025, 12, 1621292. [Google Scholar] [CrossRef]
- Jensen, T.N.; Omara, S.; Nielsen, J.C.; Samuel, M.; van der Geest, R.J.; Kim, W.Y.; Zeppenfeld, K. Prediction of ventricular arrhythmias and sudden cardiac death by quantification and location of late gadolinium enhancement on cardiac magnetic resonance: A systematic review and meta-analysis. Europace 2025, 27, euaf214. [Google Scholar] [CrossRef]
- Jensen, T.N.; Omara, S.; Nielsen, J.C.; Zeppenfeld, K. Quantification of late-gadolinium enhancement magnetic resonance imaging to predict ventricular arrythmias and sudden cardiac death: A systematic review. Europace 2025, 27, euaf085-047. [Google Scholar] [CrossRef]
- Domenech-Ximenos, B.; la Garza, M.S.-D.; Prat-González, S.; Sepúlveda-Martínez, A.; Crispi, F.; Duran-Fernandez, K.; Perea, R.J.; Bijnens, B.; Sitges, M. Prevalence and pattern of cardiovascular magnetic resonance late gadolinium enhancement in highly trained endurance athletes. J. Cardiovasc. Magn. Reson. 2020, 22, 62–69. [Google Scholar] [CrossRef]
- Wilson, M.; O’Hanlon, R.; Prasad, S.; Deighan, A.; MacMillan, P.; Oxborough, D.; Godfrey, R.; Smith, G.; Maceira, A.; Sharma, S.; et al. Diverse patterns of myocardial fibrosis in lifelong, veteran endurance athletes. J. Appl. Physiol. 2011, 110, 1622–1626. [Google Scholar] [CrossRef]
- Grigoratos, C.; Pantano, A.; Meschisi, M.; Gaeta, R.; Ait-Ali, L.; Barison, A.; Todiere, G.; Festa, P.; Sinagra, G.; Aquaro, G.D. Clinical importance of late gadolinium enhancement at right ventricular insertion points in otherwise normal hearts. Int. J. Cardiovasc. Imaging 2020, 36, 913–920. [Google Scholar] [CrossRef]
- Verwijs, S.; Van Hattum, J.; Spies, J.; Boekholdt, S.; Planken, J.; Groenink, M.; Van Randen, A.; Van Luijk, R.; Berg-Faaij, A.V.D.; Bakermans, A.; et al. Late gadolinium enhancement of the hinge point is a common finding in asymptomatic ELITE athletes. Eur. J. Prev. Cardiol. 2022, 29, zwac056.268. [Google Scholar] [CrossRef]
- Claver, E.; Di Marco, A.; Brown, P.F.; Bradley, J.; Nucifora, G.; Ruiz-Majoral, A.; Dallaglio, P.D.; Rodriguez, M.; Comin-Colet, J.; Anguera, I.; et al. Prognostic impact of late gadolinium enhancement at the right ventricular insertion points in non-ischaemic dilated cardiomyopathy. Eur. Heart J. Cardiovasc. Imaging 2022, 24, 346–353. [Google Scholar] [CrossRef]
- Vermes, E.; Carbone, I.; Friedrich, M.G.; Merchant, N. Patterns of myocardial late enhancement: Typical and atypical features. Arch. Cardiovasc. Dis. 2012, 105, 300–308. [Google Scholar] [CrossRef]
- Zhang, C.-D.; Xu, S.-L.; Wang, X.-Y.; Tao, L.-Y.; Zhao, W.; Gao, W. Prevalence of Myocardial Fibrosis in Intensive Endurance Training Athletes: A Systematic Review and Meta-Analysis. Front. Cardiovasc. Med. 2020, 7, 585692. [Google Scholar] [CrossRef]
- Allwood, R.P.; Papadakis, M.; Androulakis, E. Myocardial Fibrosis in Young and Veteran Athletes: Evidence from a Systematic Review of the Current Literature. J. Clin. Med. 2024, 13, 4536. [Google Scholar] [CrossRef]
- Balaban, G.; Halliday, B.P.; Porter, B.; Bai, W.; Nygåard, S.; Owen, R.; Hatipoglu, S.; Ferreira, N.D.; Izgi, C.; Tayal, U.; et al. Late-Gadolinium Enhancement Interface Area and Electrophysiological Simulations Predict Arrhythmic Events in Patients with Nonischemic Dilated Cardiomyopathy. JACC Clin. Electrophysiol. 2021, 7, 238–249. [Google Scholar] [CrossRef]
- Augusto, J.B.; Eiros, R.; Nakou, E.; Moura-Ferreira, S.; Treibel, T.; Captur, G.; Akhtar, M.M.; Protonotarios, A.; Gossios, T.D.; Savvatis, K.; et al. Dilated cardiomyopathy and arrhythmogenic left ventricular cardiomyopathy: A comprehensive genotype-imaging phenotype study. Eur. Heart J. Cardiovasc. Imaging 2019, 21, 326–336. [Google Scholar] [CrossRef]
- Chan, R.H.; van der Wal, L.; Liberato, G.; Rowin, E.; Soslow, J.; Maskatia, S.; Chan, S.; Shah, A.; Fogel, M.; Hernandez, L.; et al. Myocardial Scarring and Sudden Cardiac Death in Young Patients with Hypertrophic Cardiomyopathy. JAMA Cardiol. 2024, 9, 2824. [Google Scholar] [CrossRef]
- Cipriani, A.; Fusaro, M.; De Conti, G.; Corrado, D.; Zorzi, A. Coronary artery branch misinterpreted as pathological septal late gadolinium enhancement: A common pitfall during evaluation of athletes with ventricular arrhythmias. Eur. Heart J. Cardiovasc. Imaging 2021, 23, e124. [Google Scholar] [CrossRef]
- Monosilio, S.; Squeo, M.R.; Casciani, E.; Pelliccia, A.; Maestrini, V. Perforating arteries at mid-interventricular septum: Another late gadolinium enhancement pitfall in athletes? J. Cardiovasc. Med. 2025, 26, 527–528. [Google Scholar] [CrossRef]
- Nakamura, M.; Kido, T.; Hirai, K.; Tabo, K.; Tanabe, Y.; Kawaguchi, N.; Kurata, A.; Kido, T.; Yamaguchi, O.; Mochizuki, T. What is the mid-wall linear high intensity “lesion” on cardiovascular magnetic resonance late gadolinium enhancement? J. Cardiovasc. Magn. Reson. 2020, 22, 66. [Google Scholar] [CrossRef]
- Ma, P.; Shang, Y.; Hu, Y.; Liu, J.; Zhou, X.; Wang, J. Linear late gadolinium enhancement in the basal anterior septum and lateral wall may represent the contrast enhancement of vessels: A CMR and CCTA comparison study. J. Cardiol. 2022, 79, 581–587. [Google Scholar] [CrossRef]
- Vio, R.; Zorzi, A.; Corrado, D. Myocarditis in the Athlete: Arrhythmogenic Substrates, Clinical Manifestations, Management, and Eligibility Decisions. J. Cardiovasc. Transl. Res. 2020, 13, 284–295. [Google Scholar] [CrossRef]
- Abou, R.; Prihadi, E.; Goedemans, L.; van der Geest, R.; El Mahdiui, M.; Schalij, M.J.; Marsan, N.A.; Bax, J.J.; Delgado, V. Left ventricular mechanical dispersion in ischaemic cardiomyopathy: Association with myocardial scar burden and prognostic implications. Eur. Heart J. Cardiovasc. Imaging 2020, 21, 1227–1234. [Google Scholar] [CrossRef]
- Parisi, V.; Graziosi, M.; Lopes, L.R.; De Luca, A.; Pasquale, F.; Tini, G.; Targetti, M.; Cueto, M.R.; Moura, A.R.; Ditaranto, R.; et al. Arrhythmic risk stratification in patients with left ventricular ring-like scar. Eur. J. Prev. Cardiol. 2024, 32, 1064–1074. [Google Scholar] [CrossRef]
- Corrado, D.; Basso, C. Arrhythmogenic left ventricular cardiomyopathy. Heart 2021, 108, 733–743. [Google Scholar] [CrossRef]
- Zorzi, A.; Graziano, F.; Vago, H.; Corrado, D. Sport activity and non-ischemic left ventricular scarring: A controversial relationship. Int. J. Cardiol. 2023, 395, 131555. [Google Scholar] [CrossRef]
- O’bRien, A.T.; Gil, K.E.; Varghese, J.; Simonetti, O.P.; Zareba, K.M. T2 mapping in myocardial disease: A comprehensive review. J. Cardiovasc. Magn. Reson. 2022, 24, 33. [Google Scholar] [CrossRef]
- Halle, M.; Binzenhöfer, L.; Mahrholdt, H.; Schindler, M.J.; Esefeld, K.; Tschöpe, C. Myocarditis in athletes: A clinical perspective. Eur. J. Prev. Cardiol. 2020, 28, 1050–1057. [Google Scholar] [CrossRef]
- Wassmuth, R.; Prothmann, M.; Utz, W.; Dieringer, M.; von Knobelsdorff-Brenkenhoff, F.; Greiser, A.; Schulz-Menger, J. Variability and homogeneity of cardiovascular magnetic resonance myocardial T2-mapping in volunteers compared to patients with edema. J. Cardiovasc. Magn. Reson. 2013, 15, 27. [Google Scholar] [CrossRef]
- Drazner, M.H.; Bozkurt, B.; Cooper, L.T.; Aggarwal, N.R.; Basso, C.; Bhave, N.M.; Caforio, A.L.; Ferreira, V.M.; Heidecker, B.; Kontorovich, A.R.; et al. 2024 ACC Expert Consensus Decision Pathway on Strategies and Criteria for the Diagnosis and Management of Myocarditis. J. Am. Coll. Cardiol. 2024, 85, 391–431. [Google Scholar] [CrossRef]
- Xu, J.; Yang, W.; Zhao, S.; Lu, M. State-of-the-art myocardial strain by CMR feature tracking: Clinical applications and future perspectives. Eur. Radiol. 2022, 32, 5424–5435. [Google Scholar] [CrossRef]
- Schuster, A.; Hor, K.N.; Kowallick, J.T.; Beerbaum, P.; Kutty, S. Cardiovascular Magnetic Resonance Myocardial Feature Tracking. Circ. Cardiovasc. Imaging 2016, 9, e004077. [Google Scholar] [CrossRef]
- Taylor, R.J.; Moody, W.E.; Umar, F.; Edwards, N.C.; Taylor, T.J.; Stegemann, B.; Townend, J.N.; Hor, K.N.; Steeds, R.P.; Mazur, W.; et al. Myocardial strain measurement with feature-tracking cardiovascular magnetic resonance: Normal values. Eur. Heart J. Cardiovasc. Imaging 2015, 16, 871–881. [Google Scholar] [CrossRef]
- Silva, C.; Marcos-Carrion, A.; Garcia-Lopez, M.P.; Lopez-Lereu, M.P.; Monmeneu, J.V.; Higueras, L.; Ferreira, A.M.; Maceira, A.M. Myocardial deformation in athletes measured with feature tracking cardiovascular magnetic resonance. Eur. Heart J. 2022, 43, ehac544-271. [Google Scholar] [CrossRef]
- Juhasz, V.; Szabo, L.; Dohy, Z.; Balla, D.; Toth, A.; Czimbalmos, C.; Suhai, I.F.; Graziano, F.; Hirschberg, K.; Merkely, B.; et al. Predictors of ventricular and atrial feature tracking-derived global longitudinal strain in healthy athletes and volunteers. Eur. Heart J. 2024, 45, ehae666.2998. [Google Scholar] [CrossRef]
- Bewarder, Y.; Kulenthiran, S.; Schaefer, O.; Lauder, L.; Ukena, C.; Marshall, R.; Hepp, P.; Laufs, U.; Stoebe, S.; Hagendorff, A.; et al. Left ventricular longitudinal strain in professional athletes, a useful tool to detect an athletes hearts? Eur. Heart J. 2020, 41, ehaa946-0101. [Google Scholar] [CrossRef]
- Bissell, M.M.; Raimondi, F.; Ali, L.A.; Allen, B.D.; Barker, A.J.; Bolger, A.; Burris, N.; Carhäll, C.-J.; Collins, J.D.; Ebbers, T.; et al. 4D Flow cardiovascular magnetic resonance consensus statement: 2023 update. J. Cardiovasc. Magn. Reson. 2023, 25, 40. [Google Scholar] [CrossRef]
- Azarine, A.; Garçon, P.; Stansal, A.; Canepa, N.; Angelopoulos, G.; Silvera, S.; Sidi, D.; Marteau, V.; Zins, M. Four-dimensional Flow MRI: Principles and Cardiovascular Applications. RadioGraphics 2019, 39, 632–648. [Google Scholar] [CrossRef]
- Vago, H.; Dohy, Z.; Szabo, L.; Czimbalmos, C.; Suhai, F.; Toth, A.; Sydo, N.; Kiss, O.; Csulak, E.; Juhasz, V.; et al. Tissue characteristics of the athlete’s heart: Differentiation of physiological and pathological hypertrophy using parametric T1 and T2 mapping. Eur. Heart J. Cardiovasc. Imaging 2021, 22, jeaa356.317. [Google Scholar] [CrossRef]
- Zorzi, A.; Ungaro, S.; Graziano, F.; De Antoni, A.; Pizzolato, M.; Cipriani, A.; Marra, M.P.; Bauce, B.; Basso, C.; Balla, D.; et al. Isolated Nonischemic Left Ventricular Scar in Asymptomatic Athletes. JACC Clin. Electrophysiol. 2026. [Google Scholar] [CrossRef]
- Nakou, E.; Patel, R.K.; Fontana, M.; Bucciarelli-Ducci, C. Cardiovascular Magnetic Resonance Parametric Mapping Techniques: Clinical Applications and Limitations. Curr. Cardiol. Rep. 2021, 23, 185. [Google Scholar] [CrossRef]
- Palermi, S.; Cavarretta, E.; D’aScenzi, F.; Castelletti, S.; Ricci, F.; Vecchiato, M.; Serio, A.; Cavigli, L.; Bossone, E.; Limongelli, G.; et al. Athlete’s Heart: A Cardiovascular Step-By-Step Multimodality Approach. Rev. Cardiovasc. Med. 2023, 24, 151. [Google Scholar] [CrossRef]
- Dall’Armellina, E.; Ennis, D.B.; Axel, L.; Croisille, P.; Ferreira, P.F.; Gotschy, A.; Lohr, D.; Moulin, K.; Nguyen, C.T.; Nielles-Vallespin, S.; et al. Cardiac diffusion-weighted and tensor imaging: A consensus statement from the special interest group of the Society for Cardiovascular Magnetic Resonance. J. Cardiovasc. Magn. Reson. 2025, 27, 101109. [Google Scholar] [CrossRef]
- Joy, G.; Kelly, C.I.; Webber, M.; Pierce, I.; Teh, I.; McGrath, L.; Velazquez, P.; Hughes, R.K.; Kotwal, H.; Das, A.; et al. Microstructural and Microvascular Phenotype of Sarcomere Mutation Carriers and Overt Hypertrophic Cardiomyopathy. Circulation 2023, 148, 808–818. [Google Scholar] [CrossRef]
- Aromiwura, A.A.; Cavalcante, J.L.; Kwong, R.Y.; Ghazipour, A.; Amini, A.; Bax, J.; Raman, S.; Pontone, G.; Kalra, D.K. The role of artificial intelligence in cardiovascular magnetic resonance imaging. Prog. Cardiovasc. Dis. 2024, 86, 13–25. [Google Scholar] [CrossRef]
- Palermi, S.; Vecchiato, M.; Saglietto, A.; Niederseer, D.; Oxborough, D.; Ortega-Martorell, S.; Olier, I.; Castelletti, S.; Baggish, A.; Maffessanti, F.; et al. Unlocking the potential of artificial intelligence in sports cardiology: Does it have a role in evaluating athlete’s heart? Eur. J. Prev. Cardiol. 2024, 31, 470–482. [Google Scholar] [CrossRef]
- Cau, R.; Cherchi, V.; Micheletti, G.; Porcu, M.; Mannelli, L.; Bassareo, P.; Suri, J.S.P.; Saba, L. Potential Role of Artificial Intelligence in Cardiac Magnetic Resonance Imaging. J. Thorac. Imaging 2021, 36, 142–148. [Google Scholar] [CrossRef]



| CMR Technique | Main indication in Athletes | Physiological Adaptation (Athlete’s Heart) | Pathological Findings |
|---|---|---|---|
| Cine CMR (SSFP) | Evaluation of ventricular volumes, mass, function and remodeling pattern, aortic valvular plane and coronary artery ostia evaluation |
|
|
| RV-focused CMR | Suspected ARVC/exercise-induced RV remodeling/Atrial septal defect/Anomalous pulmonary venous return |
|
|
| Late gadolinium enhancement (LGE) | Detection of focal fibrosis or scar/Aortic and Pulmonary artery flow analysis with phase contrast and Qp/Qs evaluation | Junctional LGE |
|
| Native T1 mapping | Detection of diffuse fibrosis, inflammation and tissue composition | Lower limit of normal, mildly ↓ or ↔ |
|
| Post-contrast T1/ECV | Evaluation and detection of interstitial Expansion, diffuse fibrosis, infiltrative diseases and oedema | ↔ or mildly ↓ |
|
| T2 mapping | Detection and evaluation of myocardial oedema/inflammation | ↔ |
|
| CMR strain (feature tracking) | Evaluation of subclinical/mild systolic dysfunction | Lower limit of normal, mildly ↓ or ↔ GLS |
|
| RV-focused CMR | Suspected ARVC/exercise-induced RV remodeling/Atrial septal defect/Anomalous pulmonary venous return |
|
|
| 4D-flow CMR | Evaluation of hemodynamics, flow efficiency and RV–PA coupling | Optimized flow patterns |
|
| Parametric mapping (integrated) | Early disease detection and/or equivocal cases |
|
|
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
Share and Cite
Ungaro, S.; De Antoni, A.; Pizzolato, M.; Antonini Canterin, F.; Corrado, D.; Zorzi, A.; Graziano, F. Cardiac Magnetic Resonance in Athletes: Advanced Techniques in Sports Cardiology. Appl. Sci. 2026, 16, 4330. https://doi.org/10.3390/app16094330
Ungaro S, De Antoni A, Pizzolato M, Antonini Canterin F, Corrado D, Zorzi A, Graziano F. Cardiac Magnetic Resonance in Athletes: Advanced Techniques in Sports Cardiology. Applied Sciences. 2026; 16(9):4330. https://doi.org/10.3390/app16094330
Chicago/Turabian StyleUngaro, Simone, Amedeo De Antoni, Matteo Pizzolato, Francesco Antonini Canterin, Domenico Corrado, Alessandro Zorzi, and Francesca Graziano. 2026. "Cardiac Magnetic Resonance in Athletes: Advanced Techniques in Sports Cardiology" Applied Sciences 16, no. 9: 4330. https://doi.org/10.3390/app16094330
APA StyleUngaro, S., De Antoni, A., Pizzolato, M., Antonini Canterin, F., Corrado, D., Zorzi, A., & Graziano, F. (2026). Cardiac Magnetic Resonance in Athletes: Advanced Techniques in Sports Cardiology. Applied Sciences, 16(9), 4330. https://doi.org/10.3390/app16094330

