Literature DB >> 35399549

Cardiac Magnetic Resonance in the Evaluation of COVID-19.

Daniel E Clark1, Sachin K Aggarwal2, Neil J Phillips3, Jonathan H Soslow4, Jeffrey M Dendy1, Sean G Hughes1.   

Abstract

Cardiovascular involvement following COVID-19 is heterogeneous, prevalent and is often missed by echocardiography and serum biomarkers (such as troponin I and brain natriuretic peptide). Cardiac magnetic resonance (CMR) is the gold standard non-invasive imaging modality to phenotype unique populations after COVID-19, such as competitive athletes with a heightened risk of sudden cardiac death, patients with multisystem inflammatory syndrome, and people suspected of having COVID-19 vaccine-induced myocarditis. This review summarises the key attributes of CMR, reviews the literature that has emerged for using CMR for people who may have COVID-19-related complications after COVID-19, and offers expert opinion regarding future avenues of investigation and the importance of reporting findings.
Copyright © 2022, Radcliffe Cardiology.

Entities:  

Keywords:  COVID-19; cardiac magnetic resonance; multisystem inflammatory syndrome; myocarditis; vaccine myocarditis

Year:  2022        PMID: 35399549      PMCID: PMC8978025          DOI: 10.15420/cfr.2021.20

Source DB:  PubMed          Journal:  Card Fail Rev        ISSN: 2057-7540


Cardiovascular sequelae of COVID-19 include venous and arterial thrombosis, electrical disturbances, and mechanical dysfunction.[1-3] As many as 55% of patients with acute COVID-19 have cardiovascular abnormalities detected by echocardiography, and elevations of troponin I and N-terminal pro B-type natriuretic peptide during acute, severe illness are predictors of mortality.[4,5] However, among ambulatory patients, traditional cardiovascular diagnostics, such as echocardiography with strain imaging, troponin I and electrocardiography, perform inconsistently as screening tools for COVID-19-related myocarditis.[6-8] Myocardial oedema, inflammation and fibrosis have been detected by cardiac magnetic resonance (CMR) in both the acute and late convalescent phases of COVID-19 illness.[7-9] Indeed, these cardiovascular sequelae have consistently been detected by CMR among competitive athletes recovering from COVID-19 in the setting of normal echocardiography.[6-7] Pathological analysis of the myocardium following COVID-19 remains the gold standard for the diagnosis of direct and indirect myocardial injury, however endomyocardial biopsy is invasive and has limited sensitivity.[10] One autopsy study involving 15 patients who had died of COVID-19 revealed nonocclusive fibrin microthrombi in the coronary arteries of 80% (n=12), and active lymphocytic myocarditis in one-third (n=5). No viral particles were identified in the cardiac myocytes, vascular endothelium or interstitial fibroblasts, suggesting an indirect inflammatory process rather than a direct viral invasion of the myocardium.[11] CMR has distinct advantages for cardiovascular phenotyping. CMR is not only the reference standard for the assessment of ventricular volumes and function but it can be used to diagnose subclinical myocardial dysfunction using strain analysis. However, its biggest advantage over other imaging modalities is advanced tissue characterisation. Late gadolinium enhancement (LGE) imaging can be used to identify focal areas of oedema and replacement fibrosis, and parametric mapping is extremely sensitive for the detection of diffuse oedema, inflammation, fibrosis, infiltration, and fat. This has made CMR a critical tool for clinicians to understand cardiovascular involvement and for risk stratification of patients recovering from COVID-19.

Advantages of Cardiac Magnetic Resonance

Volumes and Function

CMR is the gold standard for assessment of myocardial volumes and function.[12] Accurate quantitative assessment of biventricular function, cardiac performance and valvular disease can be reliably obtained with CMR. CMR is particularly beneficial for the accurate assessment of right ventricular (RV) size and function, and multiple studies have shown a reduced RV ejection fraction among patients recovering from COVID-19 compared to controls.[9,13,14]

Strain

Myocardial strain imaging with CMR may enhance the detection of subclinical functional abnormalities of the myocardium after COVID-19. Strain imaging adds incremental prognostic value to predict major adverse cardiac events (MACE) in comparison to traditional CMR in acute myocarditis.[15,16] In particular, CMR strain has been shown to improve diagnostic accuracy in the setting of preserved biventricular systolic function.[17-19] Given that patients with COVID-19-related myocarditis tend to have normal biventricular systolic function, investigations of CMR strain may provide further insights into subclinical cardiovascular sequelae after recovery from COVID-19.[7,8] Source: Sarma et al. 2021.[

Parametric Mapping

Native T1, T2 and extracellular volume (ECV) mapping by CMR can be used for myocardial tissue characterisation, specifically to detect myocardial inflammation, oedema and fibrosis.[20] The modified Lake Louise criteria for the detection of myocarditis include the use of these advanced parametric mapping techniques for improved sensitivity.[21] Elevation of the native myocardial T1 is non-specific and may be due to any combination of inflammation, oedema, injury and/or infiltration. T2 elevations correspond to myocardial oedema. The resolution of myocardial oedema with persistence of LGE is known to be an unfavourable prognostic marker in viral myocarditis.[22] ECV elevations suggest extracellular compartment expansion. Accurate ECV calculation requires a recent haematocrit. Native T1 and T2 mapping values depend on the magnetic field strength and other unique properties of the individual magnet, pulse sequences and field inhomogeneities in the field of view. Thus, reference to internal magnetic-specific control values is preferred for native T1 and T2 mapping. On the other hand, ECV is derived from the ratio of native and post-contrast T1 values and is therefore similar between different magnets, allowing for the use of published controls.[20]

Late Gadolinium Enhancement

Contrasted CMR permits the assessment of myopericardial LGE. The presence, location and extent of LGE relative to the ventricular mass have been shown to be associated with MACE in patients with myocarditis.[23-25] The distribution of LGE aids the differentiation of ischaemic versus non-ischaemic complications of COVID-19. LGE burden in viral myocarditis often decreases over time with acute phase LGE with myocardial oedema representing inflammation and extracellular expansion, while late phase LGE reflects replacement fibrosis.[22,26]

Stress Imaging

Vasodilator stress CMR is a highly accurate and useful diagnostic modality for patients with suspected or known coronary artery disease (CAD) and post-orthotopic heart transplantation to assess for coronary allograft vasculopathy.[27-31] Because 95% of coronary arterial blood supplying the myocardium returns through the coronary sinus (CS), flow through this vessel is an accurate surrogate for total coronary blood flow.[29] The coronary flow reserve (CFR) may be calculated as the ratio of CS flow during vasodilator infusion versus resting conditions. An impaired CFR may indicate either obstructive CAD or coronary microvascular dysfunction. An autopsy study of COVID-19 patients found an absence of viral particles in the myocardium and thrombosis of the coronary microvasculature during the acute and convalescent stages. This suggests that COVID-19-mediated myocardial injury and ischaemia may result from endothelial injury and demand ischaemia from microthrombi.[11] COVID-19-related microthrombi and endothelial injury may therefore be detectable by CFR assessment from stress CMR. Thus, stress CMR with CFR may be uniquely suited to explore this mechanism of cardiovascular involvement after COVID-19 and may yield insights into patients with cardiovascular post-acute sequelae of COVID-19 (CV-PASC).

Unique Populations

Competitive Athletes and Military Personnel

Myocarditis is a known complication of COVID-19 and a leading cause of sudden cardiac death (SCD) among athletes and military recruits in the US.[32] The detection of myocarditis in athletes presents unique challenges owing to the heterogeneity of clinical presentation, lack of specific biomarkers for early detection, underlying structural myocardial changes related to dynamic exertion, uncertainty about the true impact of exercise on SCD risk, and downstream training and career implications for athletes who are restricted from activity.[33] While the pathophysiology of myocardial injury from COVID-19 is debated, myocarditis remains a primary consideration in decisions to return-to-play among athletes and sports cardiologists. Contrasted CMR with parametric mapping is uniquely suited as a tool for detection of cardiovascular complications from COVID-19 for the reasons outlined above and has quickly and widely been deployed to understand the cardiovascular complications of COVID-19. summarises the findings of key CMR studies among competitive athletes recovering from COVID-19.[34] Combined single-centre and multicentre data have shown that the prevalence of myocarditis among competitive athletes is approximately 3% when universal screening with CMR is undertaken (). LGE = late gadolinium enhancement. Source: Clark et al. 2021.[

Cardiovascular Post-acute Sequelae of Coronavirus Infection

A study of military personnel with CV-PASC found a higher rate (12%) of myocardial pathology – mostly myocarditis – among this symptomatic cohort.[14] For high-performance athletes, employees in high-risk professions (pilots, military personnel and other high-stake professions in which arrhythmias and/or SCD have implications beyond the person affected), and people with underlying cardiovascular abnormalities that make superimposed post-COVID-19 symptoms difficult to discriminate, we propose CMR with parametric mapping with or without stress testing as a crucial tool to improve detection of pathology or provide reassurance of its absence ().

Multisystem Inflammatory Syndrome

Multisystem inflammatory syndrome (MIS) has now been reported in both children and adults following infection with severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2).[35,36] Cardiovascular involvement in MIS is variable, with presentations ranging from myocarditis, pericarditis, transient systolic dysfunction, arrhythmias, coronary artery ectasia/aneurysms and cardiogenic shock.[37,38] An inflammatory cardiomyopathy with global elevations in T1 and T2 values has been the characteristic finding in a limited series of MIS patients undergoing CMR, often with mild or no myocardial LGE ().[39-42] Although echocardiography is often normal, especially after recovery from acute COVID-19, CMR reveals subclinical ventricular dysfunction – evidenced by abnormal strain – that persists as inflammation resolves.[40,41] Follow-up CMR in small cohorts of patients reveal that MIS often presents as a transient inflammatory cardiomyopathy, with no residual cardiac abnormalities identified a few months after diagnosis.[43,44] Thus, CMR may be a useful tool during the acute phase of MIS to assist with cardiovascular phenotyping and post-acute MIS to identify residual myocardial pathology and resolution of cardiac inflammation. Top: A 25-year-old man who presented with MIS myocarditis who had elevated troponin I (peaked at 9 ng/ml) and non-specific ST-T changes. Cardiac magnetic resonance showed septal and inferior subepicardial LGE (A, B) and global elevation of T1 (1,245 ms, Z-score 15.6; C) and T2 values (63 ms, Z-score 11.2; D). Bottom: A 24-year-old man with non-MIS myocarditis who had post- COVID-19 dyspnoea on exertion. Cardiac magnetic resonance showed basal inferoseptal and mid-inferolateral LGE (E, F), normal global myocardial T1 (968 ms, Z-score 0.2; G) and mild regional T2 elevation (51 ms, Z-score 3.8) at the location of LGE (H). Yellow arrows point to the locations of LGE. The normal ranges of T1 and T2 were 930–1,010 ms and <50 ms, respectively. The normal range of Z-score was -2 to 2. LGE = late gadolinium enhancement; MIS = multisystem inflammatory syndrome; PSIR = phase sensitive inversion recovery.

Vaccine-associated Myocarditis

Vaccine-associated myocarditis is not a new entity, having previously been reported in 7.8 per 100,000 military service members within 30 days of smallpox vaccination.[45] Early reports suggest that vaccine-associated myocarditis is a rare complication of the mRNA COVID-19 vaccine and young men may be at higher risk. Most affected patients present with an acute chest pain syndrome and biomarker evidence of myocardial injury within a week of the second dose of the mRNA vaccine.[46-48] These preliminary reports show an incidence of less than 0.001% in comparison to the approximate 3% rate of myocarditis after COVID-19 in competitive athletes. In our experience, mRNA COVID-19 vaccine-associated myocarditis is associated with preserved biventricular systolic function and a modest LGE burden and is similar in appearance to acute COVID-19-related myocarditis (). Thus, while vigilance for this rare adverse event is advised, there appears to be a much higher likelihood of myocarditis in the acute and convalescent phases after COVID-19 than following mRNA COVID-19 vaccination.

Challenges Associated with CMR

Limitations of CMR

CMR is limited by availability, expertise, time constraints (as comprehensive examinations may take more than an hour at some centres) and patient-specific factors, such as claustrophobia, retained leads or non-compatible devices. Despite the common misperception, cost should not be a significant barrier to CMR. In the US, reimbursement for CMR (US$570 for a CMR with contrast) from the Centers for Medicare and Medicaid Services is typically less than single photon emission CT and only slightly greater than echocardiography.[49,50] The effective cost of CMR is further diminished after accounting for the cost of downstream consequences of not carrying out these examinations.[50]

CMR Interpretation Challenges Specific to COVID-19

The Society for Cardiac Magnetic Resonance recommends standardised reporting of parametric mapping in reference to magnet-specific reference values, which often have age- and gender-based normative ranges.[20] However, not all centres who are able to offer CMR have collected magnet-specific control data and there are no guidelines to define appropriate selection of regions of interest (ROIs) to define regional parametric abnormalities. While parametric mapping is a highly sensitive technique for the detection of myocardial fibrosis/inflammation, interpretation of these images requires significant experience and may be subject to high inter-observer variability. This variability in parametric ROI reporting may account for some of the wide distribution of prevalence rates of myocarditis after COVID-19 detected by CMR.[9] A 25-year-old man with no prior history of heart issues developed an acute chest pain syndrome with angina radiating to the left arm 4 days after receiving a second dose of Pfizer mRNA vaccine. An ECG revealed ST segment elevations in leads V3–V5 of 1 mm; troponin I peaked at 2.08 (upper limit of normal <0.04). Coronary angiography showed no coronary artery disease. Late gadolinium enhancement images (phase contrast inversion recovery) demonstrated basal-mid inferior late gadolinium enhancement (8.4% myocardial mass, white arrow) with regional T2 elevations meeting modified Lake Louise criteria for myocarditis. Additionally, interpretation of CMR images may be challenging owing to an apparent predilection of COVID-19 myocarditis to affect the inferior wall and inferoseptum near the RV septal insertion site ().[6,51] Focal LGE at the inferior RV septal insertion is common among athletes, which may lead to a tendency to over-diagnose pathology in this region without selection of a proper control group.[6,52] Furthermore, LVEF tends to be preserved in this population, thereby making it more difficult to discriminate pathological LGE from non-pathological LGE at this location – especially in the cohort of athletes. All these factors may complicate the accurate diagnosis of myocarditis. CMR at baseline with inferoseptal acute COVID-19 myocarditis and follow-up CMR 3 months later with ongoing, smouldering myocarditis with residual T2 elevation. CMR = cardiac magnetic resonance; ECV = extracellular volume; LGE = late gadolinium enhancement.

Recommendations for CMR Interpretation

The parametric mapping consensus guidelines recommend the following to standardise parametric mapping use: Use magnet-specific age- and gender-assigned controls with normal ranges defined by ±2 standard deviations from the mean. Perform basal- and mid-LV short axis mapping along with a four-chamber view for T1, T2 and ECV maps. Carefully review the data to ensure adequate motion correction and absence of artefact. We propose the following additional measures to specifically address issues associated with the interpretation of CMR post-COVID-19: Report ROIs that represent no less than a half of a standard segment in the American Heart Association’s 17-segment model.[53] Report methodology, location and value of parametric mapping abnormalities in scientific publications. We suggest the following characteristics to diagnose pathological LGE in COVID-19 myocarditis: LGE encompassing greater than 50% of myocardial thickness. LGE extending to at least two short-axis slices. Associated regional elevations in T2. Segmental hypokinesis. The first two criteria should always be met; the latter two may help with diagnostic confidence (as a regionally normal T2 in the area of LGE may indicate healing myocarditis). The modified Lake Louise criteria require global or regional T1 and T2 abnormalities to diagnose acute myocarditis by CMR.[21]

Future Directions

Comparison to an appropriate control group has been shown to be of critical importance to contextualise CMR findings in COVID-19 and remains a crucial component of ongoing research.[6,54] Further investigation is necessary to better understand the utility of CMR for return-to-play screening of competitive athletes and military personnel after COVID-19. Research assessing the clinical yield of CMR for patients in the late convalescent phase of recovery from COVID-19 with CV-PASC will provide insights into the prevalence of detectable myocardial structural, functional and tissue-level changes and their correlation with patient-reported symptoms. Future studies correlating biomarkers of effector immune response, antigen-presenting cells, cytokines, antibodies and SARS-CoV-2 titres with comprehensive CMR may elucidate which features of COVID-19 and host immune response predispose to the greatest degree of myocardial inflammation and injury. Additionally, large follow-up studies are necessary to understand the clinical significance of subclinical CMR-based myocarditis findings. These analyses should include the following clinical outcomes: quantification of arrhythmia burden, quantification of functional limitations with cardiopulmonary exercise treadmill testing, heart failure, SCD and all-cause death. As the SARS-CoV-2 virus mutates and the pandemic evolves, studies will need to be conducted among different viral variants and in various phases of recovery (acute and chronic convalescent, PASC and late post-recovery). Multicentre collaborations will be necessary to understand the prevalence of smouldering myocarditis and exploring treatment options for this subset of patients.

Conclusion

Cardiovascular involvement following COVID-19 is prevalent and heterogenous in manifestation. CMR accurately diagnoses myocardial inflammation/injury and is the reference standard for the assessment of myocardial structure, function, tissue characterisation and perfusion. CMR should be considered for patients at heightened risk of COVID-19 complications and when the detection of subclinical myocardial inflammation will change medical management or restrict activity. CMR complications after COVID-19 may be subtle and normal findings in athletes may be misconstrued as pathology. Thus, expertise in the acquisition and interpretation of images is critical for accurate diagnosis of acute and post-COVID-19 complications by CMR. Future studies are necessary to determine the long-term implications of myocardial inflammation and injury detected by CMR after recovery from COVID-19. Cardiovascular involvement following COVID-19 is prevalent and heterogenous in manifestation. Cardiac magnetic resonance (CMR) is uniquely suited to comprehensively phenotype high-risk, persistently symptomatic, or otherwise complicated patients who have had COVID-19. CMR following COVID-19 may be best suited for specific populations, such as athletes, patients who develop multisystem inflammatory syndrome, and those with suspected COVID-19 vaccine-induced myocarditis. Expertise and consistency in image acquisition, analysis, interpretation and reporting is especially critical in the diagnosis of myocarditis by CMR.
Table 1:

Overview of Studies Involving Competitive Athletes Who Have Had COVID-19

StudySample SizeMRI Screening AlgorithmCompetition LevelSymptomatic Athletes, n (%)Myocardial Findings by MRI, n (%)Myocarditis Suspected, n (%)Mean Follow-up (days)
Rajpal et al. 2020[55]26All inclusiveCollegiate12 (27)12 (46)4 (15)NA
Brito et al. 2020[56]54Selective (48 MRIs performed)Collegiate38 (70)19 (40)0 (0)NA
Malek et al. 2021[57]26All inclusiveProfessional20 (77)0 (0)0 (0)NA
Starekova et al. 2021[58]145All inclusiveCollegiate, high school111 (77)40 (28)2 (1.4)NA
Clark et al. 2021[6]59 COVID-19-positive, 60 COVID-19-negative athletesAll inclusiveCollegiate46 (78% of subjects who tested positive)2 (3)2 (3)NA
Martinez et al. 2021[59]789Selective (30 MRIs performed)Professional460 (58)5 (0.6)5 (0.6)180
Moulson et al. 2021[8]3,018All inclusive (198 MRIs) + selective (119 MRIs)Collegiate1,774 (59)21 (0.7)21 (0.7)130

Source: Sarma et al. 2021.[

  57 in total

1.  Symptomatic Acute Myocarditis in Seven Adolescents Following Pfizer-BioNTech COVID-19 Vaccination.

Authors:  Mayme Marshall; Ian D Ferguson; Paul Lewis; Preeti Jaggi; Christina Gagliardo; James Steward Collins; Robin Shaughnessya; Rachel Carona; Cristina Fuss; Kathleen Jo E Corbin; Leonard Emuren; Erin Faherty; E Kevin Hall; Cecilia Di Pentima; Matthew E Oster; Elijah Paintsil; Saira Siddiqui; Donna M Timchak; Judith A Guzman-Cottrill
Journal:  Pediatrics       Date:  2021-06-04       Impact factor: 7.124

2.  Diagnostic implications of magnetic resonance feature tracking derived myocardial strain parameters in acute myocarditis.

Authors:  Bettina Baeßler; Frank Schaarschmidt; Anastasia Dick; Guido Michels; David Maintz; Alexander C Bunck
Journal:  Eur J Radiol       Date:  2015-11-30       Impact factor: 3.528

Review 3.  Cardiovascular Magnetic Resonance in Nonischemic Myocardial Inflammation: Expert Recommendations.

Authors:  Vanessa M Ferreira; Jeanette Schulz-Menger; Godtfred Holmvang; Christopher M Kramer; Iacopo Carbone; Udo Sechtem; Ingrid Kindermann; Matthias Gutberlet; Leslie T Cooper; Peter Liu; Matthias G Friedrich
Journal:  J Am Coll Cardiol       Date:  2018-12-18       Impact factor: 24.094

4.  Magnetic Resonance Perfusion or Fractional Flow Reserve in Coronary Disease.

Authors:  Eike Nagel; John P Greenwood; Gerry P McCann; Nuno Bettencourt; Ajay M Shah; Shazia T Hussain; Divaka Perera; Sven Plein; Chiara Bucciarelli-Ducci; Matthias Paul; Mark A Westwood; Michael Marber; Wolf-Stefan Richter; Valentina O Puntmann; Carsten Schwenke; Jeanette Schulz-Menger; Rajiv Das; Joyce Wong; Derek J Hausenloy; Henning Steen; Colin Berry
Journal:  N Engl J Med       Date:  2019-06-20       Impact factor: 91.245

5.  Characteristics Associated With Multisystem Inflammatory Syndrome Among Adults With SARS-CoV-2 Infection.

Authors:  Giovanni E Davogustto; Daniel E Clark; Edward Hardison; Ahmad H Yanis; Brandon D Lowery; Natasha B Halasa; Quinn S Wells
Journal:  JAMA Netw Open       Date:  2021-05-03

6.  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).

Authors:  Daniel R Messroghli; James C Moon; Vanessa M Ferreira; Lars Grosse-Wortmann; Taigang He; Peter Kellman; Julia Mascherbauer; Reza Nezafat; Michael Salerno; Erik B Schelbert; Andrew J Taylor; Richard Thompson; Martin Ugander; Ruud B van Heeswijk; Matthias G Friedrich
Journal:  J Cardiovasc Magn Reson       Date:  2017-10-09       Impact factor: 5.364

7.  SARS-CoV-2 Cardiac Involvement in Young Competitive Athletes.

Authors:  Nathaniel Moulson; Bradley J Petek; Jonathan A Drezner; Kimberly G Harmon; Stephanie A Kliethermes; Manesh R Patel; Aaron L Baggish
Journal:  Circulation       Date:  2021-04-17       Impact factor: 29.690

8.  Cardiac Magnetic Resonance Stress Perfusion Imaging for Evaluation of Patients With Chest Pain.

Authors:  Raymond Y Kwong; Yin Ge; Kevin Steel; Scott Bingham; Shuaib Abdullah; Kana Fujikura; Wei Wang; Ankur Pandya; Yi-Yun Chen; J Ronald Mikolich; Sebastian Boland; Andrew E Arai; W Patricia Bandettini; Sujata M Shanbhag; Amit R Patel; Akhil Narang; Afshin Farzaneh-Far; Benjamin Romer; John F Heitner; Jean Y Ho; Jaspal Singh; Chetan Shenoy; Andrew Hughes; Steve W Leung; Meera Marji; Jorge A Gonzalez; Sandeep Mehta; Dipan J Shah; Dany Debs; Subha V Raman; Avirup Guha; Victor A Ferrari; Jeanette Schulz-Menger; Rory Hachamovitch; Matthias Stuber; Orlando P Simonetti
Journal:  J Am Coll Cardiol       Date:  2019-10-08       Impact factor: 24.094

9.  Predictors of mortality in hospitalized COVID-19 patients: A systematic review and meta-analysis.

Authors:  Wenjie Tian; Wanlin Jiang; Jie Yao; Christopher J Nicholson; Rebecca H Li; Haakon H Sigurslid; Luke Wooster; Jerome I Rotter; Xiuqing Guo; Rajeev Malhotra
Journal:  J Med Virol       Date:  2020-07-11       Impact factor: 20.693

10.  Outcomes of Cardiovascular Magnetic Resonance Imaging in Patients Recently Recovered From Coronavirus Disease 2019 (COVID-19).

Authors:  Valentina O Puntmann; M Ludovica Carerj; Imke Wieters; Masia Fahim; Christophe Arendt; Jedrzej Hoffmann; Anastasia Shchendrygina; Felicitas Escher; Mariuca Vasa-Nicotera; Andreas M Zeiher; Maria Vehreschild; Eike Nagel
Journal:  JAMA Cardiol       Date:  2020-11-01       Impact factor: 14.676

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