Journal of Cardiovascular Electrophysiology · 2019 · 16 citations · 12 references
MedicineCardiologyRadiologyClinical CardiologyDiagnostic ImagingDiagnostic RadiologyCardiac ImagingCardiac Sarcoidosis ImagingCardiothoracic ImagingCardiovascular ImagingMagnetic Resonance ImagingMedical ImagingArrhythmic Risk AssessmentAtrioventricular Block InterpretationCardiac Cine ImagingCardiac Morphology ClassificationCardiac SarcoidosisLate Gadolinium Enhancement ImagingMachine Learning ClassificationMyocardial Scar Imaging
BACKGROUND: Patients with cardiac sarcoidosis (CS) may present with arrhythmic events (AE): atrioventricular block (AVB) and/ or ventricular arrhythmias (VA). We sought to: (a) use regional analysis of cardiac magnetic resonance imaging (CMR) to describe anatomic and functional phenotypes of patients with CS and AE; (b) Assess the association of regional CMR abnormalities with the combined endpoint of death, heart transplantation (HT) and AE; and (c) use machine learning (ML) to predict the combined endpoint based on CMR features. METHODS: we included 76 patients with CS and CMR. We analyzed cine images to determine regional longitudinal (LS) and radial strain (RS); and late gadolinium enhancement imaging to determine regional scar burden (%scar). RESULTS: Patients with AVB (n = 7), compared with those without, had higher %scar in the anterior (21.8 ± 27.4 vs 5.1 ± 8.9; P = 0.0005) and anteroseptal (19.3 ± 24.5 vs 3.5 ± 5.5; P < .0001) walls. Patients with VA (n = 12), compared with those without, had higher %scar in the basal inferoseptum (20.4 ± 30.8 vs 8.3 ± 13.4; P = .03). During mean follow-up of 4.4 ± 3.3 years, four patients died or underwent HT; eight had VA; and zero developed AVB. Multiple regional abnormalities were associated with the combined endpoint, including scar in the anteroseptal wall (HR 1.06 [1.02-1.09] per 1%scar increase, P = .002). The ML algorithm predicted the combined endpoint with a C-statistic of 0.91. CONCLUSION: Regional CMR abnormalities are associated with AE in patients with CS.
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Jeanette Schulz‐Menger, David A. Bluemke, Jens Bremerich et al. · Journal of Cardiovascular Magnetic Resonance · 2013 · 1.5K citations · Full text
Medicine, Cardiology, Radiology +16
Tomás Vita, David R. Okada, Mahdi Veillet-Chowdhury et al. · Circulation Cardiovascular Imaging · 2018 · 270 citations · Full text