[HTML][HTML] Deep Learning for MRI segmentation and molecular subtyping in glioblastoma: critical aspects from an emerging field

M Bonada, LF Rossi, G Carone, F Panico… - …, 2024 - pmc.ncbi.nlm.nih.gov
Deep learning (DL) has been applied to glioblastoma (GBM) magnetic resonance imaging
(MRI) assessment for tumor segmentation and inference of molecular, diagnostic, and …

CMR-Based Risk Stratification of Sudden Cardiac Death and Use of Implantable Cardioverter–Defibrillator in Non-Ischemic Cardiomyopathy

L Keil, C Chevalier, P Kirchhof, S Blankenberg… - International Journal of …, 2021 - mdpi.com
Non-ischemic cardiomyopathy (NICM) is one of the most important entities for arrhythmias
and sudden cardiac death (SCD). Previous studies suggest a lower benefit of implantable …

Cardiac MRI to predict sudden cardiac death risk in dilated cardiomyopathy

Y Li, Y Xu, W Li, J Guo, K Wan, J Wang, Z Xu, Y Han… - Radiology, 2023 - pubs.rsna.org
Background Sudden cardiac death (SCD) is one of the leading causes of death in
individuals with nonischemic dilated cardiomyopathy (DCM). However, the risk stratification …

Personalized computational heart models with T1-mapped fibrotic remodeling predict sudden death risk in patients with hypertrophic cardiomyopathy

RP O'hara, E Binka, A Prakosa, SL Zimmerman… - Elife, 2022 - elifesciences.org
Hypertrophic cardiomyopathy (HCM) is associated with risk of sudden cardiac death (SCD)
due to ventricular arrhythmias (VAs) arising from the proliferation of fibrosis in the heart …

Incident clinical and mortality associations of myocardial native T1 in the UK Biobank

Z Raisi-Estabragh, C McCracken, E Hann… - Cardiovascular …, 2023 - jacc.org
Background Cardiac magnetic resonance native T1-mapping provides noninvasive,
quantitative, and contrast-free myocardial characterization. However, its predictive value in …

Extracellular volume is an independent predictor of arrhythmic burden in dilated cardiomyopathy

PP Rubiś, EM Dziewięcka, P Banyś… - Scientific reports, 2021 - nature.com
The current stratification of arrhythmic risk in dilated cardiomyopathy (DCM) is sub-optimal.
Cardiac fibrosis is involved in the pathology of arrhythmias; however, the relationship …

Myocardial Substrate Characterization by CMR T1 Mapping in Patients With NICM and No LGE Undergoing Catheter Ablation of VT

D Muser, G Nucifora, SA Castro, A Enriquez… - Clinical …, 2021 - jacc.org
Objectives The goal of this study was to characterize the relationship between DF, the
electroanatomic mapping (EAM) substrate, and outcomes of catheter ablation of VT in NICM …

Myocardial tissue imaging with cardiovascular magnetic resonance

S Nakamori, K Dohi - Journal of Cardiology, 2022 - Elsevier
Alteration in myocardial tissue, such as myocardial fibrosis, edema, inflammation, or
accumulation with amyloid, lipids, or iron, has an important role in the cardiac remodeling …

T1 Mapping Tissue Heterogeneity Provides Improved Risk Stratification for ICDs Without Needing Gadolinium in Patients With Dilated Cardiomyopathy

S Nakamori, LH Ngo, J Rodriguez, U Neisius… - Cardiovascular …, 2020 - jacc.org
Objectives This study sought to determine whether myocardial tissue heterogeneity scanned
by native T1 mapping could improve risk stratification in patients with nonischemic dilated …

[HTML][HTML] T1 map-based radiomics for prediction of left ventricular reverse remodeling in patients with nonischemic dilated cardiomyopathy

S Chang, K Han, Y Kwon, L Kim, S Hwang… - Korean Journal of …, 2023 - ncbi.nlm.nih.gov
Objective This study aimed to develop and validate models using radiomics features on a
native T1 map from cardiac magnetic resonance (CMR) to predict left ventricular reverse …