ArticleCirculation2024
Cardiovascular Magnetic Resonance Radiomics to Identify Components of the Extracellular Matrix in Dilated Cardiomyopathy.
Article in Circulation, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.
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Who cites it
13 citing papers in PubMed.
- Impact of Field Strength and Contrast Agents on Cardiac MRI Radiomic Features of the Myocardium and Blood Pool.Journal of imaging informatics in medicine · 2026Article
- Does adding a delayed phase to cardiac computed tomography for coronary artery evaluation have prognostic value?European heart journal. Cardiovascular Imaging · 2026Article
- Comparative analysis of right atrial function in arrhythmogenic right ventricular cardiomyopathy and dilated cardiomyopathy using cardiac magnetic resonance-feature tracking.Quantitative imaging in medicine and surgery · 2026Article
- Myocardial radiomics of non-ischemic cardiomyopathy using cardiovascular magnetic resonance: current perspectives and future directions.Frontiers in cardiovascular medicine · 2026Review
- Promises and challenges of AI-enabled methods for myocardial characterisation in cardiovascular magnetic resonance.Frontiers in cardiovascular medicine · 2026Review
- Cardiology's best friend: Using naturally occurring disease in dogs to understand heart disease in humans.Journal of molecular and cellular cardiology plus · 2025Review
- Could CT radiomics be the new frontier for myocardial tissue characterization in cardiomyopathies?European heart journal. Cardiovascular Imaging · 2025Article
- Artificial Intelligence Performance in Cardiac Magnetic Resonance Strain Analysis for Aortic Stenosis: Validation with Echocardiography and Healthy Controls.Medicina (Kaunas, Lithuania) · 2025Article
- Outcome Prediction After Tetralogy of Fallot Repair: A Prospective Clinical and Cardiovascular Magnetic Resonance Study.Journal of the American Heart Association · 2025Article
- Prediction of acupuncture efficacy in acute ischemic stroke constructing a clinical-radiomics multimodal model.Frontiers in neurology · 2025Article
- Cardiac magnetic resonance research advances in myocardial fibrosis of hypertrophic cardiomyopathy.Frontiers in cardiovascular medicine · 2025Review
- A systematic review of machine learning in heart disease prediction.Turkish journal of biology = Turk biyoloji dergisi · 2025Review
- Challenges in clinical translation of cardiac magnetic resonance imaging radiomics in non-ischemic cardiomyopathy: a narrative review.Cardiovascular diagnosis and therapy · 2024Review
Corrections and comments
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Authors and funding
14 authors.
Funding
Abstract
backgroundCurrent cardiovascular magnetic resonance sequences cannot discriminate between different myocardial extracellular space (ECSs), including collagen, noncollagen, and inflammation. We sought to investigate whether cardiovascular magnetic resonance radiomics analysis can distinguish between noncollagen and inflammation from collagen in dilated cardiomyopathy.
methodsWe identified data from 132 patients with dilated cardiomyopathy scheduled for an invasive septal biopsy who underwent cardiovascular magnetic resonance at 3 T. Cardiovascular magnetic resonance imaging protocol included native and postcontrast T
resultsFour histopathological phenotypes were identified: low collagen (n=20), noncollagenous ECS expansion (n=49), mild to moderate collagenous ECS expansion (n=42), and severe collagenous ECS expansion (n=21). Noncollagenous expansion was associated with the highest risk of myocardial inflammation (65%). Although native T
conclusionsRadiomic features extracted from native T
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